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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Microbiol.</journal-id>
<journal-title>Frontiers in Microbiology</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Microbiol.</abbrev-journal-title>
<issn pub-type="epub">1664-302X</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fmicb.2023.1087475</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Microbiology</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Effect of elevation on composition and diversity of fungi in the rhizosphere of a population of <italic>Deyeuxia angustifolia</italic> on Changbai Mountain, northeastern China</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author"><name><surname>Sui</surname><given-names>Xin</given-names></name><xref rid="aff1" ref-type="aff"><sup>1</sup></xref><xref rid="aff2" ref-type="aff"><sup>2</sup></xref><xref rid="aff3" ref-type="aff"><sup>3</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/518754/overview"/>
</contrib>
<contrib contrib-type="author" corresp="yes"><name><surname>Li</surname><given-names>Mengsha</given-names></name>
<uri xlink:href="https://loop.frontiersin.org/people/2045083/overview"/><xref rid="aff4" ref-type="aff"><sup>4</sup></xref><xref rid="aff5" ref-type="aff"><sup>5</sup></xref><xref rid="c001" ref-type="corresp"><sup>&#x002A;</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/613199/overview"/>
</contrib>
<contrib contrib-type="author"><name><surname>Frey</surname><given-names>Beat</given-names></name><xref rid="aff3" ref-type="aff"><sup>3</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/473870/overview"/>
</contrib>
<contrib contrib-type="author"><name><surname>Dai</surname><given-names>Guanhua</given-names></name><xref rid="aff6" ref-type="aff"><sup>6</sup></xref>
</contrib>
<contrib contrib-type="author" corresp="yes"><name><surname>Yang</surname><given-names>Libin</given-names></name><xref rid="aff4" ref-type="aff"><sup>4</sup></xref><xref rid="aff5" ref-type="aff"><sup>5</sup></xref><xref rid="c002" ref-type="corresp"><sup>&#x002A;</sup></xref>
</contrib>
<contrib contrib-type="author" corresp="yes"><name><surname>Li</surname><given-names>Mai-He</given-names></name><xref rid="aff3" ref-type="aff"><sup>3</sup></xref><xref rid="aff7" ref-type="aff"><sup>7</sup></xref><xref rid="aff8" ref-type="aff"><sup>8</sup></xref><xref rid="c003" ref-type="corresp"><sup>&#x002A;</sup></xref>
</contrib>
</contrib-group>
<aff id="aff1"><sup>1</sup><institution>Engineering Research Center of Agricultural Microbiology Technology, Ministry of Education, Heilongjiang University</institution>, <addr-line>Harbin</addr-line>, <country>China</country></aff>
<aff id="aff2"><sup>2</sup><institution>Heilongjiang Provincial Key Laboratory of Ecological Restoration and Resource Utilization for Cold Region, School of Life Sciences, Heilongjiang University</institution>, <addr-line>Harbin</addr-line>, <country>China</country></aff>
<aff id="aff3"><sup>3</sup><institution>Swiss Federal Institute for Forest, Snow and Landscape Research WSL</institution>, <addr-line>Birmensdorf</addr-line>, <country>Switzerland</country></aff>
<aff id="aff4"><sup>4</sup><institution>School of Forestry, Northeast Forestry University</institution>, <addr-line>Harbin</addr-line>, <country>China</country></aff>
<aff id="aff5"><sup>5</sup><institution>Institute of Nature and Ecology, Heilongjiang Academy of Sciences</institution>, <addr-line>Harbin</addr-line>, <country>China</country></aff>
<aff id="aff6"><sup>6</sup><institution>Research Station of Changbai Mountain Forest Ecosystems, Chinese Academy of Sciences</institution>, <addr-line>Erdaobaihe</addr-line>, <country>China</country></aff>
<aff id="aff7"><sup>7</sup><institution>Key Laboratory of Geographical Processes and Ecological Security in Changbai Mountains, Ministry of Education, School of Geographical Sciences, Northeast Normal University</institution>, <addr-line>Changchun</addr-line>, <country>China</country></aff>
<aff id="aff8"><sup>8</sup><institution>School of Life Sciences, Hebei University</institution>, <addr-line>Baoding</addr-line>, <country>China</country></aff>
<author-notes>
<fn id="fn0001" fn-type="edited-by"><p>Edited by: Ashton Keith Cowan, Rhodes University, South Africa</p></fn>
<fn id="fn0002" fn-type="edited-by"><p>Reviewed by: Gang Fu, Institute of Geographic Sciences and Natural Resources Research, Chinese Academy of Sciences (CAS), China; Karolina Furtak, Institute of Soil Science and Plant Cultivation, Poland</p></fn>
<corresp id="c001">&#x002A;Correspondence: Mengsha Li, <email>lms19861004@163.com</email></corresp>
<corresp id="c002">Libin Yang, <email>13664600518@139.com</email></corresp>
<corresp id="c003">Mai-He Li, <email>maihe.li@wsl.ch</email></corresp>
<fn id="fn0003" fn-type="other"><p>This article was submitted to Microbiological Chemistry and Geomicrobiology, a section of the journal Frontiers in Microbiology</p></fn>
</author-notes>
<pub-date pub-type="epub">
<day>20</day>
<month>04</month>
<year>2023</year>
</pub-date>
<pub-date pub-type="collection">
<year>2023</year>
</pub-date>
<volume>14</volume>
<elocation-id>1087475</elocation-id>
<history>
<date date-type="received">
<day>02</day>
<month>11</month>
<year>2022</year>
</date>
<date date-type="accepted">
<day>27</day>
<month>03</month>
<year>2023</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x00A9; 2023 Sui, Li, Frey, Dai, Yang and Li.</copyright-statement>
<copyright-year>2023</copyright-year>
<copyright-holder>Sui, Li, Frey, Dai, Yang and Li</copyright-holder>
<license xlink:href="http://creativecommons.org/licenses/by/4.0/">
<p>This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.</p>
</license>
</permissions>
<abstract>
