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Frontiers in Plant Science | www.frontiersin.org 1 October 2020 | Volume 11 | Article 582574
ORIGINAL RESEARCH
published: 20 October 2020
doi: 10.3389/fpls.2020.582574
Edited by:
Boris Rewald,
University of Natural Resources and
Life Sciences Vienna, Austria
Reviewed by:
Rodica Pena,
University of Reading, UnitedKingdom
Christoph Rosinger,
Technical University of Cologne,
Germany
*Correspondence:
Catherine Gehring
catherine.gehring@nau.edu
Specialty section:
This article was submitted to
Functional Plant Ecology,
a section of the journal
Frontiers in Plant Science
Received: 12 July 2020
Accepted: 23 September 2020
Published: 20 October 2020
Citation:
Gehring C, Sevanto S, Patterson A,
Ulrich DEM and Kuske CR (2020)
Ectomycorrhizal and Dark Septate
Fungal Associations of Pinyon Pine
Are Differentially Affected by
Experimental Drought and Warming.
Front. Plant Sci. 11: 582574.
doi: 10.3389/fpls.2020.582574
Ectomycorrhizal and Dark Septate
Fungal Associations of Pinyon Pine
Are Differentially Affected by
Experimental Drought and Warming
CatherineGehring
1
*, SannaSevanto
2, AdairPatterson
1, DanielleE.M.Ulrich
3 and
CherylR.Kuske
4
1 Department of Biological Sciences and Center for Adaptable Western Landscapes, Northern Arizona University, Flagstaff,
AZ, United States, 2 Earth and Environmental Science Division, Los Alamos National Laboratory, Los Alamos, NM,
UnitedStates, 3 Department of Ecology, Montana State University, Bozeman, MT, United States, 4 Bioscience Division,
LosAlamos National Laboratory, Los Alamos, NM, United States
Changing climates can cause shifts in temperature and precipitation, resulting in warming
and drought in some regions. Although each of these factors has been shown to
detrimentally affect forest ecosystems worldwide, information on the impacts of the
combined effects of warming and drought is lacking. Forest trees rely on mutualistic
root-associated fungi that contribute signicantly to plant health and protection against
climate stresses. Weused a six-year, ecosystem-scale temperature and precipitation
manipulation experiment targeted to simulate the climate in 2100in the Southwestern
UnitedStates to quantify the effects of drought, warming and combined drought and
warming on the root colonization (abundance), species composition and diversity of
ectomycorrhizal fungi (EMF), and dark septate fungal endophytes in a widespread
woodland tree, pinyon pine (Pinus edulis E.). Our results show that pinyon shoot growth
after 6years of these treatments was reduced more by drought than warming. The
combined drought and warming treatment reduced the abundance and diversity of EMF
more than either treatment alone. Individual ectomycorrhizal fungal taxa, including the
drought tolerant Cenococcum geophilum, were present in all treatments but the combined
drought and warming treatment. The combined drought and warming treatment also
reduced the abundance of dark septate endophytes (DSE), but did not affect their diversity
or species composition. The current year shoot growth of the trees correlated positively
with ectomycorrhizal fungal diversity, highlighting the importance of diversity in mutualistic
relationships to plant growth. Our results suggest that EMF may bemore important than
DSE to aboveground growth in P. edulis, but also more susceptible to the negative effects
of combined climate stressors.
Keywords: climate change, dark septate endophytes, dryland ecosystems, ectomycorrhizal fungi, fungal diversity,
pinyon pine, root-associated fungi, tree drought response
Gehring et al. Combined Climate Changes Affect Fungi
Frontiers in Plant Science | www.frontiersin.org 2 October 2020 | Volume 11 | Article 582574
INTRODUCTION
Changes in climate, including the combined eects of increased
drought and warming temperatures, are signicantly aecting
temperate forest ecosystems (Allen C. D. et al., 2010). ese
stressors have already resulted in widespread tree mortality
across the western United States (Breshears et al., 2005, 2009;
Van Mantgem et al., 2009; Anderegg et al., 2013; Williams
et al., 2013) and there is concern that signicant shis in the
spatial extent and distribution of numerous tree species are
imminent (e.g., Iversone and Prasad, 1998; Morin etal., 2018).
However, there is also evidence that trees can acclimate to
warming and drying conditions (Nicotra etal., 2010; Way and
Yamori, 2014; Grossiord etal., 2017a, 2018a,b). Based on niche
models, intraspecic dierences among trees in morphological
and physiological traits can be substantial enough to alter
predictions of future plant distributions (Ikeda et al., 2017).
Microbial plant mutualists, such as root-associated fungi,
signicantly aect plant responses to climate change (reviewed
by Kivlin etal., 2013; Mohan etal., 2014; Bennett and Classen,
2020). Many dominant temperate tree species form associations
with ectomycorrhizal fungi (EMF), a diverse assemblage of
ascomycete and basidiomycete fungi that improve host plant
access to soil nutrients and water and provide protection from
some pathogens in exchange for xed carbon (Smith and Read,
2008). ese fungi may buer plants against climate change,
but their activities and buering ability can be aected by hot
and dry conditions. erefore, it is important to understand
how root-colonizing fungi respond to environmental changes
and to link those responses to the growth and survival of
their plant hosts.
Ectomycorrhizal fungal responses to drought or warming
have been studied in several ecosystems, but studies examining
the combined eects of drought and heat stress on EMF and
EMF-host plant relationships remain rare. Improvement of host
plant drought tolerance by EMF has been widely documented
and reviewed (Lehto and Zwiazek, 2010; Kivlin et al., 2013;
Mohan et al., 2014; Gehring et al., 2017) with the strongest
support for an indirect mode of action through improved host
nutrition (Lehto and Zwiazek, 2010). However, drought has
also been documented to lead to changes in EMF abundance,
biomass, community composition and activity in pines (Karst
et al., 2014). e eects of experimental warming on EMF
have been less studied with an emphasis on temperate and
arctic ecosystems with variable results (Mohan et al., 2014).
