GENETIC VARIATION OF LODGEPOLE PINE (PINUS CONTORTA VAR. LATIFOLIA
[ENGELM.]) CHEMICAL AND PHYSICAL DEFENSES THAT AFFECT MOUNTAIN
PINE BEETLE DENDROCTONUS PONDEROSAE ATTACK AND TREE MORTALITY
by
Daniel Stephen Ott
B.Sc., Utah State University, 2005
THESIS SUBMITTED IN PARTIAL FULFILLMENT OF
THE REQUIREMENTS FOR THE DEGREE OF
MASTER OF SCIENCE
IN
NATURAL RESOURCES AND ENVIRONMENTAL STUDIES
THE UNIVERSITY OF NORTHERN BRITISH COLUMBIA
April 2010
© Daniel Stephen Ott
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Copyright © Dan Ott 2009
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ABSTRACT
The current outbreak of mountain pine beetle (MPB), Dendroctonus ponderosae
(Coleoptera: Curculionidae), and its fungal complex Grosmannia clavigera has affected -15
million hectares of lodgepole pine Pinus contorta var. latifolia (Engelm.) in British
Columbia. This is of great concern to forestry industry in British Columbia but it has
provided a rare opportunity to study genetic variation of lodgepole pine defense mechanisms
against MPB. Based on a previous study, we selected 45 open-pollinated families from a
population of 180 families, with the number of trees per family ranging from 16-26 (for a
total of 887 trees) from two 20-year field tests which had undergone attack from MPB.
Chemical and physical defensive responses were quantified in response to simulated attack
by the MPB fungal complex on these 45 families. These responses included: physical
exudation of resin, host compartmentalization response to fungal inoculation, and levels of
constitutive and induced resin terpenoids. Further assessments were made for tree height,
DBH (diameter at breast height ~1.4 m), bark texture, tree mortality, and MPB presence,
attack density, reproduction, and brood development, as well as the presence of
hypersensitivity reactions by the tree to MPB. Data suggest that variation in resin terpenoids
pre- and post-induction of simulated MPB attack is significantly different between families.
Traits in lodgepole pine that affect MPB colonization and tree mortality also vary among
families, and many host tree traits that affect the MPB lifecycle are significantly heritable. In
order to examine genetic interrelationships among traits, family mean correlations were
calculated for traits with significant heritabilities (as an approximation of the underlying
genetic correlation). Constitutive (pre-induction) 8-3-carene was negatively correlated with
family mean mortality. The frequency of hypersensitivity reactions was negatively
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iv
correlated with MPB gallery production, reproduction, and brood development. 5-3-Carene
and hypersensitivity reaction frequency negatively impact MPB induced tree mortality and
likely subsequent MPB fitness. These results provide important future directions for
studying genetic resistance in lodgepole pine to bark beetles, as well as forest managers
trying to manage future MPB outbreaks in lodgepole pine
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V
DEDICATION
I dedicate my thesis to my parents who have always supported me in whatever I do
and have always put importance on education. Also to my friend Tamara Charlie who passed
away during my thesis. You were a great friend and a blast to raft with.
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vi
ACKNOWLEDGMENTS
I would first like to thank Dr. Kimberly Wallin for guiding and mentoring me
throughout the master's process. Working with Dr. Wallin has allowed me to greatly
increase my knowledge of the scientific method and to accumulate a wide array of Forest
Entomology related skills. Next I would like to thank everyone at Forest Health Protection in
Ogden, Utah for giving me an outlet for my Forestry inclinations and encouraging me to
continue on with my studies. Specifically I would like to thank Steve Munson for guiding
me to my project and to Dr. Wallin. Also thanks to Dr. Helga Van Miegroet for teaching me
so much during my undergraduate degree and for encouraging me to continue with school.
Thank you Dr. Alvin Yanchuk for providing me with insight into the world of
quantitative genetics, British Columbia forestry, and of course for the funding provided by
the British Columbia Ministry of Forests. British Columbia is a wonderful place and I feel
fortunate to have studied forest entomology within the province.
Thanks to Dr. Dezene Huber for helping me get adjusted to life in Canada and
providing me with lab space and mentoring on which classes to take and where to find
resources during my project. In addition to project logistics, Dr. Huber also helped me find
plenty of help from the students at the University of Northern British Columbia.
Specifically, I thank Andrea Scott for showing me around the Huber lab and for helping me
with a lot of the equipment located in our lab and helping me to access to equipment outside
the lab. Also thanks Andrea for editing my proposal. Thanks to Marco Hernandez for
providing field assistance and processing data in the lab. Thanks to Jeff Selesnic and fellow
graduate student Erin Clark for providing assistance in the field when needed. I would also
like to thank the Forest Insect Research Group at UNBC (including the labs of Dr. Huber, Dr.
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vii
Staffan Lindgren, Dr. Lisa Poirier, and Dr. Brian Aukema) who provided me with feedback
and companionship during presentations and conferences. I would also like to thank
everyone in the Office of Graduate Programs at the University of Northern British Columbia.
Specific thanks to Ian Hartley for providing me with help throughout many different phases
of my thesis writing, and for encouragement.
Thanks to the many people that helped on my project from the B.C. Ministry of
Forests and Range including Bonnie Hooge, Michael Carlson, Bonnie E. Lee, Nicholas
Ukrainetz, and especially John Murphy for sharing all of his wisdom and knowledge about
my plots and problems that persist in lodgepole pine stands in British Columbia.
I would also like to thank Clive Dawson, David Dunn, and everyone else at the
British Columbia Ministry of Forests and Range Analytical Chemistry Lab for processing my
chemical samples and for teaching me about the process of gas chromatography.
I would also like to thank everyone at the University of Vermont who worked with
me towards the end of my project. Thanks to Carolyn Goodwin Kueffner, Marcia Caldwell,
Alan Howard and Drew Cameron. Thanks to everyone at the Rubenstein School of
Environment for being so accommodating while I finished by thesis. Thanks to Paul
Schaberg from the Forest Service in Burlington for participating as my external examiner.
I want to thank all of my friends at UNBC and UVM who provided emotional support
during my thesis, specifically to Matthew Klingenberg, Prudence Elise Breton, Sarah Pears
and Dan Comerford. And, to anyone else that provided help from both universities that I
have neglected to thank: THANK YOU!!
Daniel Stephen Ott
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TABLE OF CONTENTS
Page
ABSTRACT
iii
DEDICATION
v
ACKNOWLEDGMENTS
vi
LIST OF TABLES
ix
LIST OF FIGURES
x
CHAPTER
1.
2.
3.
Thesis Introduction
1
Literature Cited
11
Heritability of lodgepole pine defenses
Abstract
Introduction
Methods
Results
Discussion
Literature Cited
14
15
23
29
39
51
Effects on MPB life cycle
Abstract
Introduction
Methods
Results
Discussion
Literature Cited
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56
57
65
72
81
90
LIST OF TABLES
Page
Table
2-1
Analysis of Variance for lodgepole pine defenses exudation of resin and
compartmentalization of MPB fungal complex in a resinous lesion.
2-2
93
Repeated Measures Analysis of Variance for lodgepole pine defenses
compartmentalization of MPB fungal complex in a resinous lesion and terpenoids overtime
in the form of constitutive and induced.
2-3
94
Repeated Measures Analysis of Variance for between subject effects for lodgepole
pine defenses compartmentalization of MPB fungal complex in a resinous lesion and
terpenoids overtime in the form of constitutive and induced. Variables include tree.... 96
2-4
Means and standard errors for constitutive and induced terpenoids collected from study
trees at 0, 7, and 12 days post inoculation and simulated attack of MPB and its fungal
complex
2-5
Analysis of Variance for constitutive and induced terpenoids at 0, 7, and 12 days post
inoculation
2-6
100
Specific terpenoid percent of change and percent of total terpenoid abundance from
day 0, 7, and 12 post inoculation
2-7
98
107
Heritability estimates for all defense traits tested for with lodgepole pine against the
MPB fungal complex
109
3-1
Analysis of variance for host selection and acceptance variables
111
3-2
Means and standard errors for host selection and acceptance variables
112
3-3
Means and standard errors for host selection and acceptance variables, separated by
site.
115
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X
3-4
Percentage of trees within families with beetle landing, colonizing occurring, and
mortality of host tree
3-5
Percentage of trees within families with beetle landing, colonizing occurring, and
mortality of host tree, separated by site
3-6
127
Phenotypic frequency tests for binary variables involved in host selection, acceptance,
and utilization separated by site
3-8
124
Phenotypic frequency tests for binary variables involved in host selection, acceptance,
and utilization
3-7
121
128
Family frequency tests for binary variables involved in host selection, acceptance, and
utilization
130
3-9
145
Means and standard errors for host colonization variables within families
3-10 Estimates of heritabilities for variables involved in host selection, acceptance, and
utilization
3-11
147
Family and whole genetic population correlations for variables with significant
heritability estimates from Chapter 2 and Chapter 3
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148
xi
LIST OF FIGURES
Figure
2-1
Percent change of seven most abundant terpenoids when induced from day 0 to 7
within families
2-2
Page
244
Percent change of seven most abundant terpenoids when induced from day 7 to 12
within families
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247
xii
Appendix
Object
Page
Map 1
Map of tree family provenances and sites within British Columbia
250
Diag. 1
Resin collection funnel
251
Diag. 2
Cork borer position for bark/phloem punch during resin collection
251
Diag. 3
Gas Chromatograph setup
252
Photo 1
Inoculation and lesion
252
Table I
Mean and standard error for exudation of resin and compartmentalization lesions
separated by site
Table II
Percentage and percent of total of sesquiterpenes from constitutive to induced
separated by site
Table III
253
256
Mean and standard error for terpenoids extracted from phloem tissue at day 0, 7,
and 12, separated by family
257
Table IV
350
Example of heritability calculations
Photos 2-6 Examples bark texture categories
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351
1
Thesis Introduction
Abiotic and biotic stressors exert selective pressures on plants (Safranyik and Carroll
2006) and over evolutionary time lead to the development of specialized adaptations and
specific responses to stresses. In this way, the environment in which plants evolve shapes
their life cycles, range, growth, reproduction, and defenses. Insects and diseases are
particularly potent plant stressors. Insect herbivores exert pressure on plants by feeding on
plant parts and using them to reproduce by forming galls and cysts. Some insect species
carry mutualistic pathogens on their bodies, which exert pressure on plants in the form of
vectored disease.
The model system of mountain pine beetle, Dendroctonus ponderosae Hopkins
(Coleoptera: Curculionidae: Scolytinae) (MPB), in association with blue-stain fungus,
Ophiostoma clavigerum (often referred to as Grossimania clavigera), attacking lodgepole
pine, Pinus contorta Douglas ex Louden var. latifolia Engelm. ex S. Watson (Pinales:
Pinaceae), trees is an example of how selective pressures may result in complex coevolutionary processes. Selective pressures occur when a plant responds to a particular form
of stress in a specific way. Lodgepole pine is differentially affected by population phases of
MPB and population levels may result in different rates of MPB attack success. Population
phases include endemic, incipient epidemic, epidemic, and post epidemic stages (Carroll,
Taylor et al. 2003). During landscape level outbreaks (epidemic) of MPB, almost all trees
within suitable habitats across the landscape, regardless of vigor, age, size, will be mass
attacked and killed by beetles. However, some trees remain unaffected by MPB (Safranyik,
Shore et al. 2004). The reasons these trees remain alive during an outbreak are generally
unknown. However, environmental conditions (Ayres and Lombardero 2000; Lombardero,
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Ayres et al. 2000) and tree genotype (Yanchuk, Murphy et al. 2007) likely play a role in
resistance, and the environmental conditions and genotype interact to produce these
phenotypes (Falconer 1981) and this interaction may result in some trees being more resistant
to MPB than others.
Specific phenotypic traits that are capable of successfully defending against invading
bark beetles and their symbiotic fungi may include those that enable plants to survive
herbivory or disease, including being unapparent to herbivores, expressing appropriate
defensive responses to kill or inhibit herbivores or disease progression (i.e. antixenosis or
antibiosis), or specific anatomical and physiological traits that allow plants to tolerate certain
levels and types of damage (Painter 1951). Antixenosis refers to the production of
antifeedant chemicals or structures, which cause an insect to find the host unpalatable or
difficult to feed upon and which force the insect to continue its search (Painter 1951).
Antibiosis occurs when a plant resists an herbivore often by chemical means, negatively
impacting the herbivore's survival and reproduction (Painter 1951). Some plants have the
ability to tolerate herbivory and continue to survive and reproduce even when a pest is
feeding on or colonizing a part of the plant. Plants that survive herbivory and disease persist
on the landscape and are able to pass genes related to their phenotype to their progeny.
Identification of selective pressures and genetic traits that allow plants to defend against
herbivory and disease allows for the analyses of the heritability of those traits and the
likelihood of the progeny being able to withstand similar pressures.
In the process of identifying defensive traits, it is important understand where these
traits arise within trees. Tree species utilize secondary metabolites in defense against
herbivory and disease. Secondary metabolites play an important role in plant-herbivore
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interactions. These compounds may act as attractants or repellents to insects, toxins, or
growth inhibitors to insects and disease agents. Plant defenses are classified as constitutive
when the mechanism of defense is continuously present; or inducible when defense
mechanisms are initiated in response to damage (Raffa and Smalley 1995). Trees use both
constitutive physical and chemical defenses - some of which can be up-regulated, when
induced, for additional defense (Franceschi, Krokene et al. 2005). In addition, induced
defense may be direct or in-direct. Direct defenses are toxins meant to specifically harm the
insect or pathogen, while an indirect defense may, for instance, result in
compartmentalization of tissue to halt blue stain fungus, which in turns makes the phloem
unsuitable for MPB.
Lodgepole pine is an early successional, shade-intolerant conifer that ranges from
southern Yukon, British Columbia, and the western portion of Alberta south through the
Cascade and Rocky Mountain ranges of the United States and into Mexico. Outbreaks of
MPB occur in lodgepole pine stands in cyclical patterns, increasing until they reach outbreak
numbers and then decreasing as host material becomes exhausted, often resulting in
widespread mortality (Safranyik and Carroll 2006). The current outbreak in British
Columbia is one of the largest in known history. According to the British Columbia Ministry
of Forests and Range, the outbreak started in -1999 in central British Columbia. To date -15
million hectares of mature pine forest were affected by MPB by the end of the insect flight
period in 2008 (Columbia 2008). However, even during this massive outbreak, scattered
mature lodgepole pine individuals have remained alive. The factors underlying the survival
of these trees are not well understood. However, given the co-evolutionary history of MPB
and many North American pine species (Raffa and Berryman 1983) lodgepole pine defenses
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against MPB may be heritably passed through progeny of surviving trees to allow lodgepole
pine to persist on the landscape.
MPB is a phloem feeder that spends the majority of its life cycle under the bark of its
host tree (Safranyik and Carroll 2006). It is a keystone species that exists, although in small
numbers, in lodgepole pine forests and at sub-outbreak population levels. MPBs usually
mass attack trees that are already weak due to drought, disease, or fire damage (Raffa and
Berryman 1983; Safranyik and Carroll 2006). Populations of MPBs are not usually large
enough to overwhelm and kill healthy host trees, so they tend to infest weakened trees. On a
landscape-scale, weakened trees occur in patches under normal MPB population levels
(Aukema, Carroll et al. 2006). However, when a major disturbance occurs, more stressed
trees become susceptible and MPB populations can erupt leading to widespread host
mortality (Safranyik, Shore et al. 2004; Aukema, Carroll et al. 2006; Safranyik and Carroll
2006; Wulder, Dymond et al. 2006). At epidemic population levels, MPBs are able to
colonize virtually any mature pine that they encounter, no matter its physiological condition.
When populations are large, beetle attack densities can surpass the resistance threshold of the
host (Raffa and Berryman 1983), to effectively overwhelm the defenses of healthy trees and
successfully colonize them (Raffa and Berryman 1983; Safranyik and Carroll 2006).
Following its initial increase past a certain threshold, a MPB population may continue to
grow for many years until the supply of available mature host pines is exhausted (Raffa and
Berryman 1983). During the current outbreak, MPB has been observed successfully
colonizing trees that were once thought to be non-preferred, such as young trees, smalldiameter trees, trees with high annual growth, or vigorous trees (Aukema, Carroll et al. 2006;
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Wulder, Dymond et al. 2006). Such outbreaks can affect millions of hectares of forests,
leaving very few large, mature host trees alive.
MPB colonization behavior can be broken into several steps (Amman and Cole 1983;
Wallin and Raffa 2002). The process begins when adult beetles emerge from their natal host
and begin their dispersal flight in search of a suitable host. The mass attack of a tree by MPB
is a dynamic process that involves insect responses to both host chemical cues and
pheromone compounds (Borden 1982). Prior to and during colonization, attacking beetles
detect volatile secondary metabolites as kairomonal cues to locate suitable hosts (Byers
1995). Upon landing on a host tree, the female will either attempt to colonize the tree, or
after testing the tree for levels of secondary metabolites or nutrients, she will leave in search
of a more suitable host tree. When a female accepts and enters a host tree, she excavates a
nuptial chamber and begins forming an egg gallery. At this time the female begins producing
an aggregation pheromone that attracts other female beetles to the tree, as well as males for
mating. Due to the co-evolved association between MPB and its host tree species, the female
MPB is able to use host chemicals as precursors for pheromone production (Seybold, Quilici
et al. 1995; Wallin and Raffa 1999; Raffa 2001). The first females attacking a host tree
produce a specific aggregation pheromone compound called /ram-verbenol (Pitman and Vite
1969). Arriving males join the pioneering females and produce their own pheromone
compound, exo-brevicomin, which attracts more female and male MPB insects to the tree
(Libbey, Oehlschlager et al. 1983). The combination of attractive host chemical cues and
MPB aggregation pheromones causes rapid colonization of the host by the beetles and
usually leads to the death of the tree (Raffa and Berryman 1983; Aukema, Carroll et al.
2006). When the tree begins to succumb to damage caused by the MPB complex (blue stain
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6
fungus), the colonizing beetles produce verbenone, an anti-aggregation pheromone, to reduce
intraspecific competition. Late-arriving MPB detect the anti-aggregation pheromone and
begin the attack process in nearby, available hosts instead of competing with established
conspecifics (Raffa and Berryman 1983).
Following successful mating, the female deposits individual eggs in niches along the
sides of her egg gallery. Larvae emerge from the eggs and begin to feed on phloem tissue,
burrowing through the phloem primarily perpendicular to the vertical ovipositional gallery
(Safranyik and Carroll 2006). However, at high colonization densities larval galleries may
become more sporadic and haphazardly oriented. MPB larvae continue to feed on the
phloem of their natal host until winter. They commonly overwinter in their fourth instar
stage, although larva has been known to survive winters as other instars as well as other life
cycle stages. In winter their processes slow, although they do not freeze due to glycerol
buildups in their bodies. In early spring, larvae continue to feed in their overwintering
chamber until pupation. Upon maturation to teneral adults, their elytra harden and adults
emerge from their natal host to search for a suitable, live host tree (Safranyik and Carroll
2006).
Two symbiotic blue-stain fungi are vectored into lodgepole pine by MPB,
Ophiostoma clavigerum (Robinson-Jeffrey and Davids.) Harrington (currently called
Grosmannia clavigera) and O. montium (Rumbold) von Arx (Solheim and Krokene 1998;
Safranyik and Carroll 2006). MPBs transport the fungi to the tree by carrying it on their
bodies or in mycangia, which are specialized external invaginations on their abdomens
(Paine, Raffa et al. 1997; Krokene and Solheim 1998; Solheim, Krokene et al. 2001). O.
clavigerum is the primary aggressive invader of the sapwood. It is more virulent and grows
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for a longer time than O. montium, possibly because it can tolerate low levels of oxygen
(Solheim and Krokene 1998). O. clavigerum and O. montium serve as a food source for
beetles at a critical time in their development (Solheim and Krokene 1998; Safranyik and
Carroll 2006). O. clavigerum and O. montium are pathogenic and present another challenge
for the host tree (Krokene and Solheim 1998). Once deposited by MPB, fungal spores
quickly germinate and grow throughout both the xylem and phloem of the infected tree
(Safranyik and Carroll 2006). The fungi grow throughout the tree's parenchyma cells,
collapse trachieds, and block nutrient and water flow (Safranyik and Carroll 2006). The
fungi ultimately lead to a tree's inability to produce resin and contribute to the death of the
tree.
The primary line of physical- and chemical-based defense that a tree employs is the
exudation of oleoresin (Wainhouse, Cross et al. 1990). Oleoresin is a complex blend of
water, nutrients, terpenoids (Martin, Tholl et al. 2002), phenolics, and other compounds. If
tree resin volume and pressure are high during colonization attempts, MPBs will either
exhaust their energy reserves attempting to enter the tree against the resin flow or will be
physically halted (Raffa and Berryman 1983; Ruel, Ayres et al. 1998; Wallin and Raffa
1999). A high volume of resin can expel an insect or fungal spores from a wound or bind
and contain insects or pathogens (Phillips and Croteau 1999; Franceschi, Krokene et al.
2005). Constitutive oleoresin is stored in resin ducts; however, induced resin can also be
produced in other locations, known as traumatic resin ducts, following wounding by an insect
or pathogen (Phillips and Croteau 1999; Martin, Tholl et al. 2002).
Terpenoids are composed of two or more ligated, five-carbon isoprene units (Huber
and Bohlmann 2006). The primary terpenoids found in conifer oleoresin are monoterpenes,
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sesquiterpenes, and diterpenes. Monoterpenes are composed of two isoprene units;
sesquiterpenes are composed of three isoprene units; and di-terpenes are composed of four
isoprene units. Various side groups are often present - specifically, terpenoids are often
oxygenated. Terpenoids constitute a major class of secondary metabolites in conifer
oleoresin; they play an important role in the relationship between conifers, insects and
pathogens. They may deter insect feeding or affect fungal growth; they may be induced to
change in abundance in response to wounding; some are precursors for pheromone
components used in insect communication; and some may affect insect and fungal
reproductive success. Raffa and Berryman (1987) found induced monoterpenes to be a major
factor in tree resistance to mountain pine beetle colonization.
The type and quantity of particular compounds in the oleoresin of particular plants
influence which herbivores will be able to feed on them (Zangerl and Berenbaum 2004).
These same compounds, or a combination thereof, also affect pathogens that attack plant
systems. Herbivores may be deterred or killed because of an inability to overcome these
resin toxins or tree physical defenses (Raffa and Berryman 1983). Pathogens may be
compartmentalized and contained within the tree, unable to spread. The mode of toxicity of
a particular resin secondary metabolite to an invading pest varies. Some terpenoids interfere
with insect digestion, while others affect insect development or reproduction, decreasing
fecundity or future fitness. Secondary metabolites may also interfere with disease processes;
for instance, some terpenoids inhibit germination of spores or growth of fungi (Klepzig,
Smalley et al. 1996; Six and Klepzig 2004).
The third line of defense for lodgepole pine is through its induced secondary
metabolites, including terpenoids (Franceschi, Krokene et al. 2005). Constitutive terpenoids
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9
may be enough to overwhelm attacking beetles. If the constitutive defenses are not
successful, induced terpenoids are produced and may stop the bark beetle and its associated
fungi. These tree chemicals can be very toxic to the mountain pine beetle (Raffa and
Smalley 1995; Klepzig, Smalley et al. 1996; Reid and Robb 1999).
Quantifying the relationships between concentrations of host compounds at the early
phase of host colonization is an important step toward understanding how variability of host
responses impacts the success of MPB attacks. This information will improve indices of tree
resistance, and relate specific host properties to survival of MPB outbreaks. Studies have
shown that the quantity and quality of monoterpenes in either constitutive or induced tissue
can be linked to the probability of host mortality to subcortical complexes (Raffa and
Berryman 1982; Nebeker, Hodges et al. 1992).
While resin flow and tree chemistry affect MPB progression throughout its lifecycle
in the tree, a tree also responds to the fungi by allocating carbon based defenses to the site in
an attempt to stop the growth of the fungi (Krokene, Solheim et al. 2000). The tree defense
strategy against blue stain fungus is apparent as a dark, resinous lesion in the phloem and
xylem (Raffa and Berryman 1983; Wallin and Raffa 2001), which may compartmentalize
and stop fungal growth. When this occurs, the tree successfully halts the colonization
attempt by the individual beetle or pair of beetles and their associated fungi.
The goal of this research was to quantify tree responses during an outbreak using
replicated study plots of 20-year old lodgepole pines, which provided the opportunity to
estimate heritabilities and correlations among MPB behaviors and tree response traits during
the colonization sequence. Since the trees used in this research were open pollinated
progenies (i.e., the mother of each tree and its provenance are known), a genetic model is
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10
present that can allow for the comparison of defense-related phenotypic differences across a
broad range of lodgepole pine progenies. An understanding of the heritability of defenses,
and correlations among traits, in lodgepole pines will provide guidance to tree breeders as
they seek to develop more resistant strains of pines for planting the future forest.
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11
Literature Cited
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AYRES, M. P. and LOMBARDERO, M. J. 2000. Assessing the consequences of global
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PHILLIPS, M. A. and CROTEAU, R. B. 1999. Resin-based defenses in conifers. Trends
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monoterpene concentrations in host conifer defense against bark beetle-fungal
complexes. Oecologia 102:285-295.
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120:555-562.
RUEL, J. J., AYRES, M. P., and LORIO JR., P. L. 1998. Loblolly pine responds to
mechanical wounding with increased resin flow. Can. J. For. Res. 28:596-602.
SAFRANYIK, L. and CARROLL, A. L. 2006. The biology and epidemiology of the
mountain pine beetle in lodgepole pine forests. Nat. Resour. Can. '. 1-66.
SAFRANYIK, L., SHORE, T. L., CARROLL, A. L., and LINTON, D. A. 2004. Bark beetle
(Coleoptera: Scolytidae) diversity in spaced and unmanaged mature lodgepole pine
(Pinaceae) in southeastern British Columbia. For. Ecol. Manag. 200:23-38.
SEYBOLD, S. J., QUILICI, D. R., TILLMAN, J. A., VANDERWEL, D., WOOD, D. L., and
BLOMQUIST, G. J. 1995. De novo biosynthesis of the aggregation pheromone
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and Ipspini (Say) (Coleoptera: Scolytidae). Proc. Natl. Acad. Sci. U. S. A. 92:83938397.
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studies on symbiosis. Symbiosis 37:1-26.
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associated blue-stain fungi, Ophiostoma clavigerum and Ophiostoma montium. Can.
J. Bot. 76:561-566.
SOLHEIM, H., KROKENE, P., and LANGSTROM, B. 2001. Effects of growth and
virulence of associated blue-stain fungi on host colonization behaviour of the pine
shoot beetles Tomicus minor and T. piniperda. Plant Pathol. 50:111-116.
WAINHOUSE, D., CROSS, D. J., and HOWELL, R. S. 1990. The role of lignin as a defense
against the spruce bark beetle Dendroctonus micans: Effect on larvae and adults.
Oecologia 85:257-265.
WALLIN, K. F. and RAFFA, K. F. 1999. Altered constitutive and inducible phloem
monoterpenes following natural defoliation of jack pine: Implications to host
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mediated interguild interactions and plant defense theories. J. Chem. Ecol. 25:861880.
WALLIN, K. F. and RAFFA, K. F. 2001. Effects of folivory on subcortical plant defenses:
Can defense theories predict interguild processes? Ecology 82:1387-1400.
WALLIN, K. F. and RAFFA, K. F. 2002. Density-mediated responses of bark beetles to host
allelochemicals: a link between individual behaviour and population dynamics. Ecol.
Entomol. 27:484-492.
WULDER, M. A., DYMOND, C. C., WHITE, J. C., LECKIE, D. G., and CARROLL, A. L.
2006. Surverying mountain pine beetle damage of forests: A review of remote
sensing opportunities. For. Ecol. Manag. 221:27-41.
YANCHUK, A. D., MURPHY, J. C., and WALLIN, K. F. 2007. Evaluation of genetic
variation of attack and resistance in lodgepole pine in the early stages of a mountain
pine beetle outbreak. Tree Genetics and Genomes 4:171-180.
ZANGERL, A. R. and BERENBAUM, M. R. 2004. Genetic variation in primary metabolites
of Pastinaca sativa; Can herbivores act as selective agents? J. Chem. Ecol. 30:19852002.
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Chapter 2 Heritability of Iodgepole pine defenses
Abstract:
Herbivory exerts pressure on plant populations in both time and space. Selective
pressures may have major impacts on plant species and results in plants evoloving
specialized defensive responses to herbivory. This type of arms race relationship between
plants and herbivores is one form of co-evolution. Many co-evolutionary studies have been
limited to natural populations; however, less work has been done looking at the genetic
components underlying traits for specific defenses observed on individuals in the wild. In
studies with genetic structure to them, it is possible to compare genetic variation at the
population level by quantifying the level of environmental influences. Empirical studies
analyzing genetic components of defense require a known provenance, plants of similar age
and vigor, means of measuring or controlling environmental effects, and phenotypic variation
among genetic families. These are usually referred to as 'common garden studies'.
In this study the requirements of the common garden study have been met which
allowed for an evaluation of the heritability of Iodgepole pine (Pinus contorta var. latifolia)
defenses to mountain pine beetle (MPB) Dendroctonus ponderosae Hopkins (Coleoptera:
Curculionidae) and its associated fungus Grosmannia clavigera (formerly known as
Ophiostoma clavigerum). It was found that the variation in the physical exudation of resin
and compartmentalization of blue stain fungus in tree families are primarily controlled by
environmental factors and not highly heritable. However, the productions of tree defensive
compounds, specifically of certain terpenoids were low to moderately heritable. These
results suggest that Iodgepole pine and MPB have co-evolved resulting in some Iodgepole
pines possessing more optimal levels of specific terpenoids that are toxic to MPB.
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Introduction
Plants face many forms of biotic and abiotic stressors throughout their range and
lifespan. One form of biotic stress, herbivory, exerts selective pressure on plant populations.
Herbivore induced selective pressure has been the basis for many theories in plant-insect
interactions (Ehrlich and Raven 1964; Mauricio and Rausher 1997). This is not surprising
since herbivores have major impacts on the growth, reproduction, and survivorship of plants
and plant populations (Gould 1979; Raffa and Berryman 1987; Simms and Rausher 1987;
Mauricio and Rausher 1997). However, there are limitations to the number and function of
the traits that arise from selective pressures. Because plants are limited to suitable
environments there are complex interactions between growth rate, competitive and
reproductive capacity, and defenses against herbivory from herbivores that reside in these
same environments.
Plants have developed mechanisms and defensive systems to resist, tolerate, or
respond to herbivory. Evolutionary processes have shaped plant responses to these stressors
in the form of morphological, anatomical, biochemical and physiological characteristics that
can maintain increasing fitness. While plant stress occurs at the individual level, it is
important to consider the impacts on population level processes to understand the reasons for
biochemical or physiological changes in response to stress and the resulting adaptations.
Understanding adaptation of an individual's response to a stressor is vital to the
understanding of potential success of a population in a fluctuating environment.
The role and interactions between genes and environment control of defensive
responses of plants to herbivore stress varies in time and space. This variation can be
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expressed in plants' primary and secondary defenses (Bernardo 1996). To date there have
been many studies which have focused on identifying environmental variables that alter
plants' primary and secondary defenses (Herms and Mattson 1992; Karban and Baldwin
1997; Lombardero, Ayres et al. 2000). There are relatively few studies that have estimated
genetic variation in defensive traits and this number is even lower for tree-insect or disease
interactions (Mauricio and Rausher 1997; Alfaro, Lewis et al. 2000; Berzonsky, Ding et al.
2003; Zangerl and Berenbaum 2004). However, there are studies that estimate genetic
variance of tree height and diameter growth (Ryan and Yoder 1997), phloem and bark
thickness (Haack, Wilkinson et al. 1987), and primary and secondary host defensive
responses to herbivory (Alfaro, He et al. 1996; Trapp and Croteau 2001; Roberds, Strom et
al. 2003; Yanchuk, Murphy et al. 2007). Furthermore, studies have demonstrated,
quantitative variation in primary defenses (Peters 1971; vanNoordwijk and de Jong 1986;
Wallin and Raffa 1999; Roberds, Strom et al. 2003) and secondary metabolites, which have
significant interactions between genes and the environment (King, Yanchuk et al. 1997;
Hamilton, Zangerl et al. 2001), but the heritability of specific secondary metabolites have yet
to be estimated in the current Iodgepole pine, MPB, and fungal pathogen system.
Empirical studies characterizing genetic variation of host tree response(s) to
herbivory provide researchers with many challenges. First, the pedigree of individual trees is
often unknown. Second, because trees of different ages have different vigor, growth and
reproductive potential, and defensive systems, the age distribution of trees in a natural setting
may not allow for statistically replicated treatments. Third, it is very difficult to control for
heterogeneous environmental effects. Finally, adequate replication across relatively uniform
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environments (i.e., common garden tests) is important for estimation of additive genetic
variation in a field setting.
Lodgepole pine is an early successional species and typically grows in even aged
stands (Harlow, Harrar et al. 1991). Individuals of this species generally only re-establish a
new population in a give area after a disturbance event such as a MPB outbreak or a fire
(Harlow, Harrar et al. 1991). Lodgepole pine trees have adapted to disturbance and stress
with fire-induced cone serotony (Harlow, Harrar et al. 1991). Lodgepole pines have also
adapted a series of defensive characteristics against MPB colonization (Harlow, Harrar et al.
1991). Genetic variations in lodgepole pine's physiology and morphology are a result of
gene mutation, drift, selection, and historical factors including founding events, and
population bottlenecks (Cwynar and MacDonald 1987). These factors, in addition to MPB
selective pressure exerted on lodgepole pine, have resulted in high phenotypic variability
(Harlow, Harrar et al. 1991). This has resulted in geographical variation of lodgepole pine
(Harlow, Harrar et al. 1991; Safranyik and Carroll 2006) with specific traits adapted to
specific geographic regions and stressors.
There are numerous studies that describe conifer defense responses and attributes to
bark beetles (Klepzig, Smalley et al. 1996; Roberds, Strom et al. 2003; Wallin and Raffa
2004), including MPB (Raffa and Berryman 1982; Raffa and Berryman 1983). Raffa and
Berryman (1982) described several defenses against subcortical insects. This study
quantified several defensive responses to simulated attack by MPB on lodgepole pine: resin
flow, fungal growth and fungal confinement rate, and amount and type of constitutive (prior
to attack) and induced (during/post attack) terpenoids. Resin flow and fungal growth are
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considered primarily physical defenses. Oleoresin terpenoid content and quantity are
considered chemical-based defenses.
The physical presence of resin is the most important constitutive defense the beetle
faces during colonization attempts (Wainhouse, Cross et al. 1990). Resin flow has been
well-documented as a primary defense that affects many invading tree predators and
pathogens (Ruel, Ayres et al. 1998; Lombardero, Ayres et al. 2000; Raffa 2001; Wallin and
Raffa 2001; Roberds, Strom et al. 2003; Safranyik and Carroll 2006). Raffa and Berryman
(1982; 1983; 1987) and many other authors have demonstrated that resin flow can physically
push beetles out of a tree or enshroud them in a sticky mass of resin. Also, if a beetle can not
colonize a tree, resin is the key mechanism a tree employees to stop colonization and
subsequent production of aggregation pheromones (Raffa 2001; Huber and Bohlmann 2006).
MPB associated fungi inlcuding, G. clavigera, posses another challenge to lodgepole
pine trees (Krokene and Solheim 1998). This fungus, as with many bark beetle-associated
fungi, is either brought into the tree by the MPB via the mycangia (Paine, Raffa et al. 1997;
Six and Klepzig 2004) or on the surface of the beetle's body (Cardoza, Paskewitz et al. 2006;
Safranyik and Carroll 2006). G. clavigera can travel throughout parenchyma cells of an
infected tree, and in the process collapse trachieds, which block the flow of water and
nutrients. Trees respond to the fungi by allocating carbon-based defenses to the infected site
in an attempt to compartmentalize fungi (Cook and Hain 1986; Krokene, Solheim et al. 2000;
Huber and Bohlmann 2006). The tree defense against the fungus is expressed as a resinous
lesion on the phloem and xylem (Raffa and Berryman 1983; Wallin and Raffa 2001), which
may compartmentalize and stop fungal growth (Wallin and Raffa 2004). When this occurs,
the tree often successfully halts the colonization attempt by the individual beetle. In addition,
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many studies have shown that these necrotic reaction lesions contain more secondary
metabolites than unattacked tissue within the same tree (Raffa and Berryman 1987; Klepzig,
Smalley et al. 1996; Krokene, Solheim et al. 2000).
Additional defensive characteristics of lodgepole pine are the quantity and quality of
primary and secondary metabolites, specifically terpenoids, in the tree prior to attack
(constitutive) and during or post attack (induced). Lodgepole pine phloem tissue contains
terpenes at constitutive concentrations that can deter MPB (Raffa and Berryman 1987). For
example, beetles may smell an odour that is undesirable, which causes them to avoid a
particular tree or family of trees. However, once a MPB attacks, the phloem tissue at the
wound site undergoes changes in host terpenoids that may reach levels toxic to MPB.
Lodgepole pine defenses may successfully defend individual trees from colonization
attempts by MPB and its associated fungi. However, MPB are obligate herbivores that have
co-evolved with lodgepole pine, and at low population densities MPB usually attack and
colonize weakened or dying trees that have less resources than vigorous trees, to allocate to
defense responses (Raffa and Berryman 1983; Safranyik and Carroll 2006). MPB has
evolved a system to detoxify and/or modify several pine components to use to their
advantage. For example, during colonization MPB use host chemicals, such as a-pinene and
myrcene, as precursors for pheromone production (Borden 1982; Seybold, Quilici et al.
1995; Raffa 2001; Safranyik and Carroll 2006). These pheromones are used to stimulate and,
later, halt aggregation (Raffa and Berryman 1987; Seybold 2006). Miller et al. (2005)
described different amounts and rates of these specific terpenes, within trees, necessary for
successful aggregation and anti-aggregation by beetles. Through the use of pheromones,
small numbers of female beetles successfully colonize an area on a tree and attract
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conspecifics females and males to the tree. Aggregation and higher densities of beetles then
overwhelm constitutive defenses. Then positive feedback of aggregation overwhelms
induced tree defenses, which results in complete colonization of the tree, successful brood
production, and eventually host mortality.
As MPB populations increase, the available resources in compromised trees diminish
due to overcrowding. If population densities are great enough, MPB can be successful in
overcoming even vigorous host tree defenses, which initiates a delayed density dependent
positive feedback response (Berryman 1972). Without sufficient abiotic or biotic pressures
on the MPB population, this can lead to landscape level outbreaks. Outbreaks of bark beetles
have been shown to cause tree mortality which can kill over 90% of the host plant within
their range (Amman 1972; Wallin and Raffa 2004). During landscape level outbreaks of
MPB most trees in the landscape - regardless of vigor, age, or size - will be successfully
attacked by beetles. As resources are being depleted from the landscape, MPB begin to
attack less suitable trees (Aukema, Carroll et al. 2006). However, there are 10-20% of trees
in a stand that still remain unaffected by the beetles (Safranyik, Shore et al. 2004). The
reason(s) these trees escape, resist, or tolerate MPB attack and remain alive during an
outbreak are generally unknown. The answer likely lies in the building blocks of a tree's
phenotype. Phenotypic characteristics are determined by the environment in which it
developed and is growing (Ayres and Lombardero 2000; Lombardero, Ayres et al. 2000); its
genetic background or make-up (Yanchuk, Murphy et al. 2007), and its interactions
(Falconer 1981; Whitman, Young et al. 2003).
The MPB outbreak in British Columbia lodgepole pine forests and tree breeding
progeny trials, established by the BC Ministry of Forests-Tree Genetics Program, provide a
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framework to study the complex interactions of the host tree, the insect, and the vectored
pathogenic fungus under a genetic lens within a relatively homogenous environment. This
study uses families of trees planted in a randomized complete block design, which allows
differentiation of genetic and environmental variation that influences phenotypic traits.
Understanding host defense mechanisms involved in successful and unsuccessful MPB
attacks and colonization may help explain or expand our knowledge of why some trees
appear to be resistant or tolerant to MPB attack.
The goal of this study was to contribute to the understanding of the relative strengths
of environmental and genetic influences on subcortical-ftingal complex of MPB host. The
specific objectives were to: 1) Quantify constitutive resin mass flow following mechanical
wounding of lodgepole pine trees, 2) Quantify fungal growth and confinement rate following
inoculation with G. clavigera, 3) Quantify and compare constitutive and induced terpenes in
response to simulated attack by MPB and, G. clavigera, and 4) Estimate the magnitude of
differences among open-pollinated families, and estimate heritabilities for characteristics
associated with lodgepole pine defenses against MPB.
Study Area
In 1986, progeny trials of lodgepole pine Pinus contorta var. latifolia Douglas
(Pinales: Pinaceae) were established at three sites in north-central British Columbia, Canada
by the B.C. Forest Service, Research Branch. The sites were located near Prince George
(Long. W 121° 35' 18" Lat. N 53° 29' 18", UTMZone 10 East 593630 North 5927586),
Wells (Long. W 121° 27' 57" Lat. N 53° 15' 30", UTM Zone 10 East 602371 North
5902142), and Williams Lake (Long. W 121° 21' 42" Lat. N 52° 09' 11", UTM Zone 10 East
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612087 North 5779327): plots will be referred to as Indian Point Creek (Indian Point),
Bowron Lake (Bowron), and Moffat Creek (Moffat), respectively. Each plot had been set-up
in a randomized complete block design. Throughout each replication, trees had been planted
at one meter by one meter spacing, in rows of four trees per family, with eight replication
blocks per site. Each tree had a unique number associated with its position (Appendix I
Figure 1 and 2). Plots had been systematically thinned to one half the stocking density ten
years prior to this study. Half-sibling open-pollinated families were common to all three
sites, with varying local control wild stand seedlots. The seed sources for families were
collected from local and non-local provenances, from the north (Lat. N 53 58) to south (Lat.
N 50 42) (Appendix I Map 1).
The Indian Point site was used to acquire preliminary information on the range of
resistance parameters (antixenosis, antibiosis, and tolerance) to colonization by MPB
(Yanchuk, Murphy et al. 2007). Trees at Indian Point were classified as alive or dead and for
the presence or absence of MPB frass or resin exudation. Approximately 13% of the trees at
Indian Point were killed by MPB by fall of 2005, and 82% were dead by fall of 2006
(Yanchuk, Murphy et al. 2007). The density of pitch tubes (pitch tubes per m2 of bark surface
on the lower bole) was also quantified as a representation of entrance holes. Based upon
these observations, trees were grouped into discrete classes. Results from Yanchuk et al.
(2007) were used to select families for study of potential mechanisms of resistance. Families
from the previous Indian Point study that had a high percentage of individuals with high
MPB attack density and red crowns were excluded from the study in the other plots because
host physiology would be altered by previous defense responses to attack and they would
most likely die.
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In addition to information from Yanchuk et al. (2007), family selections at Bowron
and Moffat were based on abiotic and biotic damage to individual trees. Trees were not used
in this study if they had signs or symptoms of MPB; pine bark engraver, Ips pini Say
(Coleoptera: Scolytidae); western gall rust, Endocronartium harknessii Hirats (Uredinales:
Cronartiaceae); comandra blister rust, Cronartium comandrae Peck (Uredinales:
Cronartiaceae); atropellis canker, Atropellispiniphila (Weir) Lohman & Cash (Helotiales:
Dermateaceae); or stalactiform blister rust, Cronartium coleosporioides J.C. Arthur
(Uredinales: Cronartiaceae). Families with greater than 50% of individuals showing signs or
symptoms of the above agents were not included in the study.
Forty-five families were selected for this study. The number of individuals per family
ranged from 16 to 26 for a total of 482 trees at Bowron and 405 trees at Moffat. Trees in the
study had diameters at breast height (DBH, ~1.4m from the base of the tree), between 5.8
and 16.7 cm. The treatments described below were conducted on individual trees prior to the
MPB flight period in July 2006 therefore MPB attack levels at the two sites were near 0% at
the beginning of the study.
Methods
Objective 1: Quantify constitutive resin mass flow following mechanical wounding of
lodgepole pine trees.
Resin was collected from trees to measure a physical defense against MPB prior to
MPB attack. Resin was collected in July 2006 from all study trees at Bowron and Moffat
using methods similar to those described by Lorio (1993) and Wallin and Raffa (2001).
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Collection funnels were made by cutting a 10 cm by 5 cm piece from an aluminum sheet.
The rectangle was cut and bent into the shape of a funnel (Appendix I diagram 1).
Funnels were attached to the outer bark of each tree at 1.4 m from the base of the tree
using corkboard pushpins. A 10 mm diameter cork borer was used to remove the outer bark,
including phloem, without damaging the sapwood (Appendix I diagram 2).
The core of bark and phloem was removed from north and south aspects of each tree.
This tissue was saved for terpene analysis as described in Objective 3 (this chapter). One
tapered graduated centrifuge vial was placed below each funnel and attached to the tree with
a u-shaped nail. Vials were collected seven days following installation. Any resin that
collected on the outside of the funnels was removed placed into the vial upon which it had
collected. Vials were labelled with the position number and site of the tree from which they
were collected and were capped and returned to the laboratory where they were weighed
using an electronic balance (Setra Systems Inc. S1-410S). The average weight of these two
samples provided one measurement per tree.
Objective 2: Quantify fungal growth and confinement rate following inoculation with MPB.
G. clavigera.
G. clavigera, was isolated from adult MPBs collected from Indian Point in August
2005. The samples were cultured using methods described by Raffa and Smalley (1995) and
Wallin and Raffa (2001). The cultures were grown in petri plates on potato dextrose agar at
22°C and 85% RH for 14-20 days and provided the source for hyphal tip transfer. After
establishing a pure culture, the number of transfers was kept to a minimum to prevent
possible contaminations and mutations. To provide more than enough inoculum for field
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inoculations, 600 1.5mm agar samples with hyphal tips present were transferred to agar
plates.
Agar plates were made using 10 g of Bacto nutrient agar (Becton, Dickson and
Company) and 1000 ml of deionized water in a 2 1 Erlenmeyer flask. The mixture was
agitated until the agar was in solution. The solution was heated using a microwave oven for
1.25 min. The warm agar solution was added to 10 g of Difco malt agar (Becton, Dickson
and Company) in a second 2 1 Erlenmeyer flask and agitated until it was evenly distributed.
The final solution was covered with aluminum foil, loosely taped down around all edges, and
placed into a steam sterilizer/autoclave (Getinge/Castle) for 30 min. at 121°C. The solution
was cooled to ~100°C and poured into individual quadrants of petri dishes (FisherBrand
disposable 100 X 15 mm diameter H, type X catalog number 08-758-2). Each quadrant was
filled -2/3 full to avoid contaminating other quadrants. Using a sterile technique described
by Raffa and Smalley (1988), hyphae from previously cultured blue stain fungus was placed
into the center of each new quadrant. Each dish was covered and wrapped with Parafilm M
(VWR) to prevent contamination and/or desiccation. Dishes were incubated at 22°C for 7-10
days until the presence of hyphal growth could be detected. The process was repeated four
times prior to use as field inoculum.
In July 2006, trees were inoculated with blue stain fungus on the east and west side of
the main stem at 1.4 m above ground level. A 10 mm diameter cork borer was used to excise
bark and phloem. Inoculum containing hyphal tip material was taken from the petri dishes
using a 4 mm diameter cork borer. The inoculum was placed onto the exposed xylem tissue.
The bark was then resecured to the tree to prevent desiccation and to promote propagation of
the fungus. Each tree was sampled for host response at 7 (east side of tree) and 12 (west side
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26
of tree) days following inoculation. Post inoculation times will be referred to as day 7 and
day 12 hereafter. At day 7 and day 12, bark was removed from around the inoculation site
and the length of necrotic lesion was measured on the xylem (Appendix I photo 1). A 10mm
diameter cork borer was used to remove phloem sample from the necrotic lesion and stored
as described in Objective 3 (this chapter).
Objective 3: Quantify and compare constitutive and induced terpenes in response to
simulated attack by MPB and G. clavigera.
Constitutive and induced terpenoids extracted from 887 study trees, collected in
phloem samples in July 2006, were quantified. The 10 mm piece of phloem removed during
resin collection (constitutive) (Objective 1) and phloem samples excised from necrotic
lesions (induced phloem tissue at day 7 and 12) (Objective 2) were placed in labelled
envelopes (5.7 x 8.9 cm) and were immediately placed on dry ice until they were transferred
the lab for storage in a -80°C freezer. Low temperatures were used to minimize terpene
volatilization and preserve the samples. Samples were transported to the British Columbia
Ministry of Forests laboratory in Victoria, British Columbia and stored in liquid nitrogen
until processed for terpene analysis.
Terpene quantity and composition were analyzed by gas-liquid chromatography.
Outer bark tissue was separated from phloem tissue. The phloem was roughly chopped to
increase the sample surface area. Samples were weighed (range=0.1 to 0.2 g) before being
placed in labelled plastic vials containing 4 ml hexane with 240.5 ppm pentadecane solution.
Pentadecane served as the internal standard since it is not present in lodgepole pine phloem
and is easily separated from the naturally present terpenes (Hampel, Mosandl et al. 2005).
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After 48 hours in solution, each vial was inverted to mix contents then allowed to settle for
an additional 24 hours. Extracts (0.5 ml) were removed using an air pipettor and placed into
a 2 ml auto-sampler vial for gas chromatography analysis.
The gas chromatograph (Perkin Elmer Clarus 500) was calibrated for all terpene
standards and pentadecane. Samples were injected and immediately volatized at 200 °C. The
carrier gas, helium, flowed at a rate of 0.91 ml/min, into a split flow valve, which delivered
the sample into the column. Separations were made using a J&W INNOwax 0.2 mm ID, 0.4
u film column that was 25 m in length. The initial column temperature was 60°C and
increased by 3.0 °C/min to 85 °C, then increased by 8.0 °C/min to 170 "C. The final step
increased the temperature by 20.0 °C/min to 250 °C where it was held constant for seven
minutes. Each sample was detected using a flame ionization detector (FID) at 250 °C
(Appendix I, diagram 3). Peak areas were used to quantify terpenes where the ratio of the
area of terpene response was compared with internal standard response. Following
extraction, phloem samples were oven-dried and weighed. Total terpenes were corrected
based on dry weight per gram of sampled tissue.
Objective 4: Estimates of heritability of characteristics associated with lodgepole pine
defenses against MPB.
Individual-tree heritabilities (h2) of all defensive parameters were estimated as
follows: h2 = 4*Vp/Vp. VA represents additive genetic variance and Vp is the total phenotypic
variation. VA is the family variance (Vf) multiplied by four and Vp is the sum of
environmental (error) variance, variance between family and site interaction, and the family
variance. Family variance was multiplied by four to estimate additive genetic variance
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because variance among open-pollinated or half-siblings account for only one-quarter of
additive genetic variance (Falconer 1981). All variance components used to derive
heritability estimates and standard errors were from PROC MIXED procedure in SAS (SAS
institute version 8.2, Cary, NC 1999-2001).
Repeated-measure values were calculated from an auto-regressive covariance
parameter estimate where environmental variance is the sum variances of tree families,
replication within site, and the errors from random effects. Heritability of non-repeated host
defense parameters was calculated in the same manner, but without the auto-regressive
repeated measure. Standard errors for all heritability values were estimated by adding the
statement COVTEST to the PROC MIXED procedure.
Although the study families were not truly randomly sampled, they were chosen to
represent a cross section of families in the test which had differential MPB attack rates,
therefore it was assumed that the bias should be very minimal for attributes measured.
Statistical analyses
Differences in resin mass flow, lesion length and compartmentalization (length at day
7/length at day 12), and terpene concentrations were determined using ANOVA due to large
sample numbers and low quantity of variables (SAS institute version 8.2, Cary, NC 19992001). Sources of variation were replication within site, site, family, and interaction of
family and site. Assumptions of normality and equal variance were met using residual plots
(SAS institute version 8.2, Cary, NC 1999-2001).
Mean lesion length, concentrations of individual terpenes, and total terpene levels
were analyzed for all trees and within individual trees, using repeated-measures analysis of
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29
variance (among days after inoculation) with replication within site, site, family, and the
interaction of family and site as the effects in the model. Homogeneity of variance and
normality were tested using residual plots. Data was transformed as necessary to meet
assumptions of tests prior to analyses. Resin volume data were not transformed. Log
transformation was used on all terpenes and lesion lengths. 5-2-Carene level data could not
be transformed to meet assumptions.
Results
Objective 1: Quantify constitutive resin mass flow following mechanical wounding of
lodgepole pine trees.
Constitutive resin collected from study trees seven days after wounding was
significantly influenced by site and replication within site (/?<0.05) (Table 1). Resin was not
significantly influenced by either tree family or the interaction between family and site
(Table 1). The mean resin weight per family at Bowron ranged from 7.17 to 7.30g and at
Moffat from 7.26 to 7.42g (Appendix I Table I). Overall trees at Bowron (X=7.26, SE<0.01,
N=477) produced significantly less resin than did trees at Moffat (X=7.31, SE<0.01, iV=403)
(Table 1).
Objective 2: Quantify fungal growth and host confinement rate following inoculation with
MPB G. clavigera.
Seven and 12 days after inoculation with G. clavigera, the fungus elicited reaction
lesions in the study trees. Lodgepole pine trees responded to the simulated insect-fungal
attack by undergoing histological changes that, in some cases, confined the growth of the
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30
fungus within the lesions. There was significant variation in the lesion lengths between
different sample times. All responses were significantly influenced by site, replication within
site, family, and the interaction of site and family (Table 2). Similarly, all individual trees
were significantly impacted by all sources of variation at different sample times (Table 3).
Therefore, reaction lesion length varied with the number of days following inoculation for
the sample time of all trees (Table 2) and within individual trees (Table 2). This trend has
been reported in other studies (Raffa 1991; Wallin and Raffa 2001). Lesion lengths were
significantly influenced at 7 and 12 days post inoculation for replication within site and tree
family (Table 1).
Mean lesion lengths were shorter in trees at Bowron 7 days (X=3.86, SE=0.07,
/V=480) and 12 days (X=4.30, SE=0.08, iV=477) post inoculation than in trees at Moffat 7
days (X=4.10, SE=0.09, #=403) and 12 days (X=5.15, SE=0.11, #=403) post inoculation.
Mean lesion lengths within each family at Bowron ranged from X=2.84 (SE=0.36) to
X=5.38 (SE=1.04) cm and X=3.09 (SE=0.25) to X=7.12 (SE=0.81) cm, at 7 and 12 days
post inoculation, respectively (Appendix I Table I). The mean lesion lengths within each
family at Moffat ranged from X=2.26 (SE=0.23) to X=6.90 (SE=1.09) cm and X=3.53
(SE=0.18) to X=7.68 (SE=2.31) cm at 7 and 12 days post inoculation, respectively
(Appendix I Table I).
Lesion formation is a result of the host response to both the fungi and the fungal
growth (Berryman 1972; Raffa and Smalley 1995; Klepzig, Smalley et al. 1996;
Christiansen, Krokene et al. 1999; Lombardero, Ayres et al. 2006). Because of this
interaction the importance of lesion lengths has been a source of confusion Raffa (1991); i.e.,
whether or not a longer lesion means higher defensive ability, a subject of conflicting
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interpretation, remains unclear. Specifically, whether or not a longer lesion means higher
defensive ability has been subjected to conflicting interpretation and remains unclear. For
example, some authors interpret longer lesions as an indication of increased host defense and
others interpret the response as meaning that the tree is more susceptible because of the
relatively higher fungal growth. By sampling lesion lengths at two different times, a tree's
ability to halt fungal growth may be identified. Using the rational presented in Wallin and
Raffa (2001) an integrated measurement was used to describe fungal confinement rate (the
day 7/12 ratio, which is the ratio of lesion length at day 7 to that at day 12). Trees, at day 7,
capable of eliciting a rapid and proportionally large response will show longer lesion lengths
shortly following the inoculation (Raffa and Berryman 1982; Lieutier and Berryman 1988).
However, trees more susceptible may have the longest lesion lengths over time, at day 12,
because the lesion will continue to grow as long as the fungi are viable and not stopped by
host responses (Cahill and McComb 1992). Therefore fungal confinement rates with ratios
(day 7/12) >1 suggest greater host resistance to the fungus. This defensive response may be
able to stop the synergistic interaction of fungal growth and MPB gallery formation and thus
allow a tree to survive the attack.
Fungal confinement rates were significantly influenced by site, replication within site,
and the interaction of site and family, but not family (Table 1). Mean fungal confinement
rate was significantly greater at Bowron (X=0.98, SE=0.02, #=476) than at Moffat (X=0.86,
SE=0.02, #=402) (Tables 2 and 3). However, the range of fungal confinement rate was less
at Bowron (X=0.67 to X=1.20) than at Moffat (X=0.52 to X=1.38) (Appendix I Table I).
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32
Objective 3: Quantify and compare constitutive and induced terpenes in response to
simulated attack bv mountain pine beetle and the associated fungi G. clavigera.
Constitutive terpene levels were measured at day 0 and induced terpenes were
measured at 7 and 12 days post inoculation with G. clavigera. Twenty-six teipenoids were
identified from the phloem extracts (Table 2). The proportions of various terpenes in
lodgepole pine phloem varied between constitutive and induced tissue (Table 4). Patterns of
variation differed based on site, replication within site, family, and family by site interaction
(Table 5).
There were significant differences of terpenes between sites for S-3-carene,
terpinolene, borneol, bornyl acetate, camphor, linalool, a-terpinene, y-terpinene, terpineol, athujone, a-cubebene, and a-humulene. Quantities of all terpenoids were significantly
influenced (pS0.05) by replicate within site with the exception of P-pinene, 5-2-carene,
ocimene, and a-thujone (Table 2). Family significantly impacted quantities of all terpenoids
except for 5-2-carene and a-thujone. The interaction of family and site caused significant
variation in the quantity only of a-cubebene (Tables 5a-c).
Within subject effects ANOVA revealed that all terpenes extracted from trees varied
with time of induction and replications within site except for borneol, bornyl acetate, 5-2carene, and a-thujone (Table 3). The interaction of tree and site significantly impacted the
quantities of 8-3-carene, bornyl acetate, camphene, camphor, p-cymene, linalool, pulegone,
sabinene, a-terpinene, y-terpinene, a-thujone, a-caryophyllen, and a-humulene. The amount
of terpenes significantly increased or decreased by the tree and family for all chemicals
except for borneol, camphor, 5-2-carene, pulegone, terpineol, a-thujone, a-caryophyllen, and
a-cubebene. There were significant interactions (p<0.05) among tree, family, and site on the
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amounts of camphene extracted from the phloem tissue. No other quantities of terpenes
showed significant variation for this interaction. Constitutive, 7 and 12 days post inoculation
significantly influenced the amount of all terpenes except for 5-2-carene (Table 5); therefore
each time will be treated separately.
Constitutive phloem tissue had 12% lower total terpenes (ppm/g) at Bowron than at
Moffat (Table 4), however, this difference was not significant (Table 5). Similarly, day 12
induced phloem tissue had 10% lower terpenes (ppm/g) at Bowron than at Moffat. However,
day 7 induced tissue was 2% higher at Bowron than at Moffat (Table 4). The total terpenes
were primarily comprised of monoterpenes (versus sesquiterpenes) at Bowron (day
0=99.36%, day 7=99.82%, and day 12=99.73%) and at Moffat (day 0=99.47%, day
7=99.87%, and day 12=99.79%) (Table 4). Total amount of monoterpenes increased at
Bowron 195.9% from day 0 to 7 and decreased 11.36% from day 7 to 12 post inoculation
(Table 6). At Moffat, total amount of monoterpenes increased 156.22% from day 0 to 7 and
increased another 0.11% from day 7 to 12 (Table 6).
There were seven terpenoids that made up 94.19 to 95.78% of the total amount of
monoterpenes in both constitutive and induced phloem tissue, respectively (Table 6). In
order of descending abundance for constitutive tissue they were P-phellandrene, P-pinene, 53-carene, a-pinene, limonene, myrcene, and terpinolene (Table 6). In induced tissue, the
order of decreasing abundance was P-phellandrene, 5-3-carene, P-pinene, a-pinene,
limonene, myrcene, and terpinolene (Table 6).