<p>Soil fungi are a key component of terrestrial ecosystems and play a major role in soil biogeochemical cycling. Although the diversity and composition of fungal communities are regulated by many abiotic and biotic factors, the effect of elevation on soil fungal community diversity and composition remains largely unknown. In this study, the soil fungal composition and diversity in <italic>Deyeuxia angustifolia</italic> populations along an elevational gradient (1,690&#x2009;m to 2020&#x2009;m&#x2009;a.s.l.) were assessed, using Illumina MiSeq sequencing, on the north-facing slope of the Changbai Mountain, northeastern China. Our results showed that soil physicochemical parameters changed significantly along with the elevational gradients. The Ascomycota and Basidiomycota were the most dominant phyla along with the gradient. Alpha diversity of soil fungi decreased significantly with elevation. Soil nitrate nitrogen (NO<sub>3</sub><sup>&#x2212;</sup>-N) was positively correlated with fungal richness and phylogenetic diversity (PD), indicating that soil nitrate nitrogen (NO<sub>3</sub><sup>&#x2212;</sup>-N) is a key soil property determining fungal community diversity. In addition to soil nitrate content, soil pH and soil moisture were the most important environmental properties determining the soil fungal diversity. Our results suggest that the elevational changes in soil physicochemical properties play a key role in shaping the community composition and diversity of soil fungi. This study will allow us to better understand the biodiversity distribution patterns of soil microorganisms in mountain ecosystems.</p>
</abstract>
<kwd-group>
<kwd>altitudinal gradients</kwd>
<kwd>dominant fungi</kwd>
<kwd>Illumina sequencing</kwd>
<kwd>richness of soil fungi</kwd>
<kwd>soil microbial community</kwd>
<kwd>soil physicochemical properties</kwd>
</kwd-group>
<counts>
<fig-count count="4"/>
<table-count count="4"/>
<equation-count count="0"/>
<ref-count count="49"/>
<page-count count="10"/>
<word-count count="6985"/>
</counts>
</article-meta>
</front>
<body>
<sec id="sec1" sec-type="intro">
<label>1.</label>
<title>Introduction</title>
<p>Mountains have attracted increasing curiosity of ecologists because of their high sensitivity to global climate change (<xref ref-type="bibr" rid="ref14">Frey et al., 2016</xref>). Elevational gradients in the high mountains are often characterized by dramatic changes in the abiotic and biotic factors within short geographical distances (<xref ref-type="bibr" rid="ref33">Rime et al., 2016</xref>; <xref ref-type="bibr" rid="ref10">Donhauser and Frey, 2018</xref>; <xref ref-type="bibr" rid="ref1">Adamczyk et al., 2019</xref>; <xref ref-type="bibr" rid="ref56">Zhang et al., 2021</xref>), including vegetation, soil physicochemical properties, precipitation, temperature and illumination (<xref ref-type="bibr" rid="ref37">Shen et al., 2013</xref>; <xref ref-type="bibr" rid="ref23">Lin et al., 2017</xref>; <xref ref-type="bibr" rid="ref57">Zhang et al., 2022</xref>), which may lead to significant changes in soil microorganisms within short distance. For example, soil bacterial community diversity varied significantly with elevation, while soil fungal community diversity did not change across an elevational gradient of 400&#x2009;m (<xref ref-type="bibr" rid="ref54">Yu et al., 2019</xref>), but both the soil fungal and bacterial community diversities changed significantly with elevation across an elevational gradient of 1,500&#x2009;m in the Tibetan Plateau (<xref ref-type="bibr" rid="ref15">Han et al., 2022</xref>).</p>
<p>In recent years, many microorganisms have been discovered in a variety of cold environments (<xref ref-type="bibr" rid="ref35">Sahay et al., 2013</xref>; <xref ref-type="bibr" rid="ref39">Shivaji et al., 2013</xref>; <xref ref-type="bibr" rid="ref31">Prasad et al., 2014</xref>; <xref ref-type="bibr" rid="ref33">Rime et al., 2016</xref>; <xref ref-type="bibr" rid="ref11">Donhauser et al., 2020</xref>; <xref ref-type="bibr" rid="ref61">Zong and Fu, 2021</xref>; <xref ref-type="bibr" rid="ref57">Zhang et al., 2022</xref>). On the Changbai Mountain, northeastern China, many studies have investigated the structure and function of microbial community in forest soils (<xref ref-type="bibr" rid="ref59">Zhou, 2006</xref>; <xref ref-type="bibr" rid="ref48">Wang et al., 2013</xref>; <xref ref-type="bibr" rid="ref21">Li et al., 2017</xref>; <xref ref-type="bibr" rid="ref30">Ping et al., 2017</xref>), but no studies have investigated the elevational patterns of fungi in grassy soils on the Changbai Mountain. <italic>Deyeuxia angustifolia</italic> is a typical grass in the mountain ecosystems that plays an important role in biogeochemistry (<xref ref-type="bibr" rid="ref42">Sui et al., 2021</xref>; <xref ref-type="bibr" rid="ref50">Weng et al., 2022</xref>). This species is distributed on the Chnagbai Mountain from 1,690&#x2009;m to 2020&#x2009;m&#x2009;a.s.l., which provides an ideal field platform to study the diversity of soil fungi with an elevational gradient but within the same herbaceous plant population.</p>
<p>Soil fungi are key components, playing an important role in biogeochemical cycling and litter decomposition of terrestrial ecosystem, and are closely related to soil properties and aboveground vegetation community characteristics (<xref ref-type="bibr" rid="ref48">Wang et al., 2013</xref>; <xref ref-type="bibr" rid="ref30">Ping et al., 2017</xref>; <xref ref-type="bibr" rid="ref29">Ni et al., 2018</xref>; <xref ref-type="bibr" rid="ref16">Hanif et al., 2019</xref>; <xref ref-type="bibr" rid="ref32">Ren et al., 2019</xref>; <xref ref-type="bibr" rid="ref42">Sui et al., 2021</xref>; <xref ref-type="bibr" rid="ref52">Yang et al., 2021</xref>; <xref ref-type="bibr" rid="ref60">Zhou et al., 2021</xref>). Soil fungal community diversity showed a significant relationship with soil pH (<xref ref-type="bibr" rid="ref13">Fouts et al., 2012</xref>; <xref ref-type="bibr" rid="ref60">Zhou et al., 2021</xref>), C/N ratio, soil temperature and soil organic carbon (<xref ref-type="bibr" rid="ref30">Ping et al., 2017</xref>; <xref ref-type="bibr" rid="ref42">Sui et al., 2021</xref>; <xref ref-type="bibr" rid="ref60">Zhou et al., 2021</xref>; <xref ref-type="bibr" rid="ref7">Deng et al., 2023</xref>). Different ecosystems with different characteristics determine the characteristics of soil fungal communities (<xref ref-type="bibr" rid="ref38">Shi et al., 2014</xref>). The traditional explanation for this phenomenon is that aboveground vegetation affects soil fungal communities by altering the physicochemical properties of the soils. Soil, vegetation, and climatic factors change gradually with increasing elevation, suggesting that the fungal community may vary along with elevational gradients on mountains (<xref ref-type="bibr" rid="ref44">Tedersoo et al., 2016</xref>).</p>