However, temperature can be an important force structuring
EMF communities, even when dierences among sites in host
species and associated plant communities are taken into account
(Miyamoto et al., 2018; Koizumi and Nara, 2019).
e roots of many plant species, including some of those
that host EMF, also are colonized by dark septate endophytes
(DSE), ascomycete fungi grouped by the morphology of their
highly melanized hyphae within host roots (Jumpponen and
Trappe, 1998). Unlike EMF, DSE appear to lack a particular
materials-exchange interface with the plant, however they may
increase host plant resource uptake, particularly of organic
nutrient sources (Newsham, 2011). DSE are also hypothesized
to be tolerant of environmental stresses such as heat, cold,
drought and salinity (Berthelot et al., 2019) and may play a
role in the “fungal loop” that is thought to reduce carbon and
nutrient losses in arid ecosystems by cycling them within biotic
pools (Collins et al., 2008). However, there has been little
research on the function of DSE in a climate change context.
Kivlin etal. (2013) noted signicant negative eects of inoculation
with DSE on plant responses to warming in a meta-analysis
but acknowledged that the results were heavily inuenced by
a single study of one fungal species (Phialocephala fortinii)
and two plant species (Picea abies and Betula pendula). On
the other hand, inoculation with DSE improved host plant
responses to drought in the studies reviewed by Kivlin et al.
(2013) and both positive and negative eects on plant biomass
have been observed in more recent work on a species of arid
land grass (Li et al., 2018). As with EMF, few studies have
assessed the consequences of multiple climate changes on
DSE-host plant relationships.
In this study, weused an ecosystem-scale eld manipulation
experiment to examine the consequences of drought and warming
temperatures, alone and in combination, for the EMF and
DSE communities associated with pinyon pine, Pinus edulis,
a western UnitedStates tree species that occupies a large area
of semi-arid landscape where it occurs with co-dominant
members of the genus Juniperus. Warm temperatures combined
with extreme drought resulted in signicant P. edulis mortality
across 12,000km2 of the southwestern UnitedStates in 2002–2003
(Breshears et al., 2005). us, P. edulis has become a model
for studies of the physiological basis of plant drought susceptibility
(McDowell et al., 2008, 2016; Adams etal., 2009; Plaut et al.,
2012; Limousin et al., 2013; Dickman et al., 2014; Sevanto
etal., 2014), intraspecic variation in drought tolerance (Sthultz
et al., 2009a), the biotic and abiotic legacy eects of drought
induced mortality (Peltier et al., 2016; Mueller et al., 2019),
and the contribution of EMF to survival and growth during
drought (Gehring et al., 2014, 2017). However, the individual
and combined eect of warming and drought stresses on EMF
communities have not been examined and DSE have not been
studied in P. edulis. Pinus edulis is oen the only associate
for EMF across most of its distribution in the southwestern
United States (Gehring et al., 2016), while juniper and many
grass and shrub species that occupy pinyon-juniper woodlands
are colonized by DSE (Gehring, unpublished data).
We tested the following hypotheses: H1: e combined
eects of drought and warming on EMF abundance, diversity
and community composition will exceed the eect of either
drought or heat stress alone. Warming temperatures are expected
to exacerbate the eects of drought on trees in the coming
years and weexpect negative impacts of these combined stressors
on plant symbionts. H2: Drought and/or warming stress will
have greater negative eects on EMF than DSE because DSE
are well known for their ability to tolerate stressful conditions
(Berthelot et al., 2019). H3: Declines in EMF diversity with
drought and warming will be strongly negatively associated
with P. edulis aboveground growth. Species of EMF vary in their
functional characteristics including the environmental conditions
they can tolerate (Sthultz etal., 2009b; Miyamoto et al., 2018),
Gehring et al. Combined Climate Changes Affect Fungi
Frontiers in Plant Science | www.frontiersin.org 3 October 2020 | Volume 11 | Article 582574
the extent to which they colonize the soil [e.g., dierent
hyphal exploration types (Tedersoo and Smith, 2013)], and
the types of soil resources they are able to utilize (Fre y,
2019). We predict that loss of EMF diversity will result in
reduced functional diversity of EMFs and consequently lower
plant growth because of reduced resource access capacity.
We do not make a similar prediction for DSE because of
their uncertain function in P. edulis.
MATERIALS AND METHODS
Experimental Methods and Sampling
To examine the eects of drought and warming on EMF and
DSE in P. edulis, roots were sampled from trees that had been
under ambient (control), drought (~50% reduction in
precipitation), warming (temperature 5°C above ambient) and
a combination of drought and warming treatments for 6 years
at the Los Alamos Survival-Mortality (SUMO) experiment located
in Los Alamos County, New Mexico (35.49°N, 106.18°W,
2175 m a.s.l). e SUMO site, established in summer 2012,
consists of ve treatments with 5–6 trees per treatment. ese
treatments are: control with trees experiencing ambient temperature
and precipitation, heat with trees inside open-top chambers
where temperature was maintained constantly at 4.8°C above
ambient temperature, drought with trees located within a
precipitation exclusion structure constructed of polyethylene
troughs about 1.5 m above the soil surface covering ~50% of
the ground area and directing ~45% of the precipitation o
the site, a combined drought and heat treatment, and a chamber
control treatment with open-top chambers kept at ambient
temperature (not used in this study which thus has four treatments
and 20 trees total; see Pangle et al., 2012; Adams et al., 2015).