The monoterpene that comprised the largest percentage from constitutive phloem
tissue was P-phellandrene (Table 4). Although the relative proportions of the 26 terpenes
were impacted by the simulated MPB attack, P-phellandrene remained the most abundant
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34
terpene extracted from the phloem (Table 4). p-Phellandrene in constitutive phloem tissue
made up a higher percentage of the monoterpenes at Bowron than at Moffat (Table 6);
however, differences between sites was not significant (Table 2). Similar to the constitutive
tissue, P-phellandrene was also the most abundant monoterpene extracted from induced
tissue at both times. The proportions of P-phellandrene extracted from day 7 and 12 induced
tissue at Bowron were higher than the proportion at Moffat (Table 6).
Site significantly influenced quantities of 8-3-carene, myrcene, and terpinolene.
Analysis of variance of the seven most abundant constitutive terpenes indicated replication
within site had significant affects on the amount of myrcene and terpinolene present in
phloem tissue (Table 5). Family significantly impacted all seven of the most abundant
terpenes. However, none of the seven terpenes varied significantly with the interaction of
family and site (Table 5).
Quantities of most terpenoids in constitutive phloem tissue were significantly
influenced by site, replication within site, family, and the interaction of family and site
(Table 5a). Replication within site had significant effects on seven of 26 terpenes (Table 5a).
Site significantly influenced 13 of 26 terpenes (Table 5a). Family significantly affected 21 of
26 terpenes (Table 5a).
Seven days post inoculation 2 of 4 sources of variation significantly impacted the
amount of the majority of the 7 most abundant terpenes (Table 5). Quantities of 8-3-carene
and terpinolene were significantly influenced by the first source of variation, site. The
second source of variation, replication within site, significantly influenced amounts of Pphellandrene, 5-3-carene, a-pinene, limonene, myrcene, and terpinolene. Similar to the
pattern of variation in constitutive phloem tissue, quantities of all seven terpenes were
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35
significantly influenced by family, but not significantly influenced by the interaction of
family and site (Tables 5a-c).
Proportional changes in the makeup of total extractions varied with specific terpenes
within 7 days in response to the simulated MPB attack (Table 5b). Site significantly affected
12 of 26 terpenes, and replication within site influenced 20 of 26 terpenes (Table 5b). Family
influenced 22 of 26 terpenes at 7 days post inoculation (Table 5b).
Twelve days post inoculation with G. clavigera, terpenes extracted from phloem
tissue were also influenced many of the main effects in the analyses. (Table 5c). Site didn't
significantly impact the amount of any of the seven most abundant terpenoids, however,
replication within site significantly changed the quantities of all seven most abundant
terpenoids (Table 5c). However, Comparable to the other two sample days (Tables 5a and
b), quantities of all of the seven terpenes were significantly different for family but not for
the interaction of family and site (Table 5c).
There were significant changes in the abundance of each terpene 12 days post
inoculation compared to day 0 and day 7 post inoculation (Tables 5a and b). Site
significantly influenced amounts of 15 of the 26 terpenes (Table 5c) and replication within
site significantly altered the quantity of 20 of 26 terpenes (Table 5c). Family significantly
influenced the quantity of 22 of 26 terpenes (Table 5c). Again, the interaction of family and
site did not significantly influence the amounts of any terpenes 12 days post inoculation
(Table 5c).
The changes of various terpene proportions in response to MPB simulated attack were
complex. Proportionate changes in terpenes occurred between sampling the constitutive
resin and sampling on the first after induction (i.e., day 7 samples) (Table 4). Increases in the
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36
abundance of all terpenes except ocimene, terpineol, a-copaene, a-cubebene, and a-humulene
occurred between day 0 and day 7 following inoculation at Bowron. At Moffat, there were
significant increases, from day 0 to 7 days post inoculation, in the abundance of all terpenes
with the exceptions of borneol, bornyl acetate, 8-2-carene, linalool, ocimene, terpineol, acaryophyllen, a-copaene, a-cubebene, and a-humulene.
Proportional changes in terpenes occurred between the first (day 7) and second (day
12) induction days at both sites (Table 4). At Bowron there were increases in the abundance
from day 7 to day 12 of borneol, bornyl acetate, p-cymene, ocimene, terpineol, acaryophyllen, a-copaene, a-cubebene, and a-humulene. At Moffat, from day 7 to 12, there
were increases in the abundance of all terpenes with the exception of P-phellandrene,
terpinolene, a-phellandrene, pulegone, sabinene, and a-thujone.
Quantitative changes made in terpene abundance that occurred during induction from
day 0 to day 7 varied between Bowron and Moffat, but there were some general trends
(Table 6). P-Phellandrene increased in trees at both sites. P-Pinene increased in the phloem
tissue collected from trees at both sites. 8-3-Carene, a-pinene, limonene, myrcene,
terpinolene all increased at both sites. Total monoterpenes extracted from phloem tissue of
study trees increased at Bowron and Moffat (Table 6). Sesquiterpenes were negatively
induced from day 0 to 7. Three of four sesquiterpenes decreased in total amount at Bowron
and all sesquiterpenes decreased at Moffat (Appendix I Table II). Total sesquiterpenes in
phloem tissue decreased at Bowron and Moffat.
Quantitative changes in terpene abundance varied between sites during induction
from day 7 to 12 (Table 6). P-Phellandrene decreased in sample trees at Bowron and Moffat.
P-Pinene also decreased in the phloem of trees at Bowron, but increased at Moffat. 8-3-
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37
Carene decreased in phloem tissue at Bowron, but increased at Moffat. During this
induction, the amount of a-pinene, limonene, and myrcene decreased in study trees at
Bowron, but increased at Moffat. Similar to p-phellandrene, terpinolene at both study sites
decreased in the phloem tissue at Bowron and Moffat. Total monoterpenes decreased in
samples taken at Bowron, but increased at Moffat. All sesquiterpenes increased in
proportion at both sites (Appendix I Table II).
During the first induction period (day 0 to 7), most families had inconsistent changes
in quantities of terpenoids (Appendix I Table Ilia and b). However, there were similar trends
among the seven terpenoids that make-up the majority of the terpene profile. All 45 families
had higher amounts of P-phellandrene, P-pinene, 8-3-carene, a-pinene, and terpinolene at day
7 compared to the constitutive profile (Figure 1). Mean percent of limonene increased from
day 0 to 7 in 41 of 45 families at Bowron and in 43 of 45 families at Moffat. Myrcene
increased in every family with the exceptions of family 25 at Bowron and family 10 at
Moffat. Terpineol was the only monoterpene to generally decrease from day 0 to 7, with the
exception of families #36 at Bowron and 4, 20, 22, 31, and 42 at Moffat (Appendix I Table
Ilia and b). During the same time period 67% of families at Bowron and 89% at Moffat
showed decreases in total sesquiterpenes (Appendix I Table Ilia and b).
Unlike the first induction period from day 0 to day 7, the second period from day 7 to
12 had fewer consistent changes among families. Twenty-nine percent of families and 42%
of families increased in mean percent of P-phellandrene at Bowron and Moffat, respectively
(Figure 2). Thirty-three and 51% of families at Bowron and Moffat, respectively, increased
in mean percent of P-pinene and a-pinene. Levels of 8-3-carene increased in 27% of families
at Bowron and 40% of families at Moffat. Limonene increased in 51% of families at Bowron
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38
and 56% of families at Moffat. Myrcene increased in 29% and 44% of families at Bowron
and Moffat, correspondingly. Mean amounts of terpinolene increased in 38% of families at
both sites. Showing a trend contrary to the majority of monoterpenes, terpineol increased in
98% of families at both sites (Appendix I Table Ilia and b). Total sesquiterpenes increased
in 80% of families at Bowron and 91% at Moffat from day 7 to 12 (Appendix I Table Ilia
and b).
Objective 4: Estimates of the heritabilitv for characteristics associated with lodeepole pine
defense asainst MPB.
Analysis of lodgepole pine host defense traits revealed that most traits responded to
simulated MPB attack and that majority of these traits possessed significant additive genetic
variation (Table 7). There was a large range of h2 values estimated for lodgepole primary
and secondary defensive responses to simulated MPB (Table 7). Resin mass flow had a non
significant heritability of 0.06 (SE=0.06) (Table 7); however, the estimated heritability of
lesion length pooled by geographic region was h2=0.11 (SE=0.04). The confinement rate
(i.e., 7/12 day ratio) of blue stain fungus indicated this trait was not heritable (Table 7).
8-3-Carene levels had a heritability estimated at /zi=0.48 (SE=0.12), which was the
highest value of all terpenes (Table 7). Limonene, p-pinene, and terpinolene also had
heritability estimates above 0.25 (Table 7). Of the 7 most abundant terpenes a-pinene, Pphellandrene, and myrcene all had low heritability values compared to the others (Table 7).
Total terpenoids, monoterpenoids, and sesquiterpenoids all had heritabilities estimated to be
lower than h2=0.25. The estimated heritability of the ratio of P-pinene to 8-3-carene was
h2=0.58 (SE=0.15). The estimated heritability of the ratio of terpinolene to myrcene was
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39
A2=0.39 (SE=0.11). None of the sesquiterpenes had heritability values estimated to be
greater than 0.25.
Discussion
This study examined the genetic and environmental variation of tree physical and
chemical defenses against an simulated invasion of the subcortical complex, MPB and its
blue stain fungus. The defensive mechanisms include resin mass flow, lesion growth and
confinement, and changes in terpenoid abundance - and all were expressed in response to
simulated MPB attack. Variations in defense parameters sampled at different times suggest a
change in the allocation of carbon-based resources due to simulated attack by MPB. Resin
mass flow and lesion growth in response to fungal inoculum were primarily affected by site
or microenvironment. Constitutive and induced terpenoids were more strongly affected by
family, which suggests a stronger genetic than environmental regulation of these responses.
To more fully explain site-to-site variation of primary defense responses, additional
variables needed to be collected such as: annual precipitation, annual temperature, snow
pack, soil type, and phenotypic characteristics of specific trees, as well as previous
disturbance. There may have been abiotic variation between sites during this study that
explain differences in resin mass between sites. Other studies support this conclusion citing
resin flow being affected by tree height and diameter (Ruel, Ayres et al. 1998). In addition
identifying differences among replication within site may also explain variation seen in resin
flow, as well as other variables.
Resin collection was low compared to other studies (Klepzig, Robison et al. 2005).
Trees in this study were relatively young, small, and well spaced, with limited competition
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40
for resources. Under these conditions trees tend to grow at their maximum potential. For
this reason competition should not limit resin flow and for carbon should be primarily
allocated towards growth. For example, Lombardero et al. (2000) reported that resin flow
was lower in fast-growing trees than in slow-growing trees. This suggests a tradeoff favoring
growth rather than defense when nutrients aren't limiting. This is one possible reason for the
low resin mass flow recorded in this study. In contrast, a study conducted by Kolb et al.
(2006) reported that resin flow of trees in that study did not vary significantly throughout
study sites, or by tree size, water retention, or tree carbon. Relative to that study, however,
trees in this study were only 20 years old and smaller.
This may help explain the shift in MPB host use to smaller trees, especially during an
outbreak period (Wallin and Raffa 2004). During an outbreak, smaller trees, which are
usually unsuitable for MPB, are attacked. This is thought to be due to low availability of
other hosts (Aukema, Carroll et al. 2006). While resin flow appears to be important in larger
diameter and older trees as a defensive trait, in smaller diameter and younger trees it may
have less importance.
Many studies, including this one, have followed the resin collection method of
wounding trees as presented in Lorio Jr. (1993). The lack of significant differences among
the treatments in this study may have an alternate explanation. A single wound on trees may
not be enough trauma to produce a substantial amount of resin through the traumatic resin
duct system. Christiansen et al. (1999), Faldt et al. (2003), and Klepzig et al. (2005) reported
that wounding with fungal inoculation causes traumatic resin ducts to form and thus more
resin is produced. The trees in this study received wounds and inoculations on different areas
of the surface of the tree. The wounding without inoculation may be limited and localized.
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Klepzig et al. (2005) conducted an experiment with higher densities of simulated attack
wounding, which successfully induced resin based defenses. However, the overall
importance of induced resin is still inconclusive during outbreaks. For example, numerous
studies, including Raffa and Berryman (1983) and Huber and Bohlmann (2006), discuss
constitutive resin flow as being enough to stop individual MPB attacks, but may not be
enough to stop high densities of beetles.
Wounding and inoculating G. clavigera into study trees resulted in necrotic lesions to
form in phloem and xylem tissue. Lesion growth significantly varied by time since
inoculation, site, and tree family. Environmental variation contributed more to the variance
of lesion growth than did family. The possible mechanisms causing this site variation may
be similar to the mechanisms described for resin mass flow.
The formation of necrotic lesions following simulated bark beetle attack has been
shown in many other studies and systems (Cook and Hain 1986; Raffa and Smalley 1988;
Klepzig, Smalley et al. 1996). Raffa and Berryman (1983) working in a lodgepole pine MPB
system found fewer and less-defined necrotic lesions in study trees and suggested this may be
a product of high beetle attack density. In this study, trees were inoculated prior to attack;
therefore any links between lesion formation and beetle density are inconclusive. However,
possible links may be made between confinement of fungal growth and eventual beetle
attack. Mortality data taken from the study trees will provide this link between beetle attack
and tree defense (Chapter 3).
Another way to analyze lesion growth, as discussed earlier, is by confinement rate,
which in this study was the lesion length at day 7 compared to length at day 12. A longer
initial lesion length in response to an inoculation, followed by an equal or lesser length from
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a second inoculation, may indicate a response that there is increased allocation of carbon to
tree defenses. A tree may allocate resources to stop blue stain fungal growth by
compartmentalizing the fungus to existing tissue and stopping its growth. Lesion
confinement rate in this study was impacted more by location than by family. This indicates
strong environmental regulation of confinement rate. Other studies have suggested that
confinement rate is a very important defense in halting a bark beetle associated fungi and the
eventual colonization of a tree by bark beetles (Raffa and Berryman 1982; Wallin and Raffa
2001). However, the results do not fully agree with findings in these studies. This may be
due to different model systems, or population densities of the bark beetle. During outbreak
conditions, environmental effects may overwhelm genetic regulation to properly confine the
fungal invader.
Wounding and inoculation with G. clavigera significantly affected the abundance and
quantity of terpenoids at 7 and 12 days after inoculation. The levels of induction agree with
those reported by Klepzig et al. (1996) and Raffa and Smalley (1988). The quantity of total
terpenoids was higher in induced tissue than in constitutive tissue. The seven monoterpenes
that made up the major fraction of the total terpenoids in the tissue showed similar trends in
how they changed overtime, from day 0 to day 7 and day 7 to day 12 (Table 6) (Appendix I
Figures 1 & 2).
The overall trend of the seven most abundant terpenoids was for them to increase 7
days following inoculation. This is in contrast to the trends shown for sesquiterpenes.
Monoterpene and sesquiterpene abundances were negatively related as induction occurred
from day 0 to 7. However, this trend did not remain 12 days following inoculation. At day
12, most monoterpenes at Bowron and Moffat had decreased or remained relatively stable
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43
while sesquiterpenes increased. While it appears in the short-term that a simulated MPB
attack induces and increases tree monoterpenes appropriate for defense, sesquiterpenes
decreased. This may indicate an immediate increase in defense related to the MPB threat,
followed by a return to an original state of defense. MPB mass attack usually occurs within a
short period of time following the onset of beetle colonization. This suggests that once the
threat has been eliminated the tree may return to normal constitutive defensive levels and its
regular functions; however, over time some trees take longer to halt the invasion. Contrary
to this hypothesis Klepzig et al. (2005) reported levels of resin based defenses to be induced
105 days after simulated attack. However, both studies support the initial increase and trade
offs for the induction of defenses (Klepzig, Robison et al. 2005).
A possible mechanism for the trade-offs observed during induction may be due to the
regulation by gene expression, for instance, upregulation of terpene synthase expression due
to herbivory or some particular stress. This may also occur through up- or downregulation of
genes that control the induced response and the expression of terpene synthase genes. For
example, the mevalonic acid pathway (MVA) may be shut down or have isopentenyl
pyrophosphate (IPP) (a building block of terpenoids) shunted off to promote the
methylerythritol phosphate pathway (MEP). This may be due to the MVA producing
primarily sesquiterpenes, while the MEP produces primarily monoterpenes and diterpenes,
especially monoterpenes of interest such as S-3-carene, myrcene, and a-pinene (Huber, Ralph
et al. 2004). All three of these monoterpenes, as well as others, increased with induction.
The hypothesis of trade-offs for induction of defenses may be further supported by
sesquiterpenes not being associated with lodgepole pine defense to MPB, although toxicity
levels of particular sesquiterpenes have not been fully explored at this time.
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44
Another hypothesis is that other cellular-level processes may be occurring, such as
genes that regulate traumatic resin or allocation of carbon for fungal confinement being
activated, which results in increases of particular defensive terpenoids. Furthermore, other
defenses that are regulated by environmental conditions may have gene upregulation as a by
product. The extent of the processes that particular pathways perform is still unclear and
broad conclusions can not be made at this time.
The seven most abundant monoterpenes, that increase with induction, have been
shown to provide defensive effects against bark beetles or other coniferous herbivores
(Lindgren, Nordlander et al. 1996; Rocchini, Lindgren et al. 2000) or to affect pheromone
mediated aggregation and anti-aggregation (Pureswaran and Borden 2005). In particular 5-3carene has been shown to be toxic to many conifer invading insects (Cook and Hain 1988;
Rocchini, Lindgren et al. 2000; Faldt, Martin et al. 2003; Carlow, Ayers et al. 2006; Ross,
Kohler et al. Unpublished Data). S-3-Carene occurs in relatively high concentrations in
lodgepole pine compared to other terpenes. This is also the case for P-pinene. However, the
rank of abundance of these two monoterpenes changes with the onset of induction. 8-3Carene increases to a higher level than P-pinene. The change in proportion of these two
terpenes from a preponderance of the less-toxic terpene P-pinene to the more-toxic 5-3carene suggests an important relationship. Higher ratios of 5-3-carene to P-pinene may
provide a greater level of defense to MPB.
Myrcene and terpinolene have been shown to be important in the synthesis of
aggregation and anti-aggregation pheromones produced by MPB (Borden 1982; Raffa and
Berryman 1983; Safranyik and Carroll 2006). Raffa and Berryman (1983) reported levels of
terpenoids used for aggregation to increase along with toxic terpenoids. This may be an
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45
unintentional by-product of induction that MPB has adapted to and used to its advantage.
Myrcene has been shown, in conjunction with a-pinene, to be used by MPB to synthesize
aggregation pheromones (Borden 1982; Seybold, Quilici et al. 1995; Raffa 2001). However,
it also has been shown to be used within a suite of chemicals used by MPB to produce antiaggregating pheromones (Pureswaran and Borden 2005). Seybold et al. (2004) reported that
in Rocky and Cascade mountain ranges specific populations of MPB experience greater antiaggregating effects when exposed to terpinolene versus to myrcene. To date this idea has
only been tested in British Columbia under laboratory conditions (Borden and Pureswaran
2006). In this study, myrcene and terpinolene were induced at both sites. Terpinolene
increased -200% from the constitutive level and myrcene increased by ~110-150%.
An important factor in estimating levels of genetic variation for some trait of interest
is that there must be measureable variation in the trait of interest. The results here support
that significant levels of phenotypic and genetic variation exist to estimate h2. In order to
describe genetic variation of these defensive traits it is important to offer a contextual
framework of heritable traits provided by previous studies. Some studies categorize
heritability values as high if the estimated value is >0.45 (King, Yanchuk et al. 1997; Alfaro,
Lewis et al. 2000). Quencez and Bastien (2001) characterize moderate levels of heritability
as between h2=0.30-0.54. Whereas, Roberds et al. (2003) state moderate levels of heritability
are h2=0AA to 0.59. Hamilton et al. (2001) states that the degree of genetic control or
heritability of secondary defenses varies widely among plant species but is generally thought
to be 0.3. Zangerl and Berenbaum (2004) discuss heritabilities of primary and secondary
metabolites in their study as ranging between -0.048 and 0.728, with an average of
approximately 0.3, similar to results shown by Hamilton et al (2001). Within the context of
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46
the other studies discussed, heritabilities will be considered low (0-0.25), moderate (0.250.5), or high (>0.5) in this study.
The estimated heritability value (h2) for resin mass flow was low at h2=0.06
(se=0.06). The standard error was large enough, in comparison to the heritability value, that
resin mass flow cannot be considered significantly heritable under these conditions. In this
study it appears that environmental variables and environmentally-influenced phenotypic
variance provides the effects of variation seen for resin mass flow. However, under other
environmental conditions, or under other endemic, incipient epidemic, or epidemic
conditions, additive genetic variance may appear as significant as in other studies (Roberds,
Strom et al. 2003).
A comparable outcome occurred with the heritability estimate (h2=0.00, se=0.04) of
confinement rate. However, the heritability value for lesion length was low, but significant
at h2=0.11 (se=0.04). This demonstrates lesion length was affected by family. If lesion
growth, not lesion confinement rate, is enough to affect blue stain propagation, then perhaps
family is important for this defensive trait. However, if lesion confinement rate is, as
predicted in this study, a more important variable for defense, then these results suggest
environmental conditions are more important than genetics for this MPB defense. Once
again additive genetic variance may be higher or lower under different environmental or
MPB population densities. Defensive traits of the trees in this study were known prior to
attack, so the ultimate outcome for lodgepole pine defense, within the described sites, is yet
to be seen. MPB success may be significantly affected by lesion length within families
(Chapter 3).
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In contrast to resin mass flow and lesion length, the results indicate the majority of
terpenoid variation within study trees can be explained more fully by family instead of any
other main effect. It was rare for terpenes to vary significantly by site. This indicates a
strong and stable genetic component is present within the suite of secondary metabolites in
this system, e.g., only a-cubebene at day 0, bornyl acetate at day 7, and pulegone at day 7
had significant site by family interactions. Further supporting this conclusion, the majority
of changes from day 0 to day 7 and day 12 were primarily influenced by family and rarely by
site. This could be important when addressing future MPB dispersal and host selection.
There are likely many similar habitat types and microclimates across the host range of MPB
in lodgepole pine. However, certain regions have experienced frequent MPB pressure, while
others have not, especially when comparing northern to southern regions (Carroll, Taylor et
al. 2003). This study suggests that particular families of trees produce higher levels of
biologically relevant terpenoids.
Heritability estimates for the seven most abundant terpenes show four of the seven to
have moderate heritability values (P-pinene, 5-3-carene, limonene, terpinolene), and the other
three to have low heritability values (P-phellandrene, a-pinene, myrcene), however,
heritability was significant for all of them in that heritability estimates were greater than their
standard error estimates. This suggests these chemicals are influenced significantly by their
genetic lineage. These results support those reported by Smith (2001), where it was found
that monoterpenes were primarily controlled by genes in pine xylem of many pine species.
For example, some of the specific terpenes Smith (2001) found to be affected by genetic
variation were amongst the majority of the seven most abundant terpenes including: 0phellandrene, a-pinene, P-pinene, 5-3-carene, myrcene and limonene. Many of these
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terpenes have been discussed in this study as having important relationships in this lodgepole
pine MPB system.
While individual terpenoids have significant heritabilities, it may also be important to
look at the ratios of particular terpenes, because some terpene synthases produce more than
one terpene product, and it is also likely that terpene synthase genes are sometimes regulated
in tandem. The ratio of P-pinene to 5-3-carene was discussed earlier as percent abundance of
total terpenoids changed between the two variables. The ratio of these two terpenes
measured over sample time had the highest estimated heritability value at 0.58 (se=0.15).
This may further support the idea that particular terpenoids are being induced at higher levels
in some families and this higher level of specific terpenoids or ratios between terpenes should
provide some advantage to individual trees.
This is also important when discussing possible anti-aggregation effects. The ratio of
terpinolene to myrcene was moderately heritable at h2=0.39 (se=0.11). While this value is
only considered to be moderate, it is still greater than the majority of other variables tested in
this study. This may further support the idea of terpinolene as an important variable for
deterring attack by MPB resulting in the beetle avoiding trees with increased levels of
terpinolene. Perhaps terpinolene at certain levels masks or acts synergistically with myrcene.
These outcomes will be explored further in Chapter 3.
The results, that resin mass flow and lesion length were primarily affected by site,
may indicate that for lodgepole pine trees location of planting and a suitable habitat is
important for these primary defenses against the natural insect predator MPB (Harlow,
Harrar et al. 1991). Also, the first two defenses are primarily based on physical processes
within the tree such as the allocation of carbon, which has been shown to be largely affected
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49
by the environment (Herms and Mattson 1992). The other defensive traits, constitutive and
induced terpenoids, are based primarily on quantities of secondary chemicals. The results of
this study indicate that physically induced defenses are based primarily on the location in
which each tree resides, while chemical defense is significantly affected by a tree's lineage or
genetics. This may have arisen from a longer history of MPB pressure and attack on
lodgepole pine. It may be that terpenoid based defenses, within lodgepole pine, although of
tremendous importance have not been subject to strong selection for terpenoids (which may
lead to higher levels of genetic variation) as some of the more constitutive or physically
based defense mechanisms.
Defenses in this study have been shown to vary significantly, and specifically
monoterpene abundances have been shown to have relatively strong genetic component.
However, it is important to test hypotheses of defense by linking these traits with negative
impacts on the attacking species and/or host mortality. This will be addressed in Chapter 3.
Also, while some traits may provide adequate defense during endemic or localized outbreaks
of MPB, the current MPB population in British Columbia has decimated a majority of the
lodgepole pine across the landscape. Yet, some trees remain and are not killed. The results
from this study provide a framework under which desirable traits for MPB defense (i.e.;
chemical) can be selected and bred for within tree plantations. The results may also aid in
the identification of families with desirable terpenoids, in high or low abundances, or
terpenoid-based induced defensive responses, which may provide a means of promoting a
greater overall fitness of individual pines. This will be important in the future management
plans and strategies for MPB resistance, stand resilience, and tolerance to herbivory,
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50
especially in the context of climate change, population shifts, and landscape-wide epidemic
outbreaks.
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51
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BLOMQUIST, G. J. 1995. De novo biosynthesis of the aggregation pheromone
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and Ips pini (Say) (Coleoptera: Scolytidae). Proc. Natl. Acad. Sci. U. S. A. 92:83938397.
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Chapter 3 Effects on MPB
Abtract:
The mechanisms that affect herbivore feeding include biotic and abiotic factors.
Plants that develop characteristics that deter herbivores may have a greater fitness and pass
on effective defensive traits to their offspring. The prevalence of these plant defenses may
vary over time and among populations. Understanding herbivore life cycles is critical to
elucidating plant defense strategies. Typically herbivore life cycles include host selection,
host acceptance, and host utilization.
The lodgepole pine, Pinus contorta var. latifolia, forests in British Columbia
experience episodic outbreaks of mountain pine beetle (MPB), Dendroctonus ponderosae
Hopkins (Coleoptera: Curculionidae), and its associated fungi Grosmannia clavigera
(formerly known as Ophiostoma clavigerum). The current study has provided a framework
to observe heritable tree characteristics and how they interfere with the life-cycle of MPB.
Many tree variables associated with host selection and acceptance such as DBH, tree height,
bark texture and MPB landing were not significantly associated with selecting a host and
initiating an entry point. However, the frequency of hypersensitivity reactions was
negatively correlated with host utilization, including MPB gallery production, reproduction,
and brood development. Overall MPB success is determined by tree mortality. It was found
that constitutive 5-3-carene and hypersensitivity reactions, occurring in response to MPB
attack, negatively impacts MPB host utilization and lowers tree mortality.
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Introduction
Feeding patterns of herbivores are influenced by a range of biotic and abiotic factors,
central among which is the dynamic interaction between the physiology of the animal and the
chemical composition of the plants it contacts and eats (Hughes 1993; Simpson and
Raubenheimer 1993a, b; Illius and Jessop 1995; Kause et al. 1999a, b). For example, any
plant that evolves a chemical that is repellent or harmful to insects will be favored. But the
frequency of these phenotypic traits will put pressure on the insect population, and any insect
that happens to have the ability to overcome this defense will be favored. This, in turn, puts
pressure back onto the plant population, and any plant that evolves a stronger chemical
defense will be favored. This then puts new pressure on the insect population. This sort of
evolutionary 'arms race' is likely common for many plant/herbivore systems (Thompson
2005).
For insect herbivores, laboratory studies have made substantial progress identifying the
key processes involved in host selection and utilization (Frazier and Chyb 1995; Simpson
1995). Every step in the behavioral sequence of events leading to, and including, plant
ingestion is potentially influenced by the physical and chemical composition of plant tissues
(Mitchell 1981, Stadler 1992; Bernays and Chapman 1994; Frazier and Chyb 1995). The
relative roles of plant primary and secondary metabolites in determining patterns of food
selection among herbivores, however, generate continuing debate (Fraenkel 1959; Bernays
and Chapman 1994; Berenbaum 1995; Hagele and Rowell-Rahier 1999). It is becoming
increasingly clear that studies of herbivores and the chemicals affecting their behavior must
be done at a spatial and temporal scale that is relevant to the herbivore in question.
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Host-plant quality is a key determinant of the fecundity of herbivorous insects, and it
also affects insect reproductive strategies (Awmack & Leather, 2002). A good host plant
(especially for insects that feed as adults) should be suitable for larval development, allow
high fecundity for foraging adults, and permit oviposition by females (Xue and Yang, 2007).
Although the immature stages of some phytophagous insects have little opportunity to
change their developmental location, the highly mobile adults will select more suitable host
plants for feeding upon eclosion (Xue and Yang, 2007).
In addition to the documented steps of host selection and utilization behaviors such as
landing, acceptance, colonization, and reproduction, there is a well-known hierarchy in host
resistance mechanisms against insects that corresponds with these behaviors.
Constitutive defenses are active in a plant prior to consumption attempts by an
herbivore. Constitutive defenses have evolved due to different abiotic or biotic stressors
plants face over evolutionary time. They include a broad range of physical defenses
including, but not limited to; morphological shape, the toughness of the chewing surface, and
chemical defenses including levels of primary and secondary metabolites, as well as other
water-based defenses where chemicals are solublized. These defenses may change herbivore
preference taste and smell or make the plant tissue inedible due to toxins (Safranyik and
Carroll 2006).
Induced defenses are comprised by direct defenses, such as secondary metabolites
that negatively affect herbivore growth and survival, as well as indirect defenses, such as
herbivore-induced plant volatiles and herbivore-induced responses that enhance the foraging
success of natural enemies of herbivores, such as parasitoids or predators (Kessler and
Baldwin, 2002; Heil et al., 2004; Kappers et al., 2005; D'Alessandro and Turlings, 2006;
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Mumm and Hilker, 2006). The induction of defenses is often impacted by abiotic and biotic
factors, and an individual plant species can therefore express a range of different phenotypes
where the quantitative and qualitative responses vary. For instance, previous attack may
influence the induction of subsequent defenses in specific ways and thereby affect herbivore
and plant fitness (Kessler and Baldwin, 2004; Voelckel and Baldwin, 2004b). Identifying
phenotypic traits involved in hierarchical interactions and their ecological function should be
investigated through in-depth studies.
An useful model system to identify these phenotypic defensive traits is mountain pine
beetle (MPB), Dendroctonus ponderosae (Coleoptera: Curculionidae) and its associated
fungi Grosmannia clavigera. The model system has both hierarchical insect host selection
and utilization behaviors and host resistance mechanisms. A companion study has identified
three broad defensive categories that lodgepole pines employ against this invading herbivore.
They are physical exudation of resin, compartmentalization of associated fungi, and
production of primary and secondary metabolites in the oleoresin. These defenses were
quantified in the companion study where lesion growth and compartmentalization and treeinduced response chemistry have been estimated to be significantly heritable. This complex
interaction between three species (tree, herbivore, fungi) has resulted in lodgepole pine
evolving defenses against one of its most important stressors, MPB.
Once host selection by MPB has occurred, following MPB landing on the bark of
lodgepole pine, adult beetles encounter primary and secondary defenses, physical exudation
of resin, compartmentalization of associated fungi, and constitutive and induced tree
chemistry incrementally throughout each stage of their reproductive lifecycle. These tree
defenses can slow beetle success, kill beetles, inhibit aggregation pheromone production, halt
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the progression of blue stain fungus and kill or slow developmental stages of MPB offspring.
In addition to all of these factors, MPB is preyed upon throughout the whole process by other
bark beetles and borers, parasitoids, and birds including woodpeckers (Safranyik and Carroll
2006).
The defenses quantified in the companion study, additional lodgepole pine tree
phenotypic traits have been shown to impact host selection, host acceptance, and host
morality for MPB. Some of these traits have been shown to be heritable while the
heritability of others is not known. Identifying and examining tree characteristics that are
heritable and their interactions with each step of host selection and utilization may further
reveal defensive and non-defensive qualities of lodgepole pine, which will increase the
current understanding of specific traits that affect MPB during endemic or epidemic
population phases.
Raffa and Berryman (1983) state that beetle colonization behavior is linked to tree
physiology. To understand which lodgepole pine characteristics play a key role in MPB
colonization and reproduction, it is important to look at each step of a MPB's host selection
behavior that corresponds with its lifecycle within individual trees and stands of lodgepole
pine. MPB face challenges throughout emergence and dispersal, host selection and
colonization, and mating and oviposition. Many of these stages of their life cycle, including
emergence, are affected by temperature, which is driven by seasonal factors. Dispersal is
driven by wind, light, individual beetle lipid content, and response to host volatiles and
pheromones (Amman and Cole 1983; Wallin and Raffa 2004; Bentz and Six 2006).
During emergence and host selection, vision is a key trait for MPB in locating host
trees. This may be due to their affinity for large, dark silhouettes (Shepherd 1966) that
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appear as vertically oriented cylinders (Cole and Amman 1969; Billings, Gara et al. 1976).
However, Hynum and Berryman (1980) add that the greater number of beetles landing on
larger trees is simple a function of random landing and the larger surface area of such trees.
Many believe host selection is a combination of the two processes (Borden 1982; Pureswaran
and Borden 2003) along with beetles making a primary assessment of host suitability by
sampling of the bark and phloem tissues (Raffa and Berryman 1982).
Tree diameter and height have been linked as factors affecting beetle success. Cole
and Amman (1969) stated that MPB preferentially attack large trees because characteristics
of the stem that are related to tree size make a tree's potential MPB fitness higher. Diameter
and height are the primary factors used to describe larger trees. In addition to diameter and
height, which tend to increase with age, bark texture tends to increase in roughness and
features, with younger and smaller trees having smoother bark than older and larger trees.
MPB have been shown to prefer older and larger trees due to their need for bark scales,
crevices, and fissures for attack initiation (Shepherd 1965).
MPB also prefer larger trees due to the positive relationship between tree diameter
and phloem thickness (Amman 1969; Shrimpton and Thomson 1985). These two are related;
further up the bole, diameter and phloem thickness decrease. Berryman (1976) and Amman
and Cole (1983) found brood production of MPB to be directly related to phloem thickness,
thus beetles tend to attempt colonization closer to the ground. However, Raffa and Berryman
(1983) state that thicker phloem is also associated with higher resistance to MPB. It is
important to confirm that trees are actually being landed upon to make reasonable
conclusions about the factors that influence initial host selection to determine whether host
landing and perhaps selection is occurring or if landing is random.
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Once a host is selected by a female MPB, she accepts and attempts to enter the tree.
The tree responds to initial colonizing attempts by the herbivore by exuding resin. At this
point she can be pushed out, blocked, or entrapped by resin. Measurements of resin
exudation may be used to describe attack severity. Resin exudation results in pitch tubes at
beetle entrance sites. Counting pitch tubes provides a relatively accurate estimation of attack
density for individual trees (Raffa and Berryman 1983). At a certain attack density trees tend
to be overwhelmed by MPB and the beetle has passed into the next stage of its lifecycle.
However, Raffa and Berryman (1983) indicate there are different attack densities that are
important each step in host utilization. For example, colonization is optimal at -40
attacks/m2, where as maximum egg hatch, larval development, and pupal survival is closer to
-70 beetles/m2. Survivorship of MPB drops off at densities great than that. However, up to
that point, defenses are continually decreased to a more suitable level for MPB success
(Raffa and Berryman 1983).
If MPB survive the challenges of host selection and acceptance, they progress to host
utilization. The female constructs a nuptial chamber, emits pheromones, and attracts
conspecifics. At this time she also begins constructing an ovipositional gallery that is
parallel to the main stem. Once again a suite of factors are at play that determine the success
of the invading insect. If the MPB's construct an ovipositional gallery without being
significantly disrupted by tree defenses, they deposit eggs. By this stage in MPB
progression, bark can be removed from the bole of the tree to observe parental galleries.
Various measurements of galleries and egg niches are indicative of individual beetle's
success (Raffa and Berryman 1983).
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After copulation, the female places eggs into niches along the ovipositional/parental
gallery walls. Eggs eclose and larvae begin feeding and constructing galleries that are
perpendicular to the parental gallery (Amman and Cole 1983). Larvae have four instars as
they continue to grow and consume tree phloem and fungus. At this stage, tree
characteristics may still affect MPB development and overwintering. Counting of larval
galleries and pupal chambers may provide an additional estimate of success of MPB
lifecycle. Finally, MPB generally over winter as larvae, pupate in the spring, and disperse to
find new hosts in mid summer. If MPB successfully complete a lifecycle then their host
most likely died.
Once a tree is attacked and colonized, there are a few ways to determine mortality in
a tree (Amman and Cole 1983; Safranyik and Carroll 2006). First and the most obvious is
the color of the crown. Trees attacked and killed by mountain pine beetle have crowns that
change from green to yellow green, yellow green to red green, and eventually red. Another
way to determine death is if a tree has been girdled. This can be determined by observing
bark sloughing and also by a visual examination underneath the bark of the tree.
MPB are obligate herbivores that need their host to die in order for themselves to
colonize the tree and reproduce successfully (Safranyik and Carroll 2006). However, with
lodgepole pine and MPB coevolving, there are many tree characteristics that can affect MPB
success. While there are numerous studies on the hierarchy of resistance mechanisms, little
has been reported on genetic variation of defense characteristics (Strom et al. 2002) during
naturally occurring colonization, and how each step correlates with bark beetle behavior.
This study will examine various tree characteristics and their positive and/or negative effects
on fecundity of MPB. If traits that negatively affect MPB can be identified and are heritable,
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future breeding approaches with lodgepole pine may be able to consider some of these
resistance traits.
The goal of this study was to quantify and link lodgepole pine characteristics that may
affect the multiple steps in host selection, acceptance, and utilization by MPB. Open
pollinated family trials were assessed to: 1) determine the levels of genetic variation present
in diameter, tree height, and bark texture; 2) describe and quantify the multiple steps for
MPB unsuccessful and successful attack of among families; 3) estimate heritabilities of the
traits listed above; and 4) determine if the steps of MPB host selection, acceptance, and
utilization in lodgepole pine are correlated to heritable defense traits described earlier.
Study Area
For the sake of continuity and completeness for Chapter 3, the study is again
described below. This study took place in progeny trials of lodgepole pine that were
established at two sites in central British Columbia, Canada during 1986. Plots will be
referred to as Bowron Lake (Bowron) and Moffat Creek (Moffat). Trees were planted in a
randomized complete block design. Trees were planted in one by one meter spacing, and in
rows of four trees per family. Families were half-siblings due to open-pollination, where
only the female tree was known, and pollen contributions were assuming to be random and
unrelated. 'Control' seedlots, which are commercial wild stand collections, were also present
in the study in order to represent the common genetic background of the native population or
provenance. . The studied families were from local and non-local provenances, ranging from
the Lat. N 53 58 to Lat. N 50 42 (Appendix I Map 1, Chapter 2). As indicated earlier, 45 of
the original 180 families were used, and family selection criterion was as described in
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Chapter 2. The number of trees per family ranged from sixteen to twenty-six with the total
number of study trees at Bowron and Moffat being 482 and 405, respectively. Data was
collected on individual trees during the period of June 2006 to October 2007. Correlation
comparisons for this chapter are based on variables that may have significance in the
lifecycle of MPB, had significant family variation, and therefore had a greater than zero
heritability. Making correlations between variables with significant heritability values (h2 >
se) allows us to detect further interactions between tree genetics and the life cycle of MPB,
Methods:
Objective 1: Quantify DBH. height, and bark texture of lodgepole pines
The DBH of each tree was measured 1.4m from the base of the tree on the highest
side of the tree. DBH of study trees was measured to the nearest 0.1 cm in June 2007.
Heights were measured by the BC Ministry of Forests and Range when the trees were 10
years old (Yanchuk, Murphy et al. 2007).
The texture of each trees outer bark was recorded in June of 2007. Textures were
categorized at 1.4 m above gournd level on a scale of bark roughness and fissures from 1 -5
(Appendix II photos 1-5). Trees with predominately smooth bark were given a score of 1
(Smooth). Trees with smooth bark but with some light Assuring were categorized as 2
(Smooth-Medium). Trees received a score of 3 if they had moderate Assuring (Medium).
Trees with extensive Assuring and more than 50% of the sections of bark beginning to lift off
the bole of the tree around the edges of each section, were given a score of 4 (MediumRough). Trees with extensive deep Assuring and many sections of bark rising off the tree,
around the edges and curling back upon themselves were scored as 5 (Rough).
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Objective 2: Quantify the multiple host selection, acceptance and utilization success of MPB
attack of lodgepole pine
Host selection landing - To determine if all lodgepole pine trees in the study area were
landed upon by MPB, sticky traps were secured to the surface of every study tree (7V=887).
Sticky traps were attached to individual trees before the MPB flight seasons of 2006 and
2007. Sticky traps were constructed using 21.59 x 27.94 cm transparent plastic film (Staples
Business Depot) that were covered with ~2-5 mm of Stick Em, (Pherotech International Inc.
Delta, British Columbia), leaving a 3 cm border for handling purposes. Sticky traps were
stapled approximately 2 m from the base of each study tree. We assumed beetles would land
on this surface because of previous observations of beetle landing behavior and results from
other studies (Wood 1982). This placement left the area around 1.4 m above ground level
free for the work described in Chapter 2. The sticky traps were left in place throughout the
flight season. Post flight they were collected from the trees and visually examined for the
presence or absence of MPB. In addition, the bole of each tree was examined for the
presence of MPB. Each sticky trap and tree was given a score of 1 for MPB present or 0 if
there were no signs of MPB.
Host acceptance - We calculated the density of pitch tubes on the north and south aspects of
study trees to determine if MPB had attempted to colonize a tree and the density of those
MPB attempts. Pitch tubes are defined as the physical exudation of resin combined with
boring wood dust and particles created by MPB during the attempt. The density of pitch
tubes on each study tree was measured at Bowron after the MPB flight of 2006, but prior to
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MPB flight in 2007. Following beetle flight in 2006, density of pitch tubes was quantified
and categorized at Bowron but not at Moffat due to the lack of attack at the second site.
After freezing temperatures had occurred, in early October of 2007, density of pitch tubes
was quantified and categorized at Bowron and Moffat. Freezing temperatures likely ended
beetle flight and additional colonization attempts by MPB.
Attack density for each study tree was quantified using a 150 cm2 frame made from
flexible plastic. Frames were placed on the south and north aspects at 1.4 m from the base of
each tree. This was done in a standardized location to provide an accurate estimate of attack
density. Pitch tubes from 2007 were differentiated from 2006 pitch tubes by color and
pliability. For example, older pitch tubes were hard, tan in color, and would crumble under
pressure; whereas new pitch tubes were pink in color, sticky to the touch, and pliable. Only
recent-year pitch tubes were counted within the frame, since 2006 densities were previously
calculated. A classification was given for the overall attack density of MPB on each study
tree. Overall attack classification was done to provide another estimate of attack density and
to avoid the misrepresentation of trees that had escaped notice during pitch tube counts.
Trees without pitch tubes were scored as 0. Trees with one to five pitch tubes were classified
as 1 and trees with more than five pitch tubes were ranked as 2.
Host utilization - To determine the internal tree dynamics of the MPB attacks, 303 trees
were intensively sampled. Depending on the availability and accessibility of pitch tubes, one
to three pitch tubes were identified on each tree for intensive sampling. Outer bark was
removed from around the pitch tube to expose the sapwood. Each area varied in width and
length, but was large enough to reveal the full parental gallery and larval galleries. Within
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the exposed area the first variable identified was the presence or absence of a hypersensitive
resinous lesion. Formation of a hypersensitive resinous lesion is one response the tree has to
MPB attack that typically stops the attack. They are dark brown and occur around the nuptial
chamber and parental gallery.
If the tree response did not kill the entering beetle, the beetle excavated an
ovipositional gallery. Ovipositional galleries were ranked with a 1 if there was a
hypersensitive response or a 0 if there was no visible hypersensitive response. The length of
the ovipositional gallery was measured. Sampled gallery length(s) excavated within each
tree were averaged providing one value per tree.
Larvae survivorship and brood development, indicated by larval galleries
perpendicular to the parental gallery, received a score of 1 if they were present or 0 if the
parental gallery lacked evidence of egg eclosion and larval feeding. The numbers of visible
larval galleries were counted. Counts were averaged for each tree, providing one value for
analysis.
Successful MPB attacks resulted in mortality of the lodgepole pine tree. The stage of
tree mortality was described at the end of MPB flight season in 2006 and 2007. Trees with
green, live crowns, with or without insect damage, were classified as 0. Trees with red, redgreen or fading crowns received a 1 to indicate the likelihood of mortality. To confirm tree
death the outer bark of each tree was inspected for entrance and/or exit holes of MPB, Ips
spp., and other wood boring insects, although tree mortality caused by agents other than
MPB was minimal and these trees were removed from the study population. Galleries
exposed for ovipositional gallery length were used to identify patterns of bark beetle genera
and/or species that colonized the tree (Furniss and Carolin 1977; Wood 1982). It was
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assumed that the insect with the greatest number of galleries was the mortality agent. If
MPB galleries were not present, but Ips spp. galleries were present, then Ips spp. were
assumed to be the cause of death.
Objective 3: Estimate the heritability of lodgepole pine phenotvpic characteristics related to
MPB host selection, acceptance and utilization in lodgepole pine
Heritabilities (h 2 ) were estimated for data that included MPB host selection,
reproduction, and brood development. Calculations were made for MPB presence or absence
on the sticky traps and tree bole, pitch tube density and classification, hypersensitive
response, mean parental gallery length, and mean number of larval galleries. Tree
classification for pitch tubes and pitch tube density were adjusted to binary data to provide a
'yes' or 'no' response for attack and to decrease the number of variables. Trees with pitch
tubes were scored as 1 and trees without pitch tubes were indicated scored as 0 (i.e., a pooled
pitch tube classification). Hypersensitive responses, parental gallery lengths, brood
development, and number of larval galleries were each averaged and pooled within each
sample year and sample numbers (trials) within individual trees. Pooling both individual
parental gallery lengths and the number of larval galleries increased sample sizes for each
variable by lowering the quantity of individual galleries compared and creating a mean
variable instead. This also decreased the overall number of variables. Pooling variables
provided more accurate estimates of MPB development and resulting host mortality over the
two-year study. Variables were pooled for trees that had been attacked by the end of the
2007 MPB flight season. The hypersensitive responses to MPB attack rating for 2006 and
2007 were summed and if a value was >1 it was converted to 1. This indicated whether or
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not the tree produced a hypersensitive response to MPB attack when attacked. Brood
development rating was summed across years and values >1 were also converted to 1. This
indicated whether or not the tree was able to defend against this step in MPB progression.
The mean parental gallery length was calculated using the average length of parental
galleries in 2006 and 2007. Similarly, the number of larval galleries was averaged and
pooled for both years.
Heritabilities (h 2 ) for tree height, DBH, bark texture, and tree mortality as well as
MPB host selection, reproduction, and brood development variables were estimated as
follows: h2 = 4*VF/VP, Va represents additive genetic variance and VP being total phenotypic
variation, Va = family variance (Vp) multiplied by four and Vp = the sum of environmental
variance and the variance from the interaction of family and site. Family variance was
multiplied by four before estimating additive genetic variance because variance among
families in half-sibling trials account for only one-forth of additive genetic variance
(Falconer 1981). All heritability values were calculated using PROC MIXED (SAS institute
version 8.2, Cary, NC 1999-2001). Standard errors for all heritability values were estimated
using the COVTEST statement within PROC MIXED. This gives appropriate estimates for
heritability standard errors (Becker 1975) (Appendix II Diagram 1).
Although the study families were not truly random effects, they were chosen to
represent a cross section of families that had differential MPB attack rates, therefore it is
assumed that the bias is minimal for attributes in this study.
Objective 4: Determine if the steps of MPB host selection, acceptance, and utilization in
lodgepole pine are correlated to lodgepole pine defensive responses
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A correlation matrix was constructed using both whole sample population
(phenotypic) and family (genetic) mean correlations. Although family mean correlations are
not true genetic correlations, and tend to be lower than genetic correlations, they can be
considered suitable substitutes when sample sizes are not extremely large (Roff 1995); they
will still provide useful insights into the magnitude of the important relationships between
traits with significant genetic variation.
Tree defense traits used in the matrix were calculated from a companion study
(Chapter 2). Constitutive tissue was collected at sample time 0 indicating pre-simulated
attack condition. Trees were inoculated with fungi on both the east and west side. Seven
days after the inoculations a lesion resulting from the inoculation was exposed and phloem
tissue was collected from the lesion area representing induced defense at sample times 1 and
2 (i.e., sample days 7 and 12 post inoculation). Lesions were measured at both sample times
and compared. Defensive traits were included if they had a positive estimated heritability
with a standard error that was not greater than or equal to the estimate. Defensive traits were
further parameterized to include terpenes that had high proportions, greater than ~2% of total
terpenes, and were identified as having toxic effects on MPB or other coniferophagous
herbivores (Cook and Hain 1988; Lindgren, Nordlander et al. 1996; Rocchini, Lindgren et al.
2000; Faldt, Martin et al. 2003; Carlow, Ayers et al. 2006) or known to be pheromone
precursors (Borden 1982; Seybold, Quilici et al. 1995; RafFa 2001; Pureswaran and Borden
2005). These included lesion lengths at sample times 1 and 2 post inoculation, 0phellandrene, 8-3-carene, limonene, a-pinene, P-pinene, myrcene, terpineol, terpinolene, and
total monoterpenes. All sample times of terpenes and terpene ratios were included in the
correlation matrix. Variables from this study were included if there was significant genetic
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72
variation (h2>0, se
%2 = ^0.05) in the presence/absence of
beetles on trees between the years 2006 and 2007 (Table 4). Seventeen families had more,
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eighteen families had fewer, and ten families had the same percentage of trees with MPB
present on sticky traps in 2006 compared to 2007 (Table 5). The percentage of trees within
families with MPB present on sticky traps ranged from 5% to 56% after the flight period of
2006 (Table 5).
In 2006 the percent of families with MPB present on sticky traps ranged from 0% to
88% at Bowron and 0% to 33% at Moffat (Table 6). Twenty-five families at Moffat did not
have MPB on their sticky traps in 2006, while only one family (#45) at Bowron had no
beetles caught on its sticky traps (Table 6). After the MPB flight period in 2007, 6% to 64%
of trees per family had MPB present on sticky traps (Table 5). The percent of MPB on sticky
traps in 2007 within families ranged from 9% to 87% of trees at Bowron (Table 6). At
Moffat, the percent of trees within families, with MPB present on sticky traps, ranged from
0% to 38% in 2007 (Table 6). Fourteen of forty-five families at Moffat did not have beetles
land on their sticky traps in 2007, while all forty-five families at Bowron were landed upon
by MPB.
Chi-squared test indicated that significantly more trees in 2006 than 2007 had sticky
traps containing MPB (%2 = 259.17, Fisher's Exact P>x2 = <0.001) (Table 7). Similarly, at
Bowron there was a significantly higher presence of beetles on trees in 2006 than 2007 (x2 =
183.74, Fisher's Exact P>%2 = <0.001). However, at Moffat there was no significant
difference between years (%2 = 0.05, Fisher's Exact P>x2 = 100) (Table 8).
Of the overall 887 trees in this study, 39% (349) showed signs of MPB colonization
and had pitch tubes. The number of pitch tubes per 150 cm2 (pt/150 cm2) on north and south
aspects in 2007 varied significantly by site and replicate within site (Table 1). Pooled data
for pitch tube presence within families ranged from 0% to 25% of trees (Table 5). In 2006
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pitch tube density and classification varied by replicate within site, but not by family (Table
1). Pitch tube data was not gathered at Moffat in 2006 and therefore cannot be discussed
(Table 1). Pitch tube classification in 2007 varied significantly by site, replicate within site,
and by tree family (Table 1). All pitch tube variables in 2007 (i.e. pitch tube counts north,
south, and classification) did not vary significantly with the interaction of site and family
(Table 1).
In 2006, the mean density of pitch tubes for families at Bowron ranged from 0-0.89
pitch tubes/150 cm2 (SE=0, 0.48) on the north side of the trees and 0 to 1.29 pitch tubes/150
cm2 (SE=0, 0.84) on the south sides of study trees (Table 3). That same year, mean pitch
tube classification for families at Bowron ranged from 0.14 to 1.43 (SE=0.14, 0.30) (Table
3)The mean pitch tube density on the north side of trees in 2007 ranged from 0 to 0.89
pitch tubes/150 cm2 (SE=0, 0.48) (Table 2). However, the south side of trees had a greater
range from 0 to 1.29 pitch tubes/150 cm2 (SE=0, 0.84) (Table 2). The density of pitch tubes
on study trees at Moffat was more variable than those at Bowron. The mean ranged from 0
to 0.57 pitch tubes/150 cm2 (SE=0, 0.43) and 0-0.43 pitch tubes/150 cm2 (SE=0, 0.43) on the
north and south sides of study trees, respectively (Table 3).
Mean pitch tube classification in 2007 ranged from 0 to 1.43 (SE=0, 0.30) for all
families (Table 2). The range for all families at Moffat in 2007 was 0 to 0.57 pitch tubes/150
cm2 (SE=0, 0.57) on the north side and 0 to 0.43 pitch tubes/150 cm2 (SE=0, 0.43) on the
south sides of the study trees (Table 3). The classification of pitch tubes for families at
Moffat ranged from 0 to 1.00 (SE=0, 0.33) (Table 3). The range for all families at Bowron in
2007 was 0 to 0.22 pitch tubes/150 cm2 (SE=0, 0.22) on the north side and 0 to 0.20 pitch
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tubes/150 cm2 (SE=0, 0.20) on the south sides of the study trees (Table 3). That same year
the classification of families at Bowron ranged from 0 (SE=0) to 0.30 (SE=0.21) (Table 3).
Many trees attacked by MPB exhibited hypersensitive reactions in response to host
utilization. The overall number of trees exhibiting this response was 211 of the 349 attacked
by MPB. The percent of all study trees within families, that displayed a hypersensitive
response to MPB attack ranged from 17% to 100% (Table 5). Seven families had
hypersensitive reactions occurring in every tree that was attacked by MPB (Table 5).
While hypersensitive reactions halted the progression of many female beetles, in 306
of the 349 trees attacked, MPB females started construction of ovipositional galleries. All
forty-five families had parental gallery formation in at least one of their trees (Table 9). The
average length of parental galleries ranged from 0.94 to 13.41 cm (SE=0.28, 2.71) (Table 9).
Of the 306 trees that had parental galleries initiated, 49 produced larval galleries. The
proportion of trees with MPB offspring developing ranged from 0 to 50% within tree families
(Table 5). In twenty-five families there were no signs of MPB larval galleries and therefore
no reproduction (Table 5). The mean count of larval galleries per family ranged from 4 to
27.67 galleries (Table 9).
By the end of the flight period in 2007, 113 study trees were killed by MPB. In 2006,
at Bowron, 76 trees were found to have been killed by MPB. The percent of study trees at
Bowron, within families, that were killed by MPB in 2006 ranged from 0% to 57% (Table 5).
No study trees at Moffat were killed in 2006. In 2007 trees killed per family at both sites
ranged from 0% to 39% (Table 5). After the flight of 2007 the percent of trees killed per
family ranged from 0% to 67% and from 0% to 27% at Bowron and Moffat, respectively
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77
(Table 6). Chi-squared analysis revealed, as expected, that there were significant differences
in tree mortality in 2006 and 2007 (%2 = 341.79, Fisher's Exact P>%2 = <0.001).
Objective 3: Estimate the heritability of lodgepole pine phenotvpic characteristics related to
MPB host selection, acceptance and utilization in lodgepole pine
Analysis of lodgepole phenotypic characteristics revealed that all traits had significant
additive genetic variation (Table 10). The estimate of h2 for tree height was 0.45 (SE=0.14)
and for DBH 0.30 (SE=0.10). The texture of the outer bark had the highest estimated
heritability value of 0.64 (SE=0.17).
Heritability estimates were different for each step of MPB host selection, acceptance
and utilization. The estimated heritability of beetle presence on sticky traps was significantly
heritable although pitch tube densities were not significant (Table 10). The pitch tube
classification in 2006 had an estimated heritability of 0.04 (SE=0.09), which is not surprising
due to relatively low attack incidence. However, the pitch tube classification during 2007
had a significant estimated /?2=0.08 (SE=0.05) (Table 10). Hypersensitive reactions in
response to MPB utilization and colonization had an estimated heritability value of 0.16
(SE=0.15). The estimated heritability of the pooled average length of parental galleries was
0.18 (SE=0.16). Brood development had an estimated heritability value of 0.19 (SE=0.15).
The estimated heritability of the number of larval galleries suggested significance at a value
of 1.29 (SE=0.97), however estimates over 1.0 are out of the range of possible estimated
additive genetic variance and suggest the sample sizes may have been too small for such a
variable. Estimated heritabilities of MPB-caused mortality in 2006 was 0.37 (SE=0.15) and
0.20 (SE=0.08) during 2007.
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Objective 4: Determine if the steps of MPB host selection, acceptance, and utilization in
lodgepole pine are correlated to lodgepole pine defensive responses
As MPB approach a tree it is thought that they select a host based upon DBH and tree
height among others traits. MPB presence on sticky traps indicated host tree selection.
Family mean DBH was not significantly correlated with host selection in 2006 (r=0.09,
P>r=0.54) or 2007 (r=0.24, P>r=0.11). However, DBH for the population (phenotypic)
showed significant correlations with landing in both 2006 (r=0.08, P>r=0.02) and 2007
(r=0.12, P>r=<0.01). Family means for height is not significantly correlated with landing in
2006 (>=-0.01, P>r=0.96) or 2007 (r=0.16, P>r=0.29), but population is significantly
correlated in both 2006 (r=0.24, P>r= <0.001) and 2007 (r=0.27, P>r=<0.001).
Whether a MPB had selected and accepted a host was determined by the presence of
pitch tube(s) (i.e. density converted to 1 present or 0 absent) due to the tree attempting to stop
beetle entry. Family mean pitch tube presence or host acceptance was not significantly
correlated with host selection in 2006 (r=-0.13, P>r=0.38) or 2007 (r=-0.02, P>r=0.90)
(Table 11a). Population host selection in 2006 (r=-0.05, P>r=0.11) was not significantly
correlated with host acceptance; however, they were significantly correlated in 2007 (r=0.17,
P>r=<0.001) (Table 1 lb). Bark texture based on family means (r=-0.22, P>r=0.15) and
population (r=-0.02, P>r=0.52) was not significantly correlated with host acceptance (i.e.,
pitch tube presence) (Table 1 la/b).