<p>The Changbai Mountain is an important gene pool of biodiversity in Northeast China (<xref ref-type="bibr" rid="ref51">Xue and Tisdell, 2001</xref>; <xref ref-type="bibr" rid="ref43">Tang et al., 2011</xref>). Its rich species diversity has made it a research hotspot. As one of the main vegetation species on Changbai Mountain, <italic>D. angustifolia</italic> is distributed from 1,690 to 2020&#x2009;m and is indispensable for the protection of ecosystem functions. According to previous reports, <italic>D. angustifolia</italic> in the alpine tundra are invaded from lower elevations due to climate change (<xref ref-type="bibr" rid="ref62">Zong et al., 2013</xref>, <xref ref-type="bibr" rid="ref63">2014</xref>), indicating that the soil fungal community in the alpine tundra ecosystem could also correspondingly change. Because soil fungi play an important role in litter degradation and nutrient cycling (<xref ref-type="bibr" rid="ref14">Frey et al., 2016</xref>; <xref ref-type="bibr" rid="ref7">Deng et al., 2023</xref>), the changes in fungal community composition and diversity caused by <italic>D. angustifolia</italic> invasion may directly affect the ecosystem structure and function. Therefore, understanding the changes in soil fungal community composition and diversity under <italic>D. angustifolia</italic> at different elevations can help us predict changes in ecosystem structure and function following <italic>D. angustifolia</italic> invasion. Unfortunately, there are no comprehensive studies on soil fungi in <italic>D. angustifolia</italic> population along elevational gradients.</p>
<p>To comprehensively understand these changes, we investigated the composition and diversity of soil fungal community in <italic>D. angustifolia</italic> population at 1,690, 1,800, 1,910, and 2,020&#x2009;m above sea level (a.s.l.) along an elevational gradient, using Illumina Miseq sequencing, on the Chnagbai Mountain. We hypothesize that the soil fungal composition and diversity in <italic>D. angustifolia</italic> population change significantly along the elevational gradient, because the soil environmental characteristics that shape the soil fungal composition and diversity change with increasing elevation. Therefore, the objectives of this study were (1) to compare the fungal diversity and community composition in <italic>D. angustifolia</italic> population in response to elevation, and (2) to evaluate the relationships between soil fungal communities and soil physicochemical properties across the elevational gradient.</p>
</sec>
<sec id="sec2" sec-type="materials|methods">
<label>2.</label>
<title>Materials and methods</title>
<sec id="sec3">
<label>2.1.</label>
<title>Research site</title>
<p>This study was performed on the Changbai Mountain (126<sup>&#x00B0;</sup>55&#x2032;-129<sup>&#x00B0;</sup>00&#x2032;E, 41<sup>&#x00B0;</sup>23&#x2032;-42<sup>&#x00B0;</sup>36&#x2019;N) in northeastern China. The local climate is a typical continental temperate monsoon climate with a daily average temperature of 5.9&#x00B0;C during the growing season (June to September). The average annual precipitation during the growing season can reach 958&#x2009;mm. The mean annual precipitation and temperature is approximately 600&#x2009;mm and 4&#x00B0;C, respectively.</p>
<p>To study the elevational pattern of soil fungal composition and diversity, we selected pure <italic>D. angustifolia</italic> population at 1,690, 1,810, 1,910, and to 2020&#x2009;m&#x2009;a.s.l. along an elevational gradient on the north-facing slope of the Changbai Mountain. During October 1 to 7, 2018, three independent plots (10&#x2009;m&#x2009;&#x00D7;&#x2009;10&#x2009;m) were set up in <italic>D. angustifolia</italic> population at each elevation. Ten to fifteen soil samples (0&#x2009;~&#x2009;20&#x2009;cm organic layer) were sampled and pooled for each plot, using a sterile soil drill (5&#x2009;cm in diameter, 20&#x2009;cm deep). After removing the surface litter and humus layer, approximately 1&#x2009;kg soils for each plot were collected. The soil samples were sieved (2&#x2009;mm mesh) to remove stones, visible roots and residues and other debris, and divided into two sub-samples: one stored at &#x2212;80&#x00B0;C for sequencing, and the other one stored at 4&#x00B0;C for soil physicochemical properties.</p>
</sec>
<sec id="sec4">
<label>2.2.</label>
<title>Measurements of soil chemical properties</title>
<p>A soil-water (deionized water) (1:2.5&#x2009;w/v) suspension was shaken for 30&#x2009;min prior to measuring the pH with a pH meter (Thermo Scientific Orion 3-Star Benchtop, Cambridge, United Kingdom). Soil moisture content (SMC) was measured by comparing the fresh wet weight with the dry weight after drying at 120&#x00B0;C for 24&#x2009;h. Soil organic carbon (SOC) and the total nitrogen (TN) content were measured using an elemental analyzer (Elementar, Langenselbold, Germany). Ammonium (NH<sub>4</sub><sup>+</sup>-N) and nitrate (NO<sub>3</sub><sup>&#x2212;</sup>-N) nitrogen content were measured using a continuous flow analysis system (SKALAR SAN++, Breda, the Netherlands). The total phosphorus (TP) content was measured using a spectrophotometer, and available phosphorus (AP) content was measured using the colorimetric method upon extraction with 0.5&#x2009;M NaHCO<sub>3</sub>. The total potassium (TK) content was measured by digesting the soil with concentrated hydrofluoric acid, and available potassium (AK) content was extracted by acetic acid and ammonium leaching method. The extracted TK and AK content were determined using inductively coupled plasma atomic emission spectrometry (ICP-AES-7500, Shimadzu, Japan). Soil microbial biomass C (MBC) and biomass N (MBN) content were measured with a TOC analyzer (TOC-LCPH, Shimadzu, Japan). Soil mechanical compositions (Sand, Silt, Clay) were determined according to the method of <xref ref-type="bibr" rid="ref56">Zhang et al. (2021)</xref>. Three independent replicates per sample were performed for all the soil physicochemical properties.</p>