e site is located in a native pinyon-juniper woodland
close to the transition zone to Ponderosa pine forest, with
vegetation dominated by pinyon pine (P. edulis Engelm.) and
one-seed juniper [Juniperus. monosperma (Engelm.) Sarg.], with
shrubby Gambel oak (Quercus gambelii Nutt.) and an occasional
ponderosa pine (Pinus ponderosa C. Lawson) occurring in the
vicinity. e climate is semi-arid, with a mean annual temperature
of 10.4°C (1987–2017) and a mean annual precipitation of
358 mm (1987–2017) of which about 50% falls during the
North American Monsoon season from July to September (Los
Alamos Weather Machine1). e year of our root sampling,
2018, was warmer (average temperature 12.5°C) and drier
(annual precipitation 255 mm) than the 30-year average with
the monsoon precipitation prior to our sampling accounting
for 42% (106 mm) of the total annual precipitation, and the
average temperature of June and July at the typical range of
20–21°C. e soils are Hackroy clay loam derived from volcanic
tu with a typical prole of 0–8cm of sandy loam, 8–40 cm
of clay loam and 40–150 cm bedrock. Soil depth at the site
ranges from 40 to 80cm (Soil Survey Sta, Natural Resources
Conservation Service, UnitedStates Department of Agriculture2).
1
https://weathermachine.lanl.gov/
2
http://websoilsurvey.nrcs.usda.gov
Mature P. edulis trees, were randomly selected for the
treatments. All of the trees were >3 cm in diameter and
averaged 56 ± 5 years of age based on tree cores (Grossiord
et al., 2017b). e selected trees in the drought treatment
were located at least 10m from the border of the precipitation
exclusion structure (equivalent to two times the height of the
tallest tree in the drought treatment). In the heat treatment,
the footprints of the open-top chambers ranged from 6 to
20 m2, and contained between one and ve trees located at
a minimum distance of 1.5 m from the chamber boundary
and at least 5 m from any target trees in other treatments.
e drought and ambient treatments form two dierent plots
with closest target trees >80m apart. While some root outgrowth
from target trees in the combined drought and heat treatment
to drought treatment or from warming treatment to ambient
might have occurred, any mixing between other treatments is
highly unlikely because of the distances, and most of the root
system of each tree can be expected to have resided with the
assigned treatment. Both P. edulis and J. monosperma were
included in the experiment, and sometimes shared a chamber,
but we present data only on P. edulis here. Previous studies
conducted at this site found no dierences in physiological
responses between trees in the control and chamber control
treatments, suggesting no indirect eect of the chambers on
plant function (Adams etal., 2015; Garcia-Forner etal., 2016;
Grossiord et al., 2017a,b). erefore, we focused our sample
collection only on control (n = 5), heat (n = 4), drought
(n = 6) and combined drought and heat treatments (n = 5).
In addition to the eects on precipitation and air temperature,
the treatments inuence soil temperature measured continuously
at the base of all target trees with thermocouples installed at
5, 10, 15 and 30 cm depths. e drought treatment alone had
negligible eect (<0.1°C) on soil temperature while the warming
treatment increased soil temperature on average by 3.6°C. In
April 2016, the coverage of the precipitation exclusion structure
was briey increased to 90% by adding additional clear polymer
troughs to increase the stress experienced by the trees. To
prevent excessive heating of the soil surface and airspace below
the troughs, thermal bubble insulation was installed underneath
the polymer troughs, and portable blower fans (TE-CF2421,
Triangle, Jacksonville, AR, UnitedStates) were placed throughout
the drought and drought and heat treatments. To ensure the
eectiveness of the cooling, soil temperature was additionally
measured continuously (RT-1, Decagon Devices Inc., Pullman,
WA, UnitedStates) over a 0–30cm depth at the base of each
tree. Mean daily soil temperature under the structure was on
average 1.4 ± 0.9°C higher than ambient conditions (see
Grossiord et al., 2017a), which was clearly cooler than in the
heated treatment (3.6°C above ambient). e additional
precipitation exclusion was removed in April 2017, and the
precipitation exclusion returned to the original ~45% coverage
prior to our sampling. With this change the soil temperatures
under the drought structure were similar to ambient as before.
In August of 2018, we assessed plant growth, and harvested
roots from four to six pinyons from each treatment for root
colonization analysis. Plant growth was determined by measuring
the length of the current year shoot of ten randomly selected
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branches per tree using calipers. For root analyses, wecollected
a minimum of 200 cm ne roots (<2 mm in diameter) at a
depth of 0–30 cm, pooled from two locations per tree. Roots
were collected right at the tree base and well within each
treatment footprint, traced to the focal tree, carefully excavated
using a trowel, and placed in a cooler prior to transport to
Northern Arizona University where they were stored at −20°C
until processing. Root colonization by EMF was measured on
each sample by counting the number of living ectomycorrhizal
root tips relative to non-colonized root tips based on dierences
in their morphology as described in Gehring and Whitham
(1991). Living ectomycorrhizal root tips (~75/tree) were then
removed and examined under a dissecting microscope at 20X
magnication to categorize them morphologically based on
color, texture, hyphal quantity and structure (Agerer, 1991).
Hyphal exploration type was assessed by observing each
morphotype for emanating hyphae and presence of rhizomorphs
(Agerer, 1991; Tedersoo and Smith, 2013), in addition to utilizing
the Agerer (2006) categorization of EMF genera. Two
morphotypes had not been observed in previous studies of P.
edulis in the Gehring lab and were hand sectioned to look
for a Hartig net, the specialized exchange structure characteristic
of EMF (Smith and Read, 2008). Root tips were stored in
separate tubes by morpohotype/tree at −20°C until molecular
analysis of fungal communities.