Host utilization was determined by the ability of attacking female MPBs to construct
a parental gallery through the phloem tissue. The presence of pitch tube(s) showed a
significant correlation with parental gallery length for the population (r=0.23, P>r=<0.001)
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79
(Table lib), but not between families (r=0.01, P>r=0.94) (Table 11a). Hypersensitivity was
strongly negatively correlated with the parental gallery length for both family (r=-0.71,
P>r=<0.001) and population (r=-0.73, P>r=<0.001) correlations (Tables 1 la/b). Family
mean parental gallery length was significantly correlated at sample day 12 with 8-3-carene
(r=0.30, P>r=0.05), myrcene (r=0.34, P>r=0.02), P-phellandrene (r=0.41, P>r=0.01),
terpinolene (r=0.32, P>r=0.03), and total terpenoids/monoterpenes (r=0.45, P>r=<0.01)
(Table 11a). However, limonene (r=0.14, P>r=0.37), a-pinene (/^0.07, P>r=0.65), P-pinene
(r=0.09, P>r=0.57), and terpineol (r=0.28, P>r=0.37) did not show significant trends at
sample day 12 (Table 11a). No other sample times displayed significant correlations with
parental gallery length (Table 11a). Parental gallery length for the population exhibits
significant correlations at sample day 12 for limonene (r=0.12, P>r=0.05), myrcene (r=0.12,
P>r=0.05), P-phellandrene (r=0.14, P>r=0.01), and total terpenoids/monoterpenes (r=0.12,
P>r=0.04) (Table 1 lb). In contrast 8-3-carene (r=0.09, P>r=0.15), a (r=0.06, P>r=0.31) and
P-pinene (r=0.03, P>r=0.56), terpineol (r=0.07, P>r=0.27), and terpinolene (r=0.10,
P>r=0.11) were not significantly correlated with parental gallery length (Table 1 lb).
Host utilization and suitability for MPB is also determined in study trees by the
production of offspring or through beetle fecundity. Family brood development (i.e.,
offspring production) and parental gallery length were positively correlated (r=0.62,
P>r=<0.001) (Table 11a). Population brood development and parental gallery length also
displayed a positive slope (r=0.54, P>r=<0.001) (Table 1lb). Family (r=-0.44, P>r=<0.01)
(Table 11a) and population (r=-0.50, P>r=<0.01) (Table lib) hypersensitivity correlated
significantly with brood development. Of the seven major lodgepole pine terpenoids, only pphellandrene at day 12 exhibited a significant trend with family brood development (r=0.31,
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P>r=0.04) (Table 11a). All terpenoids for the population were not significantly correlated
with family brood production at all sample times (Table lib).
Host survival was a useful parameter to describe MPB success within lodgepole pine.
Family lodgepole pine mortality in 2006 correlated significantly and showed an increasing
trend in mortality when compared with DBH (r=0.39, P>r=0.01), landing in 2006 (r=0.31,
P>r=0.04), parental galley length (r=0.69, P>r=<0.001), brood development (r=0.63,
P>r=<0.001), and total terpenoids/monoterpenes at sample day 12 (r=0.38, P>r=0.01) (Table
11a). Family hypersensitivity correlated with host mortality in 2006, showing a significant
decreasing trend (r=-0.50, P>r=<0.01) (Table 11a). Family mortality in 2006 was not
significantly correlated to tree height (r=0.16, P>r=0.30), bark texture (r=0.26, P>r=0.09), or
pitch tube presence (Table 11a). Mortality in 2006 for the population displayed significant
increases with increasing DBH (r=0.17, P>r=<0.001), tree height (r=0.19, P>r=<0.001), bark
texture (r=0.15, P>r=<0.01), landing in 2006 (r=0.36, P>r=<0.001), parental gallery length
(r=0.67, P>r=<0.001), brood development (r=0.65, P>r=<0.001), myrcene at sample day 7
(r=0.10, P>r=0.03), P-phellandrene at sample days 7 (r=0.10, P>r=0.03) and 12 (r=0.13,
P>r=0.01), a-pinene at sample day 12 (r=0.10, P>r=0.03), and total terpenoids/monoterpenes
at sample days 7 (r=0.10, P>r=0.03) and 12 (r=0.12, P>r=0.01) (Table 1 lb). Negative trends
were seen with pitch tube presence (r=-0.10, P>r=0.02), hypersensitivity (r=-0.75,
P>r=<0.001), and 5-3-carene at sample day 0 (r=-0.09, P>r=0.05) (Table 1 lb).
Mortality in 2007, and over the course of the study, for families was significantly
correlated with DBH (r=0.31, P>r=0.04) landing in 2006 (r=0.40, P>r=0.01) and 2007
(r=0.63, P>r=<0.001), mortality in 2006 (r=0.86, P>r=<0.001), parental gallery length
(r=0.58, P>r=<0.001), and brood development (r=0.52, P>r=<0.01). Significant decreasing
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trends in host mortality by 2007 were shown when compared with hypersensitivity (r=-0.44,
P>r=<0.01) and 5-3-Carene at day 0 (r=-0.35, P>r=0.02) (constitutive) (Table 11a). Family
mortality in 2007 was not significantly correlated with tree height (r=0.21, P>r=0.17), bark
texture (r=0.25, P>r=0.10), or the presence ofpitch tubes (r=-0.03, P>r=0.85) (Table 11a).
The mortality of the population in 2007, exhibited significant increases due to increases in
DBH (r=0.12, P>r=<0.01), tree height (r=0.23, P>r=<0.001), landing in 2006 (r=0.47,
P>r=<0.001) and 2007 (r=0.47, P>r=<0.001), parental gallery length (r=0.49, P>r=<0.001),
brood development (r=0.54, P>r=<0.001), limonene at sample day 12 (r=0.07, P>r=0.04), 0phellandrene at sample days 7 (r=0.08, P>r=0.03) and 12 (r=0.08, P>r=0.01), and total
terpenoids/monoterpenes at sample day and 12 (r=0.07, P>r=0.04) (Table 1 lb). Negative
trends were seen with pitch tube presence (r=-0.11, P>r=<0.01), hypersensitivity (r=-0.52,
P>r=<0.001), and 8-3-carene at sample days 0 (r=-0.11, P>r=<0.01) and 7 (r=-0.07,
P>r=0.05) (Table 1 lb). Bark texture was not significantly correlated with mortality in 2007
(r=0.02, P>r=0.58) (Table lib).
Discussion
Lodgepole pine attacked by MPB-fungal complex is displays various defense
characteristics throughout the multiple host selection, acceptance and utilization processes
undertaken by the colonizing insects. Many tree characteristics are passed from parents to
their progeny, i.e. many processes are heritable. However, the degree of variation differs
with each variable. This study examined lodgepole pine defense characteristics for their
heritability and correlations with the life cycle of MPB as well as tree defenses from a
companion study as they related to overall MPB success or host death.
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82
Diameter and tree height was taken for all study trees. DBH and tree height varied by
the main effects site (environment), family (genetics) and by the interaction (family x site).
This was also shown in a study conducted by Yanchuk et al. (2000). Diameter is well known
to be a relatively low heritability trait and as such is affected by environmental conditions
such as available water, sunlight, temperature, etc., to a large degree.
Bark texture varied by site and family, but not by the interaction between site and
family, with trees at the Moffat site having rougher bark than those at Bowron. This suggests
that both environmental factors and genetics affect phenotypic characteristics.
For the discrete variable, MPB landing on lodgepole pine sticky traps was
significantly different for less than one-third of families from 2006 to 2007. Lack of variance
indicates that host differentiation is not done prior to landing on the tree, which indicates that
pioneering MPB may leave a possible host in search of a more desirable one. This suggests
environment and microhabitat may also play a role in host selection. Furthermore, the
variation in inter-year landing rates supports the idea beetles not making a pre-landing
decision. However, the data strongly supports MPB making a choice between families.
Overall there were significantly more trees with MPB on the sticky traps in 2006 than
2007. However, differences were significant only at Bowron, which was the primary site in
this study. At Bowron only one tree family was not landed upon in 2006 and all tree families
were landed upon in 2007. The proportion of trees with MPB present per family at Bowron
was 9% to 87% in 2007 while Moffat had a range of 0% to 38%. Bowron's range spans
nearly the majority of possible landings per family. Lower landing rates at Moffat were
potentially affected by scramble competition for better quality sources or simply by random
landing.
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Host acceptance was determined by the presence of MPB attempting to colonize the
tree. Thirty-nine percent of trees in this study had pitch tubes by the second and final study
year (2007). The south side of trees had significantly more pitch tubes than the north in 2006
and 2007. This suggests that microclimate is important during host acceptance. Allow the
direction the beetles are flying from may play a role as well. For example, it may be more
important to have a sun-exposed (warmer temperature) environment during particular times
in the MPB life cycle. Host acceptance variables over the course of the study, showed
significant variation for the main effects site, replicate within site, family and by the
interaction of family and site. Following host acceptance, trees respond to MPB-fungus by
allocating carbon-based defenses to the site of entry. This is usually expressed by the
formation of hypersensitive reaction tissue in the phloem. As initial entry into the tree
occurred, formation of hypersensitive reaction tissue was generally present if the tree was
capable of expressing this resistance. Trees responded to MPB acceptance in the form of
hypersensitive reactions in 211 of 349 trees attacked. There was a wide range of trees within
families exhibiting hypersensitive reactions (17% to 100%). This indicates the range of
variation and suggests, as earlier reported, a statistically significant, albeit low, h2 for this
trait. Seven families had hypersensitive reactions in every attacked tree.
Hypersensitive reactions in response to host acceptance may have an impact on the
variation in host utilization that can be observed in parental gallery length. Similar to results
discussed in Yanchuk et al., (2007) hypersensitive reactions halted female pioneering beetles.
Evidence of hypersensitive reactions at entry sites reveled hypersensitive reactions to slow or
stop the beetle and to decrease parental gallery length. This may have led to only 49 trees
containing larval galleries. However, other factors such as phloem thickness, other tree
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traits, or even colder-than-normal temperatures during specific months may have played a
part.
Brood development occurring in such low numbers of total trees attacked could be a
product of many variables. However, there was family variation in the percent of trees per
family having larval galleries (0% to 50%) and the number of larval galleries variation in
host utilization per family. It appears that although many trees were attacked by MPB, very
few MPB were able to successfully use the tree. The data indicate that hypersensitive
reactions affect every step in the life cycle of MPB after host selection. The final step used
to describe MPB success is by a resulting dead host tree.
Although beetles were not generally successful in fully using their host trees, many
trees succumbed to the higher attack rates; however, there was variation by family in tree
mortality over both years. The range of trees killed per family by the end of the study was
smaller at Moffat than at Bowron. During this study, significantly more trees were killed by
the end of the study in 2007 than by the end of the beetles' flight period in 2006. This seems
to follow a logical path that other studies have reported with infestation patches starting in a
forest one year and then a subsequent larger outbreak the next (Yanchuk, Murphy et al.
2007).
Many tree variables that potentially affect the life cycle of MPB showed variability
among families, and by the magnitude of the heritabilities estimated here it is clear that
significant levels of additive genetic variation are present for many of these characteristics in
lodgepole pine. As discussed in the companion study (Chapter 2) correlations will be limited
to traits with low (0-0.25), moderate (0.25-0.5), or high (>0.5) heritabilities. For the steps
involved in host selection, moderate heritability values (h2) were observed for DBH and tree
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85
height. Bark texture was estimated to have a high h2. Bark texture may play an important
role in host selection and acceptance, providing niches for initial entry; however, the two key
variables for host selection (MPB landing on sticky traps) and host acceptance (pitch tube
presence) did not have significant h2 except for host acceptance in 2007, which was low.
This does not support the hypothesis that families are differentially attacked based on landing
rates. With a reasonable beetle pressure in the study, and a relatively large sample size of
sample trees (and degrees of freedom for the test), the results suggest that MPB landing and
pitch tube presence might not be related. Other variables that affect MPB choice must be
occurring after landing, as earlier discussed with respect to host tree volatiles, presence of
other beetles (Wallin and Raffa 2005), pheromone production and gustation as reported by
(Safranyik and Carroll 2006).
As MPB attempt to colonize a host tree the formation of hypersensitive reactions
seems to immediately halt them from constructing parental galleries. Hypersensitive
reactions had a significant, but low, heritability value. As such, environmental influences,
i.e., the condition of the tree and other micro-site affects, largely affect this trait, although it
still appears to be an important variable.
Variables associated with host utilization also had significant but low h2. Although
presence of larval galleries had significant family effects in the ANOVA, the heritability
exceeded 1.0 and therefore cannot be considered a reliable estimate. This may be due to a
small sample population (n), where degrees of freedom for an accurate calculation are
limited.
Finally, the success of MPB in killing their host was examined. Mortality
heritabilities were significant for both years, with 2006 showing moderate heritability and
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86
2007 showing low heritability. The results indicate that while many variables affect the life
cycle of MPB some are not highly heritable. The joint effects of many variables likely
contributed to make mortality a heritable trait (Yanchuk, Murphy et al. 2007). To examine
which variables may interact to affect tree host family throughout the MPB life cycle family,
mean correlations (approximate genetic correlations) were calculated. In addition whole
population correlations (phenotypic) were calculated for comparisons between genetic effects
and environmental effects.
In the process of host selection it is thought that diameter and tree height have a key
role (Safranyik and Carroll 2006). Diameter and tree height are linked to tree age, vigor,
bark roughness and other variables associated with MPB attack and colonization (Shepherd
1966; Amman 1969). Family DBH and tree height were not significantly correlated with
host selection in 2006 or 2007. However, there were small population trends indicating
minor increases in host selection based upon DBH and tree height. This indicates that while
there are genetic controls over the diameter and tree height, other variables may be more
important for host selection. These could include, but are not limited to, host tree volatiles,
beetle population levels, beetle vigor, scramble competition and random landing. However,
the minor trends seen in the population do support other studies. Host selection not being
correlated with tree characteristics among families may help explain the non-significant
correlations seen between sticky traps and pitch tube presence. However, host selection in
2007 did show significant trends in host acceptance. This may be due to MPB spread
through the study site or the occurrence of high beetle populations. A variety of other
variables, such as other avoidance mechanisms or the environment, may also cause
significant effects. Bark texture was not significantly correlated with host acceptance. This
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87
suggests that despite variation in bark texture the minimum roughness was still enough to
provide crevices and niches for colonization attempts. As colonization attempts occurred,
another possible defense related to the MPB-fiingal complex also presented itself, i.e., the
presence of dark resinous lesions, surrounding an entrance site, on the phloem and xylem.
This hypersensitive response halts beetle utilization and this is supported by the
presence of the hypersensitive reaction tissue being significantly negatively correlated among
tree families for MPB parental gallery length. This trend held constant for population
correlation as well. This indicates that both family and environmentally controlled
hypersensitive responses result in decreasing trends in host utilization.
Host utilization and parental gallery length were significantly affected by some
induced terpenoids quantified in the companion study. Traits used for correlation analyses,
referenced earlier in Chapter 2, showed that at sample day 12, family 5-3-carene, myrcene, 0phellandrene, terpinolene, and total terpenoids/monoterpenes were positively correlated with
host use. Studies have shown that myrcene and terpinolene are involved in aggregation
pheromone production. However, 5-3-carene is known to be a toxic compound to MPB and
other bark beetles. Perhaps these chemicals are made through the same pathway and
therefore increases in certain toxic chemicals may also increase specific pheromone
precursors that allow MPB to overcome tree defenses (Raffa and Berryman 1983). Or MPB
maybe detoxification products have secondarily been used as pheromone components.
Beetles may have initially entered the study trees and encountered levels of
constitutive 5-3-carene that were not toxic enough to halt beetles completely. However,
induced terpenoids have effects on many correlation variables and this is further supported
by possible levels of terpenoids in hypersensitive reaction tissue.
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Overall host utilization and beetle success is determined in this study by host
mortality. Host utilization in the form of brood development was significantly correlated
with parental gallery length. Other studies have indicated that longer parental galleries are
correlated with more larval galleries and higher brood production (Amman 1972; Safranyik
and Carroll 2006). This trend was seen for family (r=0.62, P>r=<0.001) and population
(r=0.54, P>r=<0.001) correlations. Decreasing trends in successful host use (brood
development) were observed with the presence of hypersensitive reactions for family and
population correlations. At this point in the insect life cycle, hypersensitive reactions appear
to have effects on MPB success and subsequent tree resistance and survival.
Many factors were significantly correlated with increases in mortality. Family tree
mortality in 2006 increased with increasing DBH, host selection in 2006, and host utilization.
These increases in mortality support MPB progressing through their life cycle. In the 2006
results, if a MPB selected a tree from a particular family, landed upon it, created a parental
gallery, and progressed to producing brood, then trees from that family were more likely to
die. However, hypersensitive responses affected this process in the opposite manner. Tree
families exhibiting hypersensitive reaction tissue were significantly correlated with
decreasing trends in host tree mortality. Similar decreasing trends in host mortality were
observed with population correlations of hypersensitive reactions. Other significant
correlations were observed to affect whole population's mortality; tree height, bark texture,
and specific terpenoids and times, increased population mortality in 2006.
Over the course of the study, the same increasing trends were seen for families in
2007 as in 2006. Significant decreasing correlations were once again observed for
hypersensitive reactions. However, by the end of the study, constitutive 8-3-carene also
Reproduced with permission of the copyright owner. Further reproduction prohibited without permission.
89
significantly negatively impacted host mortality. For tree families in this study, families
experiencing higher levels of constitutive 5-3-carene or the occurrence of hypersensitive
reactions were less likely to be killed.
While it is assumed that other variables, such as environmental characteristics, beetle
pressure or attack density (Raffa and Berryman 1983) affect tree mortality, there are also
heritable traits that have negative effects on MPB and its associated fungi. The high beetle
population levels present during this study may have 'masked' subtleties seen between the
MPB-fungus complex and its interactions with lodgepole pine. It may be relevant to conduct
a study with beetle population levels either rising or at an endemic state. MPB may use
lodgepole pine defenses to increase their chance of survival; however lodgepole pine has
maintained traits that allow it to successfully defend itself against MPB. Some of those traits
are passed down through their offspring creating a next generation that are resistant, resilient
or tolerant, or a combination of the three, assuming they do form the next generation of
lodgepole pine. The results in this chapter further support results in Chapter 2 that indicate
co-evolution within this complex system.
Reproduced with permission of the copyright owner. Further reproduction prohibited without permission.
90
Literature Cited
AMMAN, G. D. (1969) Mountain pine beetle emergence in relation to depth of lodgepole
pine bark
AMMAN, G. D. 1972. Mountain pine beetle brood production in relation to thickness of
lodegpole pine phloem. J. Econ. Entomol. 65:138-140.
AMMAN, G. D. and COLE, W. E. (1983) Mountain pine beetle dynamics in lodgepole pine
forests part II: Population Dynamics:1-59
BECKER, W. A. 1975. Manual of quantitative genetics. Washington State University,
Pullman.
BENTZ, B. J. and SIX, D. L. 2006. Ergosterol Content of Fungi Associated with
Dendroctonus ponderosae
and Dendroctonus rufipennis (Coleoptera: Curculionidae, Scolytinae). Annual Entomological
Society of America 99:6.
BERRYMAN, A. A. 1976. Theoretical explanation of mountain pine beetle dynamics in
lodgepole pine forests. Environ. Entomol. 5:1225-1233.
BILLINGS, R. F., GARA, R. I., and HRUTFIORD, B. F. 1976. Influence ofpondersoa pine
resin on response of Dendroctonus ponderosae to synthetic trans-verbenol. Environ.
Entomol. 5:171-179.
BORDEN, J. H. 1982. Bark beetles in North American conifers: A system for the study of
evolutionary biology, pp 75-139). Aggregation Pheromones
CARLOW, S. J., AYERS, L., BAILEY, A., JOHN, B., RICHARDSON, A., SHEPARD, B.,
WOOSLEY, R. S., and BUTCHER, D. J. 2006. Determination of volatile compounds
in foliage of Fraser fir (Abies fraseri) and balsam fir {Abies balsamea). Microchem. J.
83:91-97.
COLE, W. E. and AMMAN, G. D. (1969) Mountain pine beetle infestations in relation to
lodgepole pine diameters:1-8
COOK, S. P. and HAIN, F. P. 1988. Toxicity of host monoterpenes to Dendroctonus
frontalis and Ips calligraphus (Coleoptera: Scolytidae). J. Entomol. Sci. 23:287-292.
FALCONER, D. S. 1981. Heritability, pp 148-169, (D. S. Falconer, ed). Introduction to
Quantitative Genetics. Longman, London.
FALDT, J., MARTIN, D, MILLER, B, RAWAT, S, and BOHLMANN, J. 2003. Traumatic
resin defense in Norway spruce (Picea abies): Methyl Jasmonate-induced terpene
synthase gene expression, and cDNA cloning and functional characterization of (+)3-carene synthase. Plant Mol. Biol. 51:119-133.
FURNISS, R. L. and CAROLIN, V. M. 1977. Western Forest Insects. Pacific Northwest
Forest and Range Experiment Station U.S. Department of Agriculture Forest Service.
HYNUM, B. G. and BERRYMAN, A. A. 1980. Dendroctonus ponderosae (Coleoptera:
Scolytidae): pre-aggregation landing and gallery initiation on lodgepole pine. Can.
Entomol. 112:185-191.
LINDGREN, B. S., NORDLANDER, G., and BIRGERSSON, G. 1996. Feeding deterrence
of verbenone to the pine weevil, Hylobius abietis (L.) (Col., Curculionidae). J. Appl.
Entomol. 120:397-403.
PURESWARAN, D. S. and BORDEN, J. H. 2003. Test of semiochemical mediated host
specificity in four species of tree killing bark beetles (Coleoptera: Scolytidae).
Environ. Entomol. 32:963-969.
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PURESWARAN, D. S. and BORDEN, J. H. 2005. Primary attraction and kairomonal host
discrimination in three species of.Dendroctonus (Coleoptera: Scolytidae). Agric. For.
Ent. 7:219-230.
RAFFA, K. F. 2001. Mixed messages across multiple trophic levels: The ecology of bark
beetle chemical communication systems. Chemoecology 11:49-65.
RAFFA, K. F. and BERRYMAN, A. A. 1982. Physiological differences between lodgepole
pines resistant and susceptible to the mountain pine beetle and associated
microorganisms. Environ. Entomol. 11:486-492.
RAFFA, K. F. and BERRYMAN, A. A. 1983. The role of host plant resistance in the
colonization behavior and ecology of bark beetles (Coleoptera: Scolytidae). Ecol.
Monogr. 53:27-49.
ROCCHINI, L. A., LINDGREN, B. S., and BENNETT, R. G. 2000. Effects of resin flow
and monoterpene composition on susceptibility of lodgepole pine to attack by the
Douglas-fir pitch moth, Synanthedon novaroensis (Lep., Sesiidae). J. Appl. Entomol.
124:87-92.
SAFRANYIK, L. and CARROLL, A. L. 2006. The biology and epidemiology of the
mountain pine beetle in lodgepole pine forests. Nat. Resour. Can. : 1-66.
SEYBOLD, S. J., QUILICI, D. R., TILLMAN, J. A., VANDERWEL, D., WOOD, D. L., and
BLOMQUIST, G. J. 1995. De novo biosynthesis of the aggregation pheromone
components ipsenol and ipsdienol by the pine bark beetles Ips paraconfusus Lanier
and Ipspini (Say) (Coleoptera: Scolytidae). Proc. Natl. Acad. Sci. U. S. A. 92:83938397.
SHEPHERD, R. F. 1965. Distribution of attacks by Dendroctonus ponderosae Hopk. on
Pinus contorta Dougl. var. latifolia Engelm. Can. Entomol. 97:207-215.
SHEPHERD, R. F. 1966. Factors influencing the orientation and rates of activity of
Dendroctonus ponderosae Hopkins (Coleoptera: Scolytidae). Can. Entomol. 98:507518.
SHRIMPTON, D. M. and THOMSON, A. J. 1985. Relationship between phloem thickness
and lodgepole pine growth characteristics. Can. J. For. Res. 15:1004-1008.
THOMPSON, J. N. 2005. The Geographic Mosaic of Coevolution. University of Chicago
Press, Chicago.
WALLIN, K. F. and RAFFA, K. F. 2004. Feedback between individual host selection
behavior and population dynamics in an eruptive herbivore. Ecol. Monogr. 74:101116.
WOOD, D. L. 1982. The role of pheromones, kairomones, and allomones in the host
selection and colonization behavior of bark beetles. Annu. Rev. Entomol. 27:411-446.
YANCHUK, A. D., MURPHY, J. C., and WALLIN, K. F. 2007. Evaluation of genetic
variation of attack and resistance in lodgepole pine in the early stages of a mountain
pine beetle outbreak. Tree Genetics and Genomes 4:171-180.
Reproduced with permission of the copyright owner. Further reproduction prohibited without permission.
Tables
Reproduced with permission of the copyright owner. Further reproduction prohibited without permission.
Table 1:
(Analysis of variance for resin mass (g) collected 7 days post installation and lesion length (cm) 1 and 12 days
|post inoculation with G. clavigera onto the phloem tissue of 45 half-sibling lodgepole pine families (1'AM) at
(Bowron and Moffat (SITE). There are eight replications within each site (REP(SITE)).
|The E following the source of variation indicates the degrees of freedom for the error term.
|
Source of variation
j I
SITE
j ]
REP(SITE)
df
i
1
I
14
Variable
ResinE
F
I
7 days
| |
; i
FAM
j |
FAM*SITE
L4
44
Pr > F
!
F
Pr> F
! 1
F
Pr > F
F
Pr > F
1.37
0.06
0.96
0.54
2.27
<0.001
!
1.87
<0.001
2.40
<0.001
)
1.28
0.11
1.23
0.15
1.41
0.04
59.38
I
<0.001
1 j
1.76
0.04
0.02
f
0.89
|
13.96
<0.001
i i
j 1
i 1
i I
12 days
|
61.93
| <0.001
j
I
10.02
<0.001
7/12 days
I
34.56
! <0.001
j 1
7.73
<0.001
:
!
|
j
U
i
M
\
\
j j
j :
f
\ d f f o r error 7 7 6 E o r 7 7 4 j
Table 2:
Repeated measures analysis of variance for between subject effects of lesion length ( c m ) and for terpenoids
(ppm/g) 0, 7, and 12 days post inoculation with G. clavigera onto the phloem tissue of 45 half-sibling lodgepole pine
families (FAM) at Bowron and Moffat (SITE). There are eight replications within each site (REP(SITE)). The E
following the source of variation indicates the degrees of freedom for the error term.
Source of variation
SITE
REP(SITE)
FAM
FAM*SITE
df
1
14
44
44
Variable
F
Pr> F
F
Pr> F
F
Pr> F
F
Pr> F
LesionEB
20.93
<0.001
14.14
<0.001
2.75
<0.001
1.65
0.01
P-Phellandrene
0.01
0.91
4.5
<0.001
3.09
<0.001
0.85
0.74
p-Pinene
0.89
0.35
1.31
0.20
3.26
<0.001
1.32
0.08
5-3-Carene
18.95
<0.001
3.34
<0.001
5.05
<0.001
0.71
0.92
a-Pinene
0
0.95
3.81
<0.001
3.02
<0.001
1.15
0.24
Limonene
0.25
0.62
2.26
0.01
4.64
<0.001
1.29
0.10
Myrcene
2.54
0.11
4.39
<0.001
2.77
<0.001
1.05
0.38
Terpinolene
7.52
0.01
3.58
<0.001
2.99
<0.001
0.93
0.61
a-Phellandrene
1.75
0.19
4.45
<0.001
2.44
<0.001
0.83
0.78
Borneol
93.26
<0.001
2.06
0.01
3.74
<0.001
1.04
0.41
Bornyl Acetate
69.04
<0.001
2.31
<0.01
3.27
<0.001
1.31
0.09
Camphene
0.37
0.54
3.2
<0.001
2.25
<0.001
0.76
0.87
Camphor
35.79
<0.001
3.14
<0.001
1.46
0.03
1.01
0.45
df for error 740, 684 E, and 774ee
95
Table 2:
continued
Source of variation
SITE
REP(SITE)
FAM
FAM*SITE
df
1
14
44
44
Variable
F
Pr> F
F
Pr> F
F
Pr> F
F
Pr> F
5-2-Carene
0.05
0.82
0.65
0.83
0.94
0.58
0.19
0.84
p-Cymene
0.11
0.74
2.14
0.01
2.53
<0.001
0.92
0.61
Linalool
43.61
<0.001
1.92
0.02
2.75
<0.001
0.67
0.95
Ocimene
1.07
0.30
0.88
0.58
4.04
<0.001
1.07
0.36
Pulegone
0.03
0.87
2.67
<0.01
1.57
0.01
1.21
0.17
Sabinene
3.12
0.08
3.33
<0.001
2.23
<0.001
0.95
0.57
a-Terpinene
54.98
<0.001
2.17
0.01
2.54
<0.001
0.95
0.57
y-Terpinene
105.53
<0.001
2.41
<0.01
2.93
<0.001
0.94
0.58
Terpineol
15.43
<0.001
1.79
0.04
2.19
<0.001
0.96
0.54
a-Thujone
37.45
<0.001
1.22
0.25
1.03
0.42
1.03
0.43
a-Caryophyllen
2.66
0.10
1.48
0.11
2.21
<0.001
1.11
0.29
a-Copaene
1.43
0.23
1.86
0.03
2.42
<0.001
1.2
0.18
a-Cubebene
17.44
<0.001
1.6
0.07
2.11
<0.001
1.47
0.03
a-Humulene
46.88
<0.001
3.58
<0.001
2
<0.001
1.2
0.18
Total Terpenoids
0.21
0.65
6.07
<0.001
2.22
<0.001
1.12
0.28
Total Monoterpenes
0.23
0.63
6.08
<0.001
2.21
<0.001
1.12
0.28
Total Sesquiterpenes
33.98
<0.001
2.38
<0.01
2.98
<0.001
1.14
0.25
.
33
CD
•o
o
Q.
C
0
CD
Q.
!
•D
CD
1
C/)
c/)
o'
3
o
3CD
O
O
•D
CQ
£
3
CD5
T|
C
a.
3CD
CD
•o
O
Q.
C
o"
3
"O
O
3"
g;
CD
Table 3:
Repeated measures analysis of variance for within subject effects (TREE) of lesion length (cm) and for terpenoids
0, 7, and 12 days post inoculation with G. clavigera onto the phloem tissue of 45 half-sibling lodgepole pine
families (FAM) at Bowron and Moffat (SITE). There are eight replications within each site (REP(SITE)).
The E following the source of variation indicates the degrees of freedom for the error term.
Source of variation
TREE
TREE*SITE
TREE*REP(SITE)
TREE*FAM
TREE*FAM*SITE
df
2
2
28
88
88
Variable
• EE
T
Lesion
F
Pr> F
F
Pr> F
F
Pr> F
F
Pr> F
F
Pr> F
150.52
<0.001
45.41
<0.001
8.02
<0.001
1.48
0.03
1.48
0.02
P-Phellandrene
628.34
<0.001
0.41
0.66
2.62
<0.001
1.64
<0.001
1.06
0.33
p-Pinene
642.97
<0.001
0.85
0.43
2.77
<0.001
1.37
0.01
1.08
0.29
8-3-Carene
1027.64
<0.001
5.56
<0.01
3.4
<0.001
1.43
0.01
1.12
0.22
a-Pinene
607.46
<0.001
0.07
0.93
2.95
<0.001
1.57
<0.001
1.03
0.41
Limonene
325.88
<0.001
0.13
0.88
2.09
<0.001
1.41
0.01
1.11
0.24
Myrcene
454.11
<0.001
1.86
0.16
2.64
<0.001
1.59
<0.001
1.15
0.16
§
Terpinolene
610.07
<0.001
0.95
0.39
2.42
<0.001
1.55
<0.01
1.06
0.34
o
c
"D
CD
a-PhellandreneE
523.93
<0.001
0.08
0.93
2.99
<0.001
1.5
<0.01
1.15
0.16
Borneol
17.6
<0.001
0.84
0.43
1.35
0.11
1.24
0.07
1.1
0.24
Bornyl Acetate
326
<0.001
24.03
<0.001
1.08
0.36
1.61
<0.001
1.09
0.26
Camphene
482.21
<0.001
7.02
<0.001
2.17
<0.001
1.58
<0.001
1.28
0.05
Camphor
392.01
<0.001
29.44
<0.001
1.48
0.05
0.96
0.60
0.93
0.67
3
C/)
c/)
o"
p
iif for error 1480 and 1368E
d f l , 14, 1, 44, 44, and 774EE
w
H
OO
oo
&H
<
CN
vo
Ol
vo
in
rn
o
O
o
o
o
OS
Os
y—1
IT)
i—*
rJ
os
o
O
i—J
IT)
rn
1-^
x>
S
S
>
CD
a3
uI
CN
COI
a
gj
B
u
o
o
c
c
G
C0)
C
C
Co
#
-C
H
Ga>
=2
00
4.22
o
o
o
0.36
o
p
o
0.35
o
1-H
o
o
o
4.45
IT)
o
p
o
1.78
CN
ON
V
o
o
o
1.59
OO
rn
^6
rm
CN
©
V
o
p
o
8.94
o
o
o
8.92
O
p
O
O
0.54
\o
66.82
~o
a>
.5
c
o
o
a03UI
3
O
C/3
CN
p
o
OO
m
30.98
W
cS
>
CN
i-H
i>
tjo
11.89
A
33.28
H
19.75
§
m
jd
3
a
H
CN
O
m
o
i—i
CN
2.59
PJ
o
oo
00
s
H
H
*oo
CN
23.73
pa
o
o
A
*
00
1 1
o
0.73
<
*tin
pa
§
H
A
o
p
o
o
o
p
o
V
d
d
d
V
d
V
m
a. o
i-.
a> c
a*
H o CO
o
5 2 OO
o
-4—»
H o o
H H
Table 4:
Mean (ppm/gj and standard error (se ) of terpenes extracted from ploem tissue 0, 7, and 12 days following challenge
inoculation with G. clavigera onto the phloem tissue of half-sibling families at Bowron and Moffat. There were
varying numbers of trees sampled with each sample time and at each site. (n=day 0, day 7, day 12)
Day following inoculation
Bowron
7
0
Terpenoid
p-Phellandrene
X
Moffat
se
x
12
se
X
0
se
X
7
se
X
12
se
X
se
11556.52 325.73 32733.77 1095.01 28913.73 858.93
12849.81 560.30 31656.19 1012.41 30852.56 1256.94
P-Pinene
1751.88
82.09
5451.06
289.87
5055.24
269.60
2000.91
140.59
5558.32
272.51
5882.14 369.94
8-3-Carene
1304.51
69.26
6620.86
303.18
5548.08
274.57
1827.87
101.10
7104.90
307.81
7269.47
425.39
a-Pinene
952.92
38.18
2960.91
175.98
2616.30
152.12
1166.73
78.69
2984.70
215.38
3280.01
276.66
Limonene
831.26
51.27
1403.27
60.56
1345.58
57.77
768.47
47.81
1360.68
74.64
1405.11
77.25
Myrcene
492.81
14.23
1214.03
37.71
1101.53
31.14
588.21
23.72
1239.16
39.84
1242.44
49.51
Terpinolene
343.67
15.21
1131.34
72.20
978.23
62.35
384.09
16.91
1126.22
41.32
1041.23
51.63
a-Phellandrene
198.14
6.37
601.54
20.47
530.58
17.86
238.36
10.11
618.47
21.43
596.09
26.44
Borneol
19.73
1.86
21.69
2.37
26.38
2.66
48.08
6.96
37.27
4.15
47.85
5.59
Bornyl Acetate
138.29
22.64
170.69
11.50
215.25
18.27
138.30
24.25
115.83
12.34
151.21
19.26
Camphene
110.90
8.31
259.17
8.47
240.16
8.22
138.49
12.41
242.32
9.42
254.92
11.42
Camphor
11.71
1.45
44.32
1.72
35.90
1.66
12.28
1.26
24.21
1.25
25.59
1.42
8-2-Carene
4.47
0.22
4.62
0.56
4.05
0.04
4.24
0.22
4.16
0.07
4.18
0.07
p-Cymene
31.41
1.92
72.36
2.72
102.67
3.07
40.71
2.79
52.94
2.02
75.34
2.70
bowron (n=466,474,475) moffat (n=403,392,300)
99
Table 4:
continued
Day following inoculation
Bowron
Moffat
7
0
12
7
0
12
Terpenoid
X
se
X
se
X
se
X
se
X
se
X
se
Linalool
69.96
2.97
111.31
3.96
102.78
3.45
69.99
3.34
62.72
2.78
80.62
3.01
Ocimene
79.21
6.81
46.13
4.40
73.70
5.05
80.59
6.67
47.50
4.24
69.06
5.27
Pulegone
34.53
5.54
95.34
5.32
85.84
3.59
63.30
8.05
68.21
2.86
67.03
3.82
Sabinene
213.02
13.83
995.30
87.24
829.58
68.23
242.74
10.46
780.40
28.10
741.92
35.32
a-Terpinene
37.18
15.56
56.94
2.98
35.49
4.13
15.46
0.97
56.28
3.61
58.43
3.86
-Terpinene
17.93
1.26
84.72
3.57
38.84
2.90
28.68
1.73
75.53
3.43
85.76
4.28
Terpineol
91.26
4.64
41.33
2.57
94.77
3.82
80.87
3.82
48.17
2.60
93.79
3.81
a-Thujone
5.27
0.41
19.59
1.35
13.56
0.85
4.58
0.21
11.64
0.82
8.81
0.49
a-Caryophyllen
30.61
1.80
40.75
2.12
61.85
3.22
30.47
1.67
29.32
1.67
42.16
1.76
a-Copaene
19.56
1.30
14.09
0.98
19.91
1.22
21.89
1.60
13.92
1.02
22.64
1.47
a-Cubebene
8.89
0.80
7.01
0.41
7.72
0.59
11.77
0.87
7.48
0.47
9.06
0.69
a-Humulene
58.30
3.05
35.59
2.58
38.73
2.20
47.05
3.02
19.61
1.41
38.75
2.78
y
Total Terpenoids
18413.92 478.70 54237.73 1665.41 48116.45 1352.38
20903.94 834.37 53346.14 1580.10 53446.14 2116.34
Total Monoterpenes 18296.56 476.79 54140.28 1663.81 47988.23 1351.75
20792.75 831.94 53275.82 1579.64 53333.54 2116.15
Total Sesquiterpenes
111.18
117.36
4.44
97.44
4.35
128.21
4.99
5.24
70.32
3.24
112.60
4.47
Table 5:
Analysis of variance for terpenoids (ppm/g ) in the phloem tissue 0, 7, and 12 days post inoculation with G. clavigera
onto the phloem tissue of 45 half sibling lodgepole pine families (FAM) at Bowron and Moffat (SITE). There are
eight replications within each site (REP(SITE)). The E following the source of variation indicates the degrees of
freedom for the error term.
Day following inoculation
0
Source of variation
SITE
REP(SITE)
FAM
FAM*SITE
df
1
14
44
44
Terpenoid
F
Pr> F
F
Pr> F
F
Pr> F
F
Pr > F
P-Phellandrene
0.21
0.65
1.63
0.07
2.64
<0.001
0.98
0.51
P-Pinene
0.70
0.40
0.59
0.87
2.51
<0.001
1.38
0.06
8-3-Carene
25.31
<0.001
1.20
0.27
3.47
<0.001
0.86
0.73
a-Pinene
0.04
0.84
1.52
0.10
2.41
<0.001
1.11
0.29
Limonene
0.01
0.92
1.39
0.15
3.27
<0.001
1.19
0.19
Myrcene
3.96
0.05
1.83
0.03
2.18
<0.001
1.10
0.30
Terpinolene
5.11
0.02
1.70
0.05
2.49
<0.001
0.90
0.65
a-PhellandreneE
1.45
0.23
1.51
0.10
2.12
<0.001
1.15
0.24
Borneol
44.46
<0.001
1.79
0.04
2.88
<0.001
0.99
0.50
Bornyl Acetate
0.70
0.40
1.27
0.22
2.80
<0.001
1.11
0.30
Camphene
5.04
0.03
1.92
0.02
2.00
<0.001
1.06
0.37
Camphor
4.47
0.03
1.38
0.16
1.25
0.13
1.10
0.30
S-2-Carene
1.94
0.16
1.30
0.20
1.08
0.33
1.24
0.14
df for error 740 or 684
j£
101
Table 5a:
continued
Day following inoculation
0
Source of variation
SITE
REP(SITE)
FAM
FAM*SITE
df
1
14
44
44
Terpenoid
F
Pr> F
F
Pr> F
F
Pr> F
F
Pr>F
p-Cymene
15.59
<0.001
1.51
0.10
1.98
<0.001
1.03
0.42
Linalool
0.01
0.91
1.55
0.09
2.26
<0.001
0.80
0.82
Ocimene
0.56
0.46
0.86
0.60
2.97
<0.001
1.21
0.17
Pulegone
18.71
<0.001
0.97
0.48
1.06
0.38
0.69
0.94
Sabinene
14.06
<0.001
1.35
0.17
2.01
<0.001
0.90
0.66
a-Terpinene
8.91
<0.01
0.93
0.53
1.31
0.09
1.17
0.22
y-Terpinene
35.55
<0.001
0.71
0.76
1.59
0.01
1.19
0.19
Terpineol
3.45
0.06
1.76
0.04
1.57
0.01
1.07
0.36
a-Thujone
1.99
0.16
0.36
0.99
0.96
0.55
1.25
0.14
a-Caryophyllen
3.73
0.05
2.32
<0.01
1.72
<0.01
1.17
0.21
a-Copaene
0.61
0.43
1.79
0.04
2.51
<0.001
1.20
0.18
a-Cubebene
11.52
<0.001
0.89
0.56
1.76
<0.01
1.52
0.02
a-Humulene
19.79
<0.001
0.83
0.64
1.98
<0.001
1.30
0.10
Total Terpenoids
0.62
0.43
1.59
0.08
2.17
<0.001
1.25
0.13
Total Monoterpenes
0.66
0.42
1.59
0.08
2.16
<0.001
1.25
0.13
Total Sesquiterpenes
7.16
0.01
1.24
0.24
2.34
<0.001
1.16
0.23
73
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Table 5b:
continued
Day following inoculation
7
Source of variation
SITE
REP(SITE)
FAM
FAM*SITE
df
1
14
44
44
Terpenoid
F
Pr> F
F
Pr> F
F
Pr> F
F
Pr> F
P-Phellandrene
0.13
0.72
2.47
<0.01
2.78
<0.001
1.10
0.30
P-Pinene
2.10
0.15
1.54
0.09
3.07
<0.001
1.30
0.10
8-3-Carene
6.51
0.01
2.79
<0.001
3.42
<0.001
0.90
0.66
a-Pinene
0.02
0.88
3.58
<0.001
2.49
<0.001
1.24
0.14
Limonene
0.68
0.41
2.11
0.01
3.53
<0.001
1.33
0.08
Myrcene
0.40
0.53
2.56
<0.01
2.38
<0.001
1.24
0.14
Terpinolene
6.49
0.01
2.12
0.01
2.34
<0.001
1.23
0.15
a-Phellandrene£
0.48
0.49
1.98
0.02
2.41
<0.001
1.06
0.38
Borneol
66.59
<0.001
0.96
0.49
2.36
<0.001
1.05
0.38
3"
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CD
Bornyl Acetate
137.01
<0.001
3.28
<0.001
1.93
<0.001
1.53
0.02
Camphene
2.54
0.11
2.28
0.00
1.45
0.03
0.96
0.55
3
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c/)
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3
Camphor
76.51
<0.001
0.95
0.50
1.47
0.03
0.87
0.70
5-2-Carene
0.74
0.39
0.66
0.81
0.57
0.99
0.67
0.95
p-Cymene
5.85
0.02
1.20
0.27
1.63
0.01
0.86
0.73
Linalool
154.33
<0.001
2.27
0.01
1.79
<0.01
1.20
0.18
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103
Table 5b:
continued
Day following inoculation
7
Source of variation
SITE
REP(SITE)
FAM
FAM*SITE
df
1
14
44
44
Terpenoid
F
Pr> F
F
Pr> F
F
Pr> F
F
Pr> F
Ocimene
2.73
0.10
3.94
<0.001
3.49
<0.001
1.18
0.20
Pulegone
11.21
<0.001
1.98
0.02
1.45
0.03
1.90
<0.001
Sabinene
0.15
0.70
2.95
<0.001
2.19
<0.001
1.22
0.16
a-Terpinene
2.44
0.12
1.99
0.02
2.80
<0.001
0.91
0.65
y-Terpinene
0.06
0.81
2.36
<0.01
2.68
<0.001
1.16
0.23
Terpineol
12.54
<0.001
1.84
0.03
1.16
0.23
1.16
0.23
a-Thujone
27.67
<0.001
1.54
0.09
0.93
0.60
1.28
0.11
a-Caryophyllen
6.06
0.01
1.60
0.07
1.48
0.02
0.91
0.63
a-Copaene
0.00
0.97
2.95
<0.001
2.08
<0.001
1.27
0.11
a-Cubebene
2.10
0.15
2.46
<0.01
1.30
0.10
1.10
0.31
a-Humulene
41.33
<0.001
2.53
<0.01
1.39
0.05
0.91
0.65
Total Terpenoids
0.14
0.71
3.09
<0.001
2.04
<0.001
1.22
0.16
Total Monoterpenes
0.15
0.70
3.08
<0.001
2.04
<0.001
1.22
0.16
Total Sesquiterpenes
44.95
<0.001
3.84
<0.001
1.78
<0.01
0.94
0.58
Table 5c:
continued
Day following inoculation
12
Source of variation
SITE
REP(SITE)
FAM
FAM* SITE
df
1
14
44
44
Terpenoid
F
Pr> F
F
Pr> F
F
Pr> F
F
Pr> F
(3-Phellandrene
0.32
0.57
6.23
<0.001
1.60
0.01
0.82
0.79
p-Pinene
0.01
0.92
3.25
<0.001
2.47
<0.001
1.05
0.38
5-3-Carene
4.88
0.03
6.64
<0.001
3.77
<0.001
0.89
0.67
a-Pinene
0.04
0.84
5.45
<0.001
2.11
<0.001
0.95
0.57
Limonene
0.12
0.72
3.73
<0.001
3.03
<0.001
1.16
0.23
Myrcene
0.01
0.94
7.06
<0.001
1.59
0.01
1.02
0.44
Terpinolene
1.39
0.24
5.98
<0.001
1.93
<0.001
0.94
0.58
a-Phellandrene£
0.66
0.42
6.23
<0.001
1.48
0.03
0.87
0.72
Borneol
37.04
<0.001
2.30
<0.01
2.31
<0.001
1.17
0.21
Bornyl Acetate
109.10
<0.001
1.63
0.07
1.93
<0.001
1.21
0.17
Camphene
1.40
0.24
5.98
<0.001
1.84
<01
1.09
0.33
Camphor
12.20
<0.001
3.48
<0.001
0.76
0.87
0.93
0.60
8-2-Carene
2.82
0.09
1.18
0.29
0.95
0.57
1.07
0.36
p-Cymene
12.98
<0.001
3.68
<0.001
1.47
0.03
0.87
0.71
Linalool
25.27
<0.001
1.95
0.02
1.91
<0.001
0.94
0.59
73
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Table 5c:
continued
Day following inoculation
12
Source of variation
SITE
REP(SITE)
FAM
FAM*SITE
df
1
14
44
44
Terpenoid
F
Pr> F
F
Pr>F
F
Pr> F
F
Pr> F
Ocimene
0.05
0.82
0.60
0.86
3.09
<0.001
0.91
0.64
Pulegone
9.80
<0.01
6.08
<0.001
1.46
0.03
1.01
0.45
Sabinene
1.08
0.30
6.26
<0.001
1.16
0.23
1.06
0.37
a-Terpinene
98.14
<0.001
2.78
<0.001
1.51
0.02
1.08
0.33
y-Terpinene
193.27
<0.001
2.92
<0.001
1.90
<0.001
0.99
0.49
Terpineol
6.28
0.01
1.69
0.05
1.65
0.01
1.05
0.39
a-Thujone
10.65
<0.01
0.63
0.84
0.86
0.72
0.65
0.96
a-Caryophyllen
10.28
<0.01
1.11
0.35
1.55
0.01
1.03
0.41
a-Copaene
3.38
0.07
1.64
0.06
1.73
<0.01
0.85
0.74
a-Cubebene
6.30
0.01
1.75
0.04
1.49
0.02
0.96
0.55
c
I-H
T3
CD
a-Humulene
3.91
0.05
5.31
<0.001
1.50
0.02
1.37
0.06
3
Total Terpenoids
0.08
0.78
8.08
<0.001
1.30
0.09
0.89
0.67
in
o
Total Monoterpenes
0.08
0.78
8.05
<0.001
1.30
0.10
0.89
0.68
Total Sesquiterpenes
7.95
<0.01
2.98
<0.001
2.40
<0.001
1.27
0.12
3
Table 6:
Percent change ( % A=(day/previous day * 100)-100) and percent of total monoterpenes (% of total) in phloem tissue
0, 7, and 12 days following challenge inoculation with G. clavigera onto the phloem tissue of half-sibling families at
Bowron and Moffat.
Day following inoculation
Bowron
0
Moffat
7
12
0
7
12
Terpenoid
%A
% of total
%A
% of total
%A
% of total
%A
% of total
%A
% of total
%A
% of tot
P-Phellandrene
0.00
63.16
183.25
60.46
-11.67
60.25
0.00
61.80
146.36
59.42
-2.54
57.85
(3-Pinene
0.00
9.57
211.15
10.07
-7.26
10.53
0.00
9.62
177.79
10.43
5.83
11.03
S-3-Carene
0.00
7.13
407.54
12.23
-16.20
11.56
0.00
8.79
288.70
13.34
2.32
13.63
a-Pinene
0.00
5.21
210.72
5.47
-11.64
5.45
0.00
5.61
155.82
5.60
9.89
6.15
Limonene
0.00
4.54
68.81
2.59
-4.11
2.80
0.00
3.70
77.06
2.55
3.27
2.63
Myrcene
0.00
2.69
146.35
2.24
-9.27
2.30
0.00
2.83
110.67
2.33
0.26
2.33
Terpinolene
0.00
1.88
229.19
2.09
-13.53
2.04
0.00
1.85
193.22
2.11
-7.55
1.95
a-Phellandrene
0.00
1.08
203.60
1.11
-11.80
1.11
0.00
1.15
159.47
1.16
-3.62
1.12
Borneol
0.00
0.11
9.94
0.04
21.64
0.05
0.00
0.23
-22.48
0.07
28.39
0.09
Bornyl Acetate
0.00
0.76
23.42
0.32
26.11
0.45
0.00
0.67
-16.25
0.22
30.55
0.28
Camphene
0.00
0.61
133.71
0.48
-7.34
0.50
0.00
0.67
74.98
0.45
5.20
0.48
Camphor
0.00
0.06
278.40
0.08
-19.00
0.07
0.00
0.06
97.12
0.05
5.69
0.05
5-2-Carene
0.00
0.02
3.40
0.01
-12.23
0.01
0.00
0.02
-1.88
0.01
0.47
0.01
p-Cymene
0.00
0.17
130.34
0.13
41.90
0.21
0.00
0.20
30.05
0.10
42.31
0.14
Linalool
0.00
0.38
59.11
0.21
-7.66
0.21
0.00
0.34
-10.39
0.12
28.53
0.15
Table 6:
continued
Day following inoculation
Bowron
0
Moffat
7
12
0
7
%A
% of total
%A
% of total
%A
% of total
%A
% of total
Ocimene
0.00
0.43
-41.77
0.09
59.78
0.15
0.00
0.39
Pulegone
0.00
0.19
176.11
0.18
-9.97
0.18
0.00
0.30
Sabinene
0.00
1.16
367.24
1.84
-16.65
1.73
0.00
a-Terpinene
0.00
0.20
53.16
0.11
-37.67
0.07
y-Terpinene
0.00
0.10
372.59
0.16
-54.16
Terpineol
0.00
0.50
-54.71
0.08
a-Thujone
0.00
0.03
271.63
Total Monoterpenes
0.00
100.00
195.90
%A
%A
% of total
0.09
45.37
0.13
7.74
0.13
-1.73
0.13
1.17
221.50
1.46
-4.93
1.39
0.00
0.07
264.06
0.11
3.82
0.11
0.08
0.00
0.14
163.35
0.14
13.55
0.16
129.29
0.20
0.00
0.39
-40.43
0.09
94.69
0.18
0.04
-30.79
0.03
0.00
0.02
154.39
0.02
-24.33
0.02
100.00
-11.36
100.00
0.00
100.00
156.22
100.00
0.11
100.00
) T^
% of total
©
Terpenoid
12
1
j Estimates of heritability (h 2) of resin mass (g), lesion length (cm ), host
Table 7:
-
—
—
[confinement rate (7/12), and individual, total, (3-pinene/5-3-carene, j
tcrpinolene/myrcene terpenoids (ppm/g) in half sibling lodgepole pine
families at Bowron and Moffat. Estimates were based on convariance
parameter estimates from tree families, replications within sites, and the errors
|
Falconer (1981 Equation 10.1, pg 148)
Variable
h2
se
Variable
h2
Resin
0.06
0.06
Linalool
0.21
Lesion
0.11
0.04
Ocimene
0.42
7/12 days
0.00
0.04
Pulegone
0.05
P-Phellandrene
0.20
0.06
Sabinene
0.14
t
I
P-Pinene
0.37
0.11
a-Terpinene
0.16
!
0.05
8-3-Carene
0.48
0.12
y-Terpinene
0.19
0.06
a-Pinene
0.22
0.07
|
Terpineol
0.12
1
1
I
0.04
Limonene
0.44
0.11
I
a-Thujone
0.00
i
0.00
Myrcene
0.16
0.05
a-Caryophyllen
0.14
1
0.05
Terpinolene
0.29
0.08
a-Copaene
0.17
|
0.06
a-Phellandrene
0.19
0.06
a-Cubebene
0.08
I
0.03
Borneol
0.28
0.08
a-Humulene
0.07
I
0.03
Bornyl Acetate
0.22
0.07
Total Terpenoids
0.12
|
0.04
Camphene
0.13
0.04
Total Monoterpenes
0.12
0.04
Camphor
0.03
0.02 J
Total Sesquiterpenes
0.19
0.06 J
8-2-Carene
0.00
0.01
P-Pinene/8-3-Carene
0.58
0.15
p-Cymene
0.13
0.04
Terpinolene/Myrcene
0.39
I
i
se
0.06
|
1
Reproduced with permission of the copyright owner. Further reproduction prohibited without permission.
0.11
0.03
0.05
0.11
CHAPTER 3 Tables
Reproduced with permission of the copyright owner. Further reproduction prohibited without permission.
Table 1:
Analysis of variance for DBH=Diamter at Breast Height 1,4m (cm), tree height=height in cm at ten years,
bark texture classification 1 (smooth) to 5 (rough), PT North 06=Pitch tube count on north side of tree in 2006,
PT North 07=Pitch tube count on north side of tree in 2007, PT South 06=Pitch tube count on south side of tree
in 2006, PT South 07=Pitch tube count on south side of tree in 2007, PT class 06=Pitch tube classification per
tree in 2006, 0 (no pitch tubes), 1(1-5 pitch tubes), 2 (>5 pitch tubes), PT class 07=Pitch tube classification
per tree in 2007, 0 (no pitch tubes), 1(1-5 pitch tubes), 2 (>5 pitch tubes) for 45 half-sibling lodgepole pine
families at Bowron and Moffat. There are eight replications within each site. The E following the source
of variation indicates the degrees of freedom for the error term.
Source of variation
SITE
REP(SITE)
FAM
FAM*SITE
df
1
14
44
44
Variable
F
Pr> F
F
Pr> F
F
Pr> F
F
Pr> F
DBH
24.88
<0.001
2.13
<0.01
2.57
<0.001
1.56
0.01
Tree Height
294.63
<0.001
4.21
<0.001
3.74
<0.001
2.32
<0.001
Bark Texture
35.71
<0.001
3.41
<0.001
5.06
<0.001
1.31
0.09
PT North 07
13.35
<0.001
6.32
<0.001
0.99
0.49
1.24
0.14
PT South 07
16.23
<0.001
5.57
<0.001
0.89
0.67
0.99
0.49
PT Class 07
PT North 06e
40.46
<0.001
7.89
<0.001
1.65
<0.01
1.40
0.05
4.89
<0.001
0.87
0.71
PT South 06e
6.06
<0.001
1.10
0.32
PT Class 06e
4.24
<0.001
1.27
0.12
E df site 0, rep(site) 7, fam 44, and fam*site 0
Ill
Table 2:
Average (x) and standard error (se) for non-binary variables. DBH=Diamter at Breast Height 1.4m (cm) , Tree height=height in cm
at ten years, Bark texture=categorey of roughness 1 (smooth) to 5 (rough), PT North 06=Pitch tube count on north side of tree
in 2006, PT North 07=Pitch tube count on north side of tree in 2007, PT South 06=Pitch tube count on south side of tree in 2006,
PT South 07=Pitch tube count on south side of tree in 2007, PT class 06=Pitch tube classification per tree in 2006,
0 (no pitch tubes), 1 (1-5 pitch tubes), 2 (>5 pitch tubes), PT class 07=Pitch tube classification per tree in 2007, 0 (no pitch tubes),
1 (1-5 pitch tubes), 2 (>5 pitch tubes). Families are listed from north to south latitude, 1-45. Tot=total sample size for each family.
06=sample size for variables ending in 06 (2006), which is only data from Bowron.