</sec>
<sec id="sec5">
<label>2.3.</label>
<title>Soil DNA extraction and ITS rRNA sequencing</title>
<p>Using the MOBIO Power Soil Extraction Kit (Mo Bio Laboratories, Carlsbad, CA, United States), soil total DNA was extract from 1&#x2009;g of fresh soil according to the manufacturer&#x2019;s instructions. The DNA was diluted in TE buffer (DNA Elution Solution-Ultra Pure Water). The DNA quantity and quality were detected using a NanoDrop ND-1000 spectrophotometer (Thermo Scientific, United States).</p>
<p>Fungal ITS rRNA region was amplified using primers ITS1 (5&#x2032;-CTTGGTCATTTAGAGGAAGTAA-3&#x2032;) and ITS2 (5&#x2032;- GCTGCGTTCATCGATGC -3&#x2032;) (<xref ref-type="bibr" rid="ref13">Fouts et al., 2012</xref>). A 6-bp barcode sequence unique to each sample was added to the primers for distinguishing multiple samples. The PCR reaction was performed in triplicate in a 25&#x2009;&#x03BC;L mixture containing 2.5&#x2009;&#x03BC;L of TransStart Buffer, 2&#x2009;&#x03BC;L of dNTPs, 1&#x2009;&#x03BC;L of each primer (10&#x2009;ng/&#x03BC;L), and 30&#x2009;ng of template DNA. The PCR conditions were as follows: pre-denaturation at 94&#x00B0;C for 5&#x2009;min, 30&#x2009;cycles of dunaturation at 94&#x00B0;C for 30&#x2009;s, 55&#x00B0;C for 30&#x2009;s, 72&#x00B0;C for 45&#x2009;s, and a final extension at 72&#x00B0;C for 10&#x2009;min. The PCR products were inspected by 2% agarose electrophoresis, and were purified using the AxyPrep DNA purification kit. Three independent PCR replicates per sample and then three PCR samples were pool at equal amount and PE300 paired-end sequenced on the Illumina Miseq v3 platfrom (2&#x2009;&#x00D7;&#x2009;300&#x2009;bp). The raw sequences were uploaded to the Sequence Read Archive (SRA) database and accession number was SUB10527794.</p>
</sec>
<sec id="sec6">
<label>2.4.</label>
<title>Bioinformatics and statistical analysis</title>
<p>Sequences were analyzed using QIIME (version 1.8<xref rid="fn0004" ref-type="fn">
<sup>1</sup></xref>) software on the Allwegene bioinformation cloud platform.<xref rid="fn0005" ref-type="fn">
<sup>2</sup></xref> The original PE reads were quality filtering following criteria: if the mean score&#x2009;&#x003C;&#x2009;20 or the length&#x2009;&#x003C;&#x2009;200&#x2009;bp, and the ambiguities sequence were removed. The forward and reverse reads merged using PEAR software (version 0.9.8). The chimeras removed using Usearch (version 7.1).<xref rid="fn0006" ref-type="fn">
<sup>3</sup></xref>Operational taxonomic units (OTU) were generated at a similarity level of 97% using the UPARSE algorithm (<xref ref-type="bibr" rid="ref12">Edgar, 2013</xref>). Taxonomic analysis was performed on the representative sequences of OTU, with a confidence threshold of 0.7, and the UNITE 8.2 fungi database was used for comparison.<xref rid="fn0007" ref-type="fn">
<sup>4</sup></xref></p>
<p>Before further analysis, the sequences were normalized according to the lowest number of sequences for a single sample. The sequences occurring &#x003C;1% were classified into &#x201C;others.&#x201D; Alpha diversity indexes (Richness, Chao1, Shannon index, PD=Phylogenetic diversity) were calculated in QIIME1 based on OTU table. Principal coordinate analysis (PCoA) was finished using R software (v.3.2.5, <xref ref-type="bibr" rid="ref004">R Development Core Team, 2016</xref>) &#x201C;Vegan&#x201D; package based on Bray&#x2013;Curtis dissimilarity at OTU level. Rarefaction curve was finished using R software (v.3.2.5, <xref ref-type="bibr" rid="ref004">R Development Core Team, 2016</xref>) &#x201C;microeco&#x201D; package. Redundancy analysis (RDA) was performed using R software (v.3.2.5, <xref ref-type="bibr" rid="ref004">R Development Core Team, 2016</xref>) &#x201C;microeco&#x201D; package based on OTU table and soil physicochemical parameters. Fungal functional guilds were assigned by using FUNGuild v1.0 and the differences of guilds among elevations were performed by one-way analysis of variance (ANOVA), Duncan test (<italic>p</italic>&#x2009;&#x003C;&#x2009;0.05). One-way analysis of variance (ANOVA) was used to detect the difference of soil physicochemical parameters among elevations using SPSS software (version 22.0). Pearson correlation analysis among fungal community composition (both phyla and genera) and soil physicochemical properties was also performed using SPSS software (version 22.0). Permutational multivariate analysis of variance (PERMANOVA) was used to test the differences in soil fungal composition among the four elevations, using Bray-curtis distance matrices (i.e., the adonis2 function of the vegan package) (<xref ref-type="bibr" rid="ref58">Zhong and Fu, 2022</xref>).</p>
</sec>
</sec>
<sec id="sec7" sec-type="results">
<label>3.</label>
<title>Results</title>
<sec id="sec8">
<label>3.1.</label>
<title>Soil physicochemical properties</title>
<p>All soil physicochemical parameters, except SOC and sand content, were significantly different (<italic>p</italic>&#x2009;&#x003C;&#x2009;0.05) among the four elevations (<xref rid="tab1" ref-type="table">Table 1</xref>). Soil pH, and the content of SMC, nitrate nitrogen and available potassium declined with increasing elevation, while other soil physicochemical properties did not show a clear tendency (<xref rid="tab1" ref-type="table">Table 1</xref>). Silt ranged from 0.5% (1,910&#x2009;m&#x2009;a.s.l.) to 1.6% (2,020&#x2009;m&#x2009;a.s.l.), and the clay ranged from 4.3% (1,690&#x2009;m&#x2009;a.s.l.) to 5.1% (1,910&#x2009;m&#x2009;a.s.l.).</p>