To assess DSE colonization, a sample of the remaining ne
roots from each sample (~50cm, lacking EMF colonized root
tips) was cleared for 20 min in boiling 10% KOH and then
le an additional 12 h at room temperature in fresh 10%
KOH followed by several rinses in tapwater. Around 10-1 cm
segments of root were mounted on glass slides, and observed
using a compound microscope at 400× magnication. e
presence of melanized, septate hyphae and microsclerotia were
used as indicators of DSE and quantied using the grid-line
intersect method (McGonigle etal., 1990) using ~100 intersections
per sample. Root samples were not stained as melanized hyphae
were clearly visible without this step as observed in other
study systems (Liu et al., 2017; Hughes et al., 2020). e
remaining ne roots were stored at −20°C until molecular
analysis of fungal communities.
Molecular Characterization of Fungal
Communities
Standard methods for DNA extraction, PCR, and Sanger sequencing
for EMF root tips were used (e.g., Gehring etal., 2017; Patterson
et al., 2018). Briey, we extracted DNA from one to ve root
tips (depending on availability) of every fungal morphotype found
on every tree using the High Molecular Weight DNA Extraction
protocol of Mayjonade et al. (2016). We performed polymerase
chain reaction (PCR) under conditions described by White et al.
(1990) and Gardes and Bruns (1993), to amplify the internal
transcribed spacer (ITS) region of the rRNA of the fungal genome
with the ITS1-F (CTTGGTCATTTAGAGGAAGTAA) and ITS4
(TCCTCCGCTTATTGATATGC) primer pair as in White et al.
(1990) and Gardes and Bruns (1993), using KAPA Taq Hotstart
(Kapa Biosystems, Wilmington, MA 01887, United States).
Successfully amplied PCR product was puried and then cycle
sequenced using BigDye Terminator Mix 3.1 (ermo Fisher
Scientic Inc.). Sequencing was performed on an ABI 3730xl
Genetic Analyzer (Applied Biosystems, Foster City, California,
United States) at the Environmental Genetics and Genomics
Laboratory at Northern Arizona University. When amplication
or sequencing of a morphotype was unsuccessful, an additional
root tip from that morphotype from that tree was processed.
We sequenced the ne roots described above to assess DSE
community characteristics using the Illumina platform.
We extracted DNA from 2.0 g wet mass samples (one per
tree) using DNeasy Plant Extraction Kits (Qiagen, Valencia,
CA, United States). PCR was performed using primers and
conditions described by Taylor et al. (2016) to amplify the
ITS region of the rRNA of the fungal genome with the ITS4-FUN
and 5.8S-FUN primer pair (Taylor et al., 2016) using Phusion
High-Fidelity DNA Polymerase (New England Biolabs, Ipswich,
MA, United States). PCR products were checked on a 1%
agarose gel, pooled, diluted 10-fold, and used as the template
in the subsequent tailing reaction with region-specic primers
including the Illumina ow cell adapter sequences and an
eight-nucleotide barcode. Products of the tailing reaction were
puried with carboxylated SeraMag Speed Beads (Sigma-Aldrich,
St. Louis, Missouri, UnitedStates) at a 1:1v/v ratio as described
in (Rohland and Reich, 2012), and quantied by PicoGreen
uorescence. Equal quantities of the reaction products were
then pooled. e library was bead-puried once again (1:1
ratio), quantied by qPCR using the Library Quantication
Kit for Illumina (Kapa Biosciences, Woburn, Massachussetts,
United States), and loaded at 9 pM (including a 30% PhiX
control) onto an Illumina MiSeq instrument (Illumina, San
Diego, California, United States) using 2 × 150 paired-end
read chemistry.
Data Analysis
DNA sequences of EMF root tips were aligned and trimmed
in Bioedit (Hall, 1999) and identied to the genus or species
level using the Basic Logical Alignment Search Tool (BLAST;
Altschul etal., 1990) and UNITE (Kõljalg etal., 2013) databases.
We considered sequence similarity of ≥98% to published
sequences indicative of species-level identity and 95–97%
indicative of genus-level identity (Kõljalg et al., 2013).
For the DSE data set, the forward and reverse reads of
ITS sequences were stitched using FastqJoin (Aronesty, 2011)
and quality filtered using the software package Quantitative
Insights into Microbial Ecology v 1.9 (QIIME; Caporaso
et al., 2010) using a Phred score cut-off value of 20. DNA
sequences were extracted using ITSx (Bengtsson-Palme etal.,
2013), and OTUs were picked using SWARM (Mahé et al.,
2014) with a local clustering threshold value of 3. The most
abundant sequence for each operational taxonomic unit
(OTU) was aligned with PyNAST (Caporaso et al., 2010)
against the UNITE (ITS; Nilsson etal., 2019) database using
a 97% similarity cutoff, and taxonomy was assigned using
BLAST (Altschul etal., 1990). Community composition data
generated from amplicon counts were CSS-normalized and
OTU tables were filtered to putative DSE taxa including
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the following orders: Helotiales, Xylariales, Pleosporales, Sordariales,
Hypocreales and Chaetosphaeriales (Grünig et al., 2008).
Community composition of EMF and DSE was compared
among treatments using separate Permutational MANOVAs
(PERMANOVA) with the Bray-Curtis dissimilarity index in
Primer 7 (Primer-e Ltd., Ivybridge, United Kingdom). e
Shannon diversity (H′ log base e) was calculated for EMF and
DSE using Primer 7 and compared among treatments using a
one-way ANOVA in SPSS (IBM SPSS v. 20) followed by a
Tukey’s test to locate treatment dierences. Data on EMF
colonization, DSE colonization, and shoot growth also were
analyzed using one-way ANOVAs followed by Tukey’s tests.