Variable
N
DBH
Family Tot
06
x
se
19
12
9.38
Tree Height Bark Texture PT North 07 PT South 07 PT Class 07 PT North 06 PT South 06 PT Class 06
se
x
se
x
se
x
se
x
se
x
se
x
se
0.47 316.58 14.23 2.74
0.15
0.00
0.00
0.00
0.00
0.00
0.00
0.33
0.22
0.58
0.34
0.50
0.23
17
10 11.89 0.38 360.94 16.85 2.29
0.17
0.18
0.13
0.00
0.00
0.47
0.19
0.30
0.30
0.40
0.27
0.90
0.28
16
8
11.31 0.33 347.50 13.58 2.44
0.13
0.13
0.13
0.13
0.13
0.13
0.13
0.50
0.38
0.25
0.16
0.50
0.27
26
12 10.82 0.37 350.69 10.06 2.50
0.14
0.08
0.05
0.08
0.05
0.38
0.12
0.08
0.08
0.08
0.08
0.58
0.23
25
12 10.80 0.35 371.08 14.04 2.52
0.12
0.00
0.00 0.00 0.00
0.00 0.00 0.25
0.18
0.17
0.17
0.50
0.23
22
12 11.03 0.41 373.86 13.63 1.91
0.19
0.00
0.00 0.00
0.00
0.00
0.00 0.50
0.26
0.33
0.26
0.92
0.26
22
14 10.35 0.31 356.41 13.06 2.41
0.13
0.09
0.06
0.05
0.05
0.36
0.15
0.00
0.00
0.00
0.00 0.43
0.14
25
15 11.47 0.32 363.36 9.22
2.52
0.13
0.04
0.04
0.08
0.08 0.16
0.09
0.67
0.21
0.47
0.22
1.20
0.22
20
7
10.42 0.36 300.65 11.98 2.20
0.19
0.05
0.05
0.15
0.11
0.20
0.14
0.14
0.14
0.00 0.00
0.14
0.14
17
12 11.21 0.35 357.47 12.31 1.88
0.17
0.00
0.00
0.00
0.00
0.12
0.08
0.17
0.17
0.17
0.17
0.17
0.17
19
9
10.24 0.38 331.32 14.47 2.21
0.12
0.21
0.21
0.21
0.21
0.16
0.12
0.67
0.37
0.44
0.44
0.56
0.29
23
14 10.75 0.44 312.87 15.48 2.52
0.15
0.00
0.00
0.00
0.00
0.00
0.00
0.21
0.21
0.00 0.00
0.50
0.20
16
9
10.03 0.49 343.44 17.61 2.06
0.21
0.25
0.25
0.19
0.19
0.25
0.14
0.00
0.00
0.00
0.00
0.44
0.18
21
14 11.52 0.45 369.29 15.29 2.52
0.16
0.05
0.05
0.00
0.00
0.14
0.10
0.00 0.00
0.00
0.00 0.21
0.11
se
x
Variable
DBH
Family Tot
06
X
se
Tree Height Bark Texture PT North 07 PT South 07 PT Class 07 PT North 06 PT South 06 PT Class 06
X
se
X
se
1.75 0.22
X
se
X
se
X
0.38 0.18 0.25 0.25 0.50
se
X
X
se
X
se
15
20
8 12.13 0.30 377.95 9.33
16
17
9 10.12 0.36 376.24 13.46 2.24
0.14 0.00 0.00
0.00 0.00 0.33 0.17 0.06 0.06
17
16
10 11.25 0.41 379.06 13.21 2.88
0.13
0.00 0.00 0.70 0.30 0.00 0.00 0.00 0.00 0.13 0.09
18
16
7 10.83 0.50 316.88 16.20 2.56
0.22 0.29 0.29 0.00 0.00
0.71
0.29 0.19 0.14
0.00
19
28
16 10.88 0.42 345.07 13.08 2.29
0.13 0.69 0.39 0.63 0.39 0.63
0.20 0.07 0.07
0.04 0.04
20
16
8 10.58 0.43 352.81 13.91 1.75
0.17 0.13 0.13
0.00 0.00
0.63 0.26 0.00 0.00 0.00 0.00 0.06 0.06
21
23
13 11.15 0.43 356.22 15.32 2.35
0.15 0.00 0.00
0.00 0.00
0.46 0.14 0.22 0.15
22
17
7 10.51 0.44 371.24 9.97 2.71 0.19
23
16
9 11.12 0.58 329.00 23.27 2.44
0.16 0.89 0.48
24
25
10 12.06 0.35 361.68 12.97 2.40
0.14 0.50
0.40 0.20 0.13 0.80
25
24
12 11.25 0.24 365.83 10.23 2.38
0.15 0.08
0.08
0.08 0.08 0.50 0.19 0.08 0.08 0.04 0.04 0.21 0.10
26
17
10 11.21 0.43 361.35 15.22 2.00
0.15 0.40
0.22
0.30 0.21
0.80
27
20
12 12.02 0.33 383.25 12.96 2.50
0.17 0.58 0.43
0.42 0.23
1.00 0.26 0.00 0.00 0.00 0.00 0.15 0.08
28
28
15 10.96 0.32 353.46 11.95 1.79
0.12 0.40
29
17
10 10.53 0.42 328.06 11.08 1.94
0.20
30
22
15 10.98 0.35 342.64 16.54 2.23
0.17 0.13 0.09 0.00 0.00 0.47 0.17 0.05 0.05 0.05 0.05
31
16
8 10.54 0.30 341.75 12.26 2.75 0.17 0.25 0.16 0.25 0.25 0.50 0.27 0.00 0.00
0.10 0.10
0.00 0.00 0.00 0.00 0.43
0.00 0.05 0.05 0.30 0.16
0.20 0.20
0.06 0.06 0.41 0.17
0.00 0.19 0.14
0.21 0.09
0.17 0.12 0.17 0.12
0.20 0.06 0.06 0.06 0.06 0.12 0.08
0.33 0.17 0.89 0.31 0.25 0.25
0.16 0.40 0.21
0.10 0.10
0.27 0.00
se
0.19 0.19 0.13 0.13
0.25 0.20 0.16 0.24 0.17 0.16 0.11
0.25 0.00 0.00 0.00 0.00
1.00 0.24 0.07 0.07 0.11
0.11
0.06 0.06
0.29 0.10
0.30 0.21 0.00 0.00 0.06 0.06 0.18 0.10
0.09 0.06
0.00 0.00 0.00 0.00
Variable
DBH
Family Tot
06
x
se
Tree Height Bark Texture PT North 07 PT South 07 PT Class 07 PT North 06 PT South 06 PT Class 06
X
se
X
se
X
se
X
se
X
se
X
se
X
se
X
se
32
18
9 10.17 0.40 339.72 10.84 2.33 0.21 0.22 0.22 0.11 0.11
0.56 0.29 0.06 0.06 0.00 0.00
33
16
11 10.35 0.57 337.50 15.59 2.19 0.16 0.36 0.28 0.00 0.00
0.73 0.27 0.13 0.13
0.13 0.13 0.19 0.14
34
17
9
9.63 0.35 319.71 9.22
0.78 0.22 0.12 0.12
0.00 0.00 0.12 0.12
35
18
9
9.39 0.36 320.33 13.96 2.28 0.18 0.78 0.46 0.33
36
23
10 10.77 0.28 354.30 9.79
37
17
11 10.29 0.44 352.65 12.96 2.47 0.17 0.27 0.14
38
18
11 10.44 0.36 357.78 9.21
39
26
15 10.76 0.29 362.35 12.52 3.00 0.12 0.53 0.38 0.40 0.24 0.80 0.20 0.00 0.00
0.04 0.04 0.08 0.05
40
18
7 10.81 0.47 382.39 13.75 3.17 0.17 0.43 0.43
0.00 0.00 0.11
41
24
13 11.05 0.34 349.00 11.08 3.00 0.15 0.62 0.42 0.54 0.40 0.62 0.21 0.25 0.18 0.08 0.08 0.17 0.12
42
17
8 10.99 0.49 361.71 21.32 3.12 0.12 0.00 0.00
43
15
10 10.49 0.39 399.06 18.57 2.67 0.16
44
15
10 10.51 0.45 407.81 16.63 2.80 0.20 0.50 0.34 0.60 0.60
0.40 0.22
0.00 0.00
0.00 0.00 0.07 0.07
45
16
9 10.28 0.53 365.31 14.62 2.19 0.23 0.00 0.00
0.33 0.17 0.06 0.06
0.06 0.06 0.19 0.14
2.18 0.20
0.22 0.15
2.65 0.10 0.60 0.40
2.61
0.00 0.00
0.33 0.78 0.32 0.00 0.00
0.70 0.52
0.06 0.06
0.00 0.00
0.00 0.00 0.00 0.00
0.09 0.09 0.64 0.24 0.06 0.06
0.00 0.00 0.06 0.06
0.14 0.00 0.00 0.00
1.00 0.21
0.00 0.00
0.06 0.06
0.00 0.27 0.14 0.06 0.06
1.29 0.84
0.00 0.00
1.43 0.30
0.63
0.00 0.00
0.26 0.00 0.00
0.50 0.27 0.60 0.34 0.90 0.31 0.19 0.14
0.00 0.00
0.00 0.00
0.00 0.00
0.00
0.33 0.16
0.08
0.12 0.08
0.00 0.13 0.09
Table 3: Average (x) and standard error (se ) for non-binary variables seperated by site a) Bowron, b) Moffat. For each table
DBH=Diamter at Breast Height 1,4m, Tree height=height in cm at ten years, Bark texture=categorey of roughness 1 (smooth)
to 5 (rough), PT North 06=Pitch tube count on north side of tree in 2006, PT North 07=Pitch tube count on north side of tree in
2007, PT South 06=Pitch tube count on south side of tree in 2006, PT South 07=Pitch tube count on south side of tree in 2007,
PT class 06=Pitch tube classification per tree in 2006, 0 (no pitch tubes), 1(1-5 pitch tubes), 2 (>5 pitch tubes), PT class 07=Pitch
tube classification per tree in 2007, 0 (no pitch tubes), 1 (1-5 pitch tubes), 2 (>5 pitch tubes). Families are listed from north to
south latitude, 1-45. Tot=total sample size for each family. Pitch tube data was not gathered at Moffat in 2006 due to a lack
of MPB attack.
Table 3a:
Bowron
Variable
DBH
N
Family Tot
x
se
Tree Height Bark Texture PT North 07 PT South 07 PT Class 07 PT North 06 PT South 06 PT Class 06
x
se
x
se
x
se
x
se
x
se
x
se
x
se
x
se
1
12 10.02 0.57 330.83 15.36 2.50
0.34 0.50
0.23
2
10 12.51 0.56 404.00 14.51 2.20 0.25 0.00 0.00 0.00 0.00 0.30 0.21 0.30 0.30 0.40 0.27 0.90
0.28
3
8
4
12 10.00 0.51 363.33 15.53 2.33
5
12 11.58 0.43 428.33 12.25 2.58 0.15 0.00 0.00 0.00 0.00 0.00 0.00 0.25 0.18
0.17 0.17 0.50
0.23
6
12 11.13 0.51 406.67 14.74 1.67 0.19 0.00 0.00 0.00 0.00 0.00 0.00 0.50 0.26
0.33 0.26
0.92
0.26
7
14 10.64 0.41 384.64 10.41 2.29 0.16 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.43 0.14
8
15 11.38 0.46 379.00 11.59 2.33
0.19 0.00 0.00 0.00 0.00 0.00 0.00 0.67 0.21 0.47 0.22
9
7
0.34 0.00 0.00 0.00 0.00 0.00 0.00 0.14 0.14 0.00 0.00 0.14 0.14
10
12 11.60 0.40 369.58 16.01 2.00
0.17 0.00 0.00 0.00 0.00 0.08 0.08
11
9
0.20
0.19 0.00 0.00 0.00 0.00 0.00 0.00 0.33 0.22 0.58
11.14 0.54 371.25 15.52 2.25 0.16 0.00 0.00 0.00 0.00
10.37 0.60 350.71 14.24 2.14
10.24 0.52 356.67 18.20 2.11
0.22
0.08
0.08
0.00 0.00
0.00
0.00
0.00
0.00
0.00
0.00
0.50 0.38 0.25 0.16 0.50 0.27
0.17 0.11 0.08 0.08 0.08
0.00
0.00
0.08
0.58 0.23
1.20
0.22
0.17 0.17 0.17 0.17 0.17 0.17
0.67 0.37 0.44 0.44 0.56
0.29
Variable
DBH
N
Family Tot
X
se
Tree Height Bark Texture PT North 07 PT South 07 PT Class 07 PT North 06 PT South 06 PT Class 06
X
se
X
se
X
se
X
se
X
se
X
se
se
se
14 11.69 0.54 356.79 13.54 2.36 0.20
0.00 0.00 0.00 0.00
0.00
13
9
0.00 0.00
0.11 0.11 0.00 0.00 0.00 0.00 0.44 0.18
14
14 11.82 0.60 395.00 17.96 2.64
15
8
12.13 0.63 407.50 12.68 1.63 0.26 0.00 0.00 0.00 0.00 0.00 0.00 0.38 0.18 0.25 0.25 0.50 0.27
16
9
10.17 0.51 398.33 11.61 2.11
17
10 10.66 0.43 378.00 19.17 2.70 0.15 0.00 0.00 0.00 0.00
18
7
19
16 11.84 0.59 390.94 10.07 2.19 0.10 0.13 0.13 0.00 0.00 0.13 0.09 0.69 0.39 0.63 0.39 0.63 0.20
20
8
21
13 11.51 0.31 390.77 13.56 2.38 0.18 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.46 0.14
22
7
11.03 0.61 385.00 13.93 2.43 0.37 0.00 0.00 0.00 0.00
23
9
11.88 0.45 397.22 11.67 2.56
24
10 12.22 0.50 405.00 17.27 2.60 0.16 0.00 0.00 0.00 0.00 0.00 0.00 0.50 0.40 0.20 0.13 0.80 0.25
25
12 11.43 0.41 392.50 11.27 2.25 0.22 0.00 0.00 0.00 0.00
26
10 11.29 0.61 381.00 17.75 1.80 0.20
27
12 12.28 0.49 405.83 16.16 2.42 0.23 0.00 0.00 0.00 0.00
28
15 11.56 0.48 384.33 13.47 1.80 0.17 0.13 0.13
0.00 0.00
0.00 0.00
X
12
10.34 0.70 375.00 22.33 2.00 0.29
0.00 0.21 0.21
X
0.20 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
0.20 0.00 0.00 0.00 0.00 0.11
10.01 0.25 312.86 19.82 2.29 0.18 0.00 0.00
0.00 0.00
0.21 0.11
0.11 0.00 0.00 0.00 0.00 0.33 0.17
0.00 0.00 0.10 0.10 0.00 0.00
0.70 0.30
0.00 0.00 0.00 0.00 0.29 0.29 0.00 0.00 0.71 0.29
11.33 0.53 375.00 18.73 1.75 0.25 0.00 0.00 0.00 0.00
0.18 0.00 0.00
0.50 0.20
0.13 0.13 0.13 0.13 0.00 0.00
0.14 0.14 0.00 0.00 0.00 0.00
0.63 0.26
0.43 0.20
0.00 0.00 0.00 0.00 0.89 0.48 0.33 0.17 0.89 0.31
0.08 0.08 0.08 0.08 0.08 0.08 0.50 0.19
0.00 0.00 0.10 0.10 0.40 0.22 0.30 0.21
0.80 0.25
0.08 0.08 0.58 0.43 0.42 0.23
1.00 0.26
0.20 0.20 0.27 0.15 0.40 0.16 0.40 0.21
1.00 0.24
Variable
DBH
N
Family Tot
X
se
Tree Height Bark Texture PT North 07 PT South 07 PT Class 07 PT North 06 PT South 06 PT Class 06
x
se
X
se
X
se
X
se
X
se
X
se
X
se
X
se
29
10 10.27 0.55 355.50 12.14 1.80 0.29 0.00 0.00 0.00 0.00
30
15 11.15 0.49 382.00 14.25 1.93 0.18 0.07 0.07 0.07 0.07 0.13 0.09 0.13 0.09 0.00 0.00 0.47 0.17
31
8
10.89 0.44 380.63 9.04
32
9
10.19 0.51 350.00 17.74 1.67 0.17 0.00 0.00 0.00
33
11 10.15 0.51 341.36 16.07 2.27 0.19 0.00
34
9
9.89 0.51 325.56 12.95 1.78 0.28 0.22 0.22 0.00
35
9
9.91 0.59 358.33 14.91 2.11
36
10 10.59 0.36 354.50 15.06 2.60 0.16 0.00 0.00 0.00
37
11 10.70 0.53 376.82 13.81 2.18 0.23 0.09
38
11 10.40 0.46 372.27 10.63 2.36 0.20 0.09 0.09 0.00
39
15 10.71 0.35 386.00 15.88 2.67 0.13 0.00
0.00 0.00 0.00 0.07 0.07 0.53 0.38
0.40
40
7
0.00 0.00 0.00 0.14 0.14 0.43 0.43
1.29 0.84 1.43 0.30
41
13 11.39 0.42 380.00 10.95 2.85 0.10 0.00 0.00 0.00 0.00 0.00 0.00 0.62 0.42 0.54
0.40 0.62 0.21
42
8
0.13 0.00 0.00 0.00
0.00 0.63 0.26
43
10 10.99 0.44 432.00 21.44 2.78 0.15 0.20 0.20 0.00
0.00 0.10 0.10 0.50 0.27 0.60
0.34 0.90 0.31
44
10 10.77 0.45 426.36 13.67 2.60
0.00 0.10 0.10 0.50 0.34 0.60
0.60 0.40 0.22
45
9
10.41 0.79 393.33 16.89 2.11 0.31 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
0.00 0.33 0.17
2.50 0.19 0.00
0.26 0.00
12.16 0.61 431.43 18.35 3.14 0.26 0.00
11.76 0.42 416.25 32.36 3.00
0.19 0.00
0.16 0.00
0.00 0.00 0.10 0.10 0.20 0.20 0.30
0.00 0.00 0.00 0.00 0.00 0.25 0.16 0.25 0.25 0.50
0.00 0.00 0.00 0.22 0.22 0.11 0.11
0.00 0.00 0.00 0.00 0.00 0.36 0.28 0.00
0.78 0.46 0.33
0.27
0.56 0.29
0.00 0.73 0.27
0.00 0.22 0.22 0.22 0.15 0.00 0.00
0.00 0.00 0.00 0.11 0.11
0.21
0.78 0.22
0.33 0.78 0.32
0.00 0.00 0.00 0.60 0.40 0.70 0.52
1.00 0.21
0.09 0.00 0.00 0.09 0.09 0.27 0.14 0.09 0.09 0.64 0.24
0.00 0.18 0.12 0.00 0.00 0.00
0.00 0.00 0.00 0.13
0.00 0.00
0.00 0.27 0.14
0.24 0.80 0.20
117
Table 3b:
Moffat
Variable
DBH
N
Family Tot
X
se
Tree Height Bark Texture PT North 07 PT South 07 PT Class 07 PT North 06 PT South 06 PT Class 06
X
se
X
se
X
se
X
X
se
1
7
8.29
2
7
11.00 0.17 299.43 17.79 2.43
0.20 0.43 0.30 0.00
3
8
11.48 0.39 323.75 19.70 2.63
0.18 0.25 0.25 0.25 0.25 0.25 0.25
4
14 11.53 0.46 339.86 12.93 2.64 0.17 0.07 0.07 0.14
0.10 0.57 0.20
5
13 10.08 0.47 318.23 12.08 2.46
0.00 0.00 0.00
6
10 10.91 0.69 334.50 17.86 2.20 0.33 0.00 0.00 0.00 0.00 0.00 0.00
7
8
8
10 11.60 0.44 339.90 12.29 2.80
9
13 10.45 0.46 273.69 11.03 2.23 0.23 0.08 0.08 0.23 0.17 0.31 0.21
10
5
11
10 10.24 0.57 308.50 20.22 2.30 0.15 0.40 0.40 0.40 0.40 0.30 0.21
12
9
9.29 0.40 244.56 16.22 2.78 0.22 0.00 0.00 0.00 0.00 0.00
13
7
9.63 0.70 302.86 20.73 2.14 0.34 0.57 0.57 0.43 0.43 0.43 0.30
14
7
10.93 0.60 317.86 16.72 2.29 0.29 0.14 0.14 0.00
15
12 12.13 0.30 358.25 9.70
16
8
10.06 0.55 351.38 23.25 2.38 0.18 0.13 0.13 0.13
17
6
12.23 0.70 380.83 17.15 3.17 0.17 0.00 0.00 0.00 0.00 0.33 0.21
9.85
0.68 292.14 27.38 3.14 0.14 0.00 0.00 0.00
se
0.18 0.00 0.00 0.00
0.45 307.00 22.53 2.63 0.18 0.25 0.16 0.13
10.26 0.56 328.40 8.40
0.00 0.00 0.00
0.00 0.71
0.13
0.36
1.00 0.33
0.13 0.10 0.10 0.20 0.20 0.40 0.22
1.60 0.40 0.00 0.00 0.00 0.00 0.20 0.20
0.00
0.00 0.43
0.30
1.83 0.32 0.00 0.00 0.08 0.08 0.50
0.26
0.13 0.75 0.31
x
se
x
se
x
se
118
Table 3b:
continued
Variable
DBH
N
Family Tot
X
se
Tree Height Bark Texture PT North 07 PT South 07 PT Class 07 PT North 06 PT South 06 PT Class 06
x
se
X
se
X
se
X
se
X
se
18
9
11.47 0.83 320.00 25.36 2.78 0.36
19
12
20
8
21
10 10.69 0.91 311.30 24.57 2.30 0.26 0.50 0.34 0.40 0.27 0.40
22
10 10.15 0.61 361.60 13.60 2.90 0.18 0.10 0.10 0.10 0.10 0.10 0.10
23
7
24
15 11.95 0.49 332.80 14.27 2.27 0.21
25
12 11.06 0.27 339.17 13.48 2.50 0.19 0.17 0.17 0.08 0.08 0.33 0.19
26
7
11.10 0.62 333.29 24.55 2.29 0.18 0.00 0.00
27
8
11.61 0.39 349.38 15.85 2.63 0.26 0.00 0.00 0.00 0.00 0.25 0.16
28
13 10.27 0.35 317.85 15.82 1.77 0.17 0.00 0.00
29
7
10.90 0.68 293.75 11.48 2.14
30
7
10.60 0.32 258.29 16.01 2.86 0.26
31
8
10.19 0.40 302.88 11.41 3.00 0.27 0.00 0.00
32
9
10.14 0.65 329.44 12.57 3.00 0.24 0.11 0.11 0.00 0.00 0.11
33
5
10.80 1.54 329.00 38.35 2.00 0.32
34
8
9.34
0.33 0.24
0.00 0.00
0.33 0.24
9.58
0.35 283.92 14.13 2.42 0.29 0.00 0.00 0.08 0.08
0.33 0.19
9.83
0.60 330.63 18.38 1.75 0.25 0.00 0.00 0.00 0.00 0.00 0.00
0.27
10.14 1.12 241.29 24.13 2.29 0.29 0.57 0.57 0.43 0.43 0.29 0.29
0.33 0.27 0.40 0.27 0.27 0.18
0.00 0.00
0.00 0.00
0.00 0.00
0.31 0.13
0.26 0.00 0.00 0.14 0.14 0.43 0.20
0.00 0.00 0.00 0.00 0.00 0.00
0.00 0.00
0.00 0.00
0.11
0.40 0.40 0.40 0.40 0.60 0.40
0.50 313.13 13.63 2.63 0.18 0.00 0.00
0.00 0.00
0.00 0.00
x
se
x
se
x
se
119
Table 3b:
continued
Variable
DBH
N
Family Tot
X
se
Tree Height Bark Texture PT North 07 PT South 07 PT Class 07 PT North 06 PT South 06 PT Class 06
X
se
X
se
X
se
X
se
X
se
35
9
8.88 0.36 282.33 15.67 2.44 0.24 0.00 0.00 0.00 0.00 0.00 0.00
36
13 10.90 0.41 354.15 13.41 2.69 0.13 0.00
37
6
9.55
38
7
10.50 0.60 335.00 13.45 3.00
39
11 10.83 0.52 330.09 16.28 3.45 0.16 0.00
0.00 0.09 0.09 0.09 0.09
40
11
0.00 0.00
41
11 10.65 0.56 312.36 14.10 3.18 0.30 0.55 0.39 0.18 0.18 0.36 0.24
42
9
10.31 0.80 313.22 16.68 3.22 0.15 0.00 0.00 0.00
43
6
9.73 0.62 344.17 20.39 2.50
44
5
9.98
45
7
10.10 0.71 329.29 18.63 2.29
9.95
0.00 0.00
0.00 0.00 0.00
0.77 308.33 14.76 3.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
0.00 0.00 0.00 0.00
0.54 351.18 12.14 3.18 0.23 0.00
0.00 0.57 0.37
0.00 0.09 0.09
0.00 0.11
0.11
0.34 0.17 0.17 0.00 0.00 0.17 0.17
1.04 367.00 41.04 3.20 0.49 0.00 0.00 0.00
0.00 0.00 0.00
0.36 0.14 0.14 0.14 0.14 0.43 0.30
x
se
x
se
x
se
120
Table 4: Percentage (%) of trees, with beetle landing, colonization, and tree effect characteristics, for each family. Families are ranked by latitude
from north (1) to south (45). MPB Pres. 06=Presence 1 absence 0 in 2006, MPB Pres. 07=Presence 1 absence 0 in 2007, Pitch Tube=
Pooled pitch tube classification of 1 yes 0 no for years 2006-07, Hypersensitive response=Pooled hypersensitive resinous lesions from
under pitch tubes for 2006-07, 1 yes 0 no, Brood Development=Pooled larval gallery progression from 2006-07, 1 yes larval galleries 0
no larval galleries. Morality 06=Tree death (red crown) 1 yes 0 no in 06 (2006), Morality 07=Tree death (red crown) 1 yes 0 no in 07 (2001
Tot=total sample size for each family. 06=sample size for variables ending in 06 (2006), which is only data from Bowron.
Att=sample size for trees that had been attacked with pooled hypersensitive resinous lesions and pooled gallery progression.
MPB Present on Stick Traps
N
Pooled MPB Attack/Colonization Variables
MPB Caused Mortality
Family Tot 06 Att MPB Pres. 06 MPB Pres. 07 Pitch Tube Hypersensitive Response Brood Development Mortality 06 Mortality 07
4
42
37
0
25
25
17
16
17
10 10
29
29
18
60
40
40
24
3
16
8
4
6
19
6
50
0
13
6
4
26
12 13
31
31
8
69
23
17
19
5
25
12
4
24
16
8
75
25
17
12
6
22
12
7
50
41
5
86
0
8
5
7
22 14 11
32
41
0
64
0
0
5
8
25
15 14
56
64
16
43
0
33
28
9
20
7
3
15
15
5
33
0
14
5
10
17
12
3
12
18
0
33
33
17
12
11
19
9
5
5
21
11
40
20
22
11
12
23
14
5
39
35
13
100
0
29
22
13
16
9
7
25
31
0
100
0
0
0
14
21 14
5
24
29
10
60
0
14
10
15
20
8
6
30
35
10
33
17
25
10
1
19 12
2
121
continued
k
_N_
MPB Present on Stick Traps
Pooled MPB Attack/Colonization Variables
06_
MPB Pres. 06 MPB Pres. 07 Pitch Tube Hypersensitive Response Brood Development Mortality 06 Mortality 07
MPB Caused Mortality
9
29
29
0
75
13
11
6
10
25
25
6
83
0
10
6
7
31
38
0
83
0
0
0
16
22
21
4
91
18
25
18
8
50
38
6
75
25
13
13
13
35
30
4
63
25
8
9
7
29
18
0
100
0
0
0
9
44
50
19
17
50
56
38
10
32
24
8
63
13
10
16
12
38
25
4
89
0
8
13
10
35
35
0
100
0
0
0
12
40
55
25
67
11
50
35
15
32
25
4
79
14
13
11
10
18
18
0
67
0
0
0
15
27
27
0
86
0
7
9
8
38
19
13
33
0
25
13
9
50
11
0
75
0
0
6
11
44
50
0
71
0
0
25
122
k
continued
N
MPB Present on Stick Traps
06
MPB Pres. 06
Pooled MPB Attack/Colonization Variables
MPB Caused Mortality
MPB Pres. 07 Pitch Tube Hypersensitive Response Brood Development Mortality 06 Mortality 07
9
6
24
24
0
100
0
0
6
9
5
28
17
0
100
0
0
0
10
8
13
48
4
75
13
20
13
11
5
29
24
0
80
20
9
6
11
7
22
11
0
71
0
0
0
15 10
46
42
19
60
30
47
27
7
7
39
39
11
57
29
57
39
13
8
25
29
0
63
13
8
4
8
5
12
6
0
100
0
0
0
10
7
25
44
13
43
0
30
25
10
4
13
25
0
50
0
0
13
9
5
6
19
0
80
0
0
13
centage (%) of trees with binary variable characteristic for each family. Families are ranked by latitude from north (1) to
th (45). MPB Pres. 06=Presence 1 absence 0 in 2006, MPB Pres. 07=Presence 1 absence 0 in 2007, Morality 06=Tree
th (red crown) 1 yes 0 no in 06 (2006), Morality 07=Tree death (red crown) 1 yes 0 no in 07 (2007), N=total sample size
for sach family. Mortality data for MPB caused mortality wasn't collected at Moffat in 2006 due to no MPB mortality.
Bowron
N
Moffat
MPB Pres. 06 MPB Pres. 07 Mortality 06 Mortality 07
N
MPB Pres. 06 MPB Pres. 07 Mortality 06 Mortality 07
12
67
58
17
25
7
0
0
0
10
50
40
40
40
7
0
14
0
8
13
25
13
13
8
0
13
0
12
33
50
17
25
14
29
14
14
12
50
25
17
25
13
0
8
0
12
83
67
8
8
10
10
10
0
14
50
43
0
7
8
0
38
0
15
87
87
33
47
10
10
30
0
7
14
14
14
14
13
15
15
0
12
17
17
17
17
5
0
20
0
9
11
33
22
22
10
0
10
0
14
43
50
29
36
9
33
11
0
9
44
44
0
0
7
0
14
0
14
36
29
14
14
7
0
29
0
8
75
50
25
25
12
0
25
0
9
44
33
11
11
8
13
25
0
CN
r-
o
r-
SO
CN
a
t:
o
O
o
(N
*0
X 2
Variable
N
2
X
Fisher's
Exact
P>X 2
MPB Pres. 06*MPB Pres. 07
885 259.17 <0.001
MPB Pres. 07*Mortality 06
481 104.76 <0.001
Pitch Tube*MPB Pres. 06
884 104.00 <0.001
MPB Pres. 07*Mortality 07
885 198.01 <0.001
Pitch Tube*MPB Pres. 07
885 279.64 <0.001
Pitch Tube*Mortality 06
481 22.18
<0.001
Hypersensitive Response*MPB Pres. 06
303
2.33
0.14
Pitch Tube*Mortality 07
885 48.67
<0.001
Hypersensitive Response*MPB Pres. 07
303 18.04
<0.001
Hypersensitive Response*Mortality 06
230 127.82 <0.001
Brood Development*MPB Pres. 06
303 11.05
<0.001
Hypersensitive Response*Mortality 07
302 82.61
<0.001
Brood Development*MPB Pres. 07
303 19.64
<0.001
Brood Development*Mortality 06
230 98.63
<0.001
Brood Development*Hypersensitive Response 304 75.60
<0.001
Brood Development*Mortality 07
302 87.10
<0.001
<0.001
Mortality 06*Mortality 07
MPB Pres. 06*Mortality 06
481 60.62
MPB Pres. 06*Mortality 07
884 191.47 <0.001
481 341.79 <0.001
Table 7:
Variable
Site frequency tests (chi squared, Fisher's exact) for significant differences between variables.
MPB Pres. 06=Mountain pine beetle presence 1 absence 0 on sticky trap in 2006, MPB Pres. 07=
Mountain pine beetle presence 1 absence 0 on transpariency in 2007, Mortality 06=Crown color red=1
(death) green=0 (life) in 2006, Mortality 07=Crown color red=1 (death) green=0 (life) in 2007,
Pitch Tube=Pooled pitch tube classification for 2006-07pitch tubes present=1 absent=0,
Hypersensitive Response=Pooled hypersenitive resinous lesions under pitch tubes for 2006-07 yes=1
no=0, Brood Development=Progression of beetles under the bark for 2006-07 larval galleries yes=1
no=0. Bowron (a), Moffat (b). Degrees of freedom (df) 1 for all variables.
N
2
X
Fisher's
Exact
p>x2
Variable
N
X
Fisher's
Exact
p>x2
2
MPB Pres. 06*MPB Pres. 07
482 183.74
<0.001
Hypersensitive Response*MPB Pres. 06
231
15.97
<0.001
MPB Pres. 06*Mortality 06
481
60.62
<0.001
Hypersensitive Response*MPB Pres. 07
231
10.63
<0.001
MPB Pres. 06*Mortality 07
481
83.62
<0.001
Hypersensitive Response*Mortality 06
230 127.82
<0.001
MPB Pres. 07*Mortality 06
481 104.76
<0.001
Hypersensitive Response*Mortality 07
230 116.93
<0.001
MPB Pres. 07*Mortality 07
481 138.31
<0.001
Brood Development*MPB Pres. 06
231
10.54
<0.001
Mortality 06*Mortality 07
481 341.79
<0.001
Brood Development*MPB Pres. 07
231
13.84
<0.001
Pitch Tube*MPB Pres. 06
481
39.76
<0.001
Brood Development*Mortality 06
230
98.63
<0.001
Pitch Tube*MPB Pres. 07
481 126.27
<0.001
Brood Development*Mortality 07
230
77.43
<0.001
Pitch Tube*Mortality 06
481
22.18
<0.001
Brood Development*Hypersensitive Response
231
83.96
<0.001
Pitch Tube*Mortality 07
481
25.17
<0.001
128
Table 7b:
Fisher's
Exact
Fisher's
Exact
Variable
N
1
P>1
Variable
N
X
2
P>X 2
MPB Pres. 06*MPB Pres. 07
403
0.05
1.00
Hypersensitive Response*MPB Pres. 06
72
2.21
0.21
Hypersensitive Response*MPB Pres. 07
72
16.06
<0.001
NV
MPB Pres. 06*Mortality 06
MPB Pres. 06*Mortality 07
403
<0.001
NV
MPB Pres. 07*Mortality 06
MPB Pres. 07*Mortality 07
52.43
404
0.21
1.00
NV
Mortality 06*Mortality 07
NV
Hypersensitive Response*Mortality 06
Hypersensitive Response*Mortality 07
72
1.27
0.44
Brood Development*MPB Pres. 06
72
0.85
1.00
Brood Development*MPB Pres. 07
72
4.48
0.05
NV
Pitch Tube*MPB Pres. 06
403
7.04
0.02
Brood Development*Mortality 06
Pitch Tube*MPB Pres. 07
404
102.87
<0.001
Brood Development*Mortality 07
72
0.06
1.00
Brood Development*Hypersensitive Response
73
5.13
0.04
NV
Pitch Tube*Mortality 06
Pitch Tube*Mortality 07
404
0.76
0.70
Table 8: Family frequency tests (chi squared, Fisher's exact) for significant differences between variables. Families are listed 1-45. MPB Pres.
06=Mountain pine beetle presence 1 absence 0 on sticky trap in 2006, MPB Pres. 07=Mountain pine beetle presence 1 absence 0
on sticky trap in 2007, Mortality 06=Crown color red=1 (death) green=0 (life) in 2006, Mortality 07=Crown color red=1 (death) green=0
(life) in 2007, Pitch Tube=Pooled pitch tube classification for 2006-07 pitch tubes present=1 absent=0, Hypersens.=Pooled
hypersenitive resinous lesions under pitch tubes for 2006-07 yes=1 no=0, Brood Develop.=Progression of beetles under the bark
for 2006-07 larval galleries yes=1 no=0. Degrees of freedom (df) 1 for all variables.
Variable MPB Pres. 06*MPB Pres. 07
MPB Pres. 06*Mortality 06
MPB Pres. 06*Mortality 07
MPB Pres. 07*Mortality 06
Family
N
X
Fisher's
Exact P>x 2
1
19
8.65
<0.01
12
1.20
0.52
19
4.90
0.06
12
1.71
0.47
2
17
8.73
<0.01
10
6.67
0.05
17
12.55
<0.01
10
10.00
<0.01
3
16
4.62
0.19
8
0.16
1.00
16
0.07
1.00
8
3.43
0.25
4
26
2.01
0.20
12
4.80
0.09
26
13.93
<0.01
12
2.40
0.45
5
25
6.79
0.03
12
2.40
0.45
25
10.80
<0.01
12
7.20
0.05
6
22
9.21
<0.01
12
0.22
1.00
22
1.05
1.00
12
0.55
1.00
7
22
3.96
0.07
22
2.24
0.32
8
25
6.51
0.02
15
1.15
0.52
25
7.64
<0.01
15
1.15
0.52
9
20
0.93
0.40
7
0.19
1.00
20
0.19
1.00
7
7.00
0.14
10
17
10.58
0.02
12
12.00
0.02
17
17.00
<0.01
12
12.00
0.02
11
19
3.96
0.21
9
3.94
0.22
19
8.97
0.11
9
5.14
0.08
12
23
6.63
0.02
14
7.47
0.02
23
9.94
<0.01
14
5.60
0.07
13
16
4.75
0.06
2
N
X
Fisher's
Exact P>x 2
N
2
NV
NV
X
Fisher's
Exact P>x 2
N
X
Fisher's
Exact P>x2
2
NV
2
NV
NV
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Table 9:
Averages ( x ) and standard errors (se) for Par. Gall. Length=average length
of parental galleries in cm for families and Larval Gall. Cnt =average larval
gallery counts. Tot=the total sample size for families. Lar=samples size for
families with larval galleries.
Variable
N
Par. Gall. Length
Larval Gall. Cnt.
Family
Tot
Lar
X
se
X
1
4
1
9.82
2.32
6.00
2
11
5
8.72
2.35
7.00
2.54
3
4
0
5.50
3.34
4
11
3
5.05
1.77
7.56
1.28
5
3
1
5.11
4.12
11.67
6
7
1
4.93
2.30
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7
11
0
3.03
1.04
8
13
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1.08
9
4
1
12.18
3.96
19.33
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3
1
6.93
3.43
8.67
11
5
1
8.31
3.86
27.67
12
7
4
7.45
2.08
7.75
2.36
13
7
0
0.94
0.28
14
7
2
6.01
2.84
6.33
1.33
15
7
2
8.12
2.80
8.50
5.17
16
9
1
4.01
1.85
15.00
17
5
1
6.02
4.28
27.67
18
6
0
1.96
0.81
19
13
4
5.58
1.97
15.17
2.23
20
5
2
6.77
3.99
14.50
4.50
21
7
2
8.45
4.29
18.25
8.25
22
4
0
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0.28
23
7
4
13.41
2.71
18.92
3.04
24
8
1
5.41
2.71
16.00
25
9
0
2.19
0.71
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Table 9:
continued
Variable
N
Par. Gall. Length
Family
Tot
Lar
x
se
26
5
0
2.66
1.36
27
8
2
8.49
28
14
2
29
5
30
Larval Gall. Cnt.
x
se
3.28
18.58
0.08
4.80
1.62
8.17
3.50
0
1.98
0.77
7
0
1.88
0.88
31
3
0
6.71
3.11
32
3
0
1.72
0.87
33
7
0
5.54
1.69
34
6
0
2.62
1.15
35
5
0
2.30
0.74
36
8
1
3.38
1.71
14.00
37
5
1
4.00
2.86
4.50
38
7
0
3.77
0.94
39
11
4
7.72
2.20
10.17
2.84
40
7
2
6.67
2.24
8.33
6.33
41
8
1
4.68
2.47
4.00
42
5
1
1.45
0.81
4.00
43
6
0
5.43
1.91
44
4
0
2.53
1.34
45
5
0
3.67
2.26
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146
Table 10:
Estimates of heritability (h 2 ) of dbh (cm), tree height (cm), bark texture, MPB
presence, mortality, pitch tube (PT) count north and south, PT classification,
hypersensitivity, brood development, pooled parental gallery length, pooled
larval gallery count, in half sibling lodgepole pine families at Bowron and Moffat.
Estimates were based on convariance parameter estimates from tree families,
replications within site, and the error. Falconer (1981 Equation 10.1, pg 148)
Variable
h2
se
N
Variable
h2
se
N
DBH
0.30
0.10
884
PT Class 06
0.04
0.09
479
Tree Height
0.45
0.14
887
PT Class 07
0.08
0.05
885
Bark Texture
0.64
0.17
884
Hypersensitivity
0.16
0.15
306
MPB Pres. 06
0.18
0.08
885
Brood Development
0.19
0.15
306
MPB Pres. 07
0.11
0.06
886
Par. Gall. Length
0.18
0.16
306
PT North 06
0.00
0.00
481
Larval Gall. Cnt.
1.29
0.97
51
PT North 07
0.00
0.00
885
Mortality 06
0.37
0.15
481
PT South 06
0.02
0.08
481
Mortality 07
0.20
0.08
885
PT South 07
0.00
0.00
885
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147
Table 11: DBH = diameter at breast height (~1.4m), Tree Height = the height of trees at age
10, Bark Texture = bark classification from 1 (smooth) to 5 (rough), PT Class 07 = the
overall pitch tube classification for study trees, Hypersensitive reaction = hypersensitive
responses occurring from MPB attack, Brood Development = evidence of larval gallery
progression, Par. Gall. Length = length of parental gallery in cm, Mortality 06 and 07 =
whether or not trees died due to MPB attack in 2006 and 2007, Lesion day 7 and 12 = the
length of lesions in cm induced in Chapter 1, Terpenes day 0, 7, 12 = the rest of the variables
are terpenes, terpene totals, or terpene ratios at day 0 (constitutive), day 7 (induced), and day
12 (induced). The first value is the correlation coefficient (r) and the second value is the
probability (p>r).
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148
Table 11
Correlations between variables that have significant heritability
value estimates (Table 10) (Companion study). Correlation
coffiecient (r) and probability (P>r). (a) Family mean correlations
(b) Whole sample population correlations
P>r
Variable X
Variable Y
Tree Height
DBH
Positive
0.43
<0.01
MPB Pres. 07
DBH
Positive
0.24
0.11
Mortality 06
DBH
Positive
0.39
0.01
Mortality 07
DBH
Positive
0.31
0.04
PT Class 07
DBH
Positive
0.20
0.19
Hypersensitivity
DBH
Negative
-0.18
0.24
Brood Development
DBH
Positive
0.21
0.17
Par. Gall. Length
DBH
Positive
0.26
0.09
Lesion day 7
DBH
Positive
0.23
0.14
Lesion day 12
DBH
Positive
0.22
0.14
5-3-Carene day 12
DBH
Positive
0.23
0.12
Myrcene day 12
DBH
Positive
0.27
0.07
P-Phellandrene day 12
DBH
Positive
0.22
0.15
a-Pinene day 0
DBH
Positive
0.26
0.09
a-Pinene day 7
DBH
Positive
0.26
0.08
a-Pinene day 12
DBH
Positive
0.35
0.02
Terpineol day 0
DBH
Positive
0.20
0.18
Terpineol day 7
DBH
Positive
0.16
0.30
Terpineol day 12
DBH
Positive
0.15
0.33
Terpinolene day 12
DBH
Positive
0.22
0.14
Total Terpenoids day 12
DBH
Positive
0.31
0.04
Total Monoterpenes day 12
DBH
Positive
0.31
0.04
Terpinolene/Myrcene day 0
DBH
Positive
0.05
0.73
Terpinolene/Myrcene day 7
DBH
Negative
-0.04
0.81
Terpinolene/Myrcene day 12
DBH
Positive
0.06
0.68
Bark Texture
Tree Height
Positive
0.21
0.17
Rel. (Pos/Neg)
r
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149
Table 11a:
P>r
Variable X
Variable Y
Rel. (Pos/Neg)
MPB Pres. 06
Tree Height
Negative
-0.01
0.96
MPB Pres. 07
Tree Height
Positive
0.16
0.29
Mortality 06
Tree Height
Positive
0.16
0.30
Mortality 07
Tree Height
Positive
0.21
0.17
PT Class 07
Tree Height
Positive
0.10
0.50
Hypersensitivity
Tree Height
Negative
-0.02
0.88
Brood Development
Tree Height
Positive
0.02
0.90
Par. Gall. Length
Tree Height
Negative
-0.16
0.28
Lesion day 7
Tree Height
Negative
-0.24
0.11
Lesion day 12
Tree Height
Positive
0.03
0.86
8-3-Carene day 0
Tree Height
Negative
-0.26
0.08
5-3-Carene day 7
Tree Height
Negative
-0.25
0.10
8-3-Carene day 12
Tree Height
Negative
-0.21
0.17
Limonene day 0
Tree Height
Positive
0.09
0.56
Limonene day 7
Tree Height
Positive
0.09
0.55
Limonene day 12
Tree Height
Negative
-0.02
0.91
Myrcene day 0
Tree Height
Negative
-0.33
0.03
Myrcene day 7
Tree Height
Positive
0.03
0.83
Myrcene day 12
Tree Height
Negative
-0.20
0.20
p-Phellandrene day 0
Tree Height
Negative
-0.36
0.01
P-Phellandrene day 7
Tree Height
Positive
0.11
0.48
p-Phellandrene day 12
Tree Height
Negative
-0.12
0.41
a-Pinene day 0
Tree Height
Positive
0.08
0.62
a-Pinene day 7
Tree Height
Positive
0.27
0.07
a-Pinene day 12
Tree Height
Positive
0.19
0.22
P-Pinene day 0
Tree Height
Positive
0.11
0.48
P-Pinene day 7
Tree Height
Positive
0.51
<0.001
P-Pinene day 12
Tree Height
Positive
0.29
0.06
r
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150
Table 11a:
P>r
Variable X
Variable Y
Rel. (Pos/Neg)
Terpineol day 0
Tree Height
Negative
-0.07
0.63
Terpineol day 7
Tree Height
Negative
-0.12
0.42
Terpineol day 12
Tree Height
Negative
-0.30
0.05
Terpinolene day 0
Tree Height
Negative
-0.05
0.75
Terpinolene day 7
Tree Height
Negative
-0.26
0.08
Terpinolene day 12
Tree Height
Negative
-0.16
0.31
Total Terpenoids day 0
Tree Height
Negative
-0.26
0.08
Total Terpenoids day 7
Tree Height
Positive
0.17
0.26
Total Terpenoids day 12
Tree Height
Negative
-0.06
0.70
Total Monoterpenes day 0
Tree Height
Negative
-0.26
0.08
Total Monoterpenes day 7
Tree Height
Positive
0.17
0.26
Total Monoterpenes day 12
Tree Height
Negative
-0.06
0.71
Total Sesquiterpenes day 0
Tree Height
Negative
-0.27
0.07
Total Sesquiterpenes day 7
Tree Height
Negative
-0.14
0.35
Total Sesquiterpenes day 12
Tree Height
Negative
-0.36
0.02
P-Pinene/5-3-Carene day 0
Tree Height
Positive
0.08
0.59
P-Pinene/5-3-Carene day 7
Tree Height
Positive
0.03
0.84
P-Pinene/8-3-Carene day 12
Tree Height
Positive
0.39
0.01
Terpinolene/Myrcene day 0
Tree Height
Positive
0.18
0.25
Terpinolene/Myrcene day 7
Tree Height
Negative
-0.22
0.14
Terpinolene/Myrcene day 12
Tree Height
Positive
0.01
0.95
MPB Pres. 06
Bark Texture
Negative
-0.02
0.89
MPB Pres. 07
Bark Texture
Positive
0.03
0.85
Mortality 06
Bark Texture
Positive
0.26
0.09
Mortality 07
Bark Texture
Positive
0.25
0.10
PT Class 07
Bark Texture
Negative
-0.22
0.15
Hypersensitivity
Bark Texture
Negative
-0.07
0.65
Brood Development
Bark Texture
Positive
0.00
0.98
r
Reproduced with permission of the copyright owner. Further reproduction prohibited without permission.
Table 11a:
P>r
Rel. (Pos/Neg)
r2
Bark Texture
Negative
-0.01
0.95
Lesion day 7
Bark Texture
Negative
-0.21
0.16
Lesion day 12
Bark Texture
Negative
-0.03
0.85
5-3-Carene day 0
Bark Texture
Negative
-0.14
0.34
8-3-Carene day 7
Bark Texture
Negative
-0.06
0.71
5-3-Carene day 12
Bark Texture
Positive
0.11
0.46
Limonene day 0
Bark Texture
Negative
-0.27
0.07
Limonene day 7
Bark Texture
Negative
-0.20
0.18
Limonene day 12
Bark Texture
Negative
-0.21
0.17
Myrcene day 0
Bark Texture
Negative
-0.21
0.17
Myrcene day 7
Bark Texture
Negative
-0.03
0.83
Myrcene day 12
Bark Texture
Positive
0.05
0.72
P-Phellandrene day 0
Bark Texture
Negative
-0.20
0.18
P-Phellandrene day 7
Bark Texture
Negative
-0.02
0.89
P-Phellandrene day 12
Bark Texture
Positive
0.00
0.98
a-Pinene day 0
Bark Texture
Negative
-0.11
0.46
a-Pinene day 7
Bark Texture
Negative
-0.09
0.55
a-Pinene day 12
Bark Texture
Positive
0.00
0.99
P-Pinene day 0
Bark Texture
Negative
-0.07
0.65
P-Pinene day 7
Bark Texture
Positive
0.18
0.25
P-Pinene day 12
Bark Texture
Positive
0.25
0.09
Terpineol day 0
Bark Texture
Negative
-0.24
0.12
Terpineol day 7
Bark Texture
Negative
-0.01
0.97
Terpineol day 12
Bark Texture
Negative
-0.20
0.20
Terpinolene day 0
Bark Texture
Negative
-0.13
0.41
Terpinolene day 7
Bark Texture
Positive
0.02
0.87
Terpinolene day 12
Bark Texture
Positive
0.12
0.45
Total Terpenoids day 0
Bark Texture
Negative
-0.23
0.12
Variable X
Variable Y
Par. Gall. Length
Reproduced with permission of the copyright owner. Further reproduction prohibited without permission.
152
Table 11a:
P>r
Rel. (Pos/Neg)
r2
Bark Texture
Negative
-0.01
0.92
Total Terpenoids day 12
Bark Texture
Positive
0.09
0.57
Total Monoterpenes day 0
Bark Texture
Negative
-0.23
0.13
Total Monoterpenes day 7
Bark Texture
Negative
-0.02
0.92
Total Monoterpenes day 12
Bark Texture
Positive
0.09
0.57
Total Sesquiterpenes dayO
Bark Texture
Negative
-0.30
0.05
Total Sesquiterpenes day 7
Bark Texture
Positive
0.07
0.63
Total Sesquiterpenes day 12
Bark Texture
Negative
-0.11
0.48
p-Pinene/5-3-Carene day 0
Bark Texture
Negative
-0.16
0.29
P-Pinene/5-3-Carene day 7
Bark Texture
Negative
-0.02
0.89
P-Pinene/5-3-Carene day 12
Bark Texture
Positive
0.05
0.72
Terpinolene/Myrcene day 0
Bark Texture
Positive
0.19
0.22
Terpinolene/Myrcene day 7
Bark Texture
Positive
0.05
0.72
Terpinolene/Myrcene day 12
Bark Texture
Positive
0.08
0.59
MPB Pres. 07
MPB Pres. 06
Positive
0.57
<0.001
Mortality 06
MPB Pres. 06
Positive
0.31
0.04
Mortality 07
MPB Pres. 06
Positive
0.40
0.01
PT Class 07
MPB Pres. 06
Negative
-0.13
0.38
Hypersensitivity
MPB Pres. 06
Negative
-0.01
0.96
Brood Development
MPB Pres. 06
Positive
0.15
0.31
Par. Gall. Length
MPB Pres. 06
Positive
0.17
0.26
Lesion day 7
MPB Pres. 06
Positive
0.04
0.77
Lesion day 12
MPB Pres. 06
Negative
-0.11
0.49
5-3-Carene day 0
MPB Pres. 06
Negative
-0.23
0.13
5-3-Carene day 7
MPB Pres. 06
Negative
-0.41
0.01
5-3-Carene day 12
MPB Pres. 06
Negative
-0.06
0.70
Limonene day 0
MPB Pres. 06
Positive
0.09
0.58
Limonene day 7
MPB Pres. 06
Negative
-0.08
0.61
Variable X
Variable Y
Total Terpenoids day 7
Reproduced with permission of the copyright owner. Further reproduction prohibited without permission.
153
Table 11a:
P>r
Rel. (Pos/Neg)
r2
MPB Pres. 06
Positive
0.18
0.24
Myrcene day 0
MPB Pres. 06
Negative
-0.06
0.69
Myrcene day 7
MPB Pres. 06
Negative
-0.37
0.01
Myrcene day 12
MPB Pres. 06
Positive
0.19
0.21
P-Phellandrene day 0
MPB Pres. 06
Negative
-0.16
0.30
p-Phellandrene day 7
MPB Pres. 06
Negative
-0.32
0.03
P-Phellandrene day 12
MPB Pres. 06
Positive
0.17
0.27
a-Pinene day 0
MPB Pres. 06
Positive
0.09
0.57
a-Pinene day 7
MPB Pres. 06
Negative
-0.01
0.95
a-Pinene day 12
MPB Pres. 06
Positive
0.30
0.05
P-Pinene day 0
MPB Pres. 06
Negative
-0.07
0.67
P-Pinene day 7
MPB Pres. 06
Negative
-0.24
0.12
p-Pinene day 12
MPB Pres. 06
Positive
0.22
0.15
Terpineol day 0
MPB Pres. 06
Negative
-0.01
0.97
Terpineol day 7
MPB Pres. 06
Negative
-0.12
0.44
Terpineol day 12
MPB Pres. 06
Positive
0.11
0.48
Terpinolene day 0
MPB Pres. 06
Positive
0.11
0.48
Terpinolene day 7
MPB Pres. 06
Negative
-0.19
0.20
Terpinolene day 12
MPB Pres. 06
Positive
0.07
0.64
Total Terpenoids day 0
MPB Pres. 06
Negative
-0.12
0.43
Total Terpenoids day 7
MPB Pres. 06
Negative
-0.42
<0.01
Total Terpenoids day 12
MPB Pres. 06
Positive
0.24
0.11
Total Monoterpenes day 0
MPB Pres. 06
Negative
-0.12
0.43
Total Monoterpenes day 7
MPB Pres. 06
Negative
-0.42
<0.01
Total Monoterpenes day 12
MPB Pres. 06
Positive
0.24
0.11
Total Sesquiterpenes day 0
MPB Pres. 06
Negative
-0.16
0.30
Total Sesquiterpenes day 7
MPB Pres. 06
Negative
-0.14
0.34
Total Sesquiterpenes day 12
MPB Pres. 06
Positive
0.16
0.28
Variable X
Variable Y
Limonene day 12
Reproduced with permission of the copyright owner. Further reproduction prohibited without permission.
154
Table 11a:
P>r
Rel. (Pos/Neg)
r2
MPB Pres. 06
Negative
-0.22
0.14
P-Pinene/5-3-Carene day 7
MPB Pres. 06
Positive
0.06
0.67
p-Pinene/8-3-Carene day 12
MPB Pres. 06
Negative
-0.04
0.80
Terpinolene/Myrcene day 0
MPB Pres. 06
Negative
-0.02
0.88
Terpinolene/Myrcene day 7
MPB Pres. 06
Positive
0.08
0.61
Terpinolene/Myrcene day 12
MPB Pres. 06
Positive
0.03
0.82
Mortality 06
MPB Pres. 07
Positive
0.51
<0.01
Mortality 07
MPB Pres. 07
Positive
0.63
<0.001
PT Class 07
MPB Pres. 07
Negative
-0.02
0.90
Hypersensitivity
MPB Pres. 07
Negative
-0.23
0.12
Brood Development
MPB Pres. 07
Positive
0.20
0.20
Par. Gall. Length
MPB Pres. 07
Positive
0.30
0.05
Lesion day 7
MPB Pres. 07
Positive
0.29
0.05
Lesion day 12
MPB Pres. 07
Positive
0.17
0.26
5-3-Carene day 0
MPB Pres. 07
Negative
-0.23
0.13
5-3-Carene day 7
MPB Pres. 07
Negative
-0.26
0.08
8-3-Carene day 12
MPB Pres. 07
Negative
-0.13
0.41
Limonene day 0
MPB Pres. 07
Positive
0.09
0.54
Limonene day 7
MPB Pres. 07
Positive
0.08
0.62
Limonene day 12
MPB Pres. 07
Positive
0.23
0.12
Myrcene day 0
MPB Pres. 07
Negative
-0.17
0.27
Myrcene day 7
MPB Pres. 07
Negative
-0.11
0.47
Myrcene day 12
MPB Pres. 07
Positive
0.02
0.90
P-Phellandrene day 0
MPB Pres. 07
Negative
-0.34
0.02
P-Phellandrene day 7
MPB Pres. 07
Negative
-0.10
0.50
P-Phellandrene day 12
MPB Pres. 07
Positive
0.03
0.85
a-Pinene day 0
MPB Pres. 07
Negative
-0.12
0.45
a-Pinene day 7
MPB Pres. 07
Positive
0.00
0.98
Variable X
Variable Y
P-Pinene/5-3-Carene day 0
Reproduced with permission of the copyright owner. Further reproduction prohibited without permission.
155
Table 11a:
Rel. (Pos/Neg)
r2
MPB Pres. 07
Positive
0.11
0.48
P-Pinene day 0
MPB Pres. 07
Negative
-0.28
0.06
P-Pinene day 7
MPB Pres. 07
Negative
-0.05
0.73
P-Pinene day 12
MPB Pres. 07
Positive
0.08
0.62
Terpineol day 0
MPB Pres. 07
Negative
-0.08
0.61
Terpineol day 7
MPB Pres. 07
Positive
0.02
0.87
Terpineol day 12
MPB Pres. 07
Negative
-0.13
0.39
Terpinolene day 0
MPB Pres. 07
Positive
0.00
0.98
Terpinolene day 7
MPB Pres. 07
Negative
-0.02
0.91
Terpinolene day 12
MPB Pres. 07
Positive
0.11
0.46
Total Terpenoids day 0
MPB Pres. 07
Negative
-0.32
0.03
Total Terpenoids day 7
MPB Pres. 07
Negative
-0.14
0.35
Total Terpenoids day 12
MPB Pres. 07
Positive
0.05
0.73
Total Monoterpenes day 0
MPB Pres. 07
Negative
-0.32
0.03
Total Monoterpenes day 7
MPB Pres. 07
Negative
-0.14
0.35
Total Monoterpenes day 12
MPB Pres. 07
Positive
0.05
0.73
Total Sesquiterpenes day 0
MPB Pres. 07
Negative
-0.10
0.53
Total Sesquiterpenes day 7
MPB Pres. 07
Positive
0.09
0.54
Total Sesquiterpenes day 12
MPB Pres. 07
Negative
-0.07
0.65
P-Pinene/8-3-Carene day 0
MPB Pres. 07
Negative
-0.14
0.37
P-Pinene/8-3-Carene day 7
MPB Pres. 07
Positive
0.01
0.94
P-Pinene/8-3-Carene day 12
MPB Pres. 07
Positive
0.01
0.93
Terpinolene/Myrcene day 0
MPB Pres. 07
Negative
-0.06
0.71
Terpinolene/Myrcene day 7
MPB Pres. 07
Positive
0.04
0.80
Terpinolene/Myrcene day 12
MPB Pres. 07
Positive
0.18
0.24
Mortality 07
Mortality 06
Positive
0.86
<0.001
PT Class 07
Mortality 06
Negative
-0.02
0.90
Hypersensitivity
Mortality 06
Negative
-0.50
<0.01
Variable X
Variable Y
a-Pinene day 12
Reproduced with permission of the copyright owner. Further reproduction prohibited without permission.
P>r
156
Table 11a:
Variable X
Variable Y
Rel. (Pos/Neg)
r2
P>r
Brood Development
Morta y 06
Positive
0.63
<0.001
Par. Gall. Length
Morta y 06
Positive
0.69
<0.001
Lesion day 7
Morta y 06
Positive
0.12
0.43
Lesion day 12
Morta y 06
Positive
0.02
0.90
8-3-Carene day 0
Morta y 06
Negative
-0.24
0.12
8-3-Carene day 7
Morta y 06
Negative
-0.11
0.48
8-3-Carene day 12
Morta y 06
Positive
0.14
0.34
Limonene day 0
Morta y 06
Negative
-0.12
0.44
Limonene day 7
Morta y 06
Negative
-0.13
0.40
Limonene day 12
Morta y 06
Positive
0.08
0.62
Myrcene day 0
Morta y 06
Negative
-0.12
0.42
Myrcene day 7
Morta y 06
Negative
-0.12
0.42
Myrcene day 12
Morta y 06
Positive
0.25
0.10
P-Phellandrene day 0
Morta y 06
Negative
-0.15
0.32
P-Phellandrene day 7
Morta y 06
Negative
-0.07
0.63
P-Phellandrene day 12
Morta y 06
Positive
0.28
0.06
a-Pinene day 0
Morta y 06
Positive
0.07
0.66
a-Pinene day 7
Morta y 06
Positive
0.05
0.74
a-Pinene day 12
Morta y 06
Positive
0.25
0.09
P-Pinene day 0
Morta y 06
Negative
-0.15
0.31
p-Pinene day 7
Morta y 06
Negative
-0.02
0.91
P-Pinene day 12
Morta y 06
Positive
0.21
0.16
Terpineol day 0
Morta y 06
Positive
0.06
0.68
Terpineol day 7
Morta y 06
Positive
0.14
0.37
Terpineol day 12
Morta y 06
Positive
0.05
0.73
Terpinolene day 0
Morta y 06
Negative
-0.06
0.68
Terpinolene day 7
Morta y 06
Positive
0.02
0.87
Terpinolene day 12
Morta y 06
Positive
0.27
0.08
Reproduced with permission of the copyright owner. Further reproduction prohibited without permission.
157
Table 11a:
P>r
Variable X
Variable Y
Rel. (Pos/Neg)
r2
Total Terpenoids day 0
Morta y 06
Negative
-0.16
0.30
Total Terpenoids day 7
Morta y 06
Negative
-0.08
0.61
Total Terpenoids day 12
Morta y 06
Positive
0.38
0.01
Total Monoterpenes day 0
Morta y 06
Negative
-0.16
0.29
Total Monoterpenes day 7
Morta y 06
Negative
-0.08
0.61
Total Monoterpenes day 12
Morta y 06
Positive
0.38
0.01
Total Sesquiterpenes day 0
Morta y 06
Positive
0.04
0.78
Total Sesquiterpenes day 7
Morta y 06
Positive
0.09
0.54
Total Sesquiterpenes day 12
Morta y 06
Positive
0.07
0.63
P-Pinene/8-3-Carene day 0
Morta y 06
Positive
0.07
0.66
P-Pinene/5-3-Carene day 7
Morta y 06
Negative
-0.07
0.66
P-Pinene/8-3-Carene day 12
Morta y 06
Positive
0.12
0.41
Terpinolene/Myrcene day 0
Morta y 06
Negative
-0.09
0.54
Terpinolene/Myrcene day 7
Morta y 06
Positive
0.06
0.68
Terpinolene/Myrcene day 12
Morta y 06
Positive
0.16
0.30
PT Class 07
Morta y 07
Negative
-0.03
0.85
Hypersensitivity
Morta y 07
Negative
-0.44
<0.01
Brood Development
Morta y 07
Positive
0.52
<0.01
Par. Gall. Length
Morta y 07
Positive
0.58
<0.001
Lesion day 7
Morta y 07
Positive
0.08
0.60
Lesion day 12
Morta y 07
Positive
0.02
0.88
5-3-Carene day 0
Morta y 07
Negative
-0.35
0.02
5-3-Carene day 7
Morta y 07
Negative
-0.23
0.13
5-3-Carene day 12
Morta y 07
Negative
-0.10
0.52
Limonene day 0
Morta y 07
Negative
-0.11
0.46
Limonene day 7
Morta y 07
Negative
-0.05
0.74
Limonene day 12
Morta y 07
Positive
0.06
0.69
Myrcene day 0
Morta y 07
Negative
-0.21
0.17
Reproduced with permission of the copyright owner. Further reproduction prohibited without permission.