<table-wrap position="float" id="tab1">
<label>Table 1</label>
<caption>
<p>Soil physicochemical characteristics along an elevational gradient on the Changbai Mountains, northeastern China.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top">Properties<xref rid="tfn1" ref-type="table-fn">
<sup>1</sup></xref></th>
<th align="center" valign="top">1,690&#x2009;m&#x2009;a.s.l.</th>
<th align="center" valign="top">1,800&#x2009;m&#x2009;a.s.l.</th>
<th align="center" valign="top">1,910&#x2009;m&#x2009;a.s.l.</th>
<th align="center" valign="top">2,020&#x2009;m&#x2009;a.s.l.</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="middle">SMC</td>
<td align="center" valign="middle">44.0&#x2009;&#x00B1;&#x2009;1.17<sup>a</sup></td>
<td align="center" valign="middle">37.6&#x2009;&#x00B1;&#x2009;0.89<sup>b</sup></td>
<td align="center" valign="middle">33.4&#x2009;&#x00B1;&#x2009;1.06<sup>b</sup></td>
<td align="center" valign="middle">36.0&#x2009;&#x00B1;&#x2009;5.29<sup>b</sup></td>
</tr>
<tr>
<td align="left" valign="middle">pH</td>
<td align="center" valign="middle">5.5&#x2009;&#x00B1;&#x2009;0.15<sup>a</sup></td>
<td align="center" valign="middle">4.6&#x2009;&#x00B1;&#x2009;0.15<sup>b</sup></td>
<td align="center" valign="middle">4.6&#x2009;&#x00B1;&#x2009;0.09<sup>b</sup></td>
<td align="center" valign="middle">4.7&#x2009;&#x00B1;&#x2009;0.08<sup>b</sup></td>
</tr>
<tr>
<td align="left" valign="middle">NH<sub>4</sub><sup>+</sup>-N (mg/kg)</td>
<td align="center" valign="middle">0.7&#x2009;&#x00B1;&#x2009;0.13<sup>c</sup></td>
<td align="center" valign="middle">2.0&#x2009;&#x00B1;&#x2009;0.06<sup>a</sup></td>
<td align="center" valign="middle">0.8&#x2009;&#x00B1;&#x2009;0.03<sup>c</sup></td>
<td align="center" valign="middle">1.4&#x2009;&#x00B1;&#x2009;0.12<sup>b</sup></td>
</tr>
<tr>
<td align="left" valign="middle">NO<sub>3</sub><sup>&#x2212;</sup>-N (mg/kg)</td>
<td align="center" valign="middle">1.9&#x2009;&#x00B1;&#x2009;0.07<sup>a</sup></td>
<td align="center" valign="middle">0.4&#x2009;&#x00B1;&#x2009;0.02<sup>b</sup></td>
<td align="center" valign="middle">0.2&#x2009;&#x00B1;&#x2009;0.01<sup>c</sup></td>
<td align="center" valign="middle">0.2&#x2009;&#x00B1;&#x2009;0.00<sup>c</sup></td>
</tr>
<tr>
<td align="left" valign="middle">SOC (g/kg)</td>
<td align="center" valign="middle">10.3&#x2009;&#x00B1;&#x2009;0.63<sup>a</sup></td>
<td align="center" valign="middle">10.1&#x2009;&#x00B1;&#x2009;0.36<sup>a</sup></td>
<td align="center" valign="middle">9.4&#x2009;&#x00B1;&#x2009;0.60<sup>a</sup></td>
<td align="center" valign="middle">9.5&#x2009;&#x00B1;&#x2009;0.67<sup>a</sup></td>
</tr>
<tr>
<td align="left" valign="middle">TN (g/kg)</td>
<td align="center" valign="middle">9.9&#x2009;&#x00B1;&#x2009;0.08<sup>c</sup></td>
<td align="center" valign="middle">19.3&#x2009;&#x00B1;&#x2009;0.86<sup>a</sup></td>
<td align="center" valign="middle">11.0&#x2009;&#x00B1;&#x2009;0.51<sup>c</sup></td>
<td align="center" valign="middle">14.6&#x2009;&#x00B1;&#x2009;0.83<sup>b</sup></td>
</tr>
<tr>
<td align="left" valign="middle">TK (g/kg)</td>
<td align="center" valign="middle">3.1&#x2009;&#x00B1;&#x2009;0.28<sup>b</sup></td>
<td align="center" valign="middle">4.7&#x2009;&#x00B1;&#x2009;0.19<sup>a</sup></td>
<td align="center" valign="middle">4.6&#x2009;&#x00B1;&#x2009;0.40<sup>a</sup></td>
<td align="center" valign="middle">3.3&#x2009;&#x00B1;&#x2009;0.13<sup>b</sup></td>
</tr>
<tr>
<td align="left" valign="middle">AK (mg/kg)</td>
<td align="center" valign="middle">17.7&#x2009;&#x00B1;&#x2009;0.63<sup>b</sup></td>
<td align="center" valign="middle">24.0&#x2009;&#x00B1;&#x2009;0.60<sup>a</sup></td>
<td align="center" valign="middle">13.9&#x2009;&#x00B1;&#x2009;0.60<sup>d</sup></td>
<td align="center" valign="middle">15.1&#x2009;&#x00B1;&#x2009;0.33<sup>c</sup></td>
</tr>
<tr>
<td align="left" valign="middle">AP (mg/kg)</td>
<td align="center" valign="middle">11.7&#x2009;&#x00B1;&#x2009;0.31<sup>c</sup></td>
<td align="center" valign="middle">17.0&#x2009;&#x00B1;&#x2009;0.22<sup>a</sup></td>
<td align="center" valign="middle">15.1&#x2009;&#x00B1;&#x2009;0.22<sup>b</sup></td>
<td align="center" valign="middle">10.3&#x2009;&#x00B1;&#x2009;0.53<sup>d</sup></td>
</tr>
<tr>
<td align="left" valign="middle">MBC (mg/kg)</td>
<td align="center" valign="middle">516.5&#x2009;&#x00B1;&#x2009;4.90<sup>b</sup></td>
<td align="center" valign="middle">569.4&#x2009;&#x00B1;&#x2009;5.73<sup>b</sup></td>
<td align="center" valign="middle">675.5&#x2009;&#x00B1;&#x2009;3.68<sup>a</sup></td>
<td align="center" valign="middle">527.1&#x2009;&#x00B1;&#x2009;4.11<sup>c</sup></td>
</tr>
<tr>
<td align="left" valign="middle">MBN (mg/kg)</td>
<td align="center" valign="middle">69.0&#x2009;&#x00B1;&#x2009;2.05<sup>d</sup></td>
<td align="center" valign="middle">89.3&#x2009;&#x00B1;&#x2009;2.94<sup>a</sup></td>
<td align="center" valign="middle">84.7&#x2009;&#x00B1;&#x2009;2.05<sup>ab</sup></td>
<td align="center" valign="middle">76.8&#x2009;&#x00B1;&#x2009;2.45<sup>c</sup></td>
</tr>
<tr>
<td align="left" valign="top">Sand (%)</td>
<td align="center" valign="top">94.7&#x2009;&#x00B1;&#x2009;4.50<sup>a</sup></td>
<td align="center" valign="top">96.7&#x2009;&#x00B1;&#x2009;6.24<sup>a</sup></td>
<td align="center" valign="top">95.2&#x2009;&#x00B1;&#x2009;4.92<sup>a</sup></td>
<td align="center" valign="top">95.2&#x2009;&#x00B1;&#x2009;4.92<sup>a</sup></td>
</tr>
<tr>
<td align="left" valign="top">Silt (%)</td>
<td align="center" valign="top">1.1&#x2009;&#x00B1;&#x2009;0.08<sup>c</sup></td>
<td align="center" valign="top">0.6&#x2009;&#x00B1;&#x2009;0.05<sup>d</sup></td>
<td align="center" valign="top">0.5&#x2009;&#x00B1;&#x2009;0.03<sup>d</sup></td>
<td align="center" valign="top">1.6&#x2009;&#x00B1;&#x2009;0.04<sup>a</sup></td>
</tr>
<tr>
<td align="left" valign="top">Clay (%)</td>
<td align="center" valign="top">4.3&#x2009;&#x00B1;&#x2009;0.22<sup>c</sup></td>
<td align="center" valign="top">4.8&#x2009;&#x00B1;&#x2009;0.25<sup>ab</sup></td>