Hyphal exploration type was evaluated using a MANOVA in SPSS.
RESULTS
EMF Colonization and Community
Composition
Root colonization by EMF was, on average, 50% lower in
trees that experienced both drought and warming than in
trees that experienced ambient conditions (F3,16 = 3.573,
p = 0.038; Figure 1A). Colonization by EMF was intermediate
in the drought only or warming only treatments (Figure 1A).
Similar patterns were observed with Shannon diversity which
was, on average, 4.4X greater on control trees than trees in
the combined drought and warming treatment (F3,16 = 4.389,
p=0.02; Figure1B). Again, trees that experienced only drought
or warming were intermediate, but closer to the ambient
treatment than to the combined treatment (Figure 1B).
e root tip EMF community consisted of 12 species, seven
members of the Phylum Ascomycota and ve members of the
phylum Basidiomycota (Ta b l e 1 ; Figure 2). Low species richness
and dominance by fungi in the Ascomycota is typical of P. edulis
(Gehring et al., 2014; Patterson et al., 2018). e two members
of the Ascomycota not observed in previous studies of P. edulis
(e.g., Patterson et al., 2018; Mueller et al., 2019), Cercophora sp.
and Helotiales sp. produced consistent morphotypes with obvious
fungal mantles, but microscopy indicated poorly formed Hartig
nets. ese fungi were rare. ey were observed in only one
treatment each where they made up less than 2% of the community,
but they were included in subsequent statistical analyses despite
the poorly formed Hartig net. Recent research indicates that EM
fungi can still carry out critical functions even without a functional
Hartig net (Sa etal., 2019). Members of the Heliotiales can form
associations with ectomycorrhizas (Nakamura et al., 2018) and
it is possible that this is what we observed.
While overall EMF community composition was similar
among treatments (pseudo F3,19= 1.35, p= 0.163), individual
taxa were signicantly aected by the combined drought and
warming treatment (Figure2). e relative abundance of both
Cenococcum sp. and Tomentella sp. varied among treatments
owing to their absence from the combined drought and
warming treatment (Cenococcum sp. pseudo F3,19 = 1.72,
p = 0.021, Tomentella sp. pseudo F3,19 = 1.97, p = 0.005;
Figure 2). Only contact and short hyphal exploration types
were observed, with short exploration type dominating in all
treatments [mean (S.E.) % short exploration type for control
trees = 79.3 (10.48) for drought only trees = 100 (0.0), for
heat only trees = 90.6 (8.04) and for drought and heat
combined = 86.3 (13.6); F3,16 = 0.982, p = 0.462].
DSE Colonization and Community
Composition
As with EMF, root colonization by DSE was negatively aected
by the combined drought and warming treatment. Colonization
by DSE was high (~75%, on average) in the ambient, drought
and warming treatments, but was ~20% lower in the combined
drought and warming treatment (F3,16=4.532, p=0.018; Figure3A).
e root DSE community consisted of 101 OTUs, with most
of these (57%) occurring at less than 1% relative abundance in
any treatment group. irty-two percent of the OTUs were
identied to species, 31% to genus, 9% to family, 20% to order,
and 8% to phylum (Ascomycota). e genus Cladophialophora
had the most OTUs (n = 11) followed by Paraphoma (n = 6),
while the most common OTUs identied at the ordinal level
were found in the Pleosporales and Helotiales, with six OTUs each.
In contrast to observations with EMF, Shannon diversity
at the OTU level was similar in all four treatments (F3,16=0.397,
A
B
FIGURE1 | Mean (+/− 1S.E.) ectomycorrhizal fungal (EMF) colonization (A),
and Shannon diversity index of the EMF communities (B) found in the roots of
pinyon pine trees grown under ambient (control), warming (+4.8°C compared
to ambient), drought (−50% of precipitation) and combined heat and drought
treatments for 6years. Different letters above the bars denote differences
among groups at p<0.05.
Gehring et al. Combined Climate Changes Affect Fungi
Frontiers in Plant Science | www.frontiersin.org 6 October 2020 | Volume 11 | Article 582574
p =0.757; Figure3B). DSE community composition was also
similar among groups (pseudo F3,16 = 1.35, p = 0.163). is
similarity is illustrated by the relative abundance of the 10
most common OTUs which make up between 36 and 40%
of the community in all four treatments (Figure 4).
Shoot Growth and Relationships to Fungal
Colonization and Diversity
Pinyons growing in ambient conditions had the greatest mean
shoot elongation during the year fungi were sampled, followed
by the warming only treatment (F3,16 = 40.325, p < 0.001;
Figure 5A). Pinyons experiencing drought only or drought
and warming had similar mean shoot lengths, which were
approximately 50% lower than those of pinyons in the ambient
treatment and approximately 40% lower than pinyons in the
warming only treatment (Figure 5A).
Mean shoot length during the growing season in which
fungi were sampled was most strongly positively correlated
with EMF diversity (R2 = 0.3252, F1,18 = 7.022, p < 0.01,
Figure5B), but also positively correlated with EMF colonization
(R2= 0.224, F1,18= 5.128, p =0.035). ere was no association
between shoot growth and DSE colonization (R2 = 0.07,
F1,18=1.486, p=0.239) or DSE diversity (R2=0.006, F1,18=0.104,
p = 0.751, data not shown).
FIGURE2 | Relative abundance of the EMF species found in the roots of pinyon pine trees grown under ambient (control), heat (+4.8°C compared to ambient),
drought (−50% of precipitation) and combined heat and drought treatments for 6years. The species in control and heat treatments resembled each other, while
signicantly fewer species were found in the combined drought and heat treatment.