158
Table 11a:
P>r
Variable X
Variable Y
Rel. (Pos/Neg)
r2
Myrcene day 7
Mortality 07
Negative
-0.05
0.75
Myrcene day 12
Mortality 07
Positive
0.09
0.58
P-Phellandrene day 0
Mortality 07
Negative
-0.23
0.13
P-Phellandrene day 7
Mortality 07
Positive
0.05
0.73
P-Phellandrene day 12
Mortality 07
Positive
0.19
0.21
a-Pinene day 0
Mortality 07
Positive
0.06
0.69
a-Pinene day 7
Mortality 07
Positive
0.12
0.45
a-Pinene day 12
Mortality 07
Positive
0.27
0.08
p-Pinene day 0
Mortality 07
Negative
-0.16
0.30
P-Pinene day 7
Mortality 07
Positive
0.03
0.82
P-Pinene day 12
Mortality 07
Positive
0.18
0.23
Terpineol day 0
Mortality 07
Positive
0.01
0.95
Terpineol day 7
Mortality 07
Positive
0.08
0.62
Terpineol day 12
Mortality 07
Negative
-0.08
0.59
Terpinolene day 0
Mortality 07
Negative
-0.03
0.84
Terpinolene day 7
Mortality 07
Positive
0.01
0.93
Terpinolene day 12
Mortality 07
Positive
0.14
0.37
Total Terpenoids day 0
Mortality 07
Negative
-0.23
0.13
Total Terpenoids day 7
Mortality 07
Positive
0.02
0.88
Total Terpenoids day 12
Mortality 07
Positive
0.23
0.13
Total Monoterpenes day 0
Mortality 07
Negative
-0.23
0.13
Total Monoterpenes day 7
Mortality 07
Positive
0.02
0.88
Total Monoterpenes day 12
Mortality 07
Positive
0.23
0.13
Total Sesquiterpenes day 0
Mortality 07
Negative
-0.06
0.69
Total Sesquiterpenes day 7
Mortality 07
Positive
0.15
0.32
Total Sesquiterpenes day 12
Mortality 07
Positive
0.11
0.47
P-Pinene/8-3-Carene day 0
Mortality 07
Positive
0.07
0.64
P-Pinene/8-3-Carene day 7
Mortality 07
Negative
-0.04
0.78
Reproduced with permission of the copyright owner. Further reproduction prohibited without permission.
159
Table 11a:
P>r
Variable X
Variable Y
Rel. (Pos/Neg)
r2
P-Pinene/5-3-Carene day 12
Mortality 07
Positive
0.22
0.14
Terpinolene/Myrcene day 0
Mortality 07
Negative
-0.09
0.56
Terpinolene/Myrcene day 7
Mortality 07
Positive
0.05
0.76
Terpinolene/Myrcene day 12
Mortality 07
Positive
0.16
0.31
Hypersensitivity
PT Class 07
Negative
-0.04
0.79
Brood Development
PT Class 07
Positive
0.12
0.44
Par. Gall. Length
PT Class 07
Positive
0.01
0.94
Lesion day 7
PT Class 07
Negative
-0.02
0.91
Lesion day 12
PT Class 07
Positive
0.08
0.60
8-3-Carene day 0
PT Class 07
Positive
0.04
0.78
8-3-Carene day 7
PT Class 07
Positive
0.20
0.19
8-3-Carene day 12
PT Class 07
Negative
-0.03
0.85
Limonene day 0
PT Class 07
Positive
0.13
0.39
Limonene day 7
PT Class 07
Positive
0.22
0.14
Limonene day 12
PT Class 07
Positive
0.10
0.53
Myrcene day 0
PT Class 07
Positive
0.03
0.87
Myrcene day 7
PT Class 07
Positive
0.26
0.09
Myrcene day 12
PT Class 07
Negative
-0.04
0.80
P-Phellandrene day 0
PT Class 07
Negative
-0.03
0.85
P-Phellandrene day 7
PT Class 07
Positive
0.12
0.41
P-Phellandrene day 12
PT Class 07
Positive
0.00
1.00
a-Pinene day 0
PT Class 07
Positive
0.19
0.21
a-Pinene day 7
PT Class 07
Positive
0.41
<0.01
a-Pinene day 12
PT Class 07
Positive
0.24
0.12
P-Pinene day 0
PT Class 07
Positive
0.01
0.96
P-Pinene day 7
PT Class 07
Positive
0.07
0.63
P-Pinene day 12
PT Class 07
Negative
-0.24
0.11
Terpineol day 0
PT Class 07
Positive
0.31
0.04
Reproduced with permission of the copyright owner. Further reproduction prohibited without permission.
160
Table 11a:
P>r
Variable X
Variable Y
Rel. (Pos/Neg)
r2
Terpineol day 7
PT Class 07
Positive
0.11
0.47
Terpineol day 12
PT Class 07
Negative
-0.08
0.60
Terpinolene day 0
PT Class 07
Positive
0.01
0.94
Terpinolene day 7
PT Class 07
Positive
0.03
0.83
Terpinolene day 12
PT Class 07
Negative
-0.16
0.29
Total Terpenoids day 0
PT Class 07
Positive
0.03
0.83
Total Terpenoids day 7
PT Class 07
Positive
0.24
0.11
Total Terpenoids day 12
PT Class 07
Negative
-0.03
0.82
Total Monoterpenes day 0
PT Class 07
Positive
0.03
0.84
Total Monoterpenes day 7
PT Class 07
Positive
0.24
0.11
Total Monoterpenes day 12
PT Class 07
Negative
-0.03
0.83
Total Sesquiterpenes day 0
PT Class 07
Positive
0.16
0.28
Total Sesquiterpenes day 7
PT Class 07
Positive
0.04
0.82
Total Sesquiterpenes day 12
PT Class 07
Negative
-0.27
0.07
P-Pinene/S-3-Carene day 0
PT Class 07
Negative
-0.09
0.58
p-Pinene/5-3-Carene day 7
PT Class 07
Positive
0.03
0.87
p-Pinene/8-3-Carene day 12
PT Class 07
Negative
-0.08
0.62
Terpinolene/Myrcene day 0
PT Class 07
Negative
-0.01
0.97
Terpinolene/Myrcene day 7
PT Class 07
Negative
-0.17
0.26
Terpinolene/Myrcene day 12
PT Class 07
Negative
-0.14
0.36
Brood Development
Hypersensitivity
Negative
-0.44
<0.01
Par. Gall. Length
Hypersensitivity
Negative
-0.71
<0.001
Lesion day 7
Hypersensitivity
Negative
-0.01
0.95
Lesion day 12
Hypersensitivity
Negative
-0.08
0.59
5-3-Carene day 0
Hypersensitivity
Positive
0.13
0.38
8-3-Carene day 7
Hypersensitivity
Negative
-0.05
0.73
5-3-Carene day 12
Hypersensitivity
Negative
-0.12
0.42
Limonene day 0
Hypersensitivity
Positive
0.05
0.75
Reproduced with permission of the copyright owner. Further reproduction prohibited without permission.
161
Table 11a:
P>r
Rel. (Pos/Neg)
r2
Hypersensitivity
Negative
-0.11
0.46
Limonene day 12
Hypersensitivity
Negative
-0.12
0.42
Myrcene day 0
Hypersensitivity
Positive
0.03
0.85
Myrcene day 7
Hypersensitivity
Negative
-0.18
0.24
Myrcene day 12
Hypersensitivity
Negative
-0.28
0.07
P-Phellandrene day 0
Hypersensitivity
Negative
-0.08
0.62
P-Phellandrene day 7
Hypersensitivity
Negative
-0.25
0.09
P-Phellandrene day 12
Hypersensitivity
Negative
-0.36
0.02
a-Pinene day 0
Hypersensitivity
Positive
0.07
0.66
a-Pinene day 7
Hypersensitivity
Positive
0.07
0.63
a-Pinene day 12
Hypersensitivity
Positive
0.00
0.98
P-Pinene day 0
Hypersensitivity
Positive
0.01
0.95
P-Pinene day 7
Hypersensitivity
Negative
-0.03
0.83
P-Pinene day 12
Hypersensitivity
Negative
-0.17
0.27
Terpineol day 0
Hypersensitivity
Negative
-0.14
0.37
Terpineol day 7
Hypersensitivity
Negative
-0.28
0.06
Terpineol day 12
Hypersensitivity
Negative
-0.28
0.06
Terpinolene day 0
Hypersensitivity
Positive
0.12
0.42
Terpinolene day 7
Hypersensitivity
Positive
0.04
0.78
Terpinolene day 12
Hypersensitivity
Negative
-0.02
0.88
Total Terpenoids day 0
Hypersensitivity
Negative
-0.01
0.92
Total Terpenoids day 7
Hypersensitivity
Negative
-0.22
0.15
Total Terpenoids day 12
Hypersensitivity
Negative
-0.35
0.02
Total Monoterpenes day 0
Hypersensitivity
Negative
-0.01
0.93
Total Monoterpenes day 7
Hypersensitivity
Negative
-0.22
0.15
Total Monoterpenes day 12
Hypersensitivity
Negative
-0.35
0.02
Total Sesquiterpenes day 0
Hypersensitivity
Negative
-0.12
0.45
Total Sesquiterpenes day 7
Hypersensitivity
Negative
-0.21
0.16
Variable X
Variable Y
Limonene day 7
Reproduced with permission of the copyright owner. Further reproduction prohibited without permission.
162
Table 11a:
P>r
Variable X
Variable Y
Total Sesquiterpenes day 12
Hypersensitivity
Negative
-0.27
0.08
P-Pinene/5-3-Carene day 0
Hypersensitivity
Negative
-0.26
0.08
p-Pinene/S-3-Carene day 7
Hypersensitivity
Negative
-0.04
0.79
P-Pinene/5-3-Carene day 12
Hypersensitivity
Negative
-0.18
0.23
Terpinolene/Myrcene day 0
Hypersensitivity
Positive
0.18
0.23
Terpinolene/Myrcene day 7
Hypersensitivity
Positive
0.17
0.26
Terpinolene/Myrcene day 12
Hypersensitivity
Positive
0.13
0.38
Par. Gall. Length
Brood Development
Positive
0.62
<0.001
Lesion day 7
Brood Development
Positive
0.11
0.46
Lesion day 12
Brood Development
Positive
0.09
0.56
5-3-Carene day 0
Brood Development
Negative
-0.16
0.30
5-3-Carene day 7
Brood Development
Positive
0.04
0.78
5-3-Carene day 12
Brood Development
Positive
0.08
0.60
Limonene day 0
Brood Development
Negative
-0.05
0.72
Limonene day 7
Brood Development
Positive
0.01
0.96
Limonene day 12
Brood Development
Positive
0.11
0.49
Myrcene day 0
Brood Development
Positive
0.01
0.92
Myrcene day 7
Brood Development
Positive
0.08
0.59
Myrcene day 12
Brood Development
Positive
0.21
0.16
P-Phellandrene day 0
Brood Development
Positive
0.03
0.83
p-Phellandrene day 7
Brood Development
Positive
0.13
0.39
P-Phellandrene day 12
Brood Development
Positive
0.31
0.04
a-Pinene day 0
Brood Development
Positive
0.02
0.91
a-Pinene day 7
Brood Development
Positive
0.05
0.76
a-Pinene day 12
Brood Development
Positive
0.08
0.58
P-Pinene day 0
Brood Development
Positive
0.04
0.80
P-Pinene day 7
Brood Development
Negative
-0.06
0.67
P-Pinene day 12
Brood Development
Negative
-0.01
0.93
Rel. (Pos/Neg)
/-2
Reproduced with permission of the copyright owner. Further reproduction prohibited without permission.
163
Table 11a:
P>r
Rel. (Pos/Neg)
r2
Brood Development
Positive
0.12
0.45
Terpineol day 7
Brood Development
Positive
0.08
0.60
Terpineol day 12
Brood Development
Positive
0.03
0.85
Terpinolene day 0
Brood Development
Negative
-0.24
0.11
Terpinolene day 7
Brood Development
Negative
-0.17
0.28
Terpinolene day 12
Brood Development
Negative
-0.05
0.74
Total Terpenoids day 0
Brood Development
Positive
0.00
0.99
Total Terpenoids day 7
Brood Development
Positive
0.10
0.52
Total Terpenoids day 12
Brood Development
Positive
0.27
0.07
Total Monoterpenes day 0
Brood Development
Positive
0.00
0.99
Total Monoterpenes day 7
Brood Development
Positive
0.10
0.52
Total Monoterpenes day 12
Brood Development
Positive
0.27
0.07
Total Sesquiterpenes day 0
Brood Development
Positive
0.04
0.78
Total Sesquiterpenes day 7
Brood Development
Positive
0.11
0.47
Total Sesquiterpenes day 12
Brood Development
Negative
-0.02
0.89
P-Pinene/8-3-Carene day 0
Brood Development
Positive
0.26
0.08
P-Pinene/5-3-Carene day 7
Brood Development
Positive
0.17
0.26
P-Pinene/5-3-Carene day 12
Brood Development
Positive
0.06
0.70
Terpinolene/Myrcene day 0
Brood Development
Negative
-0.23
0.13
Terpinolene/Myrcene day 7
Brood Development
Negative
-0.28
0.06
Terpinolene/Myrcene day 12
Brood Development
Negative
-0.15
0.32
Lesion day 7
Par. Gall. Length
Positive
0.19
0.22
Lesion day 12
Par. Gall. Length
Positive
0.02
0.88
5-3-Carene day 0
Par. Gall. Length
Negative
-0.02
0.89
5-3-Carene day 7
Par. Gall. Length
Positive
0.17
0.27
8-3-Carene day 12
Par. Gall. Length
Positive
0.30
0.05
Limonene day 0
Par. Gall. Length
Negative
-0.10
0.50
Limonene day 7
Par. Gall. Length
Positive
0.01
0.94
Variable X
Variable Y
Terpineol day 0
Reproduced with permission of the copyright owner. Further reproduction prohibited without permission.
164
Table 11a:
P>r
Rel. (Pos/Neg)
r2
Par. Gal . Length
Positive
0.14
0.37
Myrcene day 0
Par. Gal . Length
Negative
-0.04
0.78
Myrcene day 7
Par. Gal . Length
Positive
0.08
0.61
Myrcene day 12
Par. Gal . Length
Positive
0.34
0.02
P-Phellandrene day 0
Par. Gal . Length
Positive
0.07
0.63
P-Phellandrene day 7
Par. Gal . Length
Positive
0.10
0.53
P-Phellandrene day 12
Par. Gal . Length
Positive
0.41
0.01
a-Pinene day 0
Par. Gal . Length
Negative
-0.02
0.91
a-Pinene day 7
Par. Gal . Length
Negative
-0.11
0.47
a-Pinene day 12
Par. Gal . Length
Positive
0.07
0.65
P-Pinene day 0
Par. Gal . Length
Negative
-0.08
0.61
P-Pinene day 7
Par. Gal . Length
Negative
-0.16
0.30
P-Pinene day 12
Par. Gal . Length
Positive
0.09
0.57
Terpineol day 0
Par. Gal . Length
Positive
0.13
0.41
Terpineol day 7
Par. Gal . Length
Positive
0.26
0.09
Terpineol day 12
Par. Gal . Length
Positive
0.28
0.07
Terpinolene day 0
Par. Gal . Length
Negative
-0.07
0.64
Terpinolene day 7
Par. Gal . Length
Positive
0.19
0.21
Terpinolene day 12
Par. Gal . Length
Positive
0.32
0.03
Total Terpenoids day 0
Par. Gal . Length
Positive
0.03
0.85
Total Terpenoids day 7
Par. Gal . Length
Positive
0.08
0.59
Total Terpenoids day 12
Par. Gal . Length
Positive
0.45
<0.01
Total Monoterpenes day 0
Par. Gal . Length
Positive
0.03
0.85
Total Monoterpenes day 7
Par. Gal . Length
Positive
0.08
0.59
Total Monoterpenes day 12
Par. Gal . Length
Positive
0.45
<0.01
Total Sesquiterpenes day 0
Par. Gal . Length
Positive
0.09
0.58
Total Sesquiterpenes day 7
Par. Gal . Length
Positive
0.26
0.09
Total Sesquiterpenes day 12
Par. Gal . Length
Positive
0.25
0.10
Variable X
Variable Y
Limonene day 12
Reproduced with permission of the copyright owner. Further reproduction prohibited without permission.
165
Table 11a:
P>r
Rel. (Pos/Neg)
r2
Par. Gall. Length
Positive
0.10
0.50
P-Pinene/S-3-Carene day 7
Par. Gall. Length
Positive
0.17
0.27
p-Pinene/5-3-Carene day 12
Par. Gall. Length
Positive
0.01
0.95
Terpinolene/Myrcene day 0
Par. Gall. Length
Negative
-0.03
0.83
Terpinolene/Myrcene day 7
Par. Gall. Length
Positive
0.05
0.72
Terpinolene/Myrcene day 12
Par. Gall. Length
Positive
0.09
0.56
Lesion day 12
Lesion day 7
Positive
0.62
<0.001
5-3-Carene day 0
Lesion day 7
Positive
0.01
0.94
8-3-Carene day 7
Lesion day 7
Positive
0.10
0.51
5-3-Carene day 12
Lesion day 7
Positive
0.15
0.33
Limonene day 0
Lesion day 7
Negative
-0.09
0.54
Limonene day 7
Lesion day 7
Negative
-0.05
0.73
Limonene day 12
Lesion day 7
Positive
0.05
0.75
Myrcene day 0
Lesion day 7
Positive
0.10
0.50
Myrcene day 7
Lesion day 7
Positive
0.13
0.39
Myrcene day 12
Lesion day 7
Positive
0.15
0.32
P-Phellandrene day 0
Lesion day 7
Positive
0.16
0.30
P-Phellandrene day 7
Lesion day 7
Positive
0.12
0.43
P-Phellandrene day 12
Lesion day 7
Positive
0.23
0.13
a-Pinene day 0
Lesion day 7
Negative
-0.23
0.13
a-Pinene day 7
Lesion day 7
Negative
-0.23
0.12
a-Pinene day 12
Lesion day 7
Negative
-0.19
0.21
P-Pinene day 0
Lesion day 7
Negative
-0.26
0.09
P-Pinene day 7
Lesion day 7
Negative
-0.38
0.01
P-Pinene day 12
Lesion day 7
Negative
-0.24
0.12
Terpineol day 0
Lesion day 7
Positive
0.10
0.51
Terpineol day 7
Lesion day 7
Positive
0.30
0.05
Terpineol day 12
Lesion day 7
Positive
0.17
0.26
Variable X
Variable Y
P-Pinene/8-3-Carene day 0
Reproduced with permission of the copyright owner. Further reproduction prohibited without permission.
166
Table 11a:
P>r
Variable X
Variable Y
Rel. (Pos/Neg)
A"2
Terpinolene day 0
Lesion day 7
Negative
-0.05
0.77
Terpinolene day 7
Lesion day 7
Positive
0.03
0.85
Terpinolene day 12
Lesion day 7
Positive
0.16
0.29
Total Terpenoids day 0
Lesion day 7
Positive
0.03
0.83
Total Terpenoids day 7
Lesion day 7
Positive
0.00
0.99
Total Terpenoids day 12
Lesion day 7
Positive
0.13
0.41
Total Monoterpenes day 0
Lesion day 7
Positive
0.03
0.83
Total Monoterpenes day 7
Lesion day 7
Positive
0.00
0.99
Total Monoterpenes day 12
Lesion day 7
Positive
0.13
0.41
Total Sesquiterpenes day 0
Lesion day 7
Positive
0.16
0.29
Total Sesquiterpenes day 7
Lesion day 7
Positive
0.12
0.45
Total Sesquiterpenes day 12
Lesion day 7
Negative
-0.01
0.93
(3-Pinene/8-3-Carene day 0
Lesion day 7
Negative
-0.33
0.03
P-Pinene/5-3-Carene day 7
Lesion day 7
Positive
0.05
0.72
(3-Pinene/5-3-Carene day 12
Lesion day 7
Negative
-0.40
0.01
Terpinolene/Myrcene day 0
Lesion day 7
Negative
-0.25
0.09
Terpinolene/Myrcene day 7
Lesion day 7
Negative
-0.04
0.80
Terpinolene/Myrcene day 12
Lesion day 7
Positive
0.03
0.83
8-3-Carene day 0
Lesion day 12
Positive
0.06
0.71
5-3-Carene day 7
Lesion day 12
Positive
0.15
0.34
8-3-Carene day 12
Lesion day 12
Positive
0.04
0.79
Limonene day 0
Lesion day 12
Negative
-0.22
0.14
Limonene day 7
Lesion day 12
Negative
-0.07
0.63
Limonene day 12
Lesion day 12
Negative
-0.21
0.16
Myrcene day 0
Lesion day 12
Positive
0.23
0.12
Myrcene day 7
Lesion day 12
Positive
0.47
<0.01
Myrcene day 12
Lesion day 12
Positive
0.11
0.46
P-Phellandrene day 0
Lesion day 12
Positive
0.28
0.06
Reproduced with permission of the copyright owner. Further reproduction prohibited without permission.
167
Table 11a:
Rel. (Pos/Neg)
r2
P>r
Lesion day 12
Positive
0.50
<0.01
P-Phellandrene day 12
Lesion day 12
Positive
0.22
0.15
a-Pinene day 0
Lesion day 12
Negative
-0.14
0.37
a-Pinene day 7
Lesion day 12
Negative
-0.06
0.70
a-Pinene day 12
Lesion day 12
Negative
-0.21
0.17
P-Pinene day 0
Lesion day 12
Negative
-0.09
0.56
P-Pinene day 7
Lesion day 12
Negative
-0.06
0.71
P-Pinene day 12
Lesion day 12
Negative
-0.21
0.17
Terpineol day 0
Lesion day 12
Positive
0.17
0.26
Terpineol day 7
Lesion day 12
Positive
0.23
0.12
Terpineol day 12
Lesion day 12
Positive
0.08
0.60
Terpinolene day 0
Lesion day 12
Positive
0.10
0.50
Terpinolene day 7
Lesion day 12
Positive
0.12
0.44
Terpinolene day 12
Lesion day 12
Positive
0.07
0.66
Total Terpenoids day 0
Lesion day 12
Positive
0.17
0.27
Total Terpenoids day 7
Lesion day 12
Positive
0.41
<0.01
Total Terpenoids day 12
Lesion day 12
Positive
0.07
0.65
Total Monoterpenes day 0
Lesion day 12
Positive
0.17
0.27
Total Monoterpenes day 7
Lesion day 12
Positive
0.41
<0.01
Total Monoterpenes day 12
Lesion day 12
Positive
0.07
0.65
Total Sesquiterpenes day 0
Lesion day 12
Positive
0.21
0.16
Total Sesquiterpenes day 7
Lesion day 12
Positive
0.07
0.63
Total Sesquiterpenes day 12
Lesion day 12
Negative
-0.03
0.86
P-Pinene/8-3-Carene day 0
Lesion day 12
Negative
-0.28
0.06
P-Pinene/S-3-Carene day 7
Lesion day 12
Positive
0.02
0.92
P-Pinene/5-3-Carene day 12
Lesion day 12
Negative
-0.16
0.29
Terpinolene/Myrcene day 0
Lesion day 12
Negative
-0.15
0.34
Terpinolene/Myrcene day 7
Lesion day 12
Negative
-0.06
0.68
Variable X
Variable Y
P-Phellandrene day 7
Reproduced with permission of the copyright owner. Further reproduction prohibited without permission.
168
Table 11a:
P>r
Rel. (Pos/Neg)
r2
Lesion day 12
Positive
0.00
0.98
5-3-Carene day 7
5-3-Carene day 0
Positive
0.74
<0.001
5-3-Carene day 12
5-3-Carene day 0
Positive
0.66
<0.001
Limonene day 0
5-3-Carene day 0
Positive
0.23
0.13
Limonene day 7
5-3-Carene day 0
Positive
0.13
0.39
Limonene day 12
5-3-Carene day 0
Positive
0.17
0.27
Myrcene day 0
5-3-Carene day 0
Positive
0.44
<0.01
Myrcene day 7
5-3-Carene day 0
Positive
0.21
0.17
Myrcene day 12
5-3-Carene day 0
Positive
0.31
0.04
P-Phellandrene day 0
8-3-Carene day 0
Positive
0.46
<0.01
P-Phellandrene day 7
5-3-Carene day 0
Positive
0.04
0.80
P-Phellandrene day 12
5-3-Carene day 0
Positive
0.14
0.37
a-Pinene day 0
5-3-Carene day 0
Positive
0.17
0.27
a-Pinene day 7
5-3-Carene day 0
Negative
-0.17
0.25
a-Pinene day 12
5-3-Carene day 0
Negative
-0.15
0.34
P-Pinene day 0
5-3-Carene day 0
Positive
0.10
0.50
P-Pinene day 7
5-3-Carene day 0
Negative
-0.15
0.33
P-Pinene day 12
5-3-Carene day 0
Negative
-0.19
0.21
Terpineol day 0
5-3-Carene day 0
Positive
0.18
0.24
Terpineol day 7
5-3-Carene day 0
Negative
-0.04
0.79
Terpineol day 12
5-3-Carene day 0
Positive
0.26
0.09
Terpinolene day 0
5-3-Carene day 0
Positive
0.43
<0.01
Terpinolene day 7
5-3-Carene day 0
Positive
0.43
<0.01
Terpinolene day 12
5-3-Carene day 0
Positive
0.40
0.01
Total Terpenoids day 0
5-3-Carene day 0
Positive
0.56
<0.001
Total Terpenoids day 7
5-3-Carene day 0
Positive
0.17
0.26
Total Terpenoids day 12
5-3-Carene day 0
Positive
0.24
0.11
Total Monoterpenes day 0
5-3-Carene day 0
Positive
0.56
<0.001
Variable X
Variable Y
Terpinolene/Myrcene day 12
Reproduced with permission of the copyright owner. Further reproduction prohibited without permission.
169
Table 11a:
Rel. (Pos/Neg)
r2
8-3-Carene day 0
Positive
0.17
0.26
Total Monoterpenes day 12
8-3-Carene day 0
Positive
0.24
0.11
Total Sesquiterpenes day 0
8-3-Carene day 0
Positive
0.45
<0.01
Total Sesquiterpenes day 7
8-3-Carene day 0
Negative
-0.06
0.72
Total Sesquiterpenes day 12
8-3-Carene day 0
Positive
0.12
0.43
P-Pinene/S-3-Carene day 0
8-3-Carene day 0
Negative
-0.12
0.42
P-Pinene/S-3-Carene day 7
8-3-Carene day 0
Negative
-0.10
0.50
(3-Pinene/8-3-Carene day 12
8-3-Carene day 0
Negative
-0.50
<0.001
Terpinolene/Myrcene day 0
8-3-Carene day 0
Positive
0.16
0.30
Terpinolene/Myrcene day 7
8-3-Carene day 0
Positive
0.24
0.12
Terpinolene/Myrcene day 12
8-3-Carene day 0
Positive
0.15
0.33
8-3-Carene day 12
8-3-Carene day 7
Positive
0.71
<0.001
Limonene day 0
8-3-Carene day 7
Negative
-0.10
0.52
Limonene day 7
8-3-Carene day 7
Positive
0.08
0.61
Limonene day 12
8-3-Carene day 7
Positive
0.01
0.92
Myrcene day 0
8-3-Carene day 7
Positive
0.24
0.12
Myrcene day 7
5-3-Carene day 7
Positive
0.54
<0.001
Myrcene day 12
8-3-Carene day 7
Positive
0.40
0.01
P-Phellandrene day 0
8-3-Carene day 7
Positive
0.29
0.05
P-Phellandrene day 7
8-3-Carene day 7
Positive
0.36
0.02
P-Phellandrene day 12
8-3-Carene day 7
Positive
0.27
0.08
a-Pinene day 0
5-3-Carene day 7
Negative
-0.08
0.60
a-Pinene day 7
5-3-Carene day 7
Negative
-0.23
0.13
a-Pinene day 12
5-3-Carene day 7
Negative
-0.23
0.13
P-Pinene day 0
8-3-Carene day 7
Negative
-0.03
0.84
P-Pinene day 7
8-3-Carene day 7
Negative
-0.07
0.62
P-Pinene day 12
8-3-Carene day 7
Negative
-0.17
0.27
Terpineol day 0
8-3-Carene day 7
Positive
0.15
0.32
Variable X
Variable Y
Total Monoterpenes day 7
Reproduced with permission of the copyright owner. Further reproduction prohibited without permission.
P>r
170
Table 11a:
P>r
Rel. (Pos/Neg)
r2
5-3-Carene day 7
Positive
0.18
0.24
Terpineol day 12
5-3-Carene day 7
Positive
0.18
0.24
Terpinolene day 0
5-3-Carene day 7
Positive
0.12
0.42
Terpinolene day 7
5-3-Carene day 7
Positive
0.57
<0.001
Terpinolene day 12
8-3-Carene day 7
Positive
0.36
0.02
Total Terpenoids day 0
5-3-Carene day 7
Positive
0.29
0.05
Total Terpenoids day 7
5-3-Carene day 7
Positive
0.50
<0.01
Total Terpenoids day 12
5-3-Carene day 7
Positive
0.32
0.03
Total Monoterpenes day 0
5-3-Carene day 7
Positive
0.29
0.05
Total Monoterpenes day 7
5-3-Carene day 7
Positive
0.50
<0.01
Total Monoterpenes day 12
8-3-Carene day 7
Positive
0.32
0.03
Total Sesquiterpenes day 0
5-3-Carene day 7
Positive
0.32
0.03
Total Sesquiterpenes day 7
5-3-Carene day 7
Positive
0.16
0.31
Total Sesquiterpenes day 12
5-3-Carene day 7
Positive
0.05
0.75
P-Pinene/S-3-Carene day 0
5-3-Carene day 7
Negative
-0.06
0.71
P-Pinene/S-3-Carene day 7
5-3-Carene day 7
Negative
-0.10
0.51
P-Pinene/S-3-Carene day 12
5-3-Carene day 7
Negative
-0.46
<0.01
Terpinolene/Myrcene day 0
5-3-Carene day 7
Positive
0.15
0.33
Terpinolene/Myrcene day 7
5-3-Carene day 7
Positive
0.12
0.45
Terpinolene/Myrcene day 12
5-3-Carene day 7
Positive
0.03
0.82
Limonene day 0
8-3-Carene day 12
Negative
-0.14
0.35
Limonene day 7
8-3-Carene day 12
Negative
-0.19
0.20
Limonene day 12
8-3-Carene day 12
Positive
0.01
0.97
Myrcene day 0
8-3-Carene day 12
Positive
0.15
0.32
Myrcene day 7
8-3-Carene day 12
Positive
0.08
0.60
Myrcene day 12
8-3-Carene day 12
Positive
0.67
<0.001
P-Phellandrene day 0
8-3-Carene day 12
Positive
0.23
0.13
p-Phellandrene day 7
8-3-Carene day 12
Negative
-0.06
0.72
Variable X
Variable Y
Terpineol day 7
Reproduced with permission of the copyright owner. Further reproduction prohibited without permission.
171
Table 11a:
Rel. (Pos/Neg)
r2
P>r
5-3-Carene day 12
Positive
0.50
<0.01
a-Pinene day 0
8-3-Carene day 12
Negative
-0.04
0.80
a-Pinene day 7
8-3-Carene day 12
Negative
-0.32
0.03
a-Pinene day 12
8-3-Carene day 12
Negative
-0.03
0.84
P-Pinene day 0
8-3-Carene day 12
Negative
-0.16
0.28
P-Pinene day 7
8-3-Carene day 12
Negative
-0.30
0.05
P-Pinene day 12
8-3-Carene day 12
Positive
0.00
0.98
Terpineol day 0
8-3-Carene day 12
Negative
-0.07
0.65
Terpineol day 7
8-3-Carene day 12
Positive
0.01
0.95
Terpineol day 12
8-3-Carene day 12
Positive
0.21
0.17
Terpinolene day 0
8-3-Carene day 12
Positive
0.18
0.24
Terpinolene day 7
8-3-Carene day 12
Positive
0.31
0.04
Terpinolene day 12
5-3-Carene day 12
Positive
0.60
<0.001
Total Terpenoids day 0
8-3-Carene day 12
Positive
0.21
0.16
Total Terpenoids day 7
8-3-Carene day 12
Positive
0.01
0.97
Total Terpenoids day 12
8-3-Carene day 12
Positive
0.67
<0.001
Total Monoterpenes day 0
8-3-Carene day 12
Positive
0.21
0.16
Total Monoterpenes day 7
8-3-Carene day 12
Positive
0.01
0.97
Total Monoterpenes day 12
8-3-Carene day 12
Positive
0.67
<0.001
Total Sesquiterpenes day 0
8-3-Carene day 12
Positive
0.23
0.12
Total Sesquiterpenes day 7
8-3-Carene day 12
Negative
-0.01
0.95
Total Sesquiterpenes day 12
5-3-Carene day 12
Positive
0.02
0.90
P-Pinene/8-3-Carene day 0
5-3-Carene day 12
Negative
-0.27
0.07
P-Pinene/5-3-Carene day 7
5-3-Carene day 12
Negative
-0.15
0.31
p-Pinene/5-3-Carene day 12
5-3-Carene day 12
Negative
-0.63
<0.001
Terpinolene/Myrcene day 0
5-3-Carene day 12
Positive
0.29
0.05
Terpinolene/Myrcene day 7
5-3-Carene day 12
Positive
0.19
0.22
Terpinolene/Myrcene day 12
8-3-Carene day 12
Positive
0.08
0.60
Variable X
Variable Y
P-Phellandrene day 12
Reproduced with permission of the copyright owner. Further reproduction prohibited without permission.
172
Table 11a:
Rel. (Pos/Neg)
r2
P>r
Limonene day 0
Positive
0.83
<0.001
Limonene day 12
Limonene day 0
Positive
0.85
<0.001
Myrcene day 0
Limonene day 0
Positive
0.24
0.11
Myrcene day 7
Limonene day 0
Negative
-0.10
0.51
Myrcene day 12
Limonene day 0
Negative
-0.16
0.29
P-Phellandrene day 0
Limonene day 0
Positive
0.10
0.51
P-Phellandrene day 7
Limonene day 0
Negative
-0.21
0.17
p-Phellandrene day 12
Limonene day 0
Negative
-0.27
0.07
a-Pinene day 0
Limonene day 0
Positive
0.17
0.25
a-Pinene day 7
Limonene day 0
Negative
-0.01
0.95
a-Pinene day 12
Limonene day 0
Negative
-0.01
0.94
P-Pinene day 0
Limonene day 0
Positive
0.09
0.55
P-Pinene day 7
Limonene day 0
Negative
-0.10
0.52
P-Pinene day 12
Limonene day 0
Negative
-0.14
0.35
Terpineol day 0
Limonene day 0
Positive
0.34
0.02
Terpineol day 7
Limonene day 0
Negative
-0.03
0.83
Terpineol day 12
Limonene day 0
Positive
0.06
0.67
Terpinolene day 0
Limonene day 0
Positive
0.24
0.11
Terpinolene day 7
Limonene day 0
Negative
-0.06
0.67
Terpinolene day 12
Limonene day 0
Negative
-0.18
0.25
Total Terpenoids day 0
Limonene day 0
Positive
0.27
0.08
Total Terpenoids day 7
Limonene day 0
Negative
-0.16
0.29
Total Terpenoids day 12
Limonene day 0
Negative
-0.23
0.13
Total Monoterpenes day 0
Limonene day 0
Positive
0.27
0.08
Total Monoterpenes day 7
Limonene day 0
Negative
-0.16
0.28
Total Monoterpenes day 12
Limonene day 0
Negative
-0.23
0.13
Total Sesquiterpenes day 0
Limonene day 0
Positive
0.18
0.24
Total Sesquiterpenes day 7
Limonene day 0
Positive
0.12
0.42
Variable X
Variable Y
Limonene day 7
Reproduced with permission of the copyright owner. Further reproduction prohibited without permission.
173
Table 11a:
P>r
Rel. (Pos/Neg)
r2
Limonene day 0
Positive
0.01
0.97
P-Pinene/5-3-Carene day 0
Limonene day 0
Positive
0.10
0.50
P-Pinene/5-3-Carene day 7
Limonene day 0
Negative
-0.05
0.74
P-Pinene/5-3-Carene day 12
Limonene day 0
Negative
-0.07
0.65
Terpinolene/Myrcene day 0
Limonene day 0
Negative
-0.13
0.40
Terpinolene/Myrcene day 7
Limonene day 0
Negative
-0.04
0.79
Terpinolene/Myrcene day 12
Limonene day 0
Positive
0.00
0.98
Limonene day 12
Limonene day 7
Positive
0.86
<0.001
Myrcene day 0
Limonene day 7
Positive
0.11
0.48
Myrcene day 7
Limonene day 7
Positive
0.26
0.08
Myrcene day 12
Limonene day 7
Negative
-0.14
0.35
P-Phellandrene day 0
Limonene day 7
Positive
0.03
0.85
P-Phellandrene day 7
Limonene day 7
Positive
0.18
0.24
p-Phellandrene day 12
Limonene day 7
Negative
-0.16
0.28
a-Pinene day 0
Limonene day 7
Negative
-0.12
0.45
a-Pinene day 7
Limonene day 7
Negative
-0.11
0.47
a-Pinene day 12
Limonene day 7
Negative
-0.23
0.12
P-Pinene day 0
Limonene day 7
Negative
-0.06
0.69
P-Pinene day 7
Limonene day 7
Negative
-0.07
0.63
P-Pinene day 12
Limonene day 7
Negative
-0.25
0.09
Terpineol day 0
Limonene day 7
Positive
0.26
0.08
Terpineol day 7
Limonene day 7
Positive
0.04
0.79
Terpineol day 12
Limonene day 7
Negative
-0.07
0.65
Terpinolene day 0
Limonene day 7
Positive
0.06
0.70
Terpinolene day 7
Limonene day 7
Positive
0.12
0.42
Terpinolene day 12
Limonene day 7
Negative
-0.25
0.10
Total Terpenoids day 0
Limonene day 7
Positive
0.10
0.50
Total Terpenoids day 7
Limonene day 7
Positive
0.20
0.19
Variable X
Variable Y
Total Sesquiterpenes day 12
Reproduced with permission of the copyright owner. Further reproduction prohibited without permission.
174
Table 11a:
P>r
Rel. (Pos/Neg)
r2
Limonene day 7
Negative
-0.24
0.12
Total Monoterpenes day 0
Limonene day 7
Positive
0.10
0.50
Total Monoterpenes day 7
Limonene day 7
Positive
0.20
0.19
Total Monoterpenes day 12
Limonene day 7
Negative
-0.24
0.12
Total Sesquiterpenes day 0
Limonene day 7
Positive
0.09
0.57
Total Sesquiterpenes day 7
Limonene day 7
Positive
0.28
0.07
Total Sesquiterpenes day 12
Limonene day 7
Negative
-0.01
0.97
P-Pinene/8-3-Carene day 0
Limonene day 7
Positive
0.11
0.49
P-Pinene/5-3-Carene day 7
Limonene day 7
Negative
-0.03
0.86
p-Pinene/S-3-Carene day 12
Limonene day 7
Negative
-0.04
0.79
Terpinolene/Myrcene day 0
Limonene day 7
Negative
-0.15
0.34
Terpinolene/Myrcene day 7
Limonene day 7
Negative
-0.08
0.62
Terpinolene/Myrcene day 12
Limonene day 7
Negative
-0.08
0.60
Myrcene day 0
Limonene day 12
Positive
0.08
0.60
Myrcene day 7
Limonene day 12
Negative
-0.01
0.92
Myrcene day 12
Limonene day 12
Positive
0.08
0.61
p-Phellandrene day 0
Limonene day 12
Negative
-0.03
0.84
P-Phellandrene day 7
Limonene day 12
Negative
-0.11
0.46
P-Phellandrene day 12
Limonene day 12
Positive
0.02
0.91
a-Pinene day 0
Limonene day 12
Negative
-0.10
0.50
a-Pinene day 7
Limonene day 12
Negative
-0.20
0.18
a-Pinene day 12
Limonene day 12
Negative
-0.11
0.47
P-Pinene day 0
Limonene day 12
Negative
-0.14
0.36
P-Pinene day 7
Limonene day 12
Negative
-0.24
0.11
P-Pinene day 12
Limonene day 12
Negative
-0.13
0.40
Terpineol day 0
Limonene day 12
Positive
0.19
0.22
Terpineol day 7
Limonene day 12
Negative
-0.05
0.77
Terpineol day 12
Limonene day 12
Positive
0.02
0.92
Variable X
Variable Y
Total Terpenoids day 12
Reproduced with permission of the copyright owner. Further reproduction prohibited without permission.
175
Table 11a:
P>r
Rel. (Pos/Neg)
r2
Limonene day 12
Positive
0.03
0.84
Terpinolene day 7
Limonene day 12
Negative
-0.01
0.94
Terpinolene day 12
Limonene day 12
Negative
-0.14
0.34
Total Terpenoids day 0
Limonene day 12
Positive
0.06
0.71
Total Terpenoids day 7
Limonene day 12
Negative
-0.12
0.45
Total Terpenoids day 12
Limonene day 12
Positive
0.02
0.90
Total Monoterpenes day 0
Limonene day 12
Positive
0.06
0.72
Total Monoterpenes day 7
Limonene day 12
Negative
-0.12
0.45
Total Monoterpenes day 12
Limonene day 12
Positive
0.02
0.90
Total Sesquiterpenes day 0
Limonene day 12
Positive
0.07
0.64
Total Sesquiterpenes day 7
Limonene day 12
Positive
0.18
0.24
Total Sesquiterpenes day 12
Limonene day 12
Negative
-0.03
0.86
P-Pinene/5-3-Carene day 0
Limonene day 12
Positive
0.03
0.83
P-Pinene/5-3-Carene day 7
Limonene day 12
Negative
-0.08
0.62
P-Pinene/5-3-Carene day 12
Limonene day 12
Negative
-0.20
0.18
Terpinolene/Myrcene day 0
Limonene day 12
Negative
-0.09
0.54
Terpinolene/Myrcene day 7
Limonene day 12
Negative
-0.09
0.57
Terpinolene/Myrcene day 12
Limonene day 12
Negative
-0.14
0.37
Myrcene day 7
Myrcene day 0
Positive
0.41
0.01
Myrcene day 12
Myrcene day 0
Positive
0.46
<0.01
P-Phellandrene day 0
Myrcene day 0
Positive
0.81
<0.001
P-Phellandrene day 7
Myrcene day 0
Positive
0.25
0.10
P-Phellandrene day 12
Myrcene day 0
Positive
0.27
0.07
a-Pinene day 0
Myrcene day 0
Positive
0.46
<0.01
a-Pinene day 7
Myrcene day 0
Positive
0.11
0.47
a-Pinene day 12
Myrcene day 0
Positive
0.06
0.69
P-Pinene day 0
Myrcene day 0
Positive
0.33
0.03
P-Pinene day 7
Myrcene day 0
Negative
-0.06
0.72
Variable X
Variable Y
Terpinolene day 0
Reproduced with permission of the copyright owner. Further reproduction prohibited without permission.
176
Table 11a:
P>r
Rel. (Pos/Neg)
r2
Myrcene day 0
Negative
-0.17
0.26
Terpineol day 0
Myrcene day 0
Positive
0.62
<0.001
Terpineol day 7
Myrcene day 0
Positive
0.28
0.06
Terpineol day 12
Myrcene day 0
Positive
0.47
<0.01
Terpinolene day 0
Myrcene day 0
Positive
0.50
<0.001
Terpinolene day 7
Myrcene day 0
Positive
0.20
0.18
Terpinolene day 12
Myrcene day 0
Positive
0.17
0.26
Total Terpenoids day 0
Myrcene day 0
Positive
0.84
<0.001
Total Terpenoids day 7
Myrcene day 0
Positive
0.28
0.07
Total Terpenoids day 12
Myrcene day 0
Positive
0.24
0.12
Total Monoterpenes day 0
Myrcene day 0
Positive
0.84
<0.001
Total Monoterpenes day 7
Myrcene day 0
Positive
0.28
0.07
Total Monoterpenes day 12
Myrcene day 0
Positive
0.24
0.12
Total Sesquiterpenes day 0
Myrcene day 0
Positive
0.73
<0.001
Total Sesquiterpenes day 7
Myrcene day 0
Positive
0.22
0.15
Total Sesquiterpenes day 12
Myrcene day 0
Positive
0.40
0.01
P-Pinene/5-3-Carene day 0
Myrcene day 0
Positive
0.14
0.35
P-Pinene/S-3-Carene day 7
Myrcene day 0
Negative
-0.06
0.68
P-Pinene/5-3-Carene day 12
Myrcene day 0
Negative
-0.12
0.45
Terpinolene/Myrcene day 0
Myrcene day 0
Negative
-0.19
0.22
Terpinolene/Myrcene day 7
Myrcene day 0
Positive
0.01
0.96
Terpinolene/Myrcene day 12
Myrcene day 0
Negative
-0.01
0.93
Myrcene day 12
Myrcene day 7
Positive
0.35
0.02
P-Phellandrene day 0
Myrcene day 7
Positive
0.41
0.01
P-Phellandrene day 7
Myrcene day 7
Positive
0.92
<0.001
P-Phellandrene day 12
Myrcene day 7
Positive
0.39
0.01
a-Pinene day 0
Myrcene day 7
Negative
-0.12
0.45
a-Pinene day 7
Myrcene day 7
Negative
-0.03
0.85
Variable X
Variable Y
P-Pinene day 12
Reproduced with permission of the copyright owner. Further reproduction prohibited without permission.
177
Table 11a:
P>r
Rel. (Pos/Neg)
r2
Myrcene day 7
Negative
-0.27
0.07
P-Pinene day 0
Myrcene day 7
Positive
0.08
0.62
P-Pinene day 7
Myrcene day 7
Positive
0.23
0.13
P-Pinene day 12
Myrcene day 7
Negative
-0.17
0.26
Terpineol day 0
Myrcene day 7
Positive
0.27
0.07
Terpineol day 7
Myrcene day 7
Positive
0.27
0.07
Terpineol day 12
Myrcene day 7
Positive
0.08
0.58
Terpinolene day 0
Myrcene day 7
Positive
0.02
0.91
Terpinolene day 7
Myrcene day 7
Positive
0.39
0.01
Terpinolene day 12
Myrcene day 7
Negative
-0.05
0.74
Total Terpenoids day 0
Myrcene day 7
Positive
0.32
0.03
Total Terpenoids day 7
Myrcene day 7
Positive
0.95
<0.001
Total Terpenoids day 12
Myrcene day 7
Positive
0.21
0.16
Total Monoterpenes day 0
Myrcene day 7
Positive
0.32
0.03
Total Monoterpenes day 7
Myrcene day 7
Positive
0.95
<0.001
Total Monoterpenes day 12
Myrcene day 7
Positive
0.21
0.17
Total Sesquiterpenes day 0
Myrcene day 7
Positive
0.31
0.04
Total Sesquiterpenes day 7
Myrcene day 7
Positive
0.32
0.03
Total Sesquiterpenes day 12
Myrcene day 7
Positive
0.06
0.70
P-Pinene/5-3-Carene day 0
Myrcene day 7
Positive
0.02
0.91
P-Pinene/8-3-Carene day 7
Myrcene day 7
Positive
0.00
0.99
p-Pinene/5-3-Carene day 12
Myrcene day 7
Negative
-0.05
0.73
Terpinolene/Myrcene day 0
Myrcene day 7
Negative
-0.13
0.39
Terpinolene/Myrcene day 7
Myrcene day 7
Negative
-0.21
0.16
Terpinolene/Myrcene day 12
Myrcene day 7
Negative
-0.23
0.13
P-Phellandrene day 0
Myrcene day 12
Positive
0.39
0.01
P-Phellandrene day 7
Myrcene day 12
Positive
0.24
0.12
P-Phellandrene day 12
Myrcene day 12
Positive
0.88
<0.001
Variable X
Variable Y
a-Pinene day 12
Reproduced with permission of the copyright owner. Further reproduction prohibited without permission.
178
Table 11a:
P>r
Rel. (Pos/Neg)
r2
Myrcene day 12
Positive
0.03
0.84
a-Pinene day 7
Myrcene day 12
Negative
-0.18
0.24
a-Pinene day 12
Myrcene day 12
Positive
0.11
0.47
P-Pinene day 0
Myrcene day 12
Negative
-0.07
0.63
P-Pinene day 7
Myrcene day 12
Negative
-0.19
0.21
P-Pinene day 12
Myrcene day 12
Positive
0.12
0.43
Terpineol day 0
Myrcene day 12
Positive
0.10
0.52
Terpineol day 7
Myrcene day 12
Positive
0.04
0.77
Terpineol day 12
Myrcene day 12
Positive
0.31
0.04
Terpinolene day 0
Myrcene day 12
Positive
0.21
0.17
Terpinolene day 7
Myrcene day 12
Positive
0.14
0.36
Terpinolene day 12
Myrcene day 12
Positive
0.41
0.01
Total Terpenoids day 0
Myrcene day 12
Positive
0.32
0.03
Total Terpenoids day 7
Myrcene day 12
Positive
0.21
0.16
Total Terpenoids day 12
Myrcene day 12
Positive
0.92
<0.001
Total Monoterpenes day 0
Myrcene day 12
Positive
0.32
0.03
Total Monoterpenes day 7
Myrcene day 12
Positive
0.21
0.16
Total Monoterpenes day 12
Myrcene day 12
Positive
0.92
<0.001
Total Sesquiterpenes day 0
Myrcene day 12
Positive
0.39
0.01
Total Sesquiterpenes day 7
Myrcene day 12
Positive
0.07
0.63
Total Sesquiterpenes day 12
Myrcene day 12
Positive
0.23
0.12
P-Pinene/5-3-Carene day 0
Myrcene day 12
Negative
-0.15
0.33
P-Pinene/8-3-Carene day 7
Myrcene day 12
Negative
-0.14
0.37
P-Pinene/5-3-Carene day 12
Myrcene day 12
Negative
-0.38
0.01
Terpinolene/Myrcene day 0
Myrcene day 12
Positive
0.14
0.35
Terpinolene/Myrcene day 7
Myrcene day 12
Negative
-0.06
0.72
Terpinolene/Myrcene day 12
Myrcene day 12
Negative
-0.19
0.22
P-Phellandrene day 7
P-Phellandrene day 0
Positive
0.38
0.01
Variable X
Variable Y
a-Pinene day 0
Reproduced with permission of the copyright owner. Further reproduction prohibited without permission.
179
Table 11a:
Rel. (Pos/Neg)
r2
P>r
P-Phellandrene day 0
Positive
0.41
<0.01
a-Pinene day 0
P-Phellandrene day 0
Positive
0.29
0.06
a-Pinene day 7
P-Phellandrene day 0
Negative
-0.10
0.50
a-Pinene day 12
P-Phellandrene day 0
Negative
-0.16
0.30
P-Pinene day 0
P-Phellandrene day 0
Positive
0.46
<0.01
P-Pinene day 7
P-Phellandrene day 0
Negative
-0.02
0.92
P-Pinene day 12
P-Phellandrene day 0
Negative
-0.12
0.44
Terpineol day 0
P-Phellandrene day 0
Positive
0.52
<0.001
Terpineol day 7
P-Phellandrene day 0
Positive
0.19
0.21
Terpineol day 12
P-Phellandrene day 0
Positive
0.43
<0.01
Terpinolene day 0
P-Phellandrene day 0
Positive
0.42
<0.01
Terpinolene day 7
P-Phellandrene day 0
Positive
0.21
0.16
Terpinolene day 12
P-Phellandrene day 0
Positive
0.18
0.24
Total Terpenoids day 0
P-Phellandrene day 0
Positive
0.94
<0.001
Total Terpenoids day 7
P-Phellandrene day 0
Positive
0.37
0.01
Total Terpenoids day 12
p-Phellandrene day 0
Positive
0.32
0.03
Total Monoterpenes day 0
p-Phellandrene day 0
Positive
0.94
<0.001
Total Monoterpenes day 7
P-Phellandrene day 0
Positive
0.36
0.01
Total Monoterpenes day 12
P-Phellandrene day 0
Positive
0.32
0.03
Total Sesquiterpenes day 0
p-Phellandrene day 0
Positive
0.66
<0.001
Total Sesquiterpenes day 7
P-Phellandrene day 0
Positive
0.18
0.23
Total Sesquiterpenes day 12
P-Phellandrene day 0
Positive
0.36
0.02
P-Pinene/5-3-Carene day 0
p-Phellandrene day 0
Negative
-0.04
0.78
P-Pinene/8-3-Carene day 7
P-Phellandrene day 0
Positive
0.02
0.90
P-Pinene/8-3-Carene day 12
P-Phellandrene day 0
Negative
-0.18
0.25
Terpinolene/Myrcene day 0
P-Phellandrene day 0
Negative
-0.15
0.31
Terpinolene/Myrcene day 7
P-Phellandrene day 0
Negative
-0.01
0.95
Terpinolene/Myrcene day 12
P-Phellandrene day 0
Negative
-0.05
0.73
Variable X
Variable Y
p-Phellandrene day 12
Reproduced with permission of the copyright owner. Further reproduction prohibited without permission.
180
Table 11a:
Rel. (Pos/Neg)
r2
P>r
p-Phellandrene day 7
Positive
0.42
<0.01
a-Pinene day 0
p-Phellandrene day 7
Negative
-0.23
0.12
a-Pinene day 7
p-Phellandrene day 7
Negative
-0.10
0.50
a-Pinene day 12
p-Phellandrene day 7
Negative
-0.37
0.01
P-Pinene day 0
p-Phellandrene day 7
Positive
0.08
0.62
P-Pinene day 7
P-Phellandrene day 7
Positive
0.25
0.10
P-Pinene day 12
p-Phellandrene day 7
Negative
-0.16
0.30
Terpineol day 0
p-Phellandrene day 7
Positive
0.17
0.27
Terpineol day 7
P-Phellandrene day 7
Positive
0.17
0.26
Terpineol day 12
P-Phellandrene day 7
Positive
0.01
0.93
Terpinolene day 0
P-Phellandrene day 7
Negative
-0.07
0.67
Terpinolene day 7
P-Phellandrene day 7
Positive
0.26
0.08
Terpinolene day 12
p-Phellandrene day 7
Negative
-0.13
0.39
Total Terpenoids day 0
P-Phellandrene day 7
Positive
0.24
0.11
Total Terpenoids day 7
P-Phellandrene day 7
Positive
0.94
<0.001
Total Terpenoids day 12
P-Phellandrene day 7
Positive
0.17
0.26
Total Monoterpenes day 0
P-Phellandrene day 7
Positive
0.24
0.11
Total Monoterpenes day 7
P-Phellandrene day 7
Positive
0.94
<0.001
Total Monoterpenes day 12
p-Phellandrene day 7
Positive
0.17
0.26
Total Sesquiterpenes day 0
P-Phellandrene day 7
Positive
0.19
0.22
Total Sesquiterpenes day 7
p-Phellandrene day 7
Positive
0.27
0.08
Total Sesquiterpenes day 12
p-Phellandrene day 7
Positive
0.07
0.65
P-Pinene/8-3-Carene day 0
p-Phellandrene day 7
Positive
0.03
0.86
P-Pinene/5-3-Carene day 7
P-Phellandrene day 7
Negative
-0.01
0.93
P-Pinene/5-3-Carene day 12
P-Phellandrene day 7
Positive
0.08
0.62
Terpinolene/Myrcene dayO
P-Phellandrene day 7
Negative
-0.18
0.23
Terpinolene/Myrcene day 7
P-Phellandrene day 7
Negative
-0.27
0.07
Terpinolene/Myrcene day 12
P-Phellandrene day 7
Negative
-0.25
0.10
Variable X
Variable Y
p-Phellandrene day 12
Reproduced with permission of the copyright owner. Further reproduction prohibited without permission.
181
Table 11a:
P>r
Rel. (Pos/Neg)
r2
P-Phellandrene day 12
Negative
-0.12
0.44
a-Pinene day 7
P-Phellandrene day 12
Negative
-0.22
0.15
a-Pinene day 12
P-Phellandrene day 12
Negative
-0.01
0.97
P-Pinene day 0
p-Phellandrene day 12
Negative
-0.04
0.77
P-Pinene day 7
P-Phellandrene day 12
Negative
-0.15
0.34
P-Pinene day 12
P-Phellandrene day 12
Positive
0.10
0.51
Terpineol day 0
P-Phellandrene day 12
Positive
0.03
0.85
Terpineol day 7
P-Phellandrene day 12
Negative
-0.03
0.83
Terpineol day 12
P-Phellandrene day 12
Positive
0.18
0.23
Terpinolene day 0
P-Phellandrene day 12
Positive
0.04
0.77
Terpinolene day 7
P-Phellandrene day 12
Positive
0.01
0.97
Terpinolene day 12
P-Phellandrene day 12
Positive
0.22
0.14
Total Terpenoids day 0
P-Phellandrene day 12
Positive
0.26
0.08
Total Terpenoids day 7
P-Phellandrene day 12
Positive
0.32
0.03
Total Terpenoids day 12
P-Phellandrene day 12
Positive
0.91
<0.001
Total Monoterpenes day 0
P-Phellandrene day 12
Positive
0.26
0.08
Total Monoterpenes day 7
P-Phellandrene day 12
Positive
0.32
0.03
Total Monoterpenes day 12
P-Phellandrene day 12
Positive
0.91
<0.001
Total Sesquiterpenes day 0
P-Phellandrene day 12
Positive
0.28
0.07
Total Sesquiterpenes day 7
P-Phellandrene day 12
Positive
0.04
0.79
Total Sesquiterpenes day 12
P-Phellandrene day 12
Positive
0.12
0.43
P-Pinene/8-3-Carene day 0
P-Phellandrene day 12
Negative
-0.24
0.12
P-Pinene/8-3-Carene day 7
P-Phellandrene day 12
Negative
-0.11
0.47
P-Pinene/8-3-Carene day 12
P-Phellandrene day 12
Negative
-0.32
0.03
Terpinolene/Myrcene day 0
P-Phellandrene day 12
Positive
0.04
0.80
Terpinolene/Myrcene day 7
P-Phellandrene day 12
Negative
-0.23
0.13
Terpinolene/Myrcene day 12
P-Phellandrene day 12
Negative
-0.32
0.03
a-Pinene day 7
a-Pinene day 0
Positive
0.75
<0.001
Variable X
Variable Y
a-Pinene day 0
Reproduced with permission of the copyright owner. Further reproduction prohibited without permission.