<td align="center" valign="top">5.1&#x2009;&#x00B1;&#x2009;0.08<sup>a</sup></td>
<td align="center" valign="top">4.5&#x2009;&#x00B1;&#x2009;0.34<sup>bc</sup></td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn id="tfn1">
<label>1</label>
<p>Values represent means &#x00B1; standard deviations (<italic>n</italic>&#x2009;=&#x2009;3). Different letters indicate significant (<italic>P</italic>&#x2009;&#x003C;&#x2009;0.05) differences between individual means assessed by one-way ANOVA followed by Tukey&#x2019;s HSD <italic>post-hoc</italic> testing. SMC, soil moisture content; NH<sub>4</sub><sup>+</sup>-N, Ammonium nitrogen; NO<sub>3</sub><sup>&#x2212;</sup>-N, Nitrate nitrogen; SOC, soil organic cabon; TN, total nitrogen; TK, Total potassium; AK, Effective potassium; AP, Effective phosphorus; MBC, Microbial biomass carbon; MBN, Microbial biomass nitrogen.</p></fn>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="sec9">
<label>3.2.</label>
<title>Rarefaction curve and fungal diversity</title>
<p>The rarefaction curve (<xref rid="fig1" ref-type="fig">Figure 1</xref>) tended to flatten, indicating that the sequencing number was sufficient and reasonable to cover the fungal communities. The Chao1, richness, phylogenetic diversity (PD), and Shannon index of the soil fungi were significant different (one way ANOVA, <italic>p</italic>&#x2009;&#x003C;&#x2009;0.01) among elevations along the elevational gradient (<xref rid="tab2" ref-type="table">Table 2</xref>). The alpha diversity indices including Chao1, richness, PD_whole_tree, and Shannon-Wiener decreased from 1,690&#x2009;m to 1800&#x2009;m&#x2009;a.s.l., then increased to 1910&#x2009;m&#x2009;a.s.l., followed by decreasing tendency up to 2,020&#x2009;m&#x2009;a.s.l.</p>
<fig position="float" id="fig1">
<label>Figure 1</label>
<caption>
<p>Rarefaction curve of fungal sequences in soils along an elevational gradient on the Changbai Mountain, northeastern China. Note A (1&#x2013;3) is 1,690&#x2009;m&#x2009;a.s.l.; B (1&#x2013;3) is 1,800&#x2009;m&#x2009;a.s.l.; C (1&#x2013;3) is 1910&#x2009;m&#x2009;a.s.l.; D (1&#x2013;3) is 2020&#x2009;m&#x2009;a.s.l.</p>
</caption>
<graphic xlink:href="fmicb-14-1087475-g001.tif"/>
</fig>
<table-wrap position="float" id="tab2">
<label>Table 2</label>
<caption>
<p>Fungal alpha diversity along an elevational gradient on the Changbai Mountain, northeastern China<sup>1</sup>.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top">Elevation (m&#x2009;a.s.l.)</th>
<th align="center" valign="top">Chao1 index</th>
<th align="center" valign="top">Richness index</th>
<th align="center" valign="top">Phylogenetic diversity index</th>
<th align="center" valign="top">Shannon index</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="middle">1,690</td>
<td align="center" valign="middle">1464.09&#x2009;&#x00B1;&#x2009;105.47a</td>
<td align="center" valign="middle">1097.83&#x2009;&#x00B1;&#x2009;51.39a</td>
<td align="center" valign="middle">200.07&#x2009;&#x00B1;&#x2009;10.77a</td>
<td align="center" valign="middle">6.64&#x2009;&#x00B1;&#x2009;0.14a</td>
</tr>
<tr>
<td align="left" valign="middle">1,800</td>
<td align="center" valign="middle">1268.34&#x2009;&#x00B1;&#x2009;32.80abc</td>
<td align="center" valign="middle">877.53&#x2009;&#x00B1;&#x2009;41.70abc</td>
<td align="center" valign="middle">164.99&#x2009;&#x00B1;&#x2009;4.86bc</td>
<td align="center" valign="middle">6.15&#x2009;&#x00B1;&#x2009;0.27ab</td>
</tr>
<tr>
<td align="left" valign="middle">1,910</td>
<td align="center" valign="middle">1425.33&#x2009;&#x00B1;&#x2009;73.89ab</td>
<td align="center" valign="middle">1023.50&#x2009;&#x00B1;&#x2009;29.97ab</td>
<td align="center" valign="middle">187.86&#x2009;&#x00B1;&#x2009;5.24ab</td>
<td align="center" valign="middle">6.74&#x2009;&#x00B1;&#x2009;0.05a</td>
</tr>
<tr>
<td align="left" valign="middle">2,020</td>
<td align="center" valign="middle">1087.65&#x2009;&#x00B1;&#x2009;223.13c</td>
<td align="center" valign="middle">792.10&#x2009;&#x00B1;&#x2009;139.36c</td>
<td align="center" valign="middle">151.65&#x2009;&#x00B1;&#x2009;19.67c</td>
<td align="center" valign="middle">5.72&#x2009;&#x00B1;&#x2009;0.56b</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p><sup>1</sup>Values represent means&#x2009;&#x00B1;&#x2009;standard deviations (<italic>n</italic>&#x2009;=&#x2009;3). Different letters indicate significant (<italic>P</italic>&#x2009;&#x003C;&#x2009;0.05) differences between individual means assessed by one-way ANOVA followed by Tukey&#x2019;s HSD <italic>post-hoc</italic> testing.</p>
</table-wrap-foot>
</table-wrap>
<p>Pearson correlation analysis showed that the soil fungal alpha diversity (richness and PD index) were significantly positively correlated with the content of soil NO<sub>3</sub><sup>&#x2212;</sup>-N, but significantly negatively correlated with the content of soil NH<sub>4</sub><sup>+</sup>-N and TN (<xref rid="tab3" ref-type="table">Table 3</xref>). PD index of soil fungi was significantly positively correlated with soil pH, while the Shannon-Wiener index of soil fungi was significantly negatively correlated with the content of soil TN (<xref rid="tab3" ref-type="table">Table 3</xref>).</p>
<table-wrap position="float" id="tab3">
<label>Table 3</label>
<caption>
<p>Pearson&#x2019;s rank correlation coefficients between fungal alpha-diversity and soil physicochemical characteristics.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th/>
<th align="center" valign="top">pH</th>
<th align="center" valign="top">NH<sub>4</sub><sup>+</sup>-N</th>
<th align="center" valign="top">NO<sub>3</sub><sup>&#x2212;</sup>-N</th>
<th align="center" valign="top">SMC</th>
<th align="center" valign="top">TN</th>
<th align="center" valign="top">TK</th>
<th align="center" valign="top">AK</th>
<th align="center" valign="top">AP</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top">Chao1</td>
<td align="center" valign="top">0.31</td>
<td align="center" valign="top">&#x2212;0.40</td>
<td align="center" valign="top">0.45</td>
<td align="center" valign="top">&#x2212;0.24</td>