TABLE1 | Ectomycorrhizal fungal taxa identied on Pinus edulis using ITS sequences.
ID Fungal phylum1Hyphal exploration
type2
Matching GenBank
accession number3
Query coverage%4Identity%5GenBank accession
number6
Cenococcum
geophilum
A Short MK131420.1 100 99 n/a
Cercophora sp. A Short KX171944.1 95 96 MW026419
Clavulina sp. B Short MK627472.1 88 99 MW026416
Geopora pinyonensis A Short KF546493.1 99 99 n/a
Geopora 1 A Short KF546490.1 98 99 n/a
Geopora 2 A Short KF546492.1 98 99 n/a
Helotiales sp. A Short HM488537.1 99 99 n/a
Helvellosebacina sp. B Short KF000456.1 96 97 MW026417
Inocybe sp. B Short MG833870.1 96 97 MW026420
Pezizaceae sp. A Short AJ633598.1 100 97 MW026421
Russula sp. B Contact KM402893.1 97 98 MW026415
Tomentella sp. B Short EU444541.1 92 98 MW026418
1Indicates Ascomycota (A) or Basidiomycota (B).
2Hyphal exploration type based on our observational measurements, Agerer (2006) and Tedersoo and Smith (2013).
3Accession number in NCBI GenBank (https://www.ncbi.nlm.nih.gov/genbank/) that most closely matches the sequences generated in this study.
4Query coverage indicates the percentage of the query sequence that overlaps the reference sequence.
5Identity percent indicates the similarity of the query sequence and the reference sequence across the length of the coverage area.
6DNA sequences of taxa in bold type did not match GenBank sequences at >99% identity with >95% query coverage. These sequences were submitted to GenBank and their
accession numbers provided.
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Frontiers in Plant Science | www.frontiersin.org 7 October 2020 | Volume 11 | Article 582574
DISCUSSION
Declines in Ectomycorrhizal Fungal
Colonization and Diversity
Consistent with our rst hypothesis, root colonization by EMF
was most negatively aected in the combined drought and
warming treatment, but also reduced in the drought or warming
only treatments. Drought alone has been shown to cause
reductions in EM colonization in many of the studies reviewed
by Mohan et al. (2014) and Karst etal. (2014) and in a more
recent study of beech (Fagus sylvatica; Köhler et al., 2018).
e main eect of the drought treatment we implemented was
to reduce precipitation reaching the ground by ~45%. is
reduced the capacity of small precipitation events to replenish
soil moisture reserves so that the relative water content extractable
by plants at the top 30 cm of the soil remained on average
~50% lower compared to control and heat treatments throughout
the experiment. It did not change the absolute maximum
soil moisture content measured during snow melt or aer
the heaviest monsoon rains, or the minimum soil moisture
content measured in the end of the dry season each year.
ese precipitation events and drought periods were strong
enough to drive all the treatments to similar soil moisture
content. But, during less extreme precipitation seasons, drought
treatment caused plant extractable soil moisture content to
uctuate around 20% in the drought treatments compared
to 40% in control and heat treatments (Grossiord et al.,
2017a,b) signicantly reducing water availability in the soil.
Our ndings regarding warming temperatures are dicult
to compare to other research as previous eld studies have
focused on arctic or boreal ecosystems where warming
temperatures frequently led to increased EM colonization (Mohan
et al., 2014; Bennett and Classen, 2020). At our site, the soil
temperatures at 10 cm depth (the average depth from which
roots were collected) can reach up to 60°C even without additional
heating, exceeding the environmental tolerance of many species
of fungi (Maheshwari etal., 2000). Experimental heating increased
temperatures in our study system an average of 4.8°C (Adams
et al., 2015; Garcia-Forner et al., 2016) which increased the
peak temperatures proportionally and reduced the time spent
at below freezing temperatures in the winter by roughly 50%
compared to the ambient and drought treatments. e large
reduction in EM colonization in the combined heat and drought
treatment suggests that sustained warm temperatures or heat
waves during periods of drought may limit the ectomycorrhizal
symbiosis in semi-arid environments. A critical question that
remains is if the reductions in EM colonization we observed
also limit EMF propagule production and viability, and thus
has a lasting eect on the inoculum potential of the soil.
In addition to a sharp decline in the abundance of EMF
in the combined heat and drought treatment, EMF diversity
dropped by more than 75% relative to the ambient control.
Previous studies have documented that EMF diversity declines
with drought (Karst et al., 2014; Mohan et al., 2014) while
studies of warming temperatures have again focused largely
on arctic or boreal systems where results have been mixed
(Mohan et al., 2014; Fernandez et al., 2017). In pinyon pine,
long-term drought resulted in reduced EMF diversity (Sthultz
etal., 2009b; Gehring etal., 2014). Restoring moister conditions
to pinyon pines in the same study area with experimental
watering during drought did not increase EMF diversity,
suggesting that reductions in diversity with drought may belong
term (Patterson et al., 2018). While warming experiments
(Fernandez et al., 2017) and drought (Gehring et al., 2014;
Karst etal., 2014) appear to favor members of the Ascomycota,
their dominance did not dier among treatments in our study.
In fact, one of the more drought tolerant species of fungi,
the ascomycete, Cenococcum geophilum (Pigott, 1982; Jany etal.,
2003), was common (average 31% relative abundance) in the
control, heat and drought treatments, but absent from the
combined heat and drought treatment (Figure 2). However,
members of the genus Geopora, documented to promote drought
tolerance in P. edulis (Gehring et al., 2017) had their highest
abundance in the drought only treatment but also were present
(~25% relative abundance) in the combined heat and drought
treatment. Members of this genus are found in numerous stressful
environments including mine spoils (Hrynkiewicz et al., 2009)
and post-re landscapes (Fujimura etal., 2004) but the mechanisms
A
B
FIGURE3 | Mean (+/− 1S.E.) root colonization by dark septate endophytes
(DSE) (A), and Shannon diversity index of the DSE communities (B) found in
the roots of pinyon pine trees grown under ambient (control), warming
(+4.8°C compared to ambient), drought (−50% of precipitation) and
combined heat and drought treatments for 6years. Different letters above the
bars denote differences among groups at p<0.05.