182
Table 11a:
Rel. (Pos/Neg)
r2
P>r
a-Pinene day 0
Positive
0.79
<0.001
P-Pinene day 0
a-Pinene day 0
Positive
0.43
<0.01
p-Pinene day 7
a-Pinene day 0
Positive
0.10
0.51
P-Pinene day 12
a-Pinene day 0
Positive
0.06
0.71
Terpineol day 0
a-Pinene day 0
Positive
0.52
<0.001
Terpineol day 7
a-Pinene day 0
Positive
0.17
0.27
Terpineol day 12
a-Pinene day 0
Positive
0.34
0.02
Terpinolene day 0
a-Pinene day 0
Positive
0.51
<0.001
Terpinolene day 7
a-Pinene day 0
Negative
-0.07
0.67
Terpinolene day 12
a-Pinene day 0
Positive
0.08
0.61
Total Terpenoids day 0
a-Pinene day 0
Positive
0.52
<0.001
Total Terpenoids day 7
a-Pinene day 0
Negative
-0.07
0.64
Total Terpenoids day 12
a-Pinene day 0
Positive
0.07
0.63
Total Monoterpenes day 0
a-Pinene day 0
Positive
0.52
<0.001
Total Monoterpenes day 7
a-Pinene day 0
Negative
-0.07
0.64
Total Monoterpenes day 12
a-Pinene day 0
Positive
0.07
0.64
Total Sesquiterpenes day 0
a-Pinene day 0
Positive
0.45
<0.01
Total Sesquiterpenes day 7
a-Pinene day 0
Negative
-0.01
0.93
Total Sesquiterpenes day 12
a-Pinene day 0
Positive
0.28
0.06
P-Pinene/8-3-Carene day 0
a-Pinene day 0
Positive
0.10
0.50
P-Pinene/5-3-Carene day 7
a-Pinene day 0
Positive
0.07
0.66
P-Pinene/8-3-Carene day 12
a-Pinene day 0
Positive
0.06
0.69
Terpinolene/Myrcene day 0
a-Pinene day 0
Positive
0.01
0.95
Terpinolene/Myrcene day 7
a-Pinene day 0
Positive
0.05
0.76
Terpinolene/Myrcene day 12
a-Pinene day 0
Positive
0.09
0.55
a-Pinene day 12
a-Pinene day 7
Positive
0.81
<0.001
P-Pinene day 0
a-Pinene day 7
Positive
0.13
0.39
P-Pinene day 7
a-Pinene day 7
Positive
0.20
0.18
Variable X
Variable Y
a-Pinene day 12
Reproduced with permission of the copyright owner. Further reproduction prohibited without permission.
183
Table 11a:
Rel. (Pos/Neg)
r2
a-Pinene day 7
Negative
-0.05
0.74
Terpineol day 0
a-Pinene day 7
Positive
0.33
0.03
Terpineol day 7
a-Pinene day 7
Positive
0.10
0.53
Terpineol day 12
a-Pinene day 7
Positive
0.05
0.73
Terpinolene day 0
a-Pinene day 7
Positive
0.14
0.37
Terpinolene day 7
a-Pinene day 7
Negative
-0.23
0.12
Terpinolene day 12
a-Pinene day 7
Negative
-0.22
0.14
Total Terpenoids day 0
a-Pinene day 7
Positive
0.06
0.69
Total Terpenoids day 7
a-Pinene day 7
Positive
0.05
0.75
Total Terpenoids day 12
a-Pinene day 7
Negative
-0.13
0.39
Total Monoterpenes day 0
a-Pinene day 7
Positive
0.06
0.69
Total Monoterpenes day 7
a-Pinene day 7
Positive
0.05
0.75
Total Monoterpenes day 12
a-Pinene day 7
Negative
-0.13
0.39
Total Sesquiterpenes day 0
a-Pinene day 7
Positive
0.18
0.24
Total Sesquiterpenes day 7
a-Pinene day 7
Negative
-0.08
0.59
Total Sesquiterpenes day 12
a-Pinene day 7
Negative
-0.02
0.88
P-Pinene/S-3-Carene day 0
a-Pinene day 7
Positive
0.17
0.25
P-Pinene/S-3-Carene day 7
a-Pinene day 7
Negative
-0.03
0.84
P-Pinene/5-3-Carene day 12
a-Pinene day 7
Positive
0.24
0.11
Terpinolene/Myrcene day 0
a-Pinene day 7
Positive
0.04
0.81
Terpinolene/Myrcene day 7
a-Pinene day 7
Negative
-0.16
0.29
Terpinolene/Myrcene day 12
a-Pinene day 7
Negative
-0.10
0.52
P-Pinene day 0
a-Pinene day 12
Positive
0.06
0.71
P-Pinene day 7
a-Pinene day 12
Positive
0.00
1.00
P-Pinene day 12
a-Pinene day 12
Positive
0.16
0.28
Terpineol day 0
a-Pinene day 12
Positive
0.25
0.10
Terpineol day 7
a-Pinene day 12
Positive
0.03
0.83
Terpineol day 12
a-Pinene day 12
Positive
0.13
0.39
Variable X
Variable Y
P-Pinene day 12
Reproduced with permission of the copyright owner. Further reproduction prohibited without permission.
P>r
184
Table 11a:
P>r
Rel. (Pos/Neg)
r2
a-Pinene day 12
Positive
0.24
0.11
Terpinolene day 7
a-Pinene day 12
Negative
-0.25
0.10
Terpinolene day 12
a-Pinene day 12
Positive
0.03
0.85
Total Terpenoids day 0
a-Pinene day 12
Positive
0.02
0.87
Total Terpenoids day 7
a-Pinene day 12
Negative
-0.24
0.11
Total Terpenoids day 12
a-Pinene day 12
Positive
0.22
0.15
Total Monoterpenes day 0
a-Pinene day 12
Positive
0.02
0.88
Total Monoterpenes day 7
a-Pinene day 12
Negative
-0.24
0.11
Total Monoterpenes day 12
a-Pinene day 12
Positive
0.22
0.15
Total Sesquiterpenes day 0
a-Pinene day 12
Positive
0.15
0.33
Total Sesquiterpenes day 7
a-Pinene day 12
Negative
-0.14
0.34
Total Sesquiterpenes day 12
a-Pinene day 12
Positive
0.10
0.53
P-Pinene/8-3-Carene day 0
a-Pinene day 12
Negative
-0.02
0.91
P-Pinene/S-3-Carene day 7
a-Pinene day 12
Negative
-0.03
0.84
P-Pinene/S-3-Carene day 12
a-Pinene day 12
Positive
0.04
0.81
Terpinolene/Myrcene day 0
a-Pinene day 12
Positive
0.11
0.48
Terpinolene/Myrcene day 7
a-Pinene day 12
Negative
-0.02
0.88
Terpinolene/Myrcene day 12
a-Pinene day 12
Negative
-0.01
0.97
p-Pinene day 7
P-Pinene day 0
Positive
0.65
<0.001
P-Pinene day 12
P-Pinene day 0
Positive
0.55
<0.001
Terpineol day 0
p-Pinene day 0
Positive
0.35
0.02
Terpineol day 7
p-Pinene day 0
Positive
0.07
0.63
Terpineol day 12
p-Pinene day 0
Positive
0.33
0.03
Terpinolene day 0
P-Pinene day 0
Positive
0.28
0.06
Terpinolene day 7
P-Pinene day 0
Negative
-0.11
0.47
Terpinolene day 12
P-Pinene day 0
Negative
-0.06
0.69
Total Terpenoids day 0
P-Pinene day 0
Positive
0.60
<0.001
Total Terpenoids day 7
P-Pinene day 0
Positive
0.20
0.19
Variable X
Variable Y
Terpinolene day 0
Reproduced with permission of the copyright owner. Further reproduction prohibited without permission.
185
Table 11a:
Rel. (Pos/Neg)
r2
p-Pinene day 0
Positive
0.05
0.74
Total Monoterpenes day 0
P-Pinene day 0
Positive
0.60
<0.001
Total Monoterpenes day 7
P-Pinene day 0
Positive
0.20
0.19
Total Monoterpenes day 12
P-Pinene day 0
Positive
0.05
0.75
Total Sesquiterpenes day 0
P-Pinene day 0
Positive
0.19
0.22
Total Sesquiterpenes day 7
P-Pinene day 0
Positive
0.02
0.90
Total Sesquiterpenes day 12
P-Pinene day 0
Positive
0.13
0.40
(3-Pinene/8-3-Carene day 0
P-Pinene day 0
Positive
0.14
0.34
P-Pinene/S-3-Carene day 7
p-Pinene day 0
Positive
0.48
<0.01
P-Pinene/5-3-Carene day 12
P-Pinene day 0
Positive
0.38
0.01
Terpinolene/Myrcene day 0
p-Pinene day 0
Negative
-0.08
0.60
Terpinolene/Myrcene day 7
P-Pinene day 0
Negative
-0.17
0.26
Terpinolene/Myrcene day 12
p-Pinene day 0
Negative
-0.01
0.95
p-Pinene day 12
P-Pinene day 7
Positive
0.68
<0.001
Terpineol day 0
P-Pinene day 7
Positive
0.03
0.87
Terpineol day 7
P-Pinene day 7
Negative
-0.06
0.70
Terpineol day 12
p-Pinene day 7
Negative
-0.07
0.64
Terpinolene day 0
p-Pinene day 7
Negative
-0.03
0.86
Terpinolene day 7
P-Pinene day 7
Negative
-0.14
0.37
Terpinolene day 12
P-Pinene day 7
Negative
-0.21
0.17
Total Terpenoids day 0
p-Pinene day 7
Positive
0.07
0.63
Total Terpenoids day 7
P-Pinene day 7
Positive
0.41
<0.01
Total Terpenoids day 12
P-Pinene day 7
Negative
-0.06
0.69
Total Monoterpenes day 0
P-Pinene day 7
Positive
0.08
0.62
Total Monoterpenes day 7
P-Pinene day 7
Positive
0.41
<0.01
Total Monoterpenes day 12
P-Pinene day 7
Negative
-0.06
0.70
Total Sesquiterpenes dayO
P-Pinene day 7
Negative
-0.13
0.39
Total Sesquiterpenes day 7
P-Pinene day 7
Negative
-0.09
0.54
Variable X
Variable Y
Total Terpenoids day 12
Reproduced with permission of the copyright owner. Further reproduction prohibited without permission.
P>r
186
Table 11a:
r2
P>r
Variable X
Variable Y
Total Sesquiterpenes day 12
p-Pinene day 7
Negative
-0.22
0.14
(3-Pinene/5-3-Carene day 0
p-Pinene day 7
Positive
0.18
0.24
P-Pinene/5-3-Carene day 7
p-Pinene day 7
Positive
0.21
0.16
P-Pinene/8-3-Carene day 12
p-Pinene day 7
Positive
0.60
<0.001
Terpinolene/Myrcene day 0
P-Pinene day 7
Positive
0.12
0.44
Terpinolene/Myrcene day 7
P-Pinene day 7
Negative
-0.27
0.08
Terpinolene/Myrcene day 12
P-Pinene day 7
Negative
-0.09
0.56
Terpineol day 0
P-Pinene day 12
Negative
-0.12
0.43
Terpineol day 7
P-Pinene day 12
Negative
-0.10
0.53
Terpineol day 12
p-Pinene day 12
Positive
0.16
0.29
Terpinolene day 0
P-Pinene day 12
Positive
0.01
0.96
Terpinolene day 7
P-Pinene day 12
Negative
-0.23
0.13
Terpinolene day 12
P-Pinene day 12
Positive
0.05
0.75
Total Terpenoids day 0
p-Pinene day 12
Negative
-0.03
0.82
Total Terpenoids day 7
P-Pinene day 12
Negative
-0.06
0.70
Total Terpenoids day 12
P-Pinene day 12
Positive
0.34
0.02
Total Monoterpenes day 0
P-Pinene day 12
Negative
-0.03
0.83
Total Monoterpenes day 7
P-Pinene day 12
Negative
-0.06
0.71
Total Monoterpenes day 12
P-Pinene day 12
Positive
0.34
0.02
Total Sesquiterpenes day 0
P-Pinene day 12
Negative
-0.19
0.21
Total Sesquiterpenes day 7
P-Pinene day 12
Negative
-0.17
0.27
Total Sesquiterpenes day 12
P-Pinene day 12
Negative
-0.01
0.93
P-Pinene/5-3-Carene day 0
P-Pinene day 12
Positive
0.00
0.99
P-Pinene/5-3-Carene day 7
P-Pinene day 12
Positive
0.23
0.12
P-Pinene/8-3-Carene day 12
P-Pinene day 12
Positive
0.41
0.01
Terpinolene/Myrcene day 0
P-Pinene day 12
Positive
0.17
0.27
Terpinolene/Myrcene day 7
P-Pinene day 12
Negative
-0.11
0.45
Terpinolene/Myrcene day 12
P-Pinene day 12
Negative
-0.03
0.85
Rel. (Pos/Neg)
Reproduced with permission of the copyright owner. Further reproduction prohibited without permission.
187
Table 11a:
Rel. (Pos/Neg)
r2
P>r
Terpineol day 0
Positive
0.55
<0.001
Terpineol day 12
Terpineol day 0
Positive
0.61
<0.001
Terpinolene day 0
Terpineol day 0
Positive
0.37
0.01
Terpinolene day 7
Terpineol day 0
Positive
0.11
0.49
Terpinolene day 12
Terpineol day 0
Positive
0.02
0.92
Total Terpenoids day 0
Terpineol day 0
Positive
0.62
<0.001
Total Terpenoids day 7
Terpineol day 0
Positive
0.25
0.10
Total Terpenoids day 12
Terpineol day 0
Positive
0.04
0.79
Total Monoterpenes day 0
Terpineol day 0
Positive
0.62
<0.001
Total Monoterpenes day 7
Terpineol day 0
Positive
0.25
0.10
Total Monoterpenes day 12
Terpineol day 0
Positive
0.04
0.80
Total Sesquiterpenes day 0
Terpineol day 0
Positive
0.63
<0.001
Total Sesquiterpenes day 7
Terpineol day 0
Positive
0.43
<0.01
Total Sesquiterpenes day 12
Terpineol day 0
Positive
0.41
0.01
P-Pinene/S-3-Carene day 0
Terpineol day 0
Positive
0.23
0.13
p-Pinene/8-3-Carene day 7
Terpineol day 0
Negative
-0.11
0.48
P-Pinene/5-3-Carene day 12
Terpineol day 0
Positive
0.11
0.47
Terpinolene/Myrcene day 0
Terpineol day 0
Negative
-0.17
0.28
Terpinolene/Myrcene day 7
Terpineol day 0
Negative
-0.08
0.61
Terpinolene/Myrcene day 12
Terpineol day 0
Positive
0.05
0.76
Terpineol day 12
Terpineol day 7
Positive
0.60
<0.001
Terpinolene day 0
Terpineol day 7
Positive
0.10
0.51
Terpinolene day 7
Terpineol day 7
Positive
0.12
0.44
Terpinolene day 12
Terpineol day 7
Positive
0.10
0.53
Total Terpenoids day 0
Terpineol day 7
Positive
0.19
0.21
Total Terpenoids day 7
Terpineol day 7
Positive
0.20
0.20
Total Terpenoids day 12
Terpineol day 7
Negative
-0.02
0.87
Total Monoterpenes day 0
Terpineol day 7
Positive
0.19
0.21
Variable X
Variable Y
Terpineol day 7
Reproduced with permission of the copyright owner. Further reproduction prohibited without permission.
188
Table 11a:
P>r
Rel. (Pos/Neg)
r2
Terpineol day 7
Positive
0.20
0.20
Total Monoterpenes day 12
Terpineol day 7
Negative
-0.03
0.87
Total Sesquiterpenes day 0
Terpineol day 7
Positive
0.23
0.13
Total Sesquiterpenes day 7
Terpineol day 7
Positive
0.58
<0.001
Total Sesquiterpenes day 12
Terpineol day 7
Positive
0.32
0.03
P-Pinene/5-3-Carene day 0
Terpineol day 7
Positive
0.23
0.12
P-Pinene/8-3-Carene day 7
Terpineol day 7
Positive
0.04
0.79
(3-Pinene/8-3-Carene day 12
Terpineol day 7
Positive
0.07
0.67
Terpinolene/Myrcene day 0
Terpineol day 7
Negative
-0.23
0.13
Terpinolene/Myrcene day 7
Terpineol day 7
Negative
-0.10
0.50
Terpinolene/Myrcene day 12
Terpineol day 7
Positive
0.09
0.56
Terpinolene day 0
Terpineol day 12
Positive
0.27
0.07
Terpinolene day 7
Terpineol day 12
Positive
0.02
0.87
Terpinolene day 12
Terpineol day 12
Positive
0.22
0.14
Total Terpenoids day 0
Terpineol day 12
Positive
0.48
<0.01
Total Terpenoids day 7
Terpineol day 12
Positive
0.04
0.78
Total Terpenoids day 12
Terpineol day 12
Positive
0.28
0.06
Total Monoterpenes day 0
Terpineol day 12
Positive
0.48
<0.01
Total Monoterpenes day 7
Terpineol day 12
Positive
0.04
0.78
Total Monoterpenes day 12
Terpineol day 12
Positive
0.28
0.06
Total Sesquiterpenes day 0
Terpineol day 12
Positive
0.45
<0.01
Total Sesquiterpenes day 7
Terpineol day 12
Positive
0.34
0.02
Total Sesquiterpenes day 12
Terpineol day 12
Positive
0.65
<0.001
P-Pinene/S-3-Carene day 0
Terpineol day 12
Positive
0.21
0.16
P-Pinene/8-3-Carene day 7
Terpineol day 12
Positive
0.10
0.52
P-Pinene/8-3-Carene day 12
Terpineol day 12
Positive
0.09
0.54
Terpinolene/Myrcene day 0
Terpineol day 12
Negative
-0.07
0.64
Terpinolene/Myrcene day 7
Terpineol day 12
Negative
-0.04
0.80
Variable X
Variable Y
Total Monoterpenes day 7
Reproduced with permission of the copyright owner. Further reproduction prohibited without permission.
189
Table 11a:
P>r
Rel. (Pos/Neg)
r2
Terpineol day 12
Positive
0.05
0.76
Terpinolene day 7
Terpinolene day 0
Positive
0.39
0.01
Terpinolene day 12
Terpinolene day 0
Positive
0.60
<0.001
Total Terpenoids day 0
Terpinolene day 0
Positive
0.57
<0.001
Total Terpenoids day 7
Terpinolene day 0
Positive
0.02
0.88
Total Terpenoids day 12
Terpinolene day 0
Positive
0.18
0.24
Total Monoterpenes day 0
Terpinolene day 0
Positive
0.57
<0.001
Total Monoterpenes day 7
Terpinolene day 0
Positive
0.02
0.89
Total Monoterpenes day 12
Terpinolene day 0
Positive
0.18
0.24
Total Sesquiterpenes day 0
Terpinolene day 0
Positive
0.52
<0.001
Total Sesquiterpenes day 7
Terpinolene day 0
Positive
0.04
0.79
Total Sesquiterpenes day 12
Terpinolene day 0
Positive
0.45
<0.01
P-Pinene/5-3-Carene day 0
Terpinolene day 0
Negative
-0.10
0.52
P-Pinene/8-3-Carene day 7
Terpinolene day 0
Positive
0.06
0.70
P-Pinene/S-3-Carene day 12
Terpinolene day 0
Negative
-0.04
0.80
Terpinolene/Myrcene day 0
Terpinolene day 0
Positive
0.17
0.27
Terpinolene/Myrcene day 7
Terpinolene day 0
Positive
0.52
<0.001
Terpinolene/Myrcene day 12
Terpinolene day 0
Positive
0.58
<0.001
Terpinolene day 12
Terpinolene day 7
Positive
0.63
<0.001
Total Terpenoids day 0
Terpinolene day 7
Positive
0.21
0.18
Total Terpenoids day 7
Terpinolene day 7
Positive
0.35
0.02
Total Terpenoids day 12
Terpinolene day 7
Positive
0.04
0.81
Total Monoterpenes day 0
Terpinolene day 7
Positive
0.20
0.18
Total Monoterpenes day 7
Terpinolene day 7
Positive
0.35
0.02
Total Monoterpenes day 12
Terpinolene day 7
Positive
0.04
0.81
Total Sesquiterpenes dayO
Terpinolene day 7
Positive
0.34
0.02
Total Sesquiterpenes day 7
Terpinolene day 7
Positive
0.33
0.03
Total Sesquiterpenes day 12
Terpinolene day 7
Positive
0.32
0.03
Variable X
Variable Y
Terpinolene/Myrcene day 12
Reproduced with permission of the copyright owner. Further reproduction prohibited without permission.
190
Table 11a:
P>r
Rel. (Pos/Neg)
r2
Terpinolene day 7
Negative
-0.04
0.80
P-Pinene/8-3-Carene day 7
Terpinolene day 7
Positive
0.03
0.86
p-Pinene/5-3-Carene day 12
Terpinolene day 7
Negative
-0.16
0.28
Terpinolene/Myrcene day 0
Terpinolene day 7
Positive
0.12
0.44
Terpinolene/Myrcene day 7
Terpinolene day 7
Positive
0.76
<0.001
Terpinolene/Myrcene day 12
Terpinolene day 7
Positive
0.58
<0.001
Total Terpenoids day 0
Terpinolene day 12
Positive
0.20
0.18
Total Terpenoids day 7
Terpinolene day 12
Negative
-0.07
0.64
Total Terpenoids day 12
Terpinolene day 12
Positive
0.41
<0.01
Total Monoterpenes day 0
Terpinolene day 12
Positive
0.20
0.18
Total Monoterpenes day 7
Terpinolene day 12
Negative
-0.07
0.64
Total Monoterpenes day 12
Terpinolene day 12
Positive
0.41
0.01
Total Sesquiterpenes day 0
Terpinolene day 12
Positive
0.32
0.03
Total Sesquiterpenes day 7
Terpinolene day 12
Positive
0.20
0.18
Total Sesquiterpenes day 12
Terpinolene day 12
Positive
0.39
0.01
P-Pinene/5-3-Carene day 0
Terpinolene day 12
Negative
-0.14
0.37
P-Pinene/S-3-Carene day 7
Terpinolene day 12
Positive
0.08
0.61
P-Pinene/8-3-Carene day 12
Terpinolene day 12
Negative
-0.19
0.20
Terpinolene/Myrcene day 0
Terpinolene day 12
Positive
0.29
0.05
Terpinolene/Myrcene day 7
Terpinolene day 12
Positive
0.73
<0.001
Terpinolene/Myrcene day 12
Terpinolene day 12
Positive
0.77
<0.001
Total Terpenoids day 7
Total Terpenoids day 0
Positive
0.30
0.05
Total Terpenoids day 12
Total Terpenoids day 0
Positive
0.27
0.07
Total Monoterpenes day 0
Total Terpenoids day 0
Positive
1.00
<0.001
Total Monoterpenes day 7
Total Terpenoids day 0
Positive
0.30
0.05
Total Monoterpenes day 12
Total Terpenoids day 0
Positive
0.27
0.08
Total Sesquiterpenes day 0
Total Terpenoids day 0
Positive
0.70
<0.001
Total Sesquiterpenes day 7
Total Terpenoids day 0
Positive
0.16
0.30
Variable X
Variable Y
P-Pinene/8-3-Carene day 0
Reproduced with permission of the copyright owner. Further reproduction prohibited without permission.
191
Table 11a:
P>r
Rel. (Pos/Neg)
r2
Total Terpenoids day 0
Positive
0.38
0.01
P-Pinene/S-3-Carene day 0
Total Terpenoids day 0
Positive
0.01
0.95
P-Pinene/S-3-Carene day 7
Total Terpenoids day 0
Positive
0.08
0.60
P-Pinene/8-3-Carene day 12
Total Terpenoids day 0
Negative
-0.13
0.40
Terpinolene/Myrcene day 0
Total Terpenoids day 0
Negative
-0.11
0.45
Terpinolene/Myrcene day 7
Total Terpenoids day 0
Positive
0.03
0.85
Terpinolene/Myrcene day 12
Total Terpenoids day 0
Positive
0.03
0.84
Total Terpenoids day 12
Total Terpenoids day 7
Positive
0.16
0.29
Total Monoterpenes day 0
Total Terpenoids day 7
Positive
0.30
0.05
Total Monoterpenes day 7
Total Terpenoids day 7
Positive
1.00
<0.001
Total Monoterpenes day 12
Total Terpenoids day 7
Positive
0.16
0.29
Total Sesquiterpenes day 0
Total Terpenoids day 7
Positive
0.25
0.09
Total Sesquiterpenes day 7
Total Terpenoids day 7
Positive
0.26
0.08
Total Sesquiterpenes day 12
Total Terpenoids day 7
Positive
0.04
0.78
P-Pinene/5-3-Carene day 0
Total Terpenoids day 7
Positive
0.08
0.59
p-Pinene/8-3-Carene day 7
Total Terpenoids day 7
Positive
0.01
0.97
P-Pinene/5-3-Carene day 12
Total Terpenoids day 7
Positive
0.11
0.46
Terpinolene/Myrcene day 0
Total Terpenoids day 7
Negative
-0.08
0.59
Terpinolene/Myrcene day 7
Total Terpenoids day 7
Negative
-0.22
0.15
Terpinolene/Myrcene day 12
Total Terpenoids day 7
Negative
-0.18
0.22
Total Monoterpenes day 0
Total Terpenoids day 12
Positive
0.27
0.08
Total Monoterpenes day 7
Total Terpenoids day 12
Positive
0.16
0.29
Total Monoterpenes day 12
Total Terpenoids day 12
Positive
1.00
<0.001
Total Sesquiterpenes day 0
Total Terpenoids day 12
Positive
0.28
0.06
Total Sesquiterpenes day 7
Total Terpenoids day 12
Positive
0.00
0.98
Total Sesquiterpenes day 12
Total Terpenoids day 12
Positive
0.16
0.30
P-Pinene/8-3-Carene day 0
Total Terpenoids day 12
Negative
-0.25
0.10
P-Pinene/8-3-Carene day 7
Total Terpenoids day 12
Negative
-0.07
0.65
Variable X
Variable Y
Total Sesquiterpenes day 12
Reproduced with permission of the copyright owner. Further reproduction prohibited without permission.
192
Table 11a:
P>r
Rel. (Pos/Neg)
r2
Total Terpenoids day 12
Negative
-0.32
0.03
Terpinolene/Myrcene day 0
Total Terpenoids day 12
Positive
0.18
0.23
Terpinolene/Myrcene day 7
Total Terpenoids day 12
Negative
-0.10
0.53
Terpinolene/Myrcene day 12
Total Terpenoids day 12
Negative
-0.17
0.27
Total Monoterpenes day 7
Tota Monoterpenes day 0
Positive
0.30
0.05
Total Monoterpenes day 12
Tota Monoterpenes day 0
Positive
0.27
0.08
Total Sesquiterpenes day 0
Tota Monoterpenes day 0
Positive
0.70
<0.001
Total Sesquiterpenes day 7
Tota Monoterpenes day 0
Positive
0.16
0.30
Total Sesquiterpenes day 12
Tota Monoterpenes day 0
Positive
0.37
0.01
(3-Pinene/5-3-Carene day 0
Tota Monoterpenes day 0
Positive
0.01
0.96
(3-Pinene/5-3-Carene day 7
Tota Monoterpenes day 0
Positive
0.08
0.59
P-Pinene/8-3-Carene day 12
Tota Monoterpenes day 0
Negative
-0.13
0.40
Terpinolene/Myrcene day 0
Tota Monoterpenes day 0
Negative
-0.11
0.45
Terpinolene/Myrcene day 7
Tota Monoterpenes day 0
Positive
0.03
0.86
Terpinolene/Myrcene day 12
Tota Monoterpenes day 0
Positive
0.03
0.85
Total Monoterpenes day 12
Tota Monoterpenes day 7
Positive
0.16
0.29
Total Sesquiterpenes day 0
Tota Monoterpenes day 7
Positive
0.25
0.09
Total Sesquiterpenes day 7
Tota Monoterpenes day 7
Positive
0.26
0.08
Total Sesquiterpenes day 12
Tota Monoterpenes day 7
Positive
0.04
0.79
P-Pinene/5-3-Carene day 0
Tota Monoterpenes day 7
Positive
0.08
0.59
P-Pinene/8-3-Carene day 7
Tota Monoterpenes day 7
Positive
0.01
0.97
P-Pinene/S-3-Carene day 12
Tota Monoterpenes day 7
Positive
0.11
0.46
Terpinolene/Myrcene day 0
Tota Monoterpenes day 7
Negative
-0.08
0.59
Terpinolene/Myrcene day 7
Tota Monoterpenes day 7
Negative
-0.22
0.15
Terpinolene/Myrcene day 12
Tota Monoterpenes day 7
Negative
-0.19
0.22
Total Sesquiterpenes day 0
Total Monoterpenes day 12
Positive
0.28
0.06
Total Sesquiterpenes day 7
Total Monoterpenes day 12
Negative
-0.01
0.97
Total Sesquiterpenes day 12
Total Monoterpenes day 12
Positive
0.15
0.32
Variable X
Variable Y
(3-Pinene/8-3-Carene day 12
Reproduced with permission of the copyright owner. Further reproduction prohibited without permission.
193
Table 11a:
P>r
Rel. (Pos/Neg)
r2
Total Monoterpenes day 12
Negative
-0.25
0.10
P-Pinene/8-3-Carene day 7
Total Monoterpenes day 12
Negative
-0.07
0.65
P-Pinene/8-3-Carene day 12
Total Monoterpenes day 12
Negative
-0.32
0.03
Terpinolene/Myrcene day 0
Total Monoterpenes day 12
Positive
0.18
0.23
Terpinolene/Myrcene day 7
Total Monoterpenes day 12
Negative
-0.10
0.52
Terpinolene/Myrcene day 12
Total Monoterpenes day 12
Negative
-0.17
0.26
Total Sesquiterpenes day 7
Total Sesquiterpenes day 0
Positive
0.33
0.03
Total Sesquiterpenes day 12
Total Sesquiterpenes day 0
Positive
0.47
<0.01
P-Pinene/S-3-Carene day 0
Total Sesquiterpenes day 0
Positive
0.10
0.51
P-Pinene/S-3-Carene day 7
Total Sesquiterpenes day 0
Negative
-0.17
0.27
P-Pinene/S-3-Carene day 12
Total Sesquiterpenes day 0
Negative
-0.16
0.31
Terpinolene/Myrcene day 0
Total Sesquiterpenes day 0
Negative
-0.06
0.68
Terpinolene/Myrcene day 7
Total Sesquiterpenes dayO
Positive
0.18
0.24
Terpinolene/Myrcene day 12
Total Sesquiterpenes day 0
Positive
0.13
0.39
Total Sesquiterpenes day 12
Total Sesquiterpenes day 7
Positive
0.41
0.01
P-Pinene/S-3-Carene day 0
Total Sesquiterpenes day 7
Positive
0.28
0.07
P-Pinene/S-3-Carene day 7
Total Sesquiterpenes day 7
Negative
-0.03
0.86
P-Pinene/8-3-Carene day 12
Total Sesquiterpenes day 7
Positive
0.09
0.57
Terpinolene/Myrcene day 0
Total Sesquiterpenes day 7
Negative
-0.02
0.91
Terpinolene/Myrcene day 7
Total Sesquiterpenes day 7
Positive
0.05
0.75
Terpinolene/Myrcene day 12
Total Sesquiterpenes day 7
Positive
0.19
0.22
P-Pinene/8-3-Carene day 0
Total Sesquiterpenes day 12 Positive
0.29
0.05
P-Pinene/S-3-Carene day 7
Total Sesquiterpenes day 12 Positive
0.02
0.89
P-Pinene/8-3-Carene day 12
Total Sesquiterpenes day 12 Positive
0.17
0.27
Terpinolene/Myrcene day 0
Total Sesquiterpenes day 12 Negative
-0.04
0.80
Terpinolene/Myrcene day 7
Total Sesquiterpenes day 12 Positive
0.39
0.01
Terpinolene/Myrcene day 12
Total Sesquiterpenes day 12 Positive
0.36
0.02
P-Pinene/8-3-Carene day 7
P-Pinene/8-3-Carene day 0
0.01
0.92
Variable X
Variable Y
P-Pinene/5-3-Carene day 0
Positive
Reproduced with permission of the copyright owner. Further reproduction prohibited without permission.
194
Table 11a:
Rel. (Pos/Neg)
r2
P>r
P-Pinene/5-3-Carene day 0
Positive
0.63
<0.001
Terpinolene/Myrcene day 0
P-Pinene/8-3-Carene day 0
Negative
-0.08
0.62
Terpinolene/Myrcene day 7
P-Pinene/8-3-Carene day 0
Negative
-0.06
0.69
Terpinolene/Myrcene day 12
P-Pinene/5-3-Carene day 0
Positive
0.02
0.87
P-Pinene/S-3-Carene day 12
P-Pinene/5-3-Carene day 7
Positive
0.24
0.11
Terpinolene/Myrcene day 0
P-Pinene/5-3-Carene day 7
Positive
0.00
0.99
Terpinolene/Myrcene day 7
P-Pinene/5-3-Carene day 7
Positive
0.07
0.67
Terpinolene/Myrcene day 12
p-Pinene/5-3-Carene day 7
Positive
0.20
0.19
Terpinolene/Myrcene day 0
P-Pinene/5-3-Carene day 12 Positive
0.07
0.64
Terpinolene/Myrcene day 7
P-Pinene/8-3-Carene day 12 Negative
-0.05
0.76
Terpinolene/Myrcene day 12
P-Pinene/5-3-Carene day 12 Positive
0.16
0.31
Terpinolene/Myrcene day 7
Terpinolene/Myrcene day 0 Positive
0.22
0.14
Terpinolene/Myrcene day 12
Terpinolene/Myrcene day 0 Positive
0.18
0.24
Terpinolene/Myrcene day 12
Terpinolene/Myrcene day 7 Positive
0.83
<0.001
Rel. (Pos/Neg)
r2
P>r
Variable X
Variable Y
P-Pinene/5-3-Carene day 12
Table 11b:
Variable X
Variable Y
Tree Height
DBH
Positive
0.61
<0.001
Bark Texture
DBH
Positive
0.21
<0.001
MPB Pres. 06
DBH
Positive
0.08
0.02
MPB Pres. 07
DBH
Positive
0.12
<0.01
Mortality 06
DBH
Positive
0.17
<0.001
Mortality 07
DBH
Positive
0.12
<0.01
PT Class 07
DBH
Positive
0.11
<0.01
Hypersensitivity
DBH
Negative
-0.18
<0.01
Brood Development
DBH
Positive
0.24
<0.001
Par. Gall. Length
DBH
Positive
0.21
<0.001
Lesion day 7
DBH
Positive
0.10
<0.01
Reproduced with permission of the copyright owner. Further reproduction prohibited without permission.
195
Table 11b:
P>r
Rel. (Pos/Neg)
r2
DBH
Positive
0.03
0.41
8-3-Carene day 0
DBH
Negative
-0.09
0.01
5-3-Carene day 7
DBH
Positive
0.02
0.63
S-3-Carene day 12
DBH
Positive
0.07
0.03
Limonene day 0
DBH
Positive
0.00
0.94
Limonene day 7
DBH
Positive
0.10
<0.01
Limonene day 12
DBH
Positive
0.11
<0.01
Myrcene day 0
DBH
Negative
-0.02
0.60
Myrcene day 7
DBH
Positive
0.13
<0.001
Myrcene day 12
DBH
Positive
0.16
<0.001
P-Phellandrene day 0
DBH
Positive
0.00
0.92
P-Phellandrene day 7
DBH
Positive
0.10
<0.01
P-Phellandrene day 12
DBH
Positive
0.14
<0.001
a-Pinene day 0
DBH
Positive
0.02
0.66
a-Pinene day 7
DBH
Positive
0.12
<0.001
a-Pinene day 12
DBH
Positive
0.15
<0.001
P-Pinene day 0
DBH
Negative
-0.02
0.50
P-Pinene day 7
DBH
Positive
0.02
0.48
P-Pinene day 12
DBH
Positive
0.09
0.01
Terpineol day 0
DBH
Positive
0.03
0.36
Terpineol day 7
DBH
Positive
0.08
0.02
Terpineol day 12
DBH
Positive
0.04
0.21
Terpinolene day 0
DBH
Negative
-0.02
0.54
Terpinolene day 7
DBH
Positive
0.08
0.01
Terpinolene day 12
DBH
Positive
0.14
<0.001
Total Terpenoids day 0
DBH
Positive
0.00
0.93
Total Terpenoids day 7
DBH
Positive
0.12
<0.001
Total Terpenoids day 12
DBH
Positive
0.17
<0.001
Variable X
Variable Y
Lesion day 12
Reproduced with permission of the copyright owner. Further reproduction prohibited without permission.
196
Table 11b:
P>r
Rel. (Pos/Neg)
r2
DBH
Positive
0.00
0.95
Total Monoterpenes day 7
DBH
Positive
0.12
<0.001
Total Monoterpenes day 12
DBH
Positive
0.17
<0.001
Total Sesquiterpenes day 0
DBH
Positive
0.09
0.01
Total Sesquiterpenes day 7
DBH
Positive
0.07
0.04
Total Sesquiterpenes day 12
DBH
Positive
0.08
0.01
P-Pinene/5-3-Carene day 0
DBH
Positive
0.05
0.14
P-Pinene/5-3-Carene day 7
DBH
Positive
0.01
0.86
p-Pinene/8-3-Carene day 12
DBH
Positive
0.01
0.70
Terpinolene/Myrcene day 0
DBH
Negative
-0.01
0.82
Terpinolene/Myrcene day 7
DBH
Negative
-0.02
0.56
Terpinolene/Myrcene day 12
DBH
Positive
0.03
0.37
Bark Texture
Tree Height
Positive
0.13
<0.001
MPB Pres. 06
Tree Height
Positive
0.24
<0.001
MPB Pres. 07
Tree Height
Positive
0.27
<0.001
Mortality 06
Tree Height
Positive
0.19
<0.001
Mortality 07
Tree Height
Positive
0.23
<0.001
PT Class 07
Tree Height
Positive
0.04
0.22
Hypersensitivity
Tree Height
Negative
-0.05
0.38
Brood Development
Tree Height
Positive
0.20
<0.001
Par. Gall. Length
Tree Height
Positive
0.14
0.01
Lesion day 7
Tree Height
Negative
-0.04
0.30
Lesion day 12
Tree Height
Negative
-0.08
0.02
5-3-Carene day 0
Tree Height
Negative
-0.17
<0.001
5-3-Carene day 7
Tree Height
Negative
-0.03
0.42
5-3-Carene day 12
Tree Height
Negative
-0.03
0.42
Limonene day 0
Tree Height
Positive
0.00
0.89
Limonene day 7
Tree Height
Positive
0.10
<0.01
Variable X
Variable Y
Total Monoterpenes day 0
Reproduced with permission of the copyright owner. Further reproduction prohibited without permission.
197
Table 11b:
P>r
Variable X
Variable Y
Rel. (Pos/Neg)
r2
Limonene day 12
Tree Height
Positive
0.07
0.05
Myrcene day 0
Tree Height
Negative
-0.08
0.02
Myrcene day 7
Tree Height
Positive
0.07
0.03
Myrcene day 12
Tree Height
Positive
0.05
0.12
P-Phellandrene day 0
Tree Height
Negative
-0.07
0.03
P-Phellandrene day 7
Tree Height
Positive
0.08
0.02
P-Phellandrene day 12
Tree Height
Positive
0.07
0.04
a-Pinene day 0
Tree Height
Negative
-0.04
0.25
a-Pinene day 7
Tree Height
Positive
0.11
<0.01
a-Pinene day 12
Tree Height
Positive
0.08
0.02
P-Pinene day 0
Tree Height
Positive
-0.04
0.23
P-Pinene day 7
Tree Height
Positive
0.03
0.38
P-Pinene day 12
Tree Height
Positive
0.05
0.11
Terpineol day 0
Tree Height
Negative
-0.03
0.40
Terpineol day 7
Tree Height
Negative
-0.09
0.01
Terpineol day 12
Tree Height
Negative
-0.06
0.10
Terpinolene day 0
Tree Height
Negative
-0.06
0.09
Terpinolene day 7
Tree Height
Positive
0.00
0.98
Terpinolene day 12
Tree Height
Positive
0.02
0.59
Total Terpenoids day 0
Tree Height
Negative
-0.07
0.05
Total Terpenoids day 7
Tree Height
Positive
0.09
0.01
Total Terpenoids day 12
Tree Height
Positive
0.08
0.02
Total Monoterpenes day 0
Tree Height
Negative
-0.07
0.05
Total Monoterpenes day 7
Tree Height
Positive
0.09
0.01
Total Monoterpenes day 12
Tree Height
Positive
0.08
0.02
Total Sesquiterpenes dayO
Tree Height
Positive
0.04
0.25
Total Sesquiterpenes day 7
Tree Height
Positive
0.04
0.25
Total Sesquiterpenes day 12
Tree Height
Positive
0.01
0.86
Reproduced with permission of the copyright owner. Further reproduction prohibited without permission.
198
Table 11b:
Variable X
Variable Y
Rel. (Pos/Neg)
r2
P>r
P-Pinene/S-3-Carene day 0
Tree Height
Positive
0.10
<0.01
P-Pinene/5-3-Carene day 7
Tree Height
Positive
0.04
0.20
P-Pinene/8-3-Carene day 12
Tree Height
Positive
0.07
0.05
Terpinolene/Myrcene day 0
Tree Height
Positive
0.01
0.83
Terpinolene/Myrcene day 7
Tree Height
Negative
-0.08
0.02
Terpinolene/Myrcene day 12
Tree Height
Negative
-0.03
0.36
MPB Pres. 06
Bark Texture
Negative
-0.08
0.01
MPB Pres. 07
Bark Texture
Negative
-0.08
0.01
Mortality 06
Bark Texture
Positive
0.15
<0.01
Mortality 07
Bark Texture
Positive
0.02
0.58
PT Class 07
Bark Texture
Negative
-0.02
0.52
Hypersensitivity
Bark Texture
Negative
-0.11
0.07
Brood Development
Bark Texture
Positive
0.13
0.02
Par. Gall. Length
Bark Texture
Positive
0.06
0.34
Lesion day 7
Bark Texture
Positive
0.03
0.34
Lesion day 12
Bark Texture
Positive
0.10
<0.01
8-3-Carene day 0
Bark Texture
Negative
-0.03
0.43
8-3-Carene day 7
Bark Texture
Positive
0.06
0.08
8-3-Carene day 12
Bark Texture
Positive
0.05
0.15
Limonene day 0
Bark Texture
Negative
-0.05
0.13
Limonene day 7
Bark Texture
Positive
0.01
0.71
Limonene day 12
Bark Texture
Positive
0.00
0.89
Myrcene day 0
Bark Texture
Negative
-0.06
0.08
Myrcene day 7
Bark Texture
Positive
0.08
0.02
Myrcene day 12
Bark Texture
Positive
0.02
0.48
P-Phellandrene day 0
Bark Texture
Negative
-0.09
0.01
P-Phellandrene day 7
Bark Texture
Positive
0.08
0.03
P-Phellandrene day 12
Bark Texture
Positive
0.00
0.89
Reproduced with permission of the copyright owner. Further reproduction prohibited without permission.
199
Table 11b:
Rel. (Pos/Neg)
r2
Bark Texture
Negative
-0.05
0.15
a-Pinene day 7
Bark Texture
Positive
0.05
0.12
a-Pinene day 12
Bark Texture
Positive
0.02
0.65
P-Pinene day 0
Bark Texture
Negative
-0.01
0.79
P-Pinene day 7
Bark Texture
Positive
0.08
0.02
P-Pinene day 12
Bark Texture
Positive
0.05
0.13
Terpineol day 0
Bark Texture
Positive
0.00
0.98
Terpineol day 7
Bark Texture
Positive
0.08
0.02
Terpineol day 12
Bark Texture
Negative
-0.05
0.16
Terpinolene day 0
Bark Texture
Negative
-0.03
0.32
Terpinolene day 7
Bark Texture
Positive
0.06
0.10
Terpinolene day 12
Bark Texture
Positive
0.03
0.41
Total Terpenoids day 0
Bark Texture
Negative
-0.07
0.03
Total Terpenoids day 7
Bark Texture
Positive
0.09
0.01
Total Terpenoids day 12
Bark Texture
Positive
0.03
0.38
Total Monoterpenes day 0
Bark Texture
Negative
-0.07
0.03
Total Monoterpenes day 7
Bark Texture
Positive
0.09
0.01
Total Monoterpenes day 12
Bark Texture
Positive
0.03
0.38
Total Sesquiterpenes day 0
Bark Texture
Negative
-0.05
0.13
Total Sesquiterpenes day 7
Bark Texture
Negative
-0.07
0.04
Total Sesquiterpenes day 12
Bark Texture
Positive
0.03
0.45
p-Pinene/8-3-Carene day 0
Bark Texture
Positive
0.01
0.70
p-Pinene/5-3-Carene day 7
Bark Texture
Positive
0.02
0.62
P-Pinene/5-3-Carene day 12
Bark Texture
Positive
0.00
0.90
Terpinolene/Myrcene day 0
Bark Texture
Positive
0.02
0.57
Terpinolene/Myrcene day 7
Bark Texture
Negative
-0.01
0.70
Terpinolene/Myrcene day 12
Bark Texture
Positive
0.01
0.67
MPB Pres. 07
MPB Pres. 06
Positive
0.54
<0.001
Variable X
Variable Y
a-Pinene day 0
Reproduced with permission of the copyright owner. Further reproduction prohibited without permission.
P>r
200
Table 11b:
Rel. (Pos/Neg)
r2
P>r
MPB Pres. 06
Positive
0.36
<0.001
Mortality 07
MPB Pres. 06
Positive
0.47
<0.001
PT Class 07
MPB Pres. 06
Negative
-0.05
0.11
Hypersensitivity
MPB Pres. 06
Negative
-0.09
0.13
Brood Development
MPB Pres. 06
Positive
0.19
<0.01
Par. Gall. Length
MPB Pres. 06
Positive
0.15
0.01
Lesion day 7
MPB Pres. 06
Positive
0.02
0.49
Lesion day 12
MPB Pres. 06
Negative
-0.04
0.22
5-3-Carene day 0
MPB Pres. 06
Negative
-0.11
<0.01
5-3-Carene day 7
MPB Pres. 06
Negative
-0.09
0.01
5-3-Carene day 12
MPB Pres. 06
Negative
-0.06
0.09
Limonene day 0
MPB Pres. 06
Positive
0.06
0.08
Limonene day 7
MPB Pres. 06
Positive
0.06
0.09
Limonene day 12
MPB Pres. 06
Positive
0.07
0.03
Myrcene day 0
MPB Pres. 06
Negative
-0.01
0.80
Myrcene day 7
MPB Pres. 06
Positive
0.00
0.90
Myrcene day 12
MPB Pres. 06
Positive
0.02
0.51
P-Phellandrene day 0
MPB Pres. 06
Positive
0.04
0.27
P-Phellandrene day 7
MPB Pres. 06
Positive
0.03
0.33
p-Phellandrene day 12
MPB Pres. 06
Positive
0.06
0.06
a-Pinene day 0
MPB Pres. 06
Negative
-0.01
0.77
a-Pinene day 7
MPB Pres. 06
Positive
0.01
0.81
a-Pinene day 12
MPB Pres. 06
Positive
0.03
0.36
P-Pinene day 0
MPB Pres. 06
Negative
-0.02
0.58
P-Pinene day 7
MPB Pres. 06
Negative
-0.01
0.69
P-Pinene day 12
MPB Pres. 06
Positive
0.03
0.36
Terpineol day 0
MPB Pres. 06
Positive
0.02
0.61
Terpineol day 7
MPB Pres. 06
Negative
-0.07
0.03
Variable X
Variable Y
Mortality 06
Reproduced with permission of the copyright owner. Further reproduction prohibited without permission.
201
Table 11b:
P>r
Rel. (Pos/Neg)
r2
MPB Pres. 06
Negative
-0.05
0.18
Terpinolene day 0
MPB Pres. 06
Negative
-0.04
0.25
Terpinolene day 7
MPB Pres. 06
Negative
-0.09
0.01
Terpinolene day 12
MPB Pres. 06
Negative
-0.04
0.22
Total Terpenoids day 0
MPB Pres. 06
Positive
0.01
0.72
Total Terpenoids day 7
MPB Pres. 06
Positive
0.00
0.89
Total Terpenoids day 12
MPB Pres. 06
Positive
0.04
0.28
Total Monoterpenes day 0
MPB Pres. 06
Positive
0.01
0.71
Total Monoterpenes day 7
MPB Pres. 06
Positive
0.00
0.89
Total Monoterpenes day 12
MPB Pres. 06
Positive
0.04
0.28
Total Sesquiterpenes day 0
MPB Pres. 06
Positive
0.03
0.33
Total Sesquiterpenes day 7
MPB Pres. 06
Positive
0.10
<0.01
Total Sesquiterpenes day 12
MPB Pres. 06
Positive
0.05
0.12
P-Pinene/5-3-Carene day 0
MPB Pres. 06
Positive
0.07
0.04
P-Pinene/5-3-Carene day 7
MPB Pres. 06
Positive
0.06
0.10
P-Pinene/8-3-Carene day 12
MPB Pres. 06
Positive
0.07
0.04
Terpinolene/Myrcene day 0
MPB Pres. 06
Negative
-0.04
0.21
Terpinolene/Myrcene day 7
MPB Pres. 06
Negative
-0.12
<0.01
Terpinolene/Myrcene day 12
MPB Pres. 06
Negative
-0.09
0.01
Mortality 06
MPB Pres. 07
Positive
0.47
<0.001
Mortality 07
MPB Pres. 07
Positive
0.47
<0.001
PT Class 07
MPB Pres. 07
Positive
0.17
<0.001
Hypersensitivity
MPB Pres. 07
Negative
-0.24
<0.001
Brood Development
MPB Pres. 07
Positive
0.25
<0.001
Par. Gall. Length
MPB Pres. 07
Positive
0.24
<0.001
Lesion day 7
MPB Pres. 07
Positive
0.09
0.01
Lesion day 12
MPB Pres. 07
Negative
-0.06
0.10
5-3-Carene day 0
MPB Pres. 07
Negative
-0.10
<0.01
Variable X
Variable Y
Terpineol day 12
Reproduced with permission of the copyright owner. Further reproduction prohibited without permission.
202
Table 11b:
P>r
Rel. (Pos/Neg)
r2
MPB Pres. 07
Negative
-0.01
0.88
5-3-Carene day 12
MPB Pres. 07
Positive
0.02
0.59
Limonene day 0
MPB Pres. 07
Positive
0.06
0.08
Limonene day 7
MPB Pres. 07
Positive
0.08
0.01
Limonene day 12
MPB Pres. 07
Positive
0.08
0.01
Myrcene day 0
MPB Pres. 07
Positive
0.03
0.42
Myrcene day 7
MPB Pres. 07
Positive
0.08
0.02
Myrcene day 12
MPB Pres. 07
Positive
0.08
0.02
P-Phellandrene day 0
MPB Pres. 07
Positive
0.05
0.15
p-Phellandrene day 7
MPB Pres. 07
Positive
0.09
0.01
P-Phellandrene day 12
MPB Pres. 07
Positive
0.09
0.01
a-Pinene day 0
MPB Pres. 07
Positive
0.02
0.52
a-Pinene day 7
MPB Pres. 07
Positive
0.07
0.04
a-Pinene day 12
MPB Pres. 07
Positive
0.07
0.04
P-Pinene day 0
MPB Pres. 07
Negative
-0.02
0.65
P-Pinene day 7
MPB Pres. 07
Positive
0.02
0.53
P-Pinene day 12
MPB Pres. 07
Positive
0.06
0.09
Terpineol day 0
MPB Pres. 07
Negative
-0.01
0.83
Terpineol day 7
MPB Pres. 07
Negative
-0.04
0.27
Terpineol day 12
MPB Pres. 07
Negative
-0.04
0.28
Terpinolene day 0
MPB Pres. 07
Positive
0.01
0.67
Terpinolene day 7
MPB Pres. 07
Positive
0.03
0.36
Terpinolene day 12
MPB Pres. 07
Positive
0.04
0.20
Total Terpenoids day 0
MPB Pres. 07
Positive
0.03
0.33
Total Terpenoids day 7
MPB Pres. 07
Positive
0.09
0.01
Total Terpenoids day 12
MPB Pres. 07
Positive
0.09
0.01
Total Monoterpenes day 0
MPB Pres. 07
Positive
0.03
0.33
Total Monoterpenes day 7
MPB Pres. 07
Positive
0.09
0.01
Variable X
Variable Y
5-3-Carene day 7
Reproduced with permission of the copyright owner. Further reproduction prohibited without permission.
203
Table 11b:
P>r
Rel. (Pos/Neg)
r2
MPB Pres. 07
Positive
0.09
0.01
Total Sesquiterpenes day 0
MPB Pres. 07
Positive
0.09
0.01
Total Sesquiterpenes day 7
MPB Pres. 07
Positive
0.11
<0.01
Total Sesquiterpenes day 12
MPB Pres. 07
Positive
0.02
0.55
(3-Pinene/5-3-Carene day 0
MPB Pres. 07
Positive
0.06
0.07
P-Pinene/5-3-Carene day 7
MPB Pres. 07
Positive
0.02
0.55
P-Pinene/8-3-Carene day 12
MPB Pres. 07
Positive
0.03
0.32
Terpinolene/Myrcene day 0
MPB Pres. 07
Negative
-0.01
0.75
Terpinolene/Myrcene day 7
MPB Pres. 07
Negative
-0.04
0.21
Terpinolene/Myrcene day 12
MPB Pres. 07
Negative
-0.02
0.49
Mortality 07
Mortality 06
Positive
0.84
<0.001
PT Class 07
Mortality 06
Negative
-0.10
0.02
Hypersensitivity
Mortality 06
Negative
-0.75
<0.001
Brood Development
Mortality 06
Positive
0.65
<0.001
Par. Gall. Length
Mortality 06
Positive
0.67
<0.001
Lesion day 7
Mortality 06
Positive
0.08
0.06
Lesion day 12
Mortality 06
Positive
0.04
0.33
8-3-Carene day 0
Mortality 06
Negative
-0.09
0.05
5-3-Carene day 7
Mortality 06
Positive
0.02
0.73
8-3-Carene day 12
Mortality 06
Positive
0.07
0.13
Limonene day 0
Mortality 06
Negative
-0.01
0.91
Limonene day 7
Mortality 06
Positive
0.07
0.12
Limonene day 12
Mortality 06
Positive
0.09
0.05
Myrcene day 0
Mortality 06
Positive
0.03
0.54
Myrcene day 7
Mortality 06
Positive
0.10
0.03
Myrcene day 12
Mortality 06
Positive
0.11
0.01
P-Phellandrene day 0
Mortality 06
Positive
0.04
0.38
P-Phellandrene day 7
Mortality 06
Positive
0.10
0.03
Variable X
Variable Y
Total Monoterpenes day 12
Reproduced with permission of the copyright owner. Further reproduction prohibited without permission.
204
Table 11b:
P>r
Variable X
Variable Y
Rel. (Pos/Neg)
r2
p-Phellandrene day 12
Mortality 06
Positive
0.13
0.01
a-Pinene day 0
Mortality 06
Positive
0.02
0.67
a-Pinene day 7
Mortality 06
Positive
0.06
0.20
a-Pinene day 12
Mortality 06
Positive
0.10
0.03
P-Pinene day 0
Mortality 06
Negative
-0.01
0.85
P-Pinene day 7
Mortality 06
Positive
0.03
0.54
P-Pinene day 12
Mortality 06
Positive
0.05
0.29
Terpineol day 0
Mortality 06
Positive
0.03
0.51
Terpineol day 7
Mortality 06
Positive
0.00
0.98
Terpineol day 12
Mortality 06
Positive
0.01
0.83
Terpinolene day 0
Mortality 06
Negative
-0.04
0.38
Terpinolene day 7
Mortality 06
Positive
0.06
0.17
Terpinolene day 12
Mortality 06
Positive
0.06
0.16
Total Terpenoids day 0
Mortality 06
Positive
0.02
0.72
Total Terpenoids day 7
Mortality 06
Positive
0.10
0.03
Total Terpenoids day 12
Mortality 06
Positive
0.12
0.01
Total Monoterpenes day 0
Mortality 06
Positive
0.02
0.71
Total Monoterpenes day 7
Mortality 06
Positive
0.10
0.03
Total Monoterpenes day 12
Mortality 06
Positive
0.12
0.01
Total Sesquiterpenes day 0
Mortality 06
Positive
0.02
0.63
Total Sesquiterpenes day 7
Mortality 06
Positive
0.07
0.14
Total Sesquiterpenes day 12
Mortality 06
Positive
0.04
0.41
P-Pinene/8-3-Carene day 0
Mortality 06
Positive
0.06
0.20
P-Pinene/5-3-Carene day 7
Mortality 06
Positive
0.01
0.83
P-Pinene/8-3-Carene day 12
Mortality 06
Negative
-0.01
0.76
Terpinolene/Myrcene day 0
Mortality 06
Negative
-0.08
0.09
Terpinolene/Myrcene day 7
Mortality 06
Negative
-0.02
0.71
Terpinolene/Myrcene day 12
Mortality 06
Negative
-0.02
0.73
Reproduced with permission of the copyright owner. Further reproduction prohibited without permission.
205
Table 11b:
r2
P>r
Variable X
Variable Y
Rel. (Pos/Neg)
PT Class 07
Mortality 07
Negative
-0.11
<0.01
Hypersensitivity
Mortality 07
Negative
-0.52
<0.001
Brood Development
Mortality 07
Positive
0.54
<0.001
Par. Gall. Length
Mortality 07
Positive
0.49
<0.001
Lesion day 7
Mortality 07
Positive
0.07
0.04
Lesion day 12
Mortality 07
Negative
-0.02
0.49
8-3-Carene day 0
Mortality 07
Negative
-0.11
<0.01
8-3-Carene day 7
Mortality 07
Negative
-0.07
0.05
8-3-Carene day 12
Mortality 07
Positive
0.00
0.96
Limonene day 0
Mortality 07
Positive
0.02
0.66
Limonene day 7
Mortality 07
Positive
0.05
0.11
Limonene day 12
Mortality 07
Positive
0.07
0.04
Myrcene day 0
Mortality 07
Positive
0.01
0.77
Myrcene day 7
Mortality 07
Positive
0.05
0.13
Myrcene day 12
Mortality 07
Positive
0.06
0.09
(3-Phellandrene day 0
Mortality 07
Positive
0.04
0.26
P-Phellandrene day 7
Mortality 07
Positive
0.08
0.03
P-Phellandrene day 12
Mortality 07
Positive
0.08
0.01
a-Pinene day 0
Mortality 07
Positive
0.02
0.57
a-Pinene day 7
Mortality 07
Positive
0.04
0.22
a-Pinene day 12
Mortality 07
Positive
0.05
0.11
P-Pinene day 0
Mortality 07
Negative
-0.02
0.60
P-Pinene day 7
Mortality 07
Positive
0.00
0.95
P-Pinene day 12
Mortality 07
Positive
0.01
0.80
Terpineol day 0
Mortality 07
Positive
0.02
0.65
Terpineol day 7
Mortality 07
Negative
-0.03
0.40
Terpineol day 12
Mortality 07
Negative
-0.03
0.42
Terpinolene day 0
Mortality 07
Negative
-0.01
0.67
Reproduced with permission of the copyright owner. Further reproduction prohibited without permission.
206
Table 11b:
P>r
Variable X
Variable Y
Rel. (Pos/Neg)
r2
Terpinolene day 7
Mortality 07
Positive
0.01
0.68
Terpinolene day 12
Mortality 07
Positive
0.02
0.47
Total Terpenoids day 0
Mortality 07
Positive
0.02
0.56
Total Terpenoids day 7
Mortality 07
Positive
0.07
0.06
Total Terpenoids day 12
Mortality 07
Positive
0.07
0.04
Total Monoterpenes day 0
Mortality 07
Positive
0.02
0.56
Total Monoterpenes day 7
Mortality 07
Positive
0.07
0.06
Total Monoterpenes day 12
Mortality 07
Positive
0.07
0.04
Total Sesquiterpenes day 0
Mortality 07
Positive
0.04
0.20
Total Sesquiterpenes day 7
Mortality 07
Positive
0.12
<0.01
Total Sesquiterpenes day 12
Mortality 07
Positive
0.08
0.02
P-Pinene/S-3-Carene day 0
Mortality 07
Positive
0.07
0.04
P-Pinene/S-3-Carene day 7
Mortality 07
Positive
0.05
0.13
p-Pinene/5-3-Carene day 12
Mortality 07
Positive
0.01
0.87
Terpinolene/Myrcene day 0
Mortality 07
Negative
-0.03
0.38
Terpinolene/Myrcene day 7
Mortality 07
Negative
-0.04
0.28
Terpinolene/Myrcene day 12
Mortality 07
Negative
-0.03
0.42
Hypersensitivity
PT Class 07
Negative
-0.19
<0.001
Brood Development
PT Class 07
Negative
-0.11
0.07
Par. Gall. Length
PT Class 07
Positive
0.23
<0.001
Lesion day 7
PT Class 07
Positive
0.02
0.60
Lesion day 12
PT Class 07
Positive
0.06
0.07
8-3-Carene day 0
PT Class 07
Positive
0.02
0.48
8-3-Carene day 7
PT Class 07
Positive
0.03
0.37
5-3-Carene day 12
PT Class 07
Positive
0.08
0.02
Limonene day 0
PT Class 07
Positive
0.08
0.01
Limonene day 7
PT Class 07
Positive
0.12
<0.01
Limonene day 12
PT Class 07
Positive
0.09
0.01
Reproduced with permission of the copyright owner. Further reproduction prohibited without permission.