<td align="center" valign="top">&#x2212;0.47</td>
<td align="center" valign="top">0.15</td>
<td align="center" valign="top">&#x2212;0.01</td>
<td align="center" valign="top">&#x2212;0.16</td>
</tr>
<tr>
<td align="left" valign="top">Richness</td>
<td align="center" valign="top">0.44</td>
<td align="center" valign="top">&#x2212;0.53<xref rid="tfn2" ref-type="table-fn">
<sup>&#x002A;</sup></xref></td>
<td align="center" valign="top">0.57<xref rid="tfn2" ref-type="table-fn">
<sup>&#x002A;</sup></xref></td>
<td align="center" valign="top">&#x2212;0.20</td>
<td align="center" valign="top">&#x2212;0.59<xref rid="tfn3" ref-type="table-fn">
<sup>&#x002A;&#x002A;</sup></xref></td>
<td align="center" valign="top">0.00</td>
<td align="center" valign="top">&#x2212;0.06</td>
<td align="center" valign="top">&#x2212;0.23</td>
</tr>
<tr>
<td align="left" valign="top">PD</td>
<td align="center" valign="top">0.47<xref rid="tfn2" ref-type="table-fn">
<sup>&#x002A;</sup></xref></td>
<td align="center" valign="top">&#x2212;0.57<xref rid="tfn2" ref-type="table-fn">
<sup>&#x002A;</sup></xref></td>
<td align="center" valign="top">0.60<xref rid="tfn3" ref-type="table-fn">
<sup>&#x002A;&#x002A;</sup></xref></td>
<td align="center" valign="top">&#x2212;0.28</td>
<td align="center" valign="top">&#x2212;0.62<xref rid="tfn3" ref-type="table-fn">
<sup>&#x002A;&#x002A;</sup></xref></td>
<td align="center" valign="top">0.02</td>
<td align="center" valign="top">&#x2212;0.09</td>
<td align="center" valign="top">&#x2212;0.28</td>
</tr>
<tr>
<td align="left" valign="top">Shannon</td>
<td align="center" valign="top">0.23</td>
<td align="center" valign="top">&#x2212;0.42</td>
<td align="center" valign="top">0.35</td>
<td align="center" valign="top">&#x2212;0.15</td>
<td align="center" valign="top">&#x2212;0.49<xref rid="tfn2" ref-type="table-fn">
<sup>&#x002A;</sup></xref></td>
<td align="center" valign="top">0.17</td>
<td align="center" valign="top">&#x2212;0.06</td>
<td align="center" valign="top">&#x2212;0.08</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn id="tfn2">
<label>&#x002A;</label>
<p>Correlation is significant at the 0.05 level (one-tailed).</p></fn>
<fn id="tfn3">
<label>&#x002A;&#x002A;</label>
<p>Correlation is significant at the 0.01 level (two-tailed).</p></fn>
<p>SMC, soil moisture content; NH<sub>4</sub><sup>+</sup>-N, Ammonium nitrogen; NO<sub>3</sub><sup>&#x2212;</sup>-N, Nitrate nitrogen; SOC, soil organic cabon; TN, total nitrogen; TK, Total potassium; AK, Effective potassium; AP, Effective phosphorus; MBC, Microbial biomass carbon; MBN, Microbial biomass nitrogen.</p>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="sec10">
<label>3.3.</label>
<title>Composition of the soil fungal community</title>
<p>The ordination showed that the fungal communities were clearly separated by elevation (PCo1, 44.63% and PCo2, 25.36%) (<xref rid="fig2" ref-type="fig">Figure 2</xref>). The soil fungal beta diversity differed significantly among elevations (<xref rid="fig2" ref-type="fig">Figure 2</xref>, Anosim <italic>R</italic>&#x2009;=&#x2009;0.97, <italic>p</italic>&#x2009;&#x003C;&#x2009;0.01). Moreover, there were significant differences in species composition between any two out of the four elevations (<xref ref-type="supplementary-material" rid="SM1">Supplementary Table S2</xref>, <italic>p</italic>&#x2009;&#x003C;&#x2009;0.05).</p>
<fig position="float" id="fig2">
<label>Figure 2</label>
<caption>
<p>Principal coordinate analysis (PCoA) of fungal communities along an elevational gradient on Changbai Mountain, northeastern China. The dominant plant species at the sites were <italic>D. angustifolia.</italic> Beta-Diversity index was calculated at the OTU level (97%).</p>
</caption>
<graphic xlink:href="fmicb-14-1087475-g002.tif"/>
</fig>
<p>The soil fungal community composition (both at the phyla and genera level) was significantly different among the four elevations (<xref rid="fig3" ref-type="fig">Figure 3</xref> and <xref ref-type="supplementary-material" rid="SM1">Supplementary Tables S1</xref>, <xref ref-type="supplementary-material" rid="SM1">S3</xref>). All the obtained sequences belonged to 8 phyla. The prevailing phyla was Basidiomycota (53% relative abundance), Ascomycota (26%), and Mortierellomycota (19%) across all the soil samples (<xref rid="fig3" ref-type="fig">Figure 3A</xref>). The relative abundance of these dominant fungal phyla changed remarkably with elevation (<xref ref-type="supplementary-material" rid="SM1">Supplementary Table S1</xref>), showing that the relative abundance of Basidiomycota had an increased tendency but Ascomycota showed a decreased tendency with increasing elevation (<xref rid="fig3" ref-type="fig">Figure 3A</xref> and <xref ref-type="supplementary-material" rid="SM1">Supplementary Table S1</xref>).</p>
<fig position="float" id="fig3">
<label>Figure 3</label>
<caption>
<p>Relative abundance of the dominant fungal phyla <bold>(A)</bold> and genera <bold>(B)</bold> in soils along an elevational gradient on the Changbai Mountain, northeastern China.</p>
</caption>
<graphic xlink:href="fmicb-14-1087475-g003.tif"/>
</fig>
<p>The dominant genera with a relative abundance of &#x003E;1% were <italic>Mortierella</italic> (18.7% relative abundance), <italic>Russula</italic> (13.3%), <italic>Inocybe</italic> (7.7%), <italic>Archaeorhizomyces</italic> (4.7%), <italic>Laccaria</italic> (4.2%), <italic>Tricholoma</italic> (3.2%), <italic>Leotia</italic> (2.5%), <italic>Cortinarius</italic> (2.5%), <italic>Clavulina</italic> (2.4%), <italic>Entoloma</italic> (2.1%), <italic>Elaphomyces</italic> (2.0%), <italic>Piloderma</italic> (1.6%), <italic>Tomentella</italic> (1.3%), <italic>Solicoccozyma</italic> (1.1%), <italic>Gymnomyces</italic> (1.1%), <italic>Sebacina</italic> (1.0%) (<xref rid="fig3" ref-type="fig">Figure 3B</xref>). <italic>Russula</italic> was most abundant at the highest site (2,020&#x2009;m&#x2009;a.s.l.), while <italic>Inocybe</italic> was most abundant at the lowest elevational site (<xref rid="fig3" ref-type="fig">Figure 3B</xref>). Similar to the phyla, the relative abundance of these most dominant fungal genera also changed remarkably with increasing elevation (<xref ref-type="supplementary-material" rid="SM1">Supplementary Table S3</xref>).</p>