Gehring et al. Combined Climate Changes Affect Fungi
Frontiers in Plant Science | www.frontiersin.org 8 October 2020 | Volume 11 | Article 582574
contributing to their success in these challenging environments
are unknown. Studies in cooler, wetter ecosystems, have reported
that warming increased EMF taxa with presumably less
energetically expensive short distance hyphal exploration types
(Fernandez et al., 2017), but EMF taxa with short exploration
types dominated in all treatments in our study, consistent with
previous studies of P. edulis (Patterson et al., 2018).
Small Effect of Treatments on DSE
Colonization by DSE was high in all groups, exceeding 50%,
and only declined slightly in the combined drought and warming
treatment. DSE diversity and species composition was unaected
by any of the temperature and precipitation reduction treatments.
is lack of change relative to the large reductions in diversity
and colonization observed in EMF is consistent with our second
hypothesis. DSE are well known for their high abundance in
stressful environments, including arid lands (Porras-Alfaro etal.,
2008; Porras-Alfaro and Bayman, 2011), and were previously
observed to beless responsive to changes in the abiotic environment
than mycorrhizal fungi (Bueno de Mesquita et al., 2018). DSE
may have been aected to a lesser extent than EMF because of
the stress tolerance of their highly melanized hyphae. One function
of melanin in fungi is protection from harmful environmental
conditions including ultraviolet radiation and temperature extremes
(Butler and Day, 1998). Interestingly, C. geophilum, the EMF
taxon that was common in all treatments but the heat and
drought treatment is also heavily melanized. Melanin inhibition
studies on C. geophilum isolates showed that fungal growth was
negatively aected only when isolates were subjected to osmotic
and desiccation stress (Fernandez and Koide, 2013). Comparative
studies of DSE and EMF like C. geophilum would be helpful to
A
B
FIGURE5 | Mean (+/− 1S.E.) length of the current year shoots observed in
pinyon pine trees in the year of root collection after growing under the control,
heat, drought, and combined drought and heat treatment for 6years (A). The
length of the current year shoots in these trees correlated positively with the
Shannon diversity of the root ectomycorrhizal fungal communities (B).
FIGURE4 | Relative abundance of the 10 most abundant taxa of DSE found in the roots of pinyon pine trees grown under ambient (control), heat (+4.8°C
compared to ambient), drought (−50% of precipitation) and combined heat and drought treatments for 6years. There were no signicant differences in DSE
community composition among treatments.
Gehring et al. Combined Climate Changes Affect Fungi
Frontiers in Plant Science | www.frontiersin.org 9 October 2020 | Volume 11 | Article 582574
elucidate the importance of melanin to their stress tolerance
and that of their host plants.
Although weobserved DSE taxa commonly found in members
of the Pinaceae like Phialocephala fortinii (Jumpponen and
Trappe, 1998; Grünig etal., 2008), these taxa were less abundant
than members of the genera Chalastospora and Paraphoma
that are better known as plant pathogens than endophytes.
One of the most common genera we observed, Paraphoma,
made up ~5% of all sequences across treatments but we could
not nd reference to its occurrence in members of the Pinaceae.
Paraphoma can cause root rot in crops such as alfalfa resulting
in necrotic lesions (Cao et al., 2020). However, we did not
observe damage to the roots we sequenced or observed
microscopically. Our results highlight how much remains to
be learned about DSE. eir high taxonomic diversity within
the Ascomycota and function along the mutualism-parasitism
axis are well documented (Berthelot et al., 2019), but also
present challenges to understanding their inuence on host
plant growth and survival.
Fungal Relationships to Host Plant Growth
We observed signicant associations between P. edulis
aboveground growth and the abundance and diversity of EMF
but not DSE, consistent with our third hypothesis. Similar
to previous observations at our site (Grossiord etal., 2017b),
current year shoot growth was reduced relative to controls
in the drought and combined drought and heat treatment,
but not in the heat treatment alone (Figure 5). Although
the drought treatment slightly negatively aected EMF
colonization but not diversity, there was a higher correlation
between EMF diversity and growth than EMF colonization
and growth with EMF diversity explaining 32.5% of the
variation. In a study of the EMF communities of P. edulis
that remained following host plant mortality, reduced diversity
due to the absence of EMF in the genus Tube r was associated
with reduced seedling size (Mueller et al., 2019). While our
results suggest that EMF may bemore important to aboveground
growth than DSE, wedid not measure belowground growth.
DSE may have inuenced pinyon root length or biomass,
important contributors to the benecial eects of DSE in
other arid land plant species (Li et al., 2018).
Few studies have experimentally manipulated EMF diversity
to understand mechanisms with mixed results (Baxter and
Dighton, 2001; Jonsson etal., 2001; Hazard etal., 2017). Studies
are even more limited in low moisture, high temperature
environments, but phosphorus uptake eciency was observed
to decrease due to reductions in EMF diversity under low soil
moisture conditions in European beech (Köhler et al., 2018).