207
Table 11b:
P>r
Variable X
Variable Y
Rel. (Pos/Neg)
r2
Myrcene day 0
PT Class 07
Positive
0.03
0.36
Myrcene day 7
PT Class 07
Positive
0.10
<0.01
Myrcene day 12
PT Class 07
Positive
0.09
0.01
P-Phellandrene day 0
PT Class 07
Positive
0.05
0.16
P-Phellandrene day 7
PT Class 07
Positive
0.08
0.02
p-Phellandrene day 12
PT Class 07
Positive
0.09
0.01
a-Pinene day 0
PT Class 07
Positive
0.06
0.06
a-Pinene day 7
PT Class 07
Positive
0.10
<0.01
a-Pinene day 12
PT Class 07
Positive
0.09
0.01
P-Pinene day 0
PT Class 07
Positive
0.04
0.19
P-Pinene day 7
PT Class 07
Positive
0.07
0.05
P-Pinene day 12
PT Class 07
Positive
0.07
0.03
Terpineol day 0
PT Class 07
Positive
0.04
0.27
Terpineol day 7
PT Class 07
Positive
0.06
0.08
Terpineol day 12
PT Class 07
Positive
0.04
0.20
Terpinolene day 0
PT Class 07
Positive
0.05
0.13
Terpinolene day 7
PT Class 07
Positive
0.07
0.04
Terpinolene day 12
PT Class 07
Positive
0.08
0.02
Total Terpenoids day 0
PT Class 07
Positive
0.05
0.11
Total Terpenoids day 7
PT Class 07
Positive
0.09
0.01
Total Terpenoids day 12
PT Class 07
Positive
0.10
<0.01
Total Monoterpenes day 0
PT Class 07
Positive
0.05
0.11
Total Monoterpenes day 7
PT Class 07
Positive
0.09
0.01
Total Monoterpenes day 12
PT Class 07
Positive
0.10
<0.01
Total Sesquiterpenes day 0
PT Class 07
Positive
0.01
0.74
Total Sesquiterpenes day 7
PT Class 07
Negative
-0.01
0.76
Total Sesquiterpenes day 12
PT Class 07
Negative
-0.05
0.15
p-Pinene/S-3-Carene day 0
PT Class 07
Positive
0.02
0.65
Reproduced with permission of the copyright owner. Further reproduction prohibited without permission.
208
Table 11b:
P>r
Variable X
Variable Y
Rel. (Pos/Neg)
r2
P-Pinene/8-3-Carene day 7
PT Class 07
Positive
0.03
0.39
P-Pinene/8-3-Carene day 12
PT Class 07
Positive
0.00
0.97
Terpinolene/Myrcene day 0
PT Class 07
Positive
0.04
0.30
Terpinolene/Myrcene day 7
PT Class 07
Negative
-0.02
0.61
Terpinolene/Myrcene day 12
PT Class 07
Positive
0.02
0.63
Brood Development
Hypersensitivity
Negative
-0.50
<0.001
Par. Gall. Length
Hypersensitivity
Negative
-0.73
<0.001
Lesion day 7
Hypersensitivity
Negative
-0.18
<0.01
Lesion day 12
Hypersensitivity
Negative
-0.19
<0.001
8-3-Carene day 0
Hypersensitivity
Positive
0.01
0.90
5-3-Carene day 7
Hypersensitivity
Negative
-0.01
0.81
8-3-Carene day 12
Hypersensitivity
Negative
-0.16
<0.01
Limonene day 0
Hypersensitivity
Positive
0.01
0.91
Limonene day 7
Hypersensitivity
Negative
-0.07
0.26
Limonene day 12
Hypersensitivity
Negative
-0.11
0.05
Myrcene day 0
Hypersensitivity
Positive
0.00
1.00
Myrcene day 7
Hypersensitivity
Negative
-0.08
0.16
Myrcene day 12
Hypersensitivity
Negative
-0.16
0.01
P-Phellandrene day 0
Hypersensitivity
Negative
-0.03
0.56
P-Phellandrene day 7
Hypersensitivity
Negative
-0.09
0.14
P-Phellandrene day 12
Hypersensitivity
Negative
-0.18
<0.01
a-Pinene day 0
Hypersensitivity
Positive
0.00
0.98
a-Pinene day 7
Hypersensitivity
Negative
-0.03
0.64
a-Pinene day 12
Hypersensitivity
Negative
-0.09
0.11
P-Pinene day 0
Hypersensitivity
Positive
0.03
0.57
P-Pinene day 7
Hypersensitivity
Positive
0.02
0.78
P-Pinene day 12
Hypersensitivity
Negative
-0.06
0.28
Terpineol day 0
Hypersensitivity
Negative
-0.01
0.88
Reproduced with permission of the copyright owner. Further reproduction prohibited without permission.
209
Table 11b:
P>r
Rel. (Pos/Neg)
r2
Hypersensitivity
Negative
-0.05
0.37
Terpineol day 12
Hypersensitivity
Negative
-0.04
0.49
Terpinolene day 0
Hypersensitivity
Positive
0.04
0.52
Terpinolene day 7
Hypersensitivity
Negative
-0.04
0.52
Terpinolene day 12
Hypersensitivity
Negative
-0.12
0.03
Total Terpenoids day 0
Hypersensitivity
Negative
-0.01
0.90
Total Terpenoids day 7
Hypersensitivity
Negative
-0.07
0.21
Total Terpenoids day 12
Hypersensitivity
Negative
-0.17
<0.01
Total Monoterpenes day 0
Hypersensitivity
Negative
-0.01
0.90
Total Monoterpenes day 7
Hypersensitivity
Negative
-0.07
0.21
Total Monoterpenes day 12
Hypersensitivity
Negative
-0.17
<0.01
Total Sesquiterpenes day 0
Hypersensitivity
Negative
-0.04
0.45
Total Sesquiterpenes day 7
Hypersensitivity
Negative
-0.09
0.13
Total Sesquiterpenes day 12
Hypersensitivity
Negative
-0.03
0.58
P-Pinene/5-3-Carene day 0
Hypersensitivity
Positive
0.03
0.70
P-Pinene/S-3-Carene day 7
Hypersensitivity
Negative
-0.07
0.36
p-Pinene/8-3-Carene day 12
Hypersensitivity
Positive
0.06
0.41
Terpinolene/Myrcene day 0
Hypersensitivity
Positive
0.02
0.78
Terpinolene/Myrcene day 7
Hypersensitivity
Positive
0.00
0.97
Terpinolene/Myrcene day 12
Hypersensitivity
Positive
0.11
0.09
Par. Gall. Length
Brood Development
Positive
0.54
<0.001
Lesion day 7
Brood Development
Positive
0.08
0.15
Lesion day 12
Brood Development
Positive
0.00
1.00
8-3-Carene day 0
Brood Development
Negative
-0.02
0.75
8-3-Carene day 7
Brood Development
Positive
0.03
0.57
5-3-Carene day 12
Brood Development
Positive
0.10
0.09
Limonene day 0
Brood Development
Positive
0.02
0.79
Limonene day 7
Brood Development
Negative
-0.02
0.78
Variable X
Variable Y
Terpineol day 7
Reproduced with permission of the copyright owner. Further reproduction prohibited without permission.
210
Table 11b:
P>r
Rel. (Pos/Neg)
r2
Brood Development
Positive
0.06
0.31
Myrcene day 0
Brood Development
Positive
0.06
0.31
Myrcene day 7
Brood Development
Positive
0.00
0.94
Myrcene day 12
Brood Development
Positive
0.07
0.20
P-Phellandrene day 0
Brood Development
Positive
0.06
0.32
P-Phellandrene day 7
Brood Development
Positive
0.00
0.95
p-Phellandrene day 12
Brood Development
Positive
0.09
0.13
a-Pinene day 0
Brood Development
Positive
0.05
0.41
a-Pinene day 7
Brood Development
Negative
-0.02
0.76
a-Pinene day 12
Brood Development
Positive
0.07
0.26
P-Pinene day 0
Brood Development
Negative
-0.04
0.55
p-Pinene day 7
Brood Development
Negative
-0.06
0.29
P-Pinene day 12
Brood Development
Positive
0.01
0.81
Terpineol day 0
Brood Development
Positive
0.03
0.63
Terpineol day 7
Brood Development
Negative
-0.04
0.55
Terpineol day 12
Brood Development
Negative
-0.01
0.90
Terpinolene day 0
Brood Development
Negative
-0.07
0.26
Terpinolene day 7
Brood Development
Positive
0.01
0.82
Terpinolene day 12
Brood Development
Positive
0.04
0.46
Total Terpenoids day 0
Brood Development
Positive
0.05
0.42
Total Terpenoids day 7
Brood Development
Positive
0.00
0.98
Total Terpenoids day 12
Brood Development
Positive
0.09
0.14
Total Monoterpenes day 0
Brood Development
Positive
0.05
0.43
Total Monoterpenes day 7
Brood Development
Positive
0.00
0.98
Total Monoterpenes day 12
Brood Development
Positive
0.09
0.14
Total Sesquiterpenes day 0
Brood Development
Positive
0.06
0.27
Total Sesquiterpenes day 7
Brood Development
Positive
0.05
0.42
Total Sesquiterpenes day 12
Brood Development
Positive
0.05
0.38
Variable X
Variable Y
Limonene day 12
Reproduced with permission of the copyright owner. Further reproduction prohibited without permission.
211
Table 11b:
P>r
Rel. (Pos/Neg)
r2
Brood Development
Positive
0.01
0.84
P-Pinene/5-3-Carene day 7
Brood Development
Negative
-0.02
0.81
P-Pinene/S-3-Carene day 12
Brood Development
Negative
-0.06
0.36
Terpinolene/Myrcene day 0
Brood Development
Negative
-0.08
0.28
Terpinolene/Myrcene day 7
Brood Development
Positive
0.04
0.51
Terpinolene/Myrcene day 12
Brood Development
Negative
-0.01
0.87
Lesion day 7
Par. Gall. Length
Positive
0.08
0.16
Lesion day 12
Par. Gall. Length
Positive
0.10
0.09
5-3-Carene day 0
Par. Gall. Length
Negative
-0.12
0.04
8-3-Carene day 7
Par. Gall. Length
Positive
0.03
0.66
8-3-Carene day 12
Par. Gall. Length
Positive
0.09
0.15
Limonene day 0
Par. Gall. Length
Negative
-0.03
0.59
Limonene day 7
Par. Gall. Length
Positive
0.07
0.22
Limonene day 12
Par. Gall. Length
Positive
0.12
0.05
Myrcene day 0
Par. Gall. Length
Negative
-0.06
0.35
Myrcene day 7
Par. Gall. Length
Positive
0.07
0.25
Myrcene day 12
Par. Gall. Length
Positive
0.12
0.05
P-Phellandrene day 0
Par. Gall. Length
Negative
-0.01
0.89
P-Phellandrene day 7
Par. Gall. Length
Positive
0.09
0.12
P-Phellandrene day 12
Par. Gall. Length
Positive
0.14
0.01
a-Pinene day 0
Par. Gall. Length
Negative
-0.04
0.55
a-Pinene day 7
Par. Gall. Length
Positive
0.02
0.68
a-Pinene day 12
Par. Gall. Length
Positive
0.06
0.31
P-Pinene day 0
Par. Gall. Length
Negative
-0.05
0.40
P-Pinene day 7
Par. Gall. Length
Negative
-0.01
0.91
P-Pinene day 12
Par. Gall. Length
Positive
0.03
0.56
Terpineol day 0
Par. Gall. Length
Positive
0.00
0.96
Terpineol day 7
Par. Gall. Length
Positive
0.01
0.84
Variable X
Variable Y
P-Pinene/5-3-Carene day 0
Reproduced with permission of the copyright owner. Further reproduction prohibited without permission.
212
Table 11b:
P>r
Rel. (Pos/Neg)
r2
Par. Gall Length
Positive
0.07
0.27
Terpinolene day 0
Par. Gall Length
Negative
-0.14
0.02
Terpinolene day 7
Par. Gall Length
Positive
0.02
0.71
Terpinolene day 12
Par. Gall Length
Positive
0.10
0.11
Total Terpenoids day 0
Par. Gall Length
Negative
-0.05
0.39
Total Terpenoids day 7
Par. Gall Length
Positive
0.07
0.24
Total Terpenoids day 12
Par. Gall Length
Positive
0.12
0.04
Total Monoterpenes day 0
Par. Gall Length
Negative
-0.05
0.39
Total Monoterpenes day 7
Par. Gall Length
Positive
0.07
0.24
Total Monoterpenes day 12
Par. Gall Length
Positive
0.12
0.04
Total Sesquiterpenes day 0
Par. Gall Length
Negative
-0.01
0.91
Total Sesquiterpenes day 7
Par. Gall Length
Positive
0.14
0.02
Total Sesquiterpenes day 12
Par. Gall Length
Positive
0.03
0.59
P-Pinene/8-3-Carene day 0
Par. Gall Length
Positive
0.08
0.27
P-Pinene/S-3-Carene day 7
Par. Gall Length
Positive
0.08
0.29
P-Pinene/8-3-Carene day 12
Par. Gall Length
Positive
0.07
0.36
Terpinolene/Myrcene day 0
Par. Gall Length
Negative
-0.07
0.35
Terpinolene/Myrcene day 7
Par. Gall Length
Positive
0.00
0.98
Terpinolene/Myrcene day 12
Par. Gall Length
Negative
-0.03
0.67
Lesion day 12
Lesion day 7
Positive
0.36
<0.001
8-3-Carene day 0
Lesion day 7
Positive
0.02
0.59
8-3-Carene day 7
Lesion day 7
Positive
0.03
0.39
8-3-Carene day 12
Lesion day 7
Positive
0.04
0.19
Limonene day 0
Lesion day 7
Positive
0.02
0.51
Limonene day 7
Lesion day 7
Positive
0.10
<0.01
Limonene day 12
Lesion day 7
Positive
0.09
0.01
Myrcene day 0
Lesion day 7
Positive
0.04
0.30
Myrcene day 7
Lesion day 7
Positive
0.13
<0.001
Variable X
Variable Y
Terpineol day 12
Reproduced with permission of the copyright owner. Further reproduction prohibited without permission.
213
Table 11b:
Variable X
Variable Y
Rel. (Pos/Neg)
r2
P>r
Myrcene day 12
Lesion day 7
Positive
0.11
<0.01
P-Phellandrene day 0
Lesion day 7
Positive
0.04
0.21
p-Phellandrene day 7
Lesion day 7
Positive
0.13
<0.001
p-Phellandrene day 12
Lesion day 7
Positive
0.12
<0.01
a-Pinene day 0
Lesion day 7
Negative
-0.02
0.63
a-Pinene day 7
Lesion day 7
Positive
0.04
0.28
a-Pinene day 12
Lesion day 7
Positive
0.04
0.27
P-Pinene day 0
Lesion day 7
Negative
-0.04
0.20
P-Pinene day 7
Lesion day 7
Positive
0.00
0.97
P-Pinene day 12
Lesion day 7
Positive
0.01
0.82
Terpineol day 0
Lesion day 7
Positive
0.07
0.05
Terpineol day 7
Lesion day 7
Positive
0.14
<0.001
Terpineol day 12
Lesion day 7
Positive
0.06
0.07
Terpinolene day 0
Lesion day 7
Positive
0.02
0.58
Terpinolene day 7
Lesion day 7
Positive
0.04
0.26
Terpinolene day 12
Lesion day 7
Positive
0.05
0.12
Total Terpenoids day 0
Lesion day 7
Positive
0.02
0.48
Total Terpenoids day 7
Lesion day 7
Positive
0.10
<0.01
Total Terpenoids day 12
Lesion day 7
Positive
0.10
<0.01
Total Monoterpenes day 0
Lesion day 7
Positive
0.02
0.47
Total Monoterpenes day 7
Lesion day 7
Positive
0.10
<0.01
Total Monoterpenes day 12
Lesion day 7
Positive
0.10
<0.01
Total Sesquiterpenes day 0
Lesion day 7
Positive
0.04
0.26
Total Sesquiterpenes day 7
Lesion day 7
Positive
0.10
<0.01
Total Sesquiterpenes day 12
Lesion day 7
Positive
0.08
0.02
P-Pinene/5-3-Carene day 0
Lesion day 7
Negative
-0.05
0.17
P-Pinene/5-3-Carene day 7
Lesion day 7
Negative
-0.02
0.54
P-Pinene/8-3-Carene day 12
Lesion day 7
Negative
-0.03
0.41
Reproduced with permission of the copyright owner. Further reproduction prohibited without permission.
214
Table 11b:
Variable X
Variable Y
Rel. (Pos/Neg)
r2
Terpinolene/Myrcene day 0
Lesion day 7
Negative
-0.01
0.69
Terpinolene/Myrcene day 7
Lesion day 7
Negative
-0.09
0.01
Terpinolene/Myrcene day 12
Lesion day 7
Negative
-0.04
0.21
8-3-Carene day 0
Lesion day 12
Positive
0.00
0.89
8-3-Carene day 7
Lesion day 12
Positive
0.01
0.72
5-3-Carene day 12
Lesion day 12
Positive
0.00
0.99
Limonene day 0
Lesion day 12
Negative
-0.06
0.06
Limonene day 7
Lesion day 12
Positive
0.00
0.91
Limonene day 12
Lesion day 12
Negative
-0.01
0.78
Myrcene day 0
Lesion day 12
Negative
-0.01
0.86
Myrcene day 7
Lesion day 12
Positive
0.08
0.02
Myrcene day 12
Lesion day 12
Positive
0.04
0.27
P-Phellandrene day 0
Lesion day 12
Negative
-0.02
0.60
P-Phellandrene day 7
Lesion day 12
Positive
0.08
0.02
P-Phellandrene day 12
Lesion day 12
Positive
0.04
0.20
a-Pinene day 0
Lesion day 12
Negative
-0.06
0.08
a-Pinene day 7
Lesion day 12
Positive
0.03
0.32
a-Pinene day 12
Lesion day 12
Positive
0.00
0.95
P-Pinene day 0
Lesion day 12
Negative
-0.03
0.36
P-Pinene day 7
Lesion day 12
Positive
0.06
0.10
P-Pinene day 12
Lesion day 12
Positive
0.02
0.47
Terpineol day 0
Lesion day 12
Positive
0.05
0.12
Terpineol day 7
Lesion day 12
Positive
0.07
0.05
Terpineol day 12
Lesion day 12
Positive
0.06
0.10
Terpinolene day 0
Lesion day 12
Positive
0.00
0.89
Terpinolene day 7
Lesion day 12
Positive
0.02
0.64
Terpinolene day 12
Lesion day 12
Positive
0.02
0.60
Total Terpenoids day 0
Lesion day 12
Negative
-0.04
0.26
Reproduced with permission of the copyright owner. Further reproduction prohibited without permission.
P>r
215
Table 11b:
P>r
Rel. (Pos/Neg)
r2
Lesion day 12
Positive
0.07
0.04
Total Terpenoids day 12
Lesion day 12
Positive
0.03
0.39
Total Monoterpenes day 0
Lesion day 12
Negative
-0.04
0.26
Total Monoterpenes day 7
Lesion day 12
Positive
0.07
0.04
Total Monoterpenes day 12
Lesion day 12
Positive
0.03
0.39
Total Sesquiterpenes day 0
Lesion day 12
Positive
0.00
0.93
Total Sesquiterpenes day 7
Lesion day 12
Negative
-0.03
0.34
Total Sesquiterpenes day 12
Lesion day 12
Positive
0.01
0.86
p-Pinene/S-3-Carene day 0
Lesion day 12
Negative
-0.02
0.55
|3-Pinene/8-3-Carene day 7
Lesion day 12
Positive
0.03
0.32
P-Pinene/5-3-Carene day 12
Lesion day 12
Positive
0.02
0.56
Terpinolene/Myrcene day 0
Lesion day 12
Positive
0.00
1.00
Terpinolene/Myrcene day 7
Lesion day 12
Negative
-0.06
0.06
Terpinolene/Myrcene day 12
Lesion day 12
Negative
-0.02
0.64
8-3-Carene day 7
8-3-Carene day 0
Positive
0.45
<0.001
8-3-Carene day 12
8-3-Carene day 0
Positive
0.47
<0.001
Limonene day 0
8-3-Carene day 0
Positive
0.30
<0.001
Limonene day 7
8-3-Carene day 0
Negative
-0.07
0.03
Limonene day 12
5-3-Carene day 0
Positive
0.00
0.92
Myrcene day 0
8-3-Carene day 0
Positive
0.50
<0.001
Myrcene day 7
8-3-Carene day 0
Positive
0.08
0.03
Myrcene day 12
8-3-Carene day 0
Positive
0.13
<0.001
p-Phellandrene day 0
8-3-Carene day 0
Positive
0.51
<0.001
P-Phellandrene day 7
8-3-Carene day 0
Negative
-0.01
0.88
P-Phellandrene day 12
8-3-Carene day 0
Positive
0.08
0.03
a-Pinene day 0
8-3-Carene day 0
Positive
0.40
<0.001
a-Pinene day 7
8-3-Carene day 0
Negative
-0.10
<0.01
a-Pinene day 12
8-3-Carene day 0
Negative
-0.03
0.39
Variable X
Variable Y
Total Terpenoids day 7
Reproduced with permission of the copyright owner. Further reproduction prohibited without permission.
216
Table 11b:
Rel. (Pos/Neg)
r2
P>r
5-3-Carene day 0
Positive
0.14
<0.001
P-Pinene day 7
5-3-Carene day 0
Negative
-0.18
<0.001
P-Pinene day 12
5-3-Carene day 0
Negative
-0.12
<0.01
Terpineol day 0
5-3-Carene day 0
Positive
0.24
<0.001
Terpineol day 7
8-3-Carene day 0
Positive
0.03
0.37
Terpineol day 12
5-3-Carene day 0
Positive
0.02
0.65
Terpinolene day 0
5-3-Carene day 0
Positive
0.56
<0.001
Terpinolene day 7
5-3-Carene day 0
Positive
0.36
<0.001
Terpinolene day 12
5-3-Carene day 0
Positive
0.31
<0.001
Total Terpenoids day 0
5-3-Carene day 0
Positive
0.57
<0.001
Total Terpenoids day 7
5-3-Carene day 0
Positive
0.04
0.22
Total Terpenoids day 12
5-3-Carene day 0
Positive
0.10
<0.01
Total Monoterpenes day 0
5-3-Carene day 0
Positive
0.57
<0.001
Total Monoterpenes day 7
5-3-Carene day 0
Positive
0.04
0.22
Total Monoterpenes day 12
5-3-Carene day 0
Positive
0.10
<0.01
Total Sesquiterpenes day 0
8-3-Carene day 0
Positive
0.30
<0.001
Total Sesquiterpenes day 7
5-3-Carene day 0
Negative
-0.01
0.77
Total Sesquiterpenes day 12
5-3-Carene day 0
Positive
0.07
0.05
P-Pinene/5-3-Carene day 0
5-3-Carene day 0
Negative
-0.65
<0.001
P-Pinene/5-3-Carene day 7
5-3-Carene day 0
Negative
-0.46
<0.001
P-Pinene/5-3-Carene day 12
5-3-Carene day 0
Negative
-0.46
<0.001
Terpinolene/Myrcene day 0
5-3-Carene day 0
Positive
0.20
<0.001
Terpinolene/Myrcene day 7
8-3-Carene day 0
Positive
0.40
<0.001
Terpinolene/Myrcene day 12
5-3-Carene day 0
Positive
0.31
<0.001
8-3-Carene day 12
5-3-Carene day 7
Positive
0.41
<0.001
Limonene day 0
5-3-Carene day 7
Negative
-0.02
0.58
Limonene day 7
5-3-Carene day 7
Positive
0.33
<0.001
Limonene day 12
5-3-Carene day 7
Negative
-0.03
0.37
Variable X
Variable Y
(3-Pinene day 0
Reproduced with permission of the copyright owner. Further reproduction prohibited without permission.
217
Table 11b:
P>r
Rel. (Pos/Neg)
r2
8-3-Carene day 7
Positive
0.08
0.02
Myrcene day 7
5-3-Carene day 7
Positive
0.64
<0.001
Myrcene day 12
5-3-Carene day 7
Positive
0.12
<0.01
P-Phellandrene day 0
8-3-Carene day 7
Positive
0.09
0.01
P-Phellandrene day 7
5-3-Carene day 7
Positive
0.56
<0.001
P-Phellandrene day 12
5-3-Carene day 7
Positive
0.08
0.02
a-Pinene day 0
5-3-Carene day 7
Positive
0.00
0.91
a-Pinene day 7
5-3-Carene day 7
Positive
0.36
<0.001
a-Pinene day 12
5-3-Carene day 7
Negative
-0.03
0.36
P-Pinene day 0
5-3-Carene day 7
Negative
-0.12
<0.001
P-Pinene day 7
5-3-Carene day 7
Positive
0.12
<0.001
P-Pinene day 12
5-3-Carene day 7
Negative
-0.14
<0.001
Terpineol day 0
5-3-Carene day 7
Positive
0.04
0.19
Terpineol day 7
8-3-Carene day 7
Positive
0.00
0.96
Terpineol day 12
8-3-Carene day 7
Negative
-0.03
0.33
Terpinolene day 0
8-3-Carene day 7
Positive
0.14
<0.001
Terpinolene day 7
8-3-Carene day 7
Positive
0.77
<0.001
Terpinolene day 12
8-3-Carene day 7
Positive
0.25
<0.001
Total Terpenoids day 0
8-3-Carene day 7
Positive
0.08
0.02
Total Terpenoids day 7
8-3-Carene day 7
Positive
0.64
<0.001
Total Terpenoids day 12
8-3-Carene day 7
Positive
0.09
0.01
Total Monoterpenes day 0
8-3-Carene day 7
Positive
0.08
0.02
Total Monoterpenes day 7
8-3-Carene day 7
Positive
0.64
<0.001
Total Monoterpenes day 12
8-3-Carene day 7
Positive
0.09
0.01
Total Sesquiterpenes day 0
5-3-Carene day 7
Positive
0.04
0.23
Total Sesquiterpenes day 7
8-3-Carene day 7
Positive
0.08
0.02
Total Sesquiterpenes day 12
8-3-Carene day 7
Positive
0.01
0.82
P-Pinene/8-3-Carene day 0
8-3-Carene day 7
Negative
-0.43
<0.001
Variable X
Variable Y
Myrcene day 0
Reproduced with permission of the copyright owner. Further reproduction prohibited without permission.
218
Table 11b:
Rel. (Pos/Neg)
r2
P>r
5-3-Carene day 7
Negative
-0.64
<0.001
P-Pinene/5-3-Carene day 12
5-3-Carene day 7
Negative
-0.44
<0.001
Terpinolene/Myrcene day 0
8-3-Carene day 7
Positive
0.11
<0.01
Terpinolene/Myrcene day 7
5-3-Carene day 7
Positive
0.36
<0.001
Terpinolene/Myrcene day 12
8-3-Carene day 7
Positive
0.23
<0.001
Limonene day 0
8-3-Carene day 12
Negative
-0.04
0.25
Limonene day 7
8-3-Carene day 12
Negative
-0.03
0.45
Limonene day 12
5-3-Carene day 12
Positive
0.39
<0.001
Myrcene day 0
5-3-Carene day 12
Positive
0.04
0.21
Myrcene day 7
5-3-Carene day 12
Positive
0.12
<0.001
Myrcene day 12
5-3-Carene day 12
Positive
0.71
<0.001
P-Phellandrene day 0
5-3-Carene day 12
Positive
0.07
0.04
P-Phellandrene day 7
5-3-Carene day 12
Positive
0.04
0.19
P-Phellandrene day 12
5-3-Carene day 12
Positive
0.63
<0.001
a-Pinene day 0
5-3-Carene day 12
Negative
-0.03
0.31
a-Pinene day 7
5-3-Carene day 12
Negative
-0.06
0.09
a-Pinene day 12
5-3-Carene day 12
Positive
0.46
<0.001
P-Pinene day 0
5-3-Carene day 12
Negative
-0.16
<0.001
P-Pinene day 7
5-3-Carene day 12
Negative
-0.13
<0.001
P-Pinene day 12
8-3-Carene day 12
Positive
0.23
<0.001
Terpineol day 0
8-3-Carene day 12
Negative
-0.02
0.49
Terpineol day 7
8-3-Carene day 12
Positive
0.04
0.27
Terpineol day 12
8-3-Carene day 12
Positive
0.00
0.88
Terpinolene day 0
8-3-Carene day 12
Positive
0.16
<0.001
Terpinolene day 7
8-3-Carene day 12
Positive
0.32
<0.001
Terpinolene day 12
8-3-Carene day 12
Positive
0.80
<0.001
Total Terpenoids day 0
8-3-Carene day 12
Positive
0.06
0.07
Total Terpenoids day 7
8-3-Carene day 12
Positive
0.08
0.02
Variable X
Variable Y
(3-Pinene/8-3-Carene day 7
Reproduced with permission of the copyright owner. Further reproduction prohibited without permission.
219
Table 11b:
Rel. (Pos/Neg)
r2
P>r
5-3-Carene day 12
Positive
0.71
<0.001
Total Monoterpenes day 0
5-3-Carene day 12
Positive
0.06
0.07
Total Monoterpenes day 7
5-3-Carene day 12
Positive
0.08
0.02
Total Monoterpenes day 12
5-3-Carene day 12
Positive
0.71
<0.001
Total Sesquiterpenes day 0
5-3-Carene day 12
Positive
0.02
0.58
Total Sesquiterpenes day 7
5-3-Carene day 12
Negative
-0.01
0.77
Total Sesquiterpenes day 12
5-3-Carene day 12
Positive
0.08
0.02
P-Pinene/S-3-Carene day 0
5-3-Carene day 12
Negative
-0.48
<0.001
P-Pinene/S-3-Carene day 7
5-3-Carene day 12
Negative
-0.41
<0.001
P-Pinene/8-3-Carene day 12
5-3-Carene day 12
Negative
-0.60
<0.001
Terpinolene/Myrcene day 0
5-3-Carene day 12
Positive
0.16
<0.001
Terpinolene/Myrcene day 7
5-3-Carene day 12
Positive
0.31
<0.001
Terpinolene/Myrcene day 12
5-3-Carene day 12
Positive
0.38
<0.001
Limonene day 7
Limonene day 0
Positive
0.42
<0.001
Limonene day 12
Limonene day 0
Positive
0.44
<0.001
Myrcene day 0
Limonene day 0
Positive
0.65
<0.001
Myrcene day 7
Limonene day 0
Positive
0.08
0.03
Myrcene day 12
Limonene day 0
Positive
0.06
0.09
P-Phellandrene day 0
Limonene day 0
Positive
0.58
<0.001
P-Phellandrene day 7
Limonene day 0
Positive
0.06
0.06
P-Phellandrene day 12
Limonene day 0
Positive
0.05
0.15
a-Pinene day 0
Limonene day 0
Positive
0.59
<0.001
a-Pinene day 7
Limonene day 0
Positive
0.05
0.11
a-Pinene day 12
Limonene day 0
Positive
0.03
0.36
P-Pinene day 0
Limonene day 0
Positive
0.42
<0.001
P-Pinene day 7
Limonene day 0
Positive
0.04
0.28
P-Pinene day 12
Limonene day 0
Positive
0.03
0.39
Terpineol day 0
Limonene day 0
Positive
0.36
<0.001
Variable X
Variable Y
Total Terpenoids day 12
Reproduced with permission of the copyright owner. Further reproduction prohibited without permission.
220
Table 11b:
Rel. (Pos/Neg)
r2
Limonene day 0
Positive
0.06
0.08
Terpineol day 12
Limonene day 0
Positive
0.09
0.01
Terpinolene day 0
Limonene day 0
Positive
0.48
<0.001
Terpinolene day 7
Limonene day 0
Positive
0.00
0.97
Terpinolene day 12
Limonene day 0
Positive
0.00
0.98
Total Terpenoids day 0
Limonene day 0
Positive
0.66
<0.001
Total Terpenoids day 7
Limonene day 0
Positive
0.07
0.04
Total Terpenoids day 12
Limonene day 0
Positive
0.05
0.11
Total Monoterpenes day 0
Limonene day 0
Positive
0.66
<0.001
Total Monoterpenes day 7
Limonene day 0
Positive
0.07
0.04
Total Monoterpenes day 12
Limonene day 0
Positive
0.05
0.11
Total Sesquiterpenes day 0
Limonene day 0
Positive
0.40
<0.001
Total Sesquiterpenes day 7
Limonene day 0
Positive
0.09
0.01
Total Sesquiterpenes day 12
Limonene day 0
Positive
0.10
<0.01
(3-Pinene/5-3-Carene day 0
Limonene day 0
Positive
0.09
0.01
P-Pinene/5-3-Carene day 7
Limonene day 0
Positive
0.04
0.22
p-Pinene/5-3-Carene day 12
Limonene day 0
Positive
0.06
0.11
Terpinolene/Myrcene day 0
Limonene day 0
Negative
-0.07
0.04
Terpinolene/Myrcene day 7
Limonene day 0
Negative
-0.08
0.02
Terpinolene/Myrcene day 12
Limonene day 0
Negative
-0.07
0.05
Limonene day 12
Limonene day 7
Positive
0.47
<0.001
Myrcene day 0
Limonene day 7
Positive
0.06
0.09
Myrcene day 7
Limonene day 7
Positive
0.71
<0.001
Myrcene day 12
Limonene day 7
Positive
0.12
<0.001
P-Phellandrene day 0
Limonene day 7
Positive
0.07
0.03
P-Phellandrene day 7
Limonene day 7
Positive
0.68
<0.001
P-Phellandrene day 12
Limonene day 7
Positive
0.13
<0.001
a-Pinene day 0
Limonene day 7
Positive
0.03
0.42
Variable X
Variable Y
Terpineol day 7
Reproduced with permission of the copyright owner. Further reproduction prohibited without permission.
P>r
221
Table 11b:
Rel. (Pos/Neg)
r2
P>r
Limonene day 7
Positive
0.52
<0.001
a-Pinene day 12
Limonene day 7
Positive
0.05
0.17
p-Pinene day 0
Limonene day 7
Positive
0.06
0.10
p-Pinene day 7
Limonene day 7
Positive
0.38
<0.001
P-Pinene day 12
Limonene day 7
Positive
0.02
0.52
Terpineol day 0
Limonene day 7
Positive
0.05
0.12
Terpineol day 7
Limonene day 7
Positive
0.15
<0.001
Terpineol day 12
Limonene day 7
Positive
0.01
0.84
Terpinolene day 0
Limonene day 7
Negative
-0.02
0.49
Terpinolene day 7
Limonene day 7
Positive
0.37
<0.001
Terpinolene day 12
Limonene day 7
Positive
0.00
0.98
Total Terpenoids day 0
Limonene day 7
Positive
0.08
0.02
Total Terpenoids day 7
Limonene day 7
Positive
0.70
<0.001
Total Terpenoids day 12
Limonene day 7
Positive
0.11
<0.01
Total Monoterpenes day 0
Limonene day 7
Positive
0.08
0.02
Total Monoterpenes day 7
Limonene day 7
Positive
0.70
<0.001
Total Monoterpenes day 12
Limonene day 7
Positive
0.11
<0.01
Total Sesquiterpenes day 0
Limonene day 7
Positive
0.02
0.59
Total Sesquiterpenes day 7
Limonene day 7
Positive
0.26
<0.001
Total Sesquiterpenes day 12
Limonene day 7
Positive
0.00
0.96
P-Pinene/8-3-Carene day 0
Limonene day 7
Positive
0.10
<0.01
P-Pinene/8-3-Carene day 7
Limonene day 7
Positive
0.05
0.14
P-Pinene/8-3-Carene day 12
Limonene day 7
Positive
0.04
0.26
Terpinolene/Myrcene day 0
Limonene day 7
Negative
-0.10
0.01
Terpinolene/Myrcene day 7
Limonene day 7
Negative
-0.26
<0.001
Terpinolene/Myrcene day 12
Limonene day 7
Negative
-0.13
<0.001
Myrcene day 0
Limonene day 12
Positive
0.08
0.02
Myrcene day 7
Limonene day 12
Positive
0.13
<0.001
Variable X
Variable Y
a-Pinene day 7
Reproduced with permission of the copyright owner. Further reproduction prohibited without permission.
222
Table 11n
Rel. (Pos/Neg)
r2
P>r
Limonene day 12
Positive
0.69
<0.001
P-Phellandrene day 0
Limonene day 12
Positive
0.10
<0.01
P-Phellandrene day 7
Limonene day 12
Positive
0.12
<0.001
p-Phellandrene day 12
Limonene day 12
Positive
0.66
<0.001
a-Pinene day 0
Limonene day 12
Positive
0.04
0.22
a-Pinene day 7
Limonene day 12
Positive
0.04
0.24
a-Pinene day 12
Limonene day 12
Positive
0.53
<0.001
P-Pinene day 0
Limonene day 12
Positive
0.04
0.28
P-Pinene day 7
Limonene day 12
Positive
0.03
0.38
P-Pinene day 12
Limonene day 12
Positive
0.40
<0.001
Terpineol day 0
Limonene day 12
Positive
0.06
0.08
Terpineol day 7
Limonene day 12
Positive
0.06
0.07
Terpineol day 12
Limonene day 12
Positive
0.13
<0.001
Terpinolene day 0
Limonene day 12
Positive
0.04
0.21
Terpinolene day 7
Limonene day 12
Positive
0.00
0.92
Terpinolene day 12
Limonene day 12
Positive
0.43
<0.001
Total Terpenoids day 0
Limonene day 12
Positive
0.12
<0.01
Total Terpenoids day 7
Limonene day 12
Positive
0.10
<0.01
Total Terpenoids day 12
Limonene day 12
Positive
0.69
<0.001
Total Monoterpenes day 0
Limonene day 12
Positive
0.12
<0.01
Total Monoterpenes day 7
Limonene day 12
Positive
0.10
<0.01
Total Monoterpenes day 12
Limonene day 12
Positive
0.69
<0.001
Total Sesquiterpenes day 0
Limonene day 12
Positive
0.04
0.29
Total Sesquiterpenes day 7
Limonene day 12
Positive
0.09
0.01
Total Sesquiterpenes day 12
Limonene day 12
Positive
0.19
<0.001
P-Pinene/8-3-Carene day 0
Limonene day 12
Positive
0.03
0.45
P-Pinene/8-3-Carene day 7
Limonene day 12
Positive
0.05
0.18
P-Pinene/8-3-Carene day 12
Limonene day 12
Positive
0.02
0.50
variable X
Variable Y
Myrcene day 12
Reproduced with permission of the copyright owner. Further reproduction prohibited without permission.
223
Table 11b:
P>r
Rel. (Pos/Neg)
r2
Limonene day 12
Negative
-0.03
0.39
Terpinolene/Myrcene day 7
Limonene day 12
Negative
-0.13
<0.001
Terpinolene/Myrcene day 12
Limonene day 12
Negative
-0.14
<0.001
Myrcene day 7
Myrcene day 0
Positive
0.13
<0.001
Myrcene day 12
Myrcene day 0
Positive
0.14
<0.001
P-Phellandrene day 0
Myrcene day 0
Positive
0.80
<0.001
P-Phellandrene day 7
Myrcene day 0
Positive
0.09
0.01
P-Phellandrene day 12
Myrcene day 0
Positive
0.09
0.01
a-Pinene day 0
Myrcene day 0
Positive
0.77
<0.001
a-Pinene day 7
Myrcene day 0
Positive
0.08
0.02
a-Pinene day 12
Myrcene day 0
Positive
0.08
0.02
P-Pinene day 0
Myrcene day 0
Positive
0.49
<0.001
P-Pinene day 7
Myrcene day 0
Positive
0.03
0.44
P-Pinene day 12
Myrcene day 0
Positive
0.04
0.21
Terpineol day 0
Myrcene day 0
Positive
0.40
<0.001
Terpineol day 7
Myrcene day 0
Positive
0.10
<0.01
Terpineol day 12
Myrcene day 0
Positive
0.12
<0.01
Terpinolene day 0
Myrcene day 0
Positive
0.68
<0.001
Terpinolene day 7
Myrcene day 0
Positive
0.10
<0.01
Terpinolene day 12
Myrcene day 0
Positive
0.09
0.01
Total Terpenoids day 0
Myrcene day 0
Positive
0.86
<0.001
Total Terpenoids day 7
Myrcene day 0
Positive
0.10
<0.01
Total Terpenoids day 12
Myrcene day 0
Positive
0.10
0.01
Total Monoterpenes day 0
Myrcene day 0
Positive
0.86
<0.001
Total Monoterpenes day 7
Myrcene day 0
Positive
0.10
<0.01
Total Monoterpenes day 12
Myrcene day 0
Positive
0.10
0.01
Total Sesquiterpenes day 0
Myrcene day 0
Positive
0.49
<0.001
Total Sesquiterpenes day 7
Myrcene day 0
Positive
0.09
0.01
Variable X
Variable Y
Terpinolene/Myrcene day 0
Reproduced with permission of the copyright owner. Further reproduction prohibited without permission.
224
Table 11b:
Rel. (Pos/Neg)
r2
P>r
Myrcene day 0
Positive
0.14
<0.001
P-Pinene/8-3-Carene day 0
Myrcene day 0
Negative
-0.01
0.75
P-Pinene/5-3-Carene day 7
Myrcene day 0
Negative
-0.04
0.29
P-Pinene/5-3-Carene day 12
Myrcene day 0
Positive
0.00
0.97
Terpinolene/Myrcene day 0
Myrcene day 0
Negative
-0.19
<0.001
Terpinolene/Myrcene day 7
Myrcene day 0
Positive
0.00
0.93
Terpinolene/Myrcene day 12
Myrcene day 0
Negative
-0.02
0.60
Myrcene day 12
Myrcene day 7
Positive
0.22
<0.001
p-Phellandrene day 0
Myrcene day 7
Positive
0.16
<0.001
P-Phellandrene day 7
Myrcene day 7
Positive
0.94
<0.001
P-Phellandrene day 12
Myrcene day 7
Positive
0.22
<0.001
a-Pinene day 0
Myrcene day 7
Positive
0.07
0.05
a-Pinene day 7
Myrcene day 7
Positive
0.73
<0.001
a-Pinene day 12
Myrcene day 7
Positive
0.10
<0.01
P-Pinene day 0
Myrcene day 7
Positive
0.04
0.22
p-Pinene day 7
Myrcene day 7
Positive
0.47
<0.001
P-Pinene day 12
Myrcene day 7
Positive
0.04
0.25
Terpineol day 0
Myrcene day 7
Positive
0.07
0.04
Terpineol day 7
Myrcene day 7
Positive
0.17
<0.001
Terpineol day 12
Myrcene day 7
Positive
0.01
0.86
Terpinolene day 0
Myrcene day 7
Positive
0.04
0.23
Terpinolene day 7
Myrcene day 7
Positive
0.69
<0.001
Terpinolene day 12
Myrcene day 7
Positive
0.12
<0.001
Total Terpenoids day 0
Myrcene day 7
Positive
0.12
<0.001
Total Terpenoids day 7
Myrcene day 7
Positive
0.97
<0.001
Total Terpenoids day 12
Myrcene day 7
Positive
0.19
<0.001
Total Monoterpenes day 0
Myrcene day 7
Positive
0.12
<0.001
Total Monoterpenes day 7
Myrcene day 7
Positive
0.97
<0.001
Variable X
Variable Y
Total Sesquiterpenes day 12
Reproduced with permission of the copyright owner. Further reproduction prohibited without permission.
225
Table 11b:
Rel. (Pos/Neg)
r2
P>r
Myrcene day 7
Positive
0.19
<0.001
Total Sesquiterpenes day 0
Myrcene day 7
Positive
0.05
0.12
Total Sesquiterpenes day 7
Myrcene day 7
Positive
0.29
<0.001
Total Sesquiterpenes day 12
Myrcene day 7
Positive
0.04
0.24
(3-Pinene/5-3-Carene day 0
Myrcene day 7
Negative
-0.02
0.47
P-Pinene/8-3-Carene day 7
Myrcene day 7
Negative
-0.11
<0.01
P-Pinene/S-3-Carene day 12
Myrcene day 7
Negative
-0.07
0.06
Terpinolene/Myrcene day 0
Myrcene day 7
Negative
-0.08
0.01
Terpinolene/Myrcene day 7
Myrcene day 7
Negative
-0.14
<0.001
Terpinolene/Myrcene day 12
Myrcene day 7
Negative
-0.07
0.06
P-Phellandrene day 0
Myrcene day 12
Positive
0.17
<0.001
P-Phellandrene day 7
Myrcene day 12
Positive
0.19
<0.001
P-Phellandrene day 12
Myrcene day 12
Positive
0.92
<0.001
a-Pinene day 0
Myrcene day 12
Positive
0.07
0.03
a-Pinene day 7
Myrcene day 12
Positive
0.10
<0.01
a-Pinene day 12
Myrcene day 12
Positive
0.76
<0.001
P-Pinene day 0
Myrcene day 12
Positive
0.00
0.96
P-Pinene day 7
Myrcene day 12
Positive
0.04
0.28
P-Pinene day 12
Myrcene day 12
Positive
0.52
<0.001
Terpineol day 0
Myrcene day 12
Positive
0.04
0.21
Terpineol day 7
Myrcene day 12
Positive
0.11
<0.01
Terpineol day 12
Myrcene day 12
Positive
0.15
<0.001
Terpinolene day 0
Myrcene day 12
Positive
0.11
<0.01
Terpinolene day 7
Myrcene day 12
Positive
0.15
<0.001
Terpinolene day 12
Myrcene day 12
Positive
0.73
<0.001
Total Terpenoids day 0
Myrcene day 12
Positive
0.14
<0.001
Total Terpenoids day 7
Myrcene day 12
Positive
0.18
<0.001
Total Terpenoids day 12
Myrcene day 12
Positive
0.97
<0.001
Variable X
Variable Y
Total Monoterpenes day 12
Reproduced with permission of the copyright owner. Further reproduction prohibited without permission.
226
Table 11b:
Rel. (Pos/Neg)
r2
P>r
Myrcene day 12
Positive
0.14
<0.001
Total Monoterpenes day 7
Myrcene day 12
Positive
0.18
<0.001
Total Monoterpenes day 12
Myrcene day 12
Positive
0.97
<0.001
Total Sesquiterpenes day 0
Myrcene day 12
Positive
0.07
0.03
Total Sesquiterpenes day 7
Myrcene day 12
Positive
0.08
0.02
Total Sesquiterpenes day 12
Myrcene day 12
Positive
0.25
<0.001
P-Pinene/5-3-Carene day 0
Myrcene day 12
Negative
-0.10
<0.01
P-Pinene/8-3-Carene day 7
Myrcene day 12
Negative
-0.06
0.09
P-Pinene/S-3-Carene day 12
Myrcene day 12
Negative
-0.13
<0.001
Terpinolene/Myrcene day 0
Myrcene day 12
Negative
-0.01
0.82
Terpinolene/Myrcene day 7
Myrcene day 12
Negative
-0.03
0.31
Terpinolene/Myrcene day 12
Myrcene day 12
Negative
-0.03
0.35
P-Phellandrene day 7
P-Phellandrene day 0
Positive
0.22
<0.001
P-Phellandrene day 12
P-Phellandrene day 0
Positive
0.23
<0.001
a-Pinene day 0
P-Phellandrene day 0
Positive
0.68
<0.001
a-Pinene day 7
P-Phellandrene day 0
Positive
0.00
0.96
a-Pinene day 12
P-Phellandrene day 0
Positive
0.03
0.44
P-Pinene day 0
P-Phellandrene day 0
Positive
0.48
<0.001
P-Pinene day 7
P-Phellandrene day 0
Positive
0.01
0.78
P-Pinene day 12
P-Phellandrene day 0
Positive
0.02
0.47
Terpineol day 0
P-Phellandrene day 0
Positive
0.41
<0.001
Terpineol day 7
P-Phellandrene day 0
Positive
0.07
0.04
Terpineol day 12
P-Phellandrene day 0
Positive
0.11
<0.01
Terpinolene day 0
P-Phellandrene day 0
Positive
0.60
<0.001
Terpinolene day 7
P-Phellandrene day 0
Positive
0.09
0.01
Terpinolene day 12
P-Phellandrene day 0
Positive
0.09
0.01
Total Terpenoids day 0
P-Phellandrene day 0
Positive
0.93
<0.001
Total Terpenoids day 7
P-Phellandrene day 0
Positive
0.15
<0.001
Variable X
Variable Y
Total Monoterpenes day 0
Reproduced with permission of the copyright owner. Further reproduction prohibited without permission.
227
Table 11b:
Variable X
|
Variable Y
Rel. (Pos/Neg)
r2
P>r
Total Terpenoids day 12
P-Phellandrene day 0
Positive
0.15
<0.001
Total Monoterpenes day 0
P-Phellandrene day 0
Positive
0.93
<0.001
Total Monoterpenes day 7
P-Phellandrene day 0
Positive
0.15
<0.001
Total Monoterpenes day 12
P-Phellandrene day 0
Positive
0.15
<0.001
Total Sesquiterpenes day 0
P-Phellandrene day 0
Positive
0.50
<0.001
Total Sesquiterpenes day 7
P-Phellandrene day 0
Positive
0.10
<0.01
Total Sesquiterpenes day 12
P-Phellandrene day 0
Positive
0.16
<0.001
P-Pinene/S-3-Carene day 0
P-Phellandrene day 0
Negative
-0.02
0.63
p-Pinene/8-3-Carene day 7
P-Phellandrene day 0
Negative
-0.06
0.10
P-Pinene/8-3-Carene day 12
P-Phellandrene day 0
Negative
-0.03
0.32
Terpinolene/Myrcene day 0
P-Phellandrene day 0
Negative
-0.08
0.02
Terpinolene/Myrcene day 7
P-Phellandrene day 0
Negative
-0.05
0.17
Terpinolene/Myrcene day 12
P-Phellandrene day 0
Negative
-0.06
0.09
P-Phellandrene day 12
p-Phellandrene day 7
Positive
0.27
<0.001
a-Pinene day 0
P-Phellandrene day 7
Positive
0.02
0.63
a-Pinene day 7
P-Phellandrene day 7
Positive
0.64
<0.001
a-Pinene day 12
P-Phellandrene day 7
Positive
0.04
0.21
P-Pinene day 0
P-Phellandrene day 7
Positive
0.02
0.66
P-Pinene day 7
P-Phellandrene day 7
Positive
0.43
<0.001
P-Pinene day 12
P-Phellandrene day 7
Positive
0.01
0.70
Terpineol day 0
P-Phellandrene day 7
Positive
0.06
0.06
Terpineol day 7
P-Phellandrene day 7
Positive
0.11
<0.01
Terpineol day 12
P-Phellandrene day 7
Negative
-0.01
0.73
Terpinolene day 0
P-Phellandrene day 7
Positive
0.00
0.92
Terpinolene day 7
P-Phellandrene day 7
Positive
0.57
<0.001
Terpinolene day 12
P-Phellandrene day 7
Positive
0.03
0.31
Total Terpenoids day 0
P-Phellandrene day 7
Positive
0.11
<0.01
Total Terpenoids day 7
P-Phellandrene day 7
Positive
0.95
<0.001
Reproduced with permission of the copyright owner. Further reproduction prohibited without permission.
228
Table 11b:
Rel. (Pos/Neg)
r2
P>r
P-Phellandrene day 7
Positive
0.18
<0.001
Total Monoterpenes day 0
P-Phellandrene day 7
Positive
0.11
<0.01
Total Monoterpenes day 7
P-Phellandrene day 7
Positive
0.95
<0.001
Total Monoterpenes day 12
P-Phellandrene day 7
Positive
0.17
<0.001
Total Sesquiterpenes day 0
p-Phellandrene day 7
Positive
0.03
0.36
Total Sesquiterpenes day 7
P-Phellandrene day 7
Positive
0.24
<0.001
Total Sesquiterpenes day 12
P-Phellandrene day 7
Positive
0.03
0.39
(3-Pinene/5-3-Carene day 0
p-Phellandrene day 7
Positive
0.02
0.65
P-Pinene/5-3-Carene day 7
P-Phellandrene day 7
Negative
-0.07
0.03
P-Pinene/8-3-Carene day 12
P-Phellandrene day 7
Negative
-0.02
0.48
Terpinolene/Myrcene day 0
P-Phellandrene day 7
Negative
-0.11
<0.01
Terpinolene/Myrcene day 7
P-Phellandrene day 7
Negative
-0.23
<0.001
Terpinolene/Myrcene day 12
P-Phellandrene day 7
Negative
-0.16
<0.001
a-Pinene day 0
P-Phellandrene day 12
Positive
0.01
0.88
a-Pinene day 7
P-Phellandrene day 12
Positive
0.05
0.18
a-Pinene day 12
p-Phellandrene day 12
Positive
0.67
<0.001
P-Pinene day 0
P-Phellandrene day 12
Negative
-0.04
0.29
P-Pinene day 7
P-Phellandrene day 12
Positive
0.02
0.58
P-Pinene day 12
P-Phellandrene day 12
Positive
0.48
<0.001
Terpineol day 0
P-Phellandrene day 12
Positive
0.01
0.68
Terpineol day 7
P-Phellandrene day 12
Positive
0.05
0.14
Terpineol day 12
P-Phellandrene day 12
Positive
0.11
<0.01
Terpinolene day 0
P-Phellandrene day 12
Positive
0.05
0.13
Terpinolene day 7
P-Phellandrene day 12
Positive
0.08
0.01
Terpinolene day 12
P-Phellandrene day 12
Positive
0.62
<0.001
Total Terpenoids day 0
P-Phellandrene day 12
Positive
0.13
<0.001
Total Terpenoids day 7
P-Phellandrene day 12
Positive
0.19
<0.001
Total Terpenoids day 12
P-Phellandrene day 12
Positive
0.94
<0.001
Variable X
Variable Y
Total Terpenoids day 12
Reproduced with permission of the copyright owner. Further reproduction prohibited without permission.
229
Table 11b:
Rel. (Pos/Neg)
r2
P>r
P-Phellandrene day 12
Positive
0.13
<0.001
Total Monoterpenes day 7
p-Phellandrene day 12
Positive
0.19
<0.001
Total Monoterpenes day 12
p-Phellandrene day 12
Positive
0.94
<0.001
Total Sesquiterpenes day 0
P-Phellandrene day 12
Positive
0.05
0.17
Total Sesquiterpenes day 7
P-Phellandrene day 12
Positive
0.05
0.16
Total Sesquiterpenes day 12
P-Phellandrene day 12
Positive
0.19
<0.001
P-Pinene/8-3-Carene day 0
P-Phellandrene day 12
Negative
-0.09
0.01
P-Pinene/S-3-Carene day 7
P-Phellandrene day 12
Negative
-0.04
0.20
P-Pinene/8-3-Carene day 12
p-Phellandrene day 12
Negative
-0.10
<0.01
Terpinolene/Myrcene day 0
P-Phellandrene day 12
Negative
-0.02
0.47
Terpinolene/Myrcene day 7
P-Phellandrene day 12
Negative
-0.12
<0.01
Terpinolene/Myrcene day 12
P-Phellandrene day 12
Negative
-0.12
<0.01
a-Pinene day 7
a-Pinene day 0
Positive
0.31
<0.001
a-Pinene day 12
a-Pinene day 0
Positive
0.30
<0.001
P-Pinene day 0
a-Pinene day 0
Positive
0.67
<0.001
p-Pinene day 7
a-Pinene day 0
Positive
0.17
<0.001
p-Pinene day 12
a-Pinene day 0
Positive
0.18
<0.001
Terpineol day 0
a-Pinene day 0
Positive
0.43
<0.001
Terpineol day 7
a-Pinene day 0
Positive
0.13
<0.001
Terpineol day 12
a-Pinene day 0
Positive
0.13
<0.001
Terpinolene day 0
a-Pinene day 0
Positive
0.59
<0.001
Terpinolene day 7
a-Pinene day 0
Positive
0.05
0.15
Terpinolene day 12
a-Pinene day 0
Positive
0.03
0.31
Total Terpenoids day 0
a-Pinene day 0
Positive
0.83
<0.001
Total Terpenoids day 7
a-Pinene day 0
Positive
0.10
<0.01
Total Terpenoids day 12
a-Pinene day 0
Positive
0.09
0.01
Total Monoterpenes day 0
a-Pinene day 0
Positive
0.83
<0.001
Total Monoterpenes day 7
a-Pinene day 0
Positive
0.10
<0.01
Variable X
Variable Y
Total Monoterpenes day 0
Reproduced with permission of the copyright owner. Further reproduction prohibited without permission.
230
Table 11b:
P>r
Rel. (Pos/Neg)
r2
a-Pinene day 0
Positive
0.09
0.01
Total Sesquiterpenes day 0
a-Pinene day 0
Positive
0.51
<0.001
Total Sesquiterpenes day 7
a-Pinene day 0
Positive
0.08
0.03
Total Sesquiterpenes day 12
a-Pinene day 0
Positive
0.11
<0.01
P-Pinene/S-3-Carene day 0
a-Pinene day 0
Positive
0.21
<0.001
P-Pinene/5-3-Carene day 7
a-Pinene day 0
Positive
0.13
<0.001
P-Pinene/8-3-Carene day 12
a-Pinene day 0
Positive
0.17
<0.001
Terpinolene/Myrcene day 0
a-Pinene day 0
Negative
-0.06
0.06
Terpinolene/Myrcene day 7
a-Pinene day 0
Positive
0.00
0.89
Terpinolene/Myrcene day 12
a-Pinene day 0
Negative
-0.03
0.36
a-Pinene day 12
a-Pinene day 7
Positive
0.39
<0.001
P-Pinene day 0
a-Pinene day 7
Positive
0.24
<0.001
P-Pinene day 7
a-Pinene day 7
Positive
0.64
<0.001
p-Pinene day 12
a-Pinene day 7
Positive
0.21
<0.001
Terpineol day 0
a-Pinene day 7
Positive
0.10
0.01
Terpineol day 7
a-Pinene day 7
Positive
0.18
<0.001
Terpineol day 12
a-Pinene day 7
Positive
0.06
0.10
Terpinolene day 0
a-Pinene day 7
Positive
0.04
0.29
Terpinolene day 7
a-Pinene day 7
Positive
0.44
<0.001
Terpinolene day 12
a-Pinene day 7
Positive
0.01
0.74
Total Terpenoids day 0
a-Pinene day 7
Positive
0.10
<0.01
Total Terpenoids day 7
a-Pinene day 7
Positive
0.79
<0.001
Total Terpenoids day 12
a-Pinene day 7
Positive
0.14
<0.001
Total Monoterpenes day 0
a-Pinene day 7
Positive
0.11
<0.01
Total Monoterpenes day 7
a-Pinene day 7
Positive
0.79
<0.001
Total Monoterpenes day 12
a-Pinene day 7
Positive
0.14
<0.001
Total Sesquiterpenes day 0
a-Pinene day 7
Positive
0.03
0.34
Total Sesquiterpenes day 7
a-Pinene day 7
Positive
0.16
<0.001
Variable X
Variable Y
Total Monoterpenes day 12
Reproduced with permission of the copyright owner. Further reproduction prohibited without permission.