At our site, plant phosphorus uptake has not been studied,
but warming increased both nitrication processes and the
amount of nitrate in the root zone, while drought increased
the amount of ammonium, and both these eects were present
in the combined heat and drought treatment (Grossiord etal.,
2018a). ese shis did not have any eect on the N content
of plant tissues, plant N allocation or preference for using
nitrite or ammonium suggesting that nitrogen was not limiting
growth. But, these changes in N dynamics could contribute
to the composition and function of the root-zone microbiome
given the importance of N to EMF communities in many
other ecosystems (Lilleskov et al., 2019). Nitrogen fertilization
increased leaf production and reduced EMF abundance in
P. edulis (Allen M. F. etal., 2010). However, it also was associated
with increased tree mortality in P. edulis during drought, possibly
due to a reduced role of EMF in water uptake (Allen M. F.
et al., 2010). us changes in N dynamics in this study system
could become signicant to plant growth and vitality as drought
and warming continue. In beech (Fagus sylvatica L.), moderate
drought increased the importance of EMF to uptake of inorganic
N, but this eect was EMF species specic, even diering
among members of the same genus (Pena and Polle, 2014).
C. geophilum, the taxon shared between our study and that of
Pena and Polle (2014), did not improve N uptake under drought.
In our study, we cannot determine conclusively if changes
in fungi inuenced host plants or the reverse (or a combination),
but previous studies utilizing the same experiment provide
clues. Over the years, the drought, heat and combined drought
and heat treatments have aected the carbon xation and water
uptake as well as growth of the P. edulis trees. Drought and
combined drought and heat treatments have shown signicantly
lower average stomatal conductance and photosynthesis at
saturation light (Grossiord et al., 2017a, 2018a). ese changes
were combined with delayed initiation of both shoot (Adams
etal., 2015; Grossiord etal., 2017b) and stem growth (Manrique-
Alba etal., 2018) in the combined heat and drought treatment,
reduced needle elongation in both the drought and combined
heat and drought treatments (Grossiord et al., 2017b), and
reduced capacity to replenish stem water reserves in the combined
drought and heat treatment (Grossiord etal., 2017c; Manrique-
Alba et al., 2018). ese observations suggest reduced plant
productivity that could inuence the ability to attract and
maintain mutualistic fungi. While EMF can access nutrients
in soil organic matter through a variety of mechanisms (Frey,
2019) they generally rely on photosynthates from their hosts,
but potentially to varying degrees (Koide et al., 2008). For
example, species richness in EMF associated with European
beech trees was aected by stem girdling that reduced direct
transport of photosynthates to the roots (Pena et al., 2010).
In addition to the protection provided by melanin for DSE,
our observed dierences in drought and heat eects on EMF
and DSE colonization and species richness could be explained
by dierent degree of fungal dependency on plant-produced
carbohydrates between these groups.
At our site, reductions in plant photosynthesis and growth
were accompanied by reduction in leaf-area-specic plant
hydraulic conductivity, but no change in the depth of main
water sources used by the trees (Grossiord et al., 2017a), or
the leaf area: sapwood area ratio (McBranch et al., 2019).
ese ndings suggest that the trees adjusted their water
demand to water availability without changing anatomical
structure or rooting depth, even if the heat and drought treatment
increased competition for water in the main water source layer
by inducing a shi that brought the main water source for
co-occurring grasses to the same layer (Grossiord etal., 2019).
Whether this shi aected DSE communities dierently from
Gehring et al. Combined Climate Changes Affect Fungi
Frontiers in Plant Science | www.frontiersin.org 10 October 2020 | Volume 11 | Article 582574
EMF communities is unclear, nor do we understand how
the two groups of fungi interact within roots or soil. ere
is evidence that DSE colonization has positive eects on AMF
colonization of grass roots in arid grasslands (Menoyo etal.,
2020), while interactions between EMF and DSE appear to
bespecies and strain specic (Berthelot et al., 2019). In most
pinyon-juniper woodlands, DSE have multiple hosts, while
EMF are restricted to P. edulis; this dierence also may
contribute to the dierent sensitivities of the two groups to
the combined stressors in our study.
CONCLUSION
Our experimental study of the eects of warming and drought
on the fungal communities of an arid land conifer provides
an important contrast to similar studies in cooler, wetter climates.
Heating alone caused little change, but combined heat and
drought had strong negative eects on root-associated fungi.
Our results also indicate that EMF are more sensitive than
DSE, with the former showing declines in both abundance
and diversity. e dierences among root symbionts could
be due to dierences in stress tolerance, host plant specicity,
degree of dependence on plant hosts for carbon, or a combination
of these factors. Our data on aboveground plant growth and
EMF species diversity support the view that EMF are mutualists,
and emphasizes the importance of community diversity rather
than simple abundance to plant vitality. Less is known about
the importance of DSE to plant performance in arid land
trees or how DSE and EMF interact with one another and
thereby aect their shared host. Obtaining this information is
critical for understanding potential acclimation and adaptation
of forest ecosystems to changing climate as well as for predicting
bottle necks and tipping points that inuence forest health.
DATA AVAILABILITY STATEMENT
e raw data supporting the conclusions of this article will
be made available by the authors, without undue reservation.
AUTHOR CONTRIBUTIONS
CG contributed to data collection and analysis and led the
writing of the manuscript. SS helped to construct and maintain
the experiment, contributed to data collection, and helped to
dra the manuscript. AP and DU contributed to data collection
and revised the manuscript. CK initiated the collaboration and
revised the manuscript. All authors contributed to the article
and approved the submitted version.
FUNDING
CG and AP were supported by the Lucking Family Professorship
at NAU, SS and CK were supported by LANL LDRD project
#ER20160373, and DU was supported by Los Alamos Center
of Space and Earth Sciences, Chick Keller postdoctoral fellowship.
ACKNOWLEDGMENTS
We thank all the students, post docs and LANL sta members
that have participated in maintaining the SUMO experiments
over the years.
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