231
Table 11b:
P>r
Rel. (Pos/Neg)
r2
a-Pinene day 7
Positive
0.01
0.80
P-Pinene/5-3-Carene day 0
a-Pinene day 7
Positive
0.26
<0.001
p-Pinene/8-3-Carene day 7
a-Pinene day 7
Positive
0.23
<0.001
p-Pinene/5-3-Carene day 12
a-Pinene day 7
Positive
0.22
<0.001
Terpinolene/Myrcene day 0
a-Pinene day 7
Negative
-0.04
0.22
Terpinolene/Myrcene day 7
a-Pinene day 7
Negative
-0.18
<0.001
Terpinolene/Myrcene day 12
a-Pinene day 7
Negative
-0.10
<0.01
P-Pinene day 0
a-Pinene day 12
Positive
0.21
<0.001
P-Pinene day 7
a-Pinene day 12
Positive
0.21
<0.001
p-Pinene day 12
a-Pinene day 12
Positive
0.68
<0.001
Terpineol day 0
a-Pinene day 12
Positive
0.09
0.01
Terpineol day 7
a-Pinene day 12
Positive
0.14
<0.001
Terpineol day 12
a-Pinene day 12
Positive
0.16
<0.001
Terpinolene day 0
a-Pinene day 12
Positive
0.09
0.01
Terpinolene day 7
a-Pinene day 12
Positive
0.04
0.22
Terpinolene day 12
a-Pinene day 12
Positive
0.51
<0.001
Total Terpenoids day 0
a-Pinene day 12
Positive
0.13
<0.001
Total Terpenoids day 7
a-Pinene day 12
Positive
0.13
<0.001
Total Terpenoids day 12
a-Pinene day 12
Positive
0.83
<0.001
Total Monoterpenes day 0
a-Pinene day 12
Positive
0.13
<0.001
Total Monoterpenes day 7
a-Pinene day 12
Positive
0.13
<0.001
Total Monoterpenes day 12
a-Pinene day 12
Positive
0.83
<0.001
Total Sesquiterpenes day 0
a-Pinene day 12
Positive
0.05
0.11
Total Sesquiterpenes day 7
a-Pinene day 12
Positive
0.03
0.42
Total Sesquiterpenes day 12
a-Pinene day 12
Positive
0.18
<0.001
P-Pinene/5-3-Carene day 0
a-Pinene day 12
Positive
0.18
<0.001
P-Pinene/S-3-Carene day 7
a-Pinene day 12
Positive
0.19
<.0001
P-Pinene/5-3-Carene day 12
a-Pinene day 12
Positive
0.20
<0.001
Variable X
Variable Y
Total Sesquiterpenes day 12
Reproduced with permission of the copyright owner. Further reproduction prohibited without permission.
232
Table 11b:
P>r
Rel. (Pos/Neg)
r2
a-Pinene day 12
Positive
0.03
0.37
Terpinolene/Myrcene day 7
a-Pinene day 12
Negative
-0.05
0.12
Terpinolene/Myrcene day 12
a-Pinene day 12
Negative
-0.09
0.01
p-Pinene day 7
P-Pinene day 0
Positive
0.56
<0.001
P-Pinene day 12
P-Pinene day 0
Positive
0.53
<0.001
Terpineol day 0
P-Pinene day 0
Positive
0.35
<0.001
Terpineol day 7
p-Pinene day 0
Positive
0.16
<0.001
Terpineol day 12
P-Pinene day 0
Positive
0.17
<0.001
Terpinolene day 0
P-Pinene day 0
Positive
0.35
<0.001
Terpinolene day 7
P-Pinene day 0
Negative
-0.04
0.27
Terpinolene day 12
P-Pinene day 0
Negative
-0.06
0.08
Total Terpenoids day 0
P-Pinene day 0
Positive
0.62
<0.001
Total Terpenoids day 7
P-Pinene day 0
Positive
0.09
0.01
Total Terpenoids day 12
P-Pinene day 0
Positive
0.05
0.13
Total Monoterpenes day 0
P-Pinene day 0
Positive
0.62
<0.001
Total Monoterpenes day 7
P-Pinene day 0
Positive
0.09
0.01
Total Monoterpenes day 12
P-Pinene day 0
Positive
0.05
0.13
Total Sesquiterpenes day 0
P-Pinene day 0
Positive
0.29
<0.001
Total Sesquiterpenes day 7
P-Pinene day 0
Positive
0.09
0.01
Total Sesquiterpenes day 12
P-Pinene day 0
Positive
0.05
0.17
P-Pinene/5-3-Carene day 0
p-Pinene day 0
Positive
0.66
<0.001
P-Pinene/8-3-Carene day 7
p-Pinene day 0
Positive
0.52
<.0001
p-Pinene/5-3-Carene day 12
p-Pinene day 0
Positive
0.56
<0.001
Terpinolene/Myrcene day 0
P-Pinene day 0
Negative
-0.07
0.05
Terpinolene/Myrcene day 7
P-Pinene day 0
Negative
-0.10
<0.01
Terpinolene/Myrcene day 12
P-Pinene day 0
Negative
-0.09
0.01
p-Pinene day 12
P-Pinene day 7
Positive
0.58
<0.001
Terpineol day 0
p-Pinene day 7
Positive
0.06
0.09
Variable X
Variable Y
Terpinolene/Myrcene day 0
Reproduced with permission of the copyright owner. Further reproduction prohibited without permission.
233
Table 11b:
Rel. (Pos/Neg)
r2
P>r
P-Pinene day 7
Positive
0.19
<0.001
Terpineol day 12
P-Pinene day 7
Positive
0.12
<0.001
Terpinolene day 0
p-Pinene day 7
Negative
-0.02
0.52
Terpinolene day 7
P-Pinene day 7
Positive
0.20
<0.001
Terpinolene day 12
P-Pinene day 7
Negative
-0.06
0.10
Total Terpenoids day 0
P-Pinene day 7
Positive
0.07
0.04
Total Terpenoids day 7
P-Pinene day 7
Positive
0.55
<0.001
Total Terpenoids day 12
p-Pinene day 7
Positive
0.09
0.01
Total Monoterpenes day 0
P-Pinene day 7
Positive
0.07
0.04
Total Monoterpenes day 7
p-Pinene day 7
Positive
0.55
<0.001
Total Monoterpenes day 12
P-Pinene day 7
Positive
0.09
0.01
Total Sesquiterpenes dayO
P-Pinene day 7
Negative
-0.07
0.05
Total Sesquiterpenes day 7
P-Pinene day 7
Positive
0.11
<0.01
Total Sesquiterpenes day 12
P-Pinene day 7
Negative
-0.01
0.83
P-Pinene/5-3-Carene day 0
p-Pinene day 7
Positive
0.56
<0.001
(3-Pinene/8-3-Carene day 7
p-Pinene day 7
Positive
0.68
<0.001
P-Pinene/5-3-Carene day 12
P-Pinene day 7
Positive
0.57
<0.001
Terpinolene/Myrcene day 0
P-Pinene day 7
Negative
-0.06
0.09
Terpinolene/Myrcene day 7
P-Pinene day 7
Negative
-0.23
<0.001
Terpinolene/Myrcene day 12
P-Pinene day 7
Negative
-0.12
<0.001
Terpineol day 0
P-Pinene day 12
Positive
0.07
0.04
Terpineol day 7
P-Pinene day 12
Positive
0.17
<0.001
Terpineol day 12
P-Pinene day 12
Positive
0.19
<0.001
Terpinolene day 0
P-Pinene day 12
Positive
0.02
0.51
Terpinolene day 7
P-Pinene day 12
Negative
-0.06
0.10
Terpinolene day 12
P-Pinene day 12
Positive
0.30
<0.001
Total Terpenoids day 0
P-Pinene day 12
Positive
0.10
0.01
Total Terpenoids day 7
P-Pinene day 12
Positive
0.08
0.02
Variable X
Variable Y
Terpineol day 7
Reproduced with permission of the copyright owner. Further reproduction prohibited without permission.
234
Table 11b:
Rel. (Pos/Neg)
r2
P>r
p-Pinene day 12
Positive
0.61
<0.001
Total Monoterpenes day 0
P-Pinene day 12
Positive
0.10
<0.01
Total Monoterpenes day 7
p-Pinene day 12
Positive
0.08
0.02
Total Monoterpenes day 12
p-Pinene day 12
Positive
0.61
<0.001
Total Sesquiterpenes day 0
P-Pinene day 12
Negative
-0.03
0.44
Total Sesquiterpenes day 7
P-Pinene day 12
Positive
0.03
0.33
Total Sesquiterpenes day 12
P-Pinene day 12
Positive
0.11
<0.01
(3-Pinene/5-3-Carene day 0
p-Pinene day 12
Positive
0.49
<0.001
P-Pinene/S-3-Carene day 7
p-Pinene day 12
Positive
0.55
<0.001
P-Pinene/8-3-Carene day 12
P-Pinene day 12
Positive
0.65
<0.001
Terpinolene/Myrcene day 0
P-Pinene day 12
Negative
-0.02
0.62
Terpinolene/Myrcene day 7
P-Pinene day 12
Negative
-0.12
<0.01
Terpinolene/Myrcene day 12
P-Pinene day 12
Negative
-0.14
<0.001
Terpineol day 7
Terpineol day 0
Positive
0.14
<0.001
Terpineol day 12
Terpineol day 0
Positive
0.17
<0.001
Terpinolene day 0
Terpineol day 0
Positive
0.35
<0.001
Terpinolene day 7
Terpineol day 0
Positive
0.07
0.03
Terpinolene day 12
Terpineol day 0
Positive
0.04
0.25
Total Terpenoids day 0
Terpineol day 0
Positive
0.49
<0.001
Total Terpenoids day 7
Terpineol day 0
Positive
0.08
0.02
Total Terpenoids day 12
Terpineol day 0
Positive
0.04
0.21
Total Monoterpenes day 0
Terpineol day 0
Positive
0.49
<0.001
Total Monoterpenes day 7
Terpineol day 0
Positive
0.08
0.02
Total Monoterpenes day 12
Terpineol day 0
Positive
0.04
0.21
Total Sesquiterpenes day 0
Terpineol day 0
Positive
0.42
<0.001
Total Sesquiterpenes day 7
Terpineol day 0
Positive
0.15
<0.001
Total Sesquiterpenes day 12
Terpineol day 0
Positive
0.13
<0.001
P-Pinene/8-3-Carene day 0
Terpineol day 0
Positive
0.08
0.01
Variable X
Variable Y
Total Terpenoids day 12
Reproduced with permission of the copyright owner. Further reproduction prohibited without permission.
235
Table 11b:
P>r
Rel. (Pos/Neg)
r2
Terpineol day 0
Positive
0.01
0.74
P-Pinene/8-3-Carene day 12
Terpineol day 0
Positive
0.08
0.03
Terpinolene/Myrcene day 0
Terpineol day 0
Positive
0.02
0.48
Terpinolene/Myrcene day 7
Terpineol day 0
Positive
0.03
0.47
Terpinolene/Myrcene day 12
Terpineol day 0
Positive
0.01
0.79
Terpineol day 12
Terpineol day 7
Positive
0.23
<0.001
Terpinolene day 0
Terpineol day 7
Positive
0.11
<0.01
Terpinolene day 7
Terpineol day 7
Positive
0.08
0.02
Terpinolene day 12
Terpineol day 7
Positive
0.12
<0.01
Total Terpenoids day 0
Terpineol day 7
Positive
0.11
<0.01
Total Terpenoids day 7
Terpineol day 7
Positive
0.15
<0.001
Total Terpenoids day 12
Terpineol day 7
Positive
0.11
<0.01
Total Monoterpenes day 0
Terpineol day 7
Positive
0.11
<0.01
Total Monoterpenes day 7
Terpineol day 7
Positive
0.15
<0.001
Total Monoterpenes day 12
Terpineol day 7
Positive
0.11
<0.01
Total Sesquiterpenes day 0
Terpineol day 7
Positive
0.09
0.01
Total Sesquiterpenes day 7
Terpineol day 7
Positive
0.39
<0.001
Total Sesquiterpenes day 12
Terpineol day 7
Positive
0.14
<0.001
P-Pinene/8-3-Carene day 0
Terpineol day 7
Positive
0.10
0.01
P-Pinene/8-3-Carene day 7
Terpineol day 7
Positive
0.15
<0.001
P-Pinene/8-3-Carene day 12
Terpineol day 7
Positive
0.11
<0.01
Terpinolene/Myrcene day 0
Terpineol day 7
Positive
0.03
0.36
Terpinolene/Myrcene day 7
Terpineol day 7
Negative
-0.07
0.03
Terpinolene/Myrcene day 12
Terpineol day 7
Positive
0.05
0.13
Terpinolene day 0
Terpineol day 12
Positive
0.10
<0.01
Terpinolene day 7
Terpineol day 12
Positive
0.02
0.49
Terpinolene day 12
Terpineol day 12
Positive
0.12
<0.001
Total Terpenoids day 0
Terpineol day 12
Positive
0.13
<0.001
Variable X
Variable Y
P-Pinene/8-3-Carene day 7
Reproduced with permission of the copyright owner. Further reproduction prohibited without permission.
236
Table 11b:
P>r
Rel. (Pos/Neg)
r2
Terpineol day 12
Positive
0.01
0.76
Total Terpenoids day 12
Terpineol day 12
Positive
0.13
<0.001
Total Monoterpenes day 0
Terpineol day 12
Positive
0.13
<0.001
Total Monoterpenes day 7
Terpineol day 12
Positive
0.01
0.76
Total Monoterpenes day 12
Terpineol day 12
Positive
0.12
<0.001
Total Sesquiterpenes day 0
Terpineol day 12
Positive
0.14
<0.001
Total Sesquiterpenes day 7
Terpineol day 12
Positive
0.16
<0.001
Total Sesquiterpenes day 12
Terpineol day 12
Positive
0.42
<0.001
p-Pinene/8-3-Carene day 0
Terpineol day 12
Positive
0.12
<0.01
P-Pinene/8-3-Carene day 7
Terpineol day 12
Positive
0.12
<0.001
P-Pinene/S-3-Carene day 12
Terpineol day 12
Positive
0.16
<0.001
Terpinolene/Myrcene day 0
Terpineol day 12
Positive
0.01
0.86
Terpinolene/Myrcene day 7
Terpineol day 12
Positive
0.03
0.46
Terpinolene/Myrcene day 12
Terpineol day 12
Positive
0.02
0.60
Terpinolene day 7
Terpinolene day 0
Positive
0.29
<0.001
Terpinolene day 12
Terpinolene day 0
Positive
0.34
<0.001
Total Terpenoids day 0
Terpinolene day 0
Positive
0.69
<0.001
Total Terpenoids day 7
Terpinolene day 0
Positive
0.05
0.16
Total Terpenoids day 12
Terpinolene day 0
Positive
0.11
<0.01
Total Monoterpenes day 0
Terpinolene day 0
Positive
0.69
<0.001
Total Monoterpenes day 7
Terpinolene day 0
Positive
0.05
0.16
Total Monoterpenes day 12
Terpinolene day 0
Positive
0.11
<0.01
Total Sesquiterpenes day 0
Terpinolene day 0
Positive
0.42
<0.001
Total Sesquiterpenes day 7
Terpinolene day 0
Positive
0.09
0.01
Total Sesquiterpenes day 12
Terpinolene day 0
Positive
0.14
<0.001
P-Pinene/5-3-Carene day 0
Terpinolene day 0
Negative
-0.16
<0.001
P-Pinene/8-3-Carene day 7
Terpinolene day 0
Negative
-0.12
<0.001
P-Pinene/S-3-Carene day 12
Terpinolene day 0
Negative
-0.11
<0.01
Variable X
Variable Y
Total Terpenoids day 7
Reproduced with permission of the copyright owner. Further reproduction prohibited without permission.
237
Table 11b:
Rel. (Pos/Neg)
r2
P>r
Terpinolene day 0
Positive
0.59
<0.001
Terpinolene/Myrcene day 7
Terpinolene day 0
Positive
0.35
<0.001
Terpinolene/Myrcene day 12
Terpinolene day 0
Positive
0.39
<0.001
Terpinolene day 12
Terpinolene day 7
Positive
0.39
<0.001
Total Terpenoids day 0
Terpinolene day 7
Positive
0.11
<0.01
Total Terpenoids day 7
Terpinolene day 7
Positive
0.69
<0.001
Total Terpenoids day 12
Terpinolene day 7
Positive
0.13
<0.001
Total Monoterpenes day 0
Terpinolene day 7
Positive
0.11
<0.01
Total Monoterpenes day 7
Terpinolene day 7
Positive
0.69
<0.001
Total Monoterpenes day 12
Terpinolene day 7
Positive
0.13
<0.001
Total Sesquiterpenes day 0
Terpinolene day 7
Positive
0.08
0.02
Total Sesquiterpenes day 7
Terpinolene day 7
Positive
0.21
<0.001
Total Sesquiterpenes day 12
Terpinolene day 7
Positive
0.10
<0.01
P-Pinene/5-3-Carene day 0
Terpinolene day 7
Negative
-0.30
<0.001
P-Pinene/5-3-Carene day 7
Terpinolene day 7
Negative
-0.41
<0.001
P-Pinene/8-3-Carene day 12
Terpinolene day 7
Negative
-0.30
<0.001
Terpinolene/Myrcene day 0
Terpinolene day 7
Positive
0.28
<0.001
Terpinolene/Myrcene day 7
Terpinolene day 7
Positive
0.62
<0.001
Terpinolene/Myrcene day 12
Terpinolene day 7
Positive
0.41
<0.001
Total Terpenoids day 0
Terpinolene day 12
Positive
0.11
<0.01
Total Terpenoids day 7
Terpinolene day 12
Positive
0.09
0.01
Total Terpenoids day 12
Terpinolene day 12
Positive
0.73
<0.001
Total Monoterpenes day 0
Terpinolene day 12
Positive
0.11
<0.01
Total Monoterpenes day 7
Terpinolene day 12
Positive
0.09
0.01
Total Monoterpenes day 12
Terpinolene day 12
Positive
0.73
<0.001
Total Sesquiterpenes day 0
Terpinolene day 12
Positive
0.11
<0.01
Total Sesquiterpenes day 7
Terpinolene day 12
Positive
0.11
<0.01
Total Sesquiterpenes day 12
Terpinolene day 12
Positive
0.25
<0.001
Variable X
Variable Y
Terpinolene/Myrcene day 0
Reproduced with permission of the copyright owner. Further reproduction prohibited without permission.
238
Table 11b:
Rel. (Pos/Neg)
r2
P>r
Terpinolene day 12
Negative
-0.29
<0.001
P-Pinene/8-3-Carene day 7
Terpinolene day 12
Negative
-0.22
<0.001
(3-Pinene/5-3-Carene day 12
Terpinolene day 12
Negative
-0.38
<0.001
Terpinolene/Myrcene day 0
Terpinolene day 12
Positive
0.35
<0.001
Terpinolene/Myrcene day 7
Terpinolene day 12
Positive
0.40
<0.001
Terpinolene/Myrcene day 12
Terpinolene day 12
Positive
0.66
<0.001
Total Terpenoids day 7
Tota Terpenoids day 0
Positive
0.12
<0.001
Total Terpenoids day 12
Tota Terpenoids day 0
Positive
0.14
<0.001
Total Monoterpenes day 0
Tota Terpenoids day 0
Positive
1.00
<0.001
Total Monoterpenes day 7
Tota Terpenoids day 0
Positive
0.12
<0.001
Total Monoterpenes day 12
Tota Terpenoids day 0
Positive
0.14
<0.001
Total Sesquiterpenes day 0
Tota Terpenoids day 0
Positive
0.56
<0.001
Total Sesquiterpenes day 7
Tota Terpenoids day 0
Positive
0.11
<0.01
Total Sesquiterpenes day 12
Tota Terpenoids day 0
Positive
0.17
<0.001
(3-Pinene/5-3-Carene day 0
Tota Terpenoids day 0
Positive
0.04
0.20
P-Pinene/S-3-Carene day 7
Tota Terpenoids day 0
Positive
0.00
0.93
(3-Pinene/8-3-Carene day 12
Tota Terpenoids day 0
Positive
0.03
0.37
Terpinolene/Myrcene day 0
Tota Terpenoids day 0
Negative
-0.02
0.50
Terpinolene/Myrcene day 7
Tota Terpenoids day 0
Positive
0.02
0.56
Terpinolene/Myrcene day 12
Tota Terpenoids day 0
Positive
0.00
0.97
Total Terpenoids day 12
Tota Terpenoids day 7
Positive
0.18
<0.001
Total Monoterpenes day 0
Tota Terpenoids day 7
Positive
0.07
0.03
Total Monoterpenes day 7
Tota Terpenoids day 7
Positive
1.00
<0.001
Total Monoterpenes day 12
Tota Terpenoids day 7
Positive
0.18
<0.001
Total Sesquiterpenes day 0
Tota Terpenoids day 7
Positive
0.04
0.26
Total Sesquiterpenes day 7
Tota Terpenoids day 7
Positive
0.25
<0.001
Total Sesquiterpenes day 12
Tota Terpenoids day 7
Positive
0.04
0.29
P-Pinene/8-3-Carene day 0
Tota Terpenoids day 7
Positive
0.04
0.27
Variable X
Variable Y
P-Pinene/8-3-Carene day 0
Reproduced with permission of the copyright owner. Further reproduction prohibited without permission.
239
Table 11b:
P>r
Rel. (Pos/Neg)
r2
Total Terpenoids day 7
Negative
-0.05
0.16
p-Pinene/S-3-Carene day 12
Total Terpenoids day 7
Positive
0.00
0.95
Terpinolene/Myrcene day 0
Total Terpenoids day 7
Negative
-0.05
0.16
Terpinolene/Myrcene day 7
Total Terpenoids day 7
Negative
-0.10
<0.01
Terpinolene/Myrcene day 12
Total Terpenoids day 7
Negative
-0.06
0.08
Total Monoterpenes day 0
Total Terpenoids day 12
Positive
0.14
<0.001
Total Monoterpenes day 7
Total Terpenoids day 12
Positive
0.18
<0.001
Total Monoterpenes day 12
Total Terpenoids day 12
Positive
1.00
<0.001
Total Sesquiterpenes day 0
Total Terpenoids day 12
Positive
0.06
0.10
Total Sesquiterpenes day 7
Total Terpenoids day 12
Positive
0.06
0.06
Total Sesquiterpenes day 12
Total Terpenoids day 12
Positive
0.22
<0.001
P-Pinene/8-3-Carene day 0
Total Terpenoids day 12
Negative
-0.04
0.26
P-Pinene/8-3-Carene day 7
Total Terpenoids day 12
Positive
0.01
0.81
P-Pinene/8-3-Carene day 12
Total Terpenoids day 12
Negative
-0.06
0.07
Terpinolene/Myrcene day 0
Total Terpenoids day 12
Positive
0.04
0.28
Terpinolene/Myrcene day 7
Total Terpenoids day 12
Negative
-0.03
0.39
Terpinolene/Myrcene day 12
Total Terpenoids day 12
Positive
0.00
0.97
Total Monoterpenes day 7
Total Monoterpenes day 0
Positive
0.12
<0.001
Total Monoterpenes day 12
Total Monoterpenes day 0
Positive
0.14
<0.001
Total Sesquiterpenes day 0
Total Monoterpenes day 0
Positive
0.56
<0.001
Total Sesquiterpenes day 7
Total Monoterpenes day 0
Positive
0.11
<0.01
Total Sesquiterpenes day 12
Total Monoterpenes day 0
Positive
0.16
<0.001
p-Pinene/8-3-Carene day 0
Total Monoterpenes day 0
Positive
0.04
0.20
P-Pinene/8-3-Carene day 7
Total Monoterpenes day 0
Positive
0.00
0.95
P-Pinene/8-3-Carene day 12
Total Monoterpenes day 0
Positive
0.03
0.36
Terpinolene/Myrcene day 0
Total Monoterpenes day 0
Negative
-0.02
0.50
Terpinolene/Myrcene day 7
Total Monoterpenes day 0
Positive
0.02
0.57
Terpinolene/Myrcene day 12
Total Monoterpenes day 0
Positive
0.00
0.99
Variable X
Variable Y
P-Pinene/S-3-Carene day 7
Reproduced with permission of the copyright owner. Further reproduction prohibited without permission.
240
Table 11b:
Rel. (Pos/Neg)
r2
P>r
Total Monoterpenes day 7
Positive
0.18
<0.001
Total Sesquiterpenes day 0
Total Monoterpenes day 7
Positive
0.04
0.26
Total Sesquiterpenes day 7
Total Monoterpenes day 7
Positive
0.25
<0.001
Total Sesquiterpenes day 12
Total Monoterpenes day 7
Positive
0.04
0.29
P-Pinene/5-3-Carene day 0
Total Monoterpenes day 7
Positive
0.04
0.27
P-Pinene/5-3-Carene day 7
Total Monoterpenes day 7
Negative
-0.05
0.16
P-Pinene/S-3-Carene day 12
Total Monoterpenes day 7
Positive
0.00
0.95
Terpinolene/Myrcene day 0
Total Monoterpenes day 7
Negative
-0.05
0.16
Terpinolene/Myrcene day 7
Total Monoterpenes day 7
Negative
-0.10
<0.01
Terpinolene/Myrcene day 12
Total Monoterpenes day 7
Negative
-0.06
0.08
Total Sesquiterpenes day 0
Total Monoterpenes day 12 Positive
0.06
0.10
Total Sesquiterpenes day 7
Total Monoterpenes day 12
Positive
0.06
0.07
Total Sesquiterpenes day 12
Total Monoterpenes day 12 Positive
0.21
<0.001
P-Pinene/S-3-Carene day 0
Total Monoterpenes day 12 Negative
-0.04
0.25
P-Pinene/8-3-Carene day 7
Total Monoterpenes day 12
Positive
0.01
0.82
P-Pinene/5-3-Carene day 12
Total Monoterpenes day 12 Negative
-0.06
0.07
Terpinolene/Myrcene day 0
Total Monoterpenes day 12 Positive
0.04
0.28
Terpinolene/Myrcene day 7
Total Monoterpenes day 12 Negative
-0.03
0.39
Terpinolene/Myrcene day 12
Total Monoterpenes day 12
Positive
0.00
0.95
Total Sesquiterpenes day 7
Total Sesquiterpenes day 0
Positive
0.19
<0.001
Total Sesquiterpenes day 12
Total Sesquiterpenes day 0
Positive
0.23
<0.001
P-Pinene/S-3-Carene day 0
Total Sesquiterpenes day 0
Positive
0.00
0.93
P-Pinene/8-3-Carene day 7
Total Sesquiterpenes day 0
Negative
-0.08
0.02
P-Pinene/5-3-Carene day 12
Total Sesquiterpenes day 0
Negative
-0.04
0.28
Terpinolene/Myrcene day 0
Total Sesquiterpenes day 0
Positive
0.02
0.50
Terpinolene/Myrcene day 7
Total Sesquiterpenes day 0
Positive
0.05
0.12
Terpinolene/Myrcene day 12
Total Sesquiterpenes day 0
Positive
0.07
0.04
Total Sesquiterpenes day 12
Total Sesquiterpenes day 7
Positive
0.22
<0.001
Variable X
Variable Y
Total Monoterpenes day 12
Reproduced with permission of the copyright owner. Further reproduction prohibited without permission.
241
Table 11b:
Rel. (Pos/Neg)
r2
Total Sesquiterpenes day 7
Positive
0.07
0.03
P-Pinene/S-3-Carene day 7
Total Sesquiterpenes day 7
Positive
0.03
0.40
P-Pinene/8-3-Carene day 12
Total Sesquiterpenes day 7
Positive
0.03
0.31
Terpinolene/Myrcene day 0
Total Sesquiterpenes day 7
Positive
0.02
0.55
Terpinolene/Myrcene day 7
Total Sesquiterpenes day 7
Negative
-0.03
0.44
Terpinolene/Myrcene day 12
Total Sesquiterpenes day 7
Positive
0.07
0.04
P-Pinene/5-3-Carene day 0
Total Sesquiterpenes day 12 Negative
-0.02
0.66
p-Pinene/5-3-Carene day 7
Total Sesquiterpenes day 12 Positive
-0.01
0.74
p-Pinene/5-3-Carene day 12
Total Sesquiterpenes day 12 Positive
0.03
0.40
Terpinolene/Myrcene day 0
Total Sesquiterpenes day 12 Positive
0.03
0.32
Terpinolene/Myrcene day 7
Total Sesquiterpenes day 12 Positive
0.09
0.01
Terpinolene/Myrcene day 12
Total Sesquiterpenes day 12 Positive
0.09
0.01
P-Pinene/5-3-Carene day 7
p-Pinene/8-3-Carene day 0
Positive
0.75
<0.001
P-Pinene/8-3-Carene day 12
p-Pinene/S-3-Carene day 0
Positive
0.78
<0.001
Terpinolene/Myrcene day 0
P-Pinene/8-3-Carene day 0
Negative
-0.20
<0.001
Terpinolene/Myrcene day 7
P-Pinene/8-3-Carene day 0
Negative
-0.38
<0.001
Terpinolene/Myrcene day 12
p-Pinene/S-3-Carene day 0
Negative
-0.31
<0.001
P-Pinene/5-3-Carene day 12
P-Pinene/8-3-Carene day 7
Positive
0.76
<0.001
Terpinolene/Myrcene day 0
P-Pinene/8-3-Carene day 7
Negative
-0.12
<0.001
Terpinolene/Myrcene day 7
P-Pinene/S-3-Carene day 7
Negative
-0.44
<0.001
Terpinolene/Myrcene day 12
P-Pinene/5-3-Carene day 7
Negative
-0.26
<0.001
Terpinolene/Myrcene day 0
P-Pinene/5-3-Carene day 12 Negative
-0.14
<0.001
Terpinolene/Myrcene day 7
P-Pinene/5-3-Carene day 12 Negative
-0.34
<0.001
Terpinolene/Myrcene day 12
P-Pinene/8-3-Carene day 12 Negative
-0.41
<0.001
Terpinolene/Myrcene day 7
Terpinolene/Myrcene day 0 Positive
0.47
<0.001
Terpinolene/Myrcene day 12
Terpinolene/Myrcene day 0 Positive
0.53
<0.001
Terpinolene/Myrcene day 12
Terpinolene/Myrcene day 7 Positive
0.63
<0.001
Variable X
Variable Y
P-Pinene/S-3-Carene day 0
Reproduced with permission of the copyright owner. Further reproduction prohibited without permission.
P>r
CHAPTER 2 FIGURES
Reproduced with permission of the copyright owner. Further reproduction prohibited without permission.
243
Figure 1 - Percent change of the seven most abundant terpenes within families is given for
Bowron and Moffat from day 0 to day 7. Families are listed from north (1) to south (45)
based on provenance origin.
Figure 2 - Percent change of the seven most abundant terpenes within families is given for
Bowron and Moffat from day 7 to day 12. Families are listed from north (1) to south (45)
based on provenance origin.
Reproduced with permission of the copyright owner. Further reproduction prohibited without permission.
1000.00 1
Figure 1 — Bowron
800.00 -
s
o
| 600.00
—a— p-Phellandrene
—•— a-Pinene
- -x- - Limonene
400.00
200.00 -
0.00
1000.00
800.00
600.00
—a— p-Pinene
5-3-Carene
200.00
0.00
1000.00 -
800.00
600.00
—A— Terpinolene
Myrcene
~
400.00
200.00
0.00
1
3
5
7
9 11 13 15 17 19 21 23 25 27 29 31 33 35 37 39 41 43 45
Famfly
Reproduced with permission of the copyright owner. Further reproduction prohibited without permission.
Figure 1 — Moffat
—a— p-Phellandrene
—•— a-Pinene
- -x- - Limonene
0.00
1000.00 -I
800.00 -
p-Pmene
6-3-Carene
800.00 -
Terpinolene
Myrcene
I I I I IV l l l I l I I l l I I l l l l I I I I l I l l l l l I I l l l I I l l
3
5
7
9 11 13 15 17 19 21 23 25 27 29 31 33 35 37 39 41 43 45
Family
Reproduced with permission of the copyright owner. Further reproduction prohibited without permission.
100.00 -
Figure 2 ~ Bowron
80.00 -
60.00
40.00
20.00
—a— p-Phellandrene
—•—a-Pinene
- -x- - Limonene
-20.00
-40.00
60.00
-80.00
100.00
100.00
80.00 -
60.00
40.00
20.00 p-Pinene
0.00 -
- 5-3-Carene
-20.00 -
40.00
-60.00
80.00
-100.00 J
100.00 -I
80.00 60.00 40.00 20.00 —Terpinolene
0.00 h
•
I
Myrcene
-20.00 -
<1
5?
-40.00 -60.00 -
<1
-80.00 -100.00 - 1 1
1
3
i l l
5
7
i i i i i i i i
i i i i i i
11 13 15 17 19 21 23 25 27 29 31 33 35 37 39 41 43 45
Famfly
Reproduced with permission of the copyright owner. Further reproduction prohibited without permission.
250.00
Figure 2 ~ Moffat
200.00 -
50.00
—a— p-Phellandrene
—•—a-Pinene
100.00
- -*• - Limonene
50.00
-50.00
250.00
200.00
o 150.00
s
p-Pinene
100.00
B-3-Carene
50.00
-50.00 250.00 -
200.00
150.00
Terpinolene
100.00 -
Myrcene
50.00
i yi i i
-50.00
1
3
9 11 13 15 17 19 21 23 25 27 29 31 33 35 37 39 41 43 45
Famfly
Reproduced with permission of the copyright owner. Further reproduction prohibited without permission.
APPENDIX
Reproduced with permission of the copyright owner. Further reproduction prohibited without permission.
249
Map 1 - Locations of where genetic material originated for each family from north to south
latitudes. Sites B=Bowron, M=Moffat.
Reproduced with permission of the copyright owner. Further reproduction prohibited without permission.
0
1
30,000 60,000
i
I
I J
120,000 Meters
I
l_J
I
Reproduced with permission of the copyright owner. Further reproduction prohibited without permission.
251
Diagram 1 - Funnel assembly used to collect resin from lodgepole pine. Circles=punched
holes, Lines=cuts and bends.
!
G
\y
,
Diagram 2 - The cork borer positioning is represented by the open circle.
Reproduced with permission of the copyright owner. Further reproduction prohibited without permission.
'Injection Port
FID
Glass Tube
Glass Wool
Oven
Column
Diagram 3 - Gas chromatograph with FID.
Photo 1 - Inoculation and lesion.
Reproduced with permission of the copyright owner. Further reproduction prohibited without permission.
253
Table I: Mean and standard error of resin (g), lesion length (cm) at 7 and 12 days, and host confinement rate (7/12) post inoculation with
G. clavigera onto the phloem tissue of half-sibling families at Bowron and Moffat. Families are listed from north (1) to
south (45) based on the provenance orgin.
Bowron
Moffat
Lesion
Resin
Family
1
N
Resin
7.33 0.02 2.26 0.23 4.71 0.45 0.52
0.11
X
se
7/12 days
7
X
se
12 days
1 lEor 12 7.24E 0.01E 4.53 0.63 4.03 0.25 1.20 0.19
X
se
7 days
X
X
se
7/12 days
N
X
se
12 days
se
X
se
7 days
Lesion
X
se
2
10
7.25 0.01 4.33 0.85 5.38 0.90 0.82 0.07
7
7.29 0.02 4.67 0.91 5.49 0.45 0.87
0.15
3
8
7.25 0.02 3.94 0.58 4.15 0.73 1.06 0.19
8
7.28 0.02 3.18 0.41 4.70 0.67 0.73
0.08
4
12
7.26 0.01 3.90 0.50 5.25 1.00 0.90 0.17
14
7.36 0.04 4.78 0.37 5.12 0.45 1.02
0.11
5
12
7.17 0.09 3.25 0.37 4.21 0.68 0.82 0.05
13
7.29 0.01 3.75 0.36 4.25 0.27 0.90
0.08
6
12
7.30 0.02 3.89 0.48 4.27 0.38 0.94 0.11
10
7.29 0.02 4.70 0.65 4.47 0.61 1.08
0.12
7
14
7.25 0.01 3.40 0.24 4.19 0.50 0.96 0.13
8
7.32 0.04 3.09 0.38 3.53 0.18 0.90
0.12
14 or15e 7.25 0.01 3.67 0.25 4.16e 0.25E 0.93 0.07
10
7.30 0.02 3.61 0.41 5.28 0.74 0.73
0.06
8
9
7
7.27 0.01 4.67 0.57 4.14 0.46 1.18 0.15
13
7.28 0.01 4.43 0.64 5.67 0.72 0.80
0.10
10
12
7.25 0.01 2.98 0.34 3.38 0.26 0.93 0.13
5
7.29 0.03 3.44 0.38 4.50 0.56 0.77
0.03
11
9
7.27 0.02 4.69 0.41 4.56 0.43 1.07 0.09
10
7.30 0.01 4.31 0.77 5.01 0.58 0.84
0.08
13 or 14E 7.26E 0.01E 3.61E 0.40E 3.61 0.20 1.01 0.11
9
7.29 0.01 4.20 0.65 4.22 0.32 1.05
0.20
12
13
9
7.26 0.02 4.57 1.02 4.39 0.59 1.06 0.15
7
7.27 0.01 4.10 0.39 5.69 0.57 0.76
0.10
14
14
7.25 0.01 4.01 0.53 4.14 0.41 0.99 0.09
7
7.30 0.02 5.13 0.42 6.53 0.69 0.81
0.08
15
8
7.26 0.02 3.45 0.31 4.78 0.55 0.78 0.11
12
7.29 0.01 4.78 0.51 5.48 0.54 0.94
0.13
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Table Ilia: continued
CO
Variable
3
O
Family#
Trial Day
N
i-h
18
(J)
o
P-Phellandrene
x
se
P-Pinene
8-3-Carene
a-Pinene
Limonene
x
se
x
se
x
se
x
se
0
7
18139.39 4136.45
1321.98
627.24
1873.35
405.63
1064.66
207.73
710.38
120.94
O
O
"O
7
7
48506.70 8300.31
4105.15
1354.83
9639.18
2840.59
3084.79
486.21
1409.61
175.87
ca
3*
i-h
12
7
45201.30 9555.68
3162.57
663.31
9257.65
2914.56
2709.75
554.00
1397.20
343.41
0
15
10367.43 1336.79
1920.94
515.02
1274.13
415.36
731.71
97.81
399.21
64.95
7
16
42729.28 7730.69
5591.10
989.10
9959.59
2607.69
2609.95
379.63
1204.56
189.03
12
16
32583.03 5264.37
4611.36
961.83
5344.15
1263.49
2013.19
305.42
951.49
133.91
0
8
15824.12 2595.10
2402.38
659.17
1783.61
431.27
1543.95
443.85
1276.96
383.63
o
7
8
32131.50 6968.89
3447.84
1086.11
5984.83
1445.52
3705.27
1805.24
1358.57
346.53
C
a
12
8
30142.82 4901.05
4303.29
1299.33
5494.71
2298.05
4852.30
3096.93
1634.23
588.34
0
13
9026.89
1345.08
1580.97
299.73
691.90
171.63
662.19
111.36
318.00
36.72
7
13
29502.57 5150.64
7469.64
1292.09
5010.19
1460.43
2406.49
331.12
869.38
116.40
12
12
28898.50 7094.56
9919.98
3413.40
2820.00
669.66
2929.07
872.41
894.84
209.73
0
7
14184.67 2826.72
2726.48
885.13
529.34
145.61
1096.70
236.91
548.68
106.78
7
7
26484.58 4243.76
5431.68
1780.18
2809.10
554.13
2069.12
418.94
862.20
162.53
12
7
29575.05 6673.30
5169.30
1838.23
5030.12
1936.28
2112.07
522.41
901.20
197.61
0
9
12592.18 1657.32
438.79
90.37
1187.53
328.09
624.65
58.70
358.14
57.19
7
8
37424.30 10509.25 1109.76
245.80
5113.10
1155.80
1669.07
380.74
891.34
223.21
12
9
44449.24 11382.14 1969.12
520.84
7525.59
1404.97
2411.20
599.68
1125.42
244.21
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P-Phellandrene
N
x
se
P-Pinene
5-3-Carene
a-Pinene
Limonene
x
se
x
se
x
se
x
se
10
13886.31 1513.56
2581.32
728.23
816.74
151.31
1167.74
133.51
1513.35
371.03
10
50139.37 7697.67
6636.72
2669.85
6276.22
1382.50
3609.72
663.48
2336.71
734.57
10
27930.24 3767.06
3652.54
900.38
2503.69
442.42
1913.02
238.78
1698.07
479.84
12
11515.63 4184.50
1807.86
488.85
1328.55
768.20
2209.51
589.93
1278.26
586.48
12
13924.75 2939.32
3194.67
390.66
2658.82
786.22
7348.86
2235.79
913.93
234.07
12
15871.27 3613.50
3297.36
668.69
1797.32
451.31
5443.75
1732.06
1032.81
321.27
10
11169.44 2390.92
1760.41
356.37
1849.02
510.47
820.41
178.91
2779.67
817.85
10
16053.22 3605.08
3606.08
958.49
2796.08
746.72
1319.11
282.50
2485.15
743.06
10
20605.68 4100.21
4724.94
907.61
5674.86
1363.60
1715.63
288.31
3029.65
789.09
12
10651.73 2801.93
1424.00
368.61
1363.10
369.55
1374.99
517.95
1024.15
591.44
10
25814.08 4472.26
6828.26
1614.52
7013.87
1615.54
5906.08
2282.89
986.62
186.45
11
23227.56 4516.23
6046.74
1828.27
5606.66
1012.11
5771.73
2468.12
1067.42
186.07
14
11564.79 1140.10
1030.45
293.67
915.40
244.50
648.71
79.49
497.54
70.47
14
37442.42 7162.67
4079.98
1442.64
4807.52
1001.62
2281.63
470.52
1133.86
184.06
15
32557.36 4494.66
2862.61
615.05
3748.63
778.11
1920.54
204.59
1190.89
270.14
10
16761.01 2661.46
1836.82
674.24
2000.79
608.98
1078.33
203.64
737.67
236.16
10
29793.45 7651.31
4302.42
1447.48
4961.53
1270.01
3271.11
1346.16
932.57
189.15
10
33612.27 5674.33
3941.05
1243.85
4463.49
687.29
2243.20
382.44
1168.92
240.98
262
Table Ilia: continued
Variable
p-Phellandrene
P-Pii
5-3-Carene
a-Pinene
Limonene
Family #
Trial Day
N
X
se
X
se
x
se
x
se
x
se
30
0
15
11279.01
895.57
1665.27
583.06
1145.18
232.56
997.36
224.55
853.03
230.35
7
15
26143.52 3703.72
2120.58
415.90
6772.31
2501.79
1684.55
249.00
1167.72
235.10
12
14
26280.62 3158.04
4357.00
1704.41
5346.47
973.32
3488.19
1801.67
1535.41
475.95
0
8
14528.76 3279.71
2367.63
658.76
1239.70
342.21
972.64
218.88
466.70
84.86
7
8
23881.33 6106.38
5868.82
1036.98
4324.38
569.27
1890.71
352.40
782.47
133.61
12
8
25681.37 6132.26
8279.23
3806.87
4704.25
1308.36
2165.64
683.92
771.75
181.02
0
9
16222.78 1880.67
2225.24
864.83
1299.26
282.39
1096.92
167.62
1476.89
407.07
7
9
25408.95 4010.51
2839.78
893.03
5648.95
805.33
1712.75
226.82
1898.28
787.58
12
9
24601.71 3927.27
3679.45
1280.16
5021.17
1440.46
1805.20
261.23
1302.25
225.05
0
11
9021.12
1339.29
680.69
250.89
1464.35
360.80
642.47
123.83
833.21
243.47
7
11
27786.22 3469.37
2248.16
503.42
7266.00
1429.77
1773.22
239.74
1277.47
253.86
12
11
25553.34 5482.94
2258.24
963.08
4930.09
902.05
1717.19
380.12
1448.43
382.22
0
9
7021.74
929.07
942.37
358.43
917.04
131.45
505.83
97.70
265.26
50.21
7
9
37221.90 4058.22
5027.42
2226.48 10164.38 1326.75
2433.83
422.81
1104.19
105.14
12
8
30760.08 9368.63
3421.57
1702.62
9968.69
5629.33
1974.53
686.03
937.44
275.83
0
9
10661.71 1623.65
4109.23
890.86
1501.38
575.72
1152.15
180.51
479.55
93.57
7
9
21374.31 2468.41
9778.76
2434.22
5625.34
1648.36
2442.52
425.43
723.65
62.21
12
9
28676.99 5629.05 11944.95 3836.97
4397.34
961.70
2967.84
801.80
971.30
191.59
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1-^
p-Phellandrene
Variable
Family #
Trial Day
N
42
0
8
7
43
44
45
p-Pinene
5-3-Carene
a-Pinene
Limonene
x
se
x
se
x
se
x
se
10248.42 2619.17
878.26
477.02
1770.86
486.81
616.35
155.06
630.06
337.45
8
36507.95 7062.53
2688.79
950.78
10772.01 2319.04
2088.79
368.35
1390.62
380.32
12
8
29760.28 7932.47
1882.22
856.50
9265.15
3115.29
1673.11
482.57
846.09
209.26
0
9
9192.90
2116.90
530.74
345.74
90.89
732.60
128.67
358.41
61.39
7
10
46120.65 9691.58 11077.37 4626.84
3473.95
1289.31
3714.01
917.54
1839.62
421.51
12
10
32610.82 9164.67
8543.45
3911.67
1480.59
489.10
2738.73
837.60
1017.05
217.37
0
9
9147.53
1180.31
2052.19
606.45
522.12
186.40
702.88
130.02
714.52
205.71
7
10
43862.97 7481.82
8982.52
2116.75
2965.46
699.57
3273.02
490.04
1254.07
190.59
12
10
28685.06 3588.06
6247.20
1606.75
2227.24
507.12
2163.86
336.36
903.06
102.18
0
8
11758.04 1467.76
3311.82
959.55
827.33
171.58
1084.04
158.44
388.60
40.12
7
9
47476.57 19571.90 12080.99 5574.89
7064.05
3910.96
3992.91
1775.28
1418.97
616.98
12
9
34555.89 5750.80
3738.26
1022.38
2869.81
657.43
971.01
170.08
x
Variable
se
2052.65
Myrcene
9097.05
3126.49
Terpinolene
a-Phellandrene
Borneol
Bornyl Acetate
Family #
Trial Day
TV
X
se
X
se
X
se
X
se
X
se
1
0
11
301.55
58.36
169.46
46.46
136.47
31.18
9.38
3.28
29.72
16.59
7
12
1021.16
195.21
727.39
178.06
566.78
113.94
27.46
9.93
112.12
11.43
12
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143.89
664.99
118.67
516.67
93.42
23.54
9.83
150.93
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266
Table Ilia: continued
Variable
Myrcene
Terpinolene
a-Phellandrene
Borneol
Bornyl Acetate
Family #
Trial Day
W
X
se
X
se
X
se
X
se
X
se
8
0
13
409.53
72.05
219.34
68.86
149.35
30.38
6.63
1.65
87.10
30.34
7
14
985.59
145.18
552.64
82.35
514.64
82.92
8.28
2.02
129.34
23.48
12
15
1175.94
187.98
591.14
117.60
615.92
128.68
8.47
1.77
189.88
28.73
0
7
518.74
44.98
304.52
39.09
228.83
42.35
26.37
10.94
96.68
30.84
7
7
1773.79
269.37
1803.83
270.65
828.63
144.83
17.10
2.57
186.12
54.93
12
7
1297.12
285.50
1157.73
279.19
622.63
157.30
19.87
9.21
220.15
36.73
0
12
650.52
104.89
309.00
81.01
215.99
43.09
21.04
5.93
302.80
204.84
7
12
1605.12
240.55
1309.75
326.86
773.42
153.06
36.35
19.63
258.76
85.26
12
12
994.34
98.34
628.83
115.16
442.80
68.34
19.01
6.08
508.68
297.79
0
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588.93
56.48
423.02
128.63
262.04
27.10
20.61
10.99
165.38
52.22
7
9
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306.30
1397.03
428.49
768.40
122.62
27.35
12.61
200.97
27.67
12
9
1158.22
97.29
890.54
129.22
573.64
83.29
8.95
3.51
220.25
43.17
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466.15
83.63
482.83
151.45
189.49
33.45
13.28
4.57
133.64
37.83
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117.27
3044.44
1413.99
517.80
71.69
12.10
4.51
164.40
25.70
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215.89
2678.49
1301.55
423.06
111.47
13.65
3.72
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73.47
240.41
64.32
183.99
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498.49
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204.88
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263.53
26.62
8.35
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268
Table Ilia: continued
Variable
Myrcene
Terpinolene
a-Phellandrene
Borneol
Bornyl Acetate
Family #
Trial Day
AT
X
se
X
se
X
se
X
se
X
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0
8
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130.79
263.21
60.00
274.14
50.57
30.95
22.48
340.71
259.92
7
8
1163.69
188.51
886.73
163.20
597.32
127.86
27.93
16.83
199.37
116.19
12
8
1175.62
250.53
730.90
295.10
571.86
107.12
6.95
2.05
134.81
35.46
0
13
327.61
47.71
408.07
174.03
161.14
25.84
27.65
15.69
82.91
61.33
7
13
1029.21
156.21
985.72
272.36
546.99
91.61
23.34
7.04
147.28
36.50
12
12
1025.39
247.95
1379.34
880.85
510.70
128.49
18.87
8.56
321.65
150.63
0
7
631.17
154.73
433.15
102.00
217.95
58.79
16.40
10.23
110.90
45.55
7
7
1032.21
251.47
612.12
139.28
467.32
73.58
11.43
4.45
179.62
63.62
12
7
1050.62
220.32
874.38
259.49
543.70
137.62
37.54
21.44
169.88
22.28
0
9
472.68
65.69
371.33
99.78
201.34
40.50
11.98
5.42
29.78
12.48
7
8
1122.93
269.53
710.24
135.17
659.52
181.82
13.10
5.38
99.99
16.31
12
9
1460.25
318.45
1013.48
174.45
870.77
252.58
24.72
9.85
106.55
15.09
0
10
641.23
85.38
371.08
68.60
253.37
28.16
13.38
4.57
94.72
22.89
7
10
1742.53
238.25
968.47
150.11
915.47
142.45
18.10
7.42
122.18
27.73
12
10
934.42
122.64
497.18
66.30
509.25
72.94
24.69
7.96
150.05
41.69
0
12
648.72
165.58
436.85
103.79
221.37
95.76
70.39
35.43
855.86
459.77
7
12
601.78
78.77
511.76
87.05
253.40
50.96
37.52
22.84
354.32
148.41
12
12
709.67
107.88
687.81
191.68
270.94
74.28
85.12
46.73
596.72
227.98
21
22
23
24
25
Table Ilia: continued
Variable
Myrcene
Terpinolene
a-Phellandrene
Borneol
Bornyl Acetate
Family #
Trial Day
AT
X
se
X
se
x
se
x
se
x
se
26
0
10
568.41
117.79
305.66
54.64
184.00
46.43
9.41
5.41
39.29
14.31
7
10
709.34
147.58
439.13
92.72
293.05
62.15
13.08
5.73
116.23
22.72
12
10
907.62
158.30
745.50
166.03
341.40
82.09
24.32
12.84
141.10
35.35
0
12
497.61
122.35
392.64
60.51
189.98
49.60
59.20
30.68
665.46
504.96
7
10
1109.95
131.29
1063.29
186.02
467.96
80.58
114.63
41.68
581.82
299.15
12
11
1064.72
163.60
1127.22
182.00
424.50
86.87
146.72
65.56
924.23
489.27
0
14
498.65
100.52
224.16
56.60
189.72
25.66
5.07
1.07
55.81
22.09
7
14
1255.07
214.70
684.93
131.75
685.44
132.65
11.60
4.37
108.51
22.01
12
15
1114.97
138.75
532.93
83.06
602.92
94.17
11.88
2.84
163.30
28.24
0
10
621.22
104.03
469.67
91.87
295.92
49.54
10.41
3.80
16.40
6.77
7
10
1032.06
232.72
788.41
174.80
555.33
143.24
20.98
14.14
161.38
79.09
12
10
1115.77
159.62
839.13
70.22
630.11
119.64
29.63
10.29
99.31
20.09
0
15
485.27
38.67
243.34
46.21
202.44
13.68
14.48
7.18
90.38
39.27
7
15
971.56
175.05
854.64
250.67
474.50
69.28
8.99
2.69
117.86
15.76
12
14
1023.68
129.80
757.63
110.52
482.75
67.37
34.35
21.90
215.85
70.57
0
8
511.83
110.32
259.81
39.59
250.06
54.33
21.66
8.96
67.96
32.77
7
8
886.24
156.28
637.22
64.62
441.64
106.65
20.68
8.92
164.48
33.21
12
8
960.18
222.97
674.07
175.67
468.37
117.30
17.12
6.01
126.68
11.51
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Table Ilia: continued
Variable
Myrcene
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50.36
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23.81
162.66
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34.89
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10
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226.73
451.45
75.09
810.68
141.08
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3.99
94.91
16.65
12
10
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109.89
304.32
71.93
505.55
78.64
13.68
5.67
187.11
28.98
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60.91
223.56
50.26
227.57
20.25
43.45
18.99
52.09
19.26
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9
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555.22
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420.72
92.38
84.55
148.99
25.40
12
9
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218.61
584.46
133.14
630.51
111.66
20.56
8.71
160.90
29.64
45
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Trial Day
N
X
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X
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X
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X
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1
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11
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16.73
6.50
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36.74
42.90
6.79
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12.37
92.98
14.30
12
12
225.07
29.54
56.70
16.17
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26.22
93.34
17.45
0
10
272.75
116.61
15.66
7.40
4.00
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37.23
67.35
15.43
7
10
340.75
94.78
45.35
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10.12
112.56
21.70
12
10
318.83
100.53
27.87
6.22
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0.00
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15.41
74.58
14.13
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102.92
23.52
27.33
19.26
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11.17
48.45
13.21
7
8
221.56
43.96
35.83
11.35
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11.30
68.37
14.33
12
8
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18.50
43.22
13.14
4.00
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18.58
69.66
15.56
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Table Illb: continued
Variable
Myrcene
Terpinolene
a-Phellandrene
Borneol
Bornyl Acetate
Family #
Trial Day
N
X
se
X
se
x
se
x
se
x
se
15
0
12
531.73
73.08
454.46
81.97
232.94
32.90
41.45
17.33
56.39
13.33
7
12
1421.31
228.84
1640.57
296.93
698.19
135.14
37.70
9.64
71.64
9.61
12
12
1615.44
388.92
1745.60
441.47
792.48
201.24
29.80
7.11
89.96
14.57
0
8
582.40
79.39
520.67
121.22
243.44
30.83
33.17
5.24
147.74
29.67
7
7
1386.43
282.97
1330.27
226.96
698.82
148.39
17.94
4.54
99.70
18.13
12
8
1056.14
173.44
950.62
233.70
487.63
72.62
26.21
6.19
139.42
35.14
0
6
401.06
74.63
349.76
55.05
161.99
30.85
16.13
8.69
13.52
6.76
7
6
857.27
158.35
973.96
246.46
363.98
92.13
7.29
1.14
38.52
8.65
12
6
2041.39
585.47
2341.15
806.09
770.90
223.79
28.52
10.88
96.49
28.63
0
9
1268.69
215.36
372.44
62.57
301.02
50.76
38.74
13.94
87.21
21.01
7
9
1782.11
395.44
1355.54
237.95
836.69
161.54
55.06
27.30
73.60
15.54
12
9
1679.68
404.60
698.48
110.66
624.13
178.42
50.24
12.44
90.53
21.03
0
11
451.54
80.42
389.22
64.61
197.12
29.60
66.68
24.35
37.38
12.67
7
12
1257.67
181.53
1313.06
286.82
616.46
88.79
37.42
13.26
49.44
9.77
12
11
1517.30
249.91
1408.94
443.68
769.68
123.47
47.47
7.59
124.80
13.76
0
8
327.76
96.52
149.20
57.52
127.62
38.78
21.02
10.81
14.20
10.20
7
8
1460.33
330.40
944.77
197.29
770.30
231.11
37.40
9.56
92.12
31.45
12
8
1098.48
311.69
569.97
98.45
530.91
182.66
65.72
29.94
53.22
20.57
16
17
18
19
20
Table Illb: continued
Variable
Myrcene
Terpinolene
a-Phellandrene
Borneol
Bornyl Acetate
Family #
Trial Day
N
X
se
X
se
x
se
x
se
x
se
21
0
10
670.27
140.91
426.76
77.91
307.82
72.15
45.83
18.36
59.28
16.23
7
10
1500.86
434.49
1495.45
475.50
698.94
176.54
27.32
11.76
52.76
9.84
12
10
909.84
193.75
945.48
228.75
408.98
100.32
80.12
30.55
77.44
8.49
0
10
368.78
48.41
238.60
41.51
188.43
28.47
7.70
1.91
93.14
20.84
7
10
1198.35
111.99
1023.50
185.87
647.74
69.75
35.98
6.79
181.49
36.85
12
10
876.62
249.30
646.33
132.42
469.36
173.10
31.12
9.40
151.74
40.80
0
7
696.31
165.04
373.07
56.17
342.71
81.48
35.39
20.68
58.18
14.98
7
7
855.77
135.88
931.56
233.05
439.52
98.36
19.65
6.33
68.40
10.72
12
7
1908.43
567.35
1691.53
620.50
942.27
292.84
35.26
18.26
103.86
24.56
0
15
885.76
266.84
666.55
141.49
383.70
133.77
56.53
16.04
114.12
38.23
7
13
1679.94
392.93
1175.73
215.72
981.18
249.08
18.62
4.36
112.15
31.99
12
15
1545.99
394.11
1228.60
427.86
786.87
213.53
28.40
6.24
101.37
23.82
0
12
490.47
117.88
528.93
137.13
141.37
33.06
87.94
30.57
1219.41
474.98
7
12
885.00
147.06
885.79
109.27
384.99
72.97
96.76
34.78
625.45
208.09
12
12
933.64
171.22
780.15
154.09
389.11
74.56
98.09
32.45
516.11
204.15
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481.79
153.22
318.42
71.77
174.58
45.86
19.76
6.28
58.04
20.84
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764.66
140.76
810.44
190.90
350.41
64.65
15.21
3.39
67.38
16.66
12
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889.52
172.44
883.03
189.20
406.43
77.14
27.42
6.80
84.33
21.68
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Table Illb: continued
Variable
Myrcene
Terpinolene
Borneol
a-Phellandrene
Bornyl Acetate
Family #
Trial Day
JV
X
se
X
se
X
se
X
se
X
se
45
0
7
499.99
63.60
435.64
60.76
231.45
30.38
40.25
16.66
60.86
17.16
7
7
1840.96
297.77
1624.63
412.02
1033.29
199.86
27.67
10.36
73.11
19.72
12
7
900.75
112.47
855.73
178.70
435.83
52.86
21.74
8.53
63.25
16.62
Variable
Camphene
Camphor
8-2-Carene
p-Cymene
Linalool
Family #
Trial Day
JV
X
se
X
se
X
se
X
se
X
se
1
0
7
92.94
22.71
11.12
3.99
4.00
0.00
78.01
59.18
40.30
14.02
7
6
225.45
49.54
25.04
7.65
4.00
0.00
71.53
21.44
23.73
10.30
12
7
267.23
64.99
11.42
3.63
4.44
0.44
78.34
18.63
62.72
14.10
0
7
66.74
26.83
6.72
1.83
4.00
0.00
17.27
6.55
53.87
16.33
7
6
332.19
114.35
20.88
5.74
4.00
0.00
57.14
18.55
102.00
38.43
12
7
404.32
97.59
27.80
13.08
4.00
0.00
122.90
50.60
111.02
26.19
0
8
86.30
22.37
6.01
1.67
4.00
0.00
67.47
18.83
50.08
25.59
7
8
178.83
29.87
11.89
2.97
4.00
0.00
43.13
6.89
45.21
16.06
12
8
213.96
37.63
16.40
4.74
4.00
0.00
79.06
13.05
71.83
18.49
0
14
118.23
15.86
7.52
2.22
4.00
0.00
47.62
10.08
52.51
14.74
7
14
240.14
26.34
21.75
6.17
4.00
0.00
95.73
36.93
60.10
12.18
12
14
221.27
28.77
25.06
5.35
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91.98
13.86
86.75
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