</sec>
<sec id="sec11">
<label>3.4.</label>
<title>Relationships between fungal community and soil properties</title>
<p>RDA revealed that soil properties (i.e., NH<sub>4</sub><sup>+</sup>-N, NO<sub>3</sub><sup>&#x2212;</sup>-N, TN, SOC, MC, pH, AK, TK, and TP) were the key environmental factors that shaped the soil fungal community (<xref rid="fig4" ref-type="fig">Figure 4</xref>). The first two axes of the RDA accounted for 37.57% of the total variance. As shown in <xref rid="fig4" ref-type="fig">Figure 4</xref>, MC (<italic>p</italic>&#x2009;&#x003C;&#x2009;0.05), pH (<italic>p</italic>&#x2009;&#x003C;&#x2009;0.05), NH<sub>4</sub><sup>+</sup>-N (<italic>p</italic>&#x2009;&#x003C;&#x2009;0.05), NO<sub>3</sub><sup>&#x2212;</sup>-N (<italic>p</italic>&#x2009;&#x003C;&#x2009;0.05), TN (<italic>p</italic>&#x2009;&#x003C;&#x2009;0.05) significantly influenced the fungal community. The soil fungal community structure at 2,020&#x2009;m&#x2009;a.s.l. was significantly positively correlated with NH<sub>4</sub>-N and TN, while that at 1,690&#x2009;m&#x2009;a.s.l. and 1,800&#x2009;m&#x2009;a.s.l. was significantly positively correlated with soil moisture content, pH, AK and NO<sub>3</sub><sup>&#x2014;</sup>N (<xref rid="fig4" ref-type="fig">Figure 4</xref>).</p>
<fig position="float" id="fig4">
<label>Figure 4</label>
<caption>
<p>Redundancy analysis (RDA) of soil fungal community structures and environmental characteristics (arrows) at different elevations.</p>
</caption>
<graphic xlink:href="fmicb-14-1087475-g004.tif"/>
</fig>
<p>At the phyla level, the abundance of phyla was closely correlated with some certain, phyla-specific soil physicochemical factors (<xref rid="tab4" ref-type="table">Table 4</xref>). For the two dominant phyla, for example, the abundance of Ascomycota was significantly negatively correlated with the content of soil TN, NH<sub>4</sub><sup>+</sup>-N, and AP (<xref rid="tab4" ref-type="table">Table 4</xref>), while the abundance of Basidiomycota was significantly negatively correlated with soil TK (<xref rid="tab4" ref-type="table">Table 4</xref>).</p>
<table-wrap position="float" id="tab4">
<label>Table 4</label>
<caption>
<p>Pearson&#x2019;s rank correlations between the relative abundances of dominant fungal taxa and soil physicochemical variables.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th/>
<th align="center" valign="top">SMC</th>
<th align="center" valign="top">pH</th>
<th align="center" valign="top">NH<sub>4</sub><sup>+</sup>-N</th>
<th align="center" valign="top">NO<sub>3</sub><sup>&#x2212;</sup>-N</th>
<th align="center" valign="top">SOC</th>
<th align="center" valign="top">TN</th>
<th align="center" valign="top">TK</th>
<th align="center" valign="top">AK</th>
<th align="center" valign="top">AP</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="middle">Phylum</td>
<td align="center" valign="middle">&#x2013;</td>
<td align="center" valign="middle">&#x2013;</td>
<td align="center" valign="middle">&#x2013;</td>
<td align="center" valign="middle">&#x2013;</td>
<td align="center" valign="middle">&#x2013;</td>
<td align="center" valign="middle">&#x2013;</td>
<td align="center" valign="middle">&#x2013;</td>
<td align="center" valign="middle">&#x2013;</td>
<td align="center" valign="middle">&#x2013;</td>
</tr>
<tr>
<td align="left" valign="middle">Basidiomycota</td>
<td align="center" valign="middle">&#x2212;0.29</td>
<td align="center" valign="middle">&#x2212;0.26</td>
<td align="center" valign="middle">0.04</td>
<td align="center" valign="middle">&#x2212;0.45</td>
<td align="center" valign="middle">0.34</td>
<td align="center" valign="middle">0.06</td>
<td align="center" valign="middle">&#x2212;0.49<xref rid="tfn4" ref-type="table-fn">
<sup>&#x002A;</sup></xref></td>
<td align="center" valign="middle">&#x2212;0.37</td>
<td align="center" valign="middle">&#x2212;0.02</td>
</tr>
<tr>
<td align="left" valign="middle">Ascomycota</td>
<td align="center" valign="middle">0.25</td>
<td align="center" valign="middle">0.47</td>
<td align="center" valign="middle">&#x2212;0.64<xref rid="tfn5" ref-type="table-fn">
<sup>&#x002A;&#x002A;</sup></xref></td>
<td align="center" valign="middle">0.49<xref rid="tfn4" ref-type="table-fn">
<sup>&#x002A;</sup></xref></td>
<td align="center" valign="middle">&#x2212;0.20</td>
<td align="center" valign="middle">&#x2212;0.61<xref rid="tfn5" ref-type="table-fn">
<sup>&#x002A;&#x002A;</sup></xref></td>
<td align="center" valign="middle">0.19</td>
<td align="center" valign="middle">&#x2212;0.25</td>
<td align="center" valign="middle">&#x2212;0.05</td>
</tr>
<tr>
<td align="left" valign="middle">Chytridiomycota</td>
<td align="center" valign="middle">0.30</td>
<td align="center" valign="middle">0.48<xref rid="tfn4" ref-type="table-fn">
<sup>&#x002A;</sup></xref></td>
<td align="center" valign="middle">&#x2212;0.32</td>
<td align="center" valign="middle">0.59<xref rid="tfn4" ref-type="table-fn">
<sup>&#x002A;</sup></xref></td>
<td align="center" valign="middle">&#x2212;0.28</td>
<td align="center" valign="middle">&#x2212;0.40</td>
<td align="center" valign="middle">&#x2212;0.28</td>
<td align="center" valign="middle">&#x2212;0.04</td>
<td align="center" valign="middle">&#x2212;0.34</td>
</tr>
<tr>
<td align="left" valign="middle">Glomeromycota</td>
<td align="center" valign="middle">0.67<xref rid="tfn5" ref-type="table-fn">
<sup>&#x002A;&#x002A;</sup></xref></td>
<td align="center" valign="middle">0.84<xref rid="tfn5" ref-type="table-fn">
<sup>&#x002A;&#x002A;</sup></xref></td>
<td align="center" valign="middle">&#x2212;0.53<xref rid="tfn4" ref-type="table-fn">
<sup>&#x002A;</sup></xref></td>
<td align="center" valign="middle">0.96<xref rid="tfn5" ref-type="table-fn">
<sup>&#x002A;&#x002A;</sup></xref></td>
<td align="center" valign="middle">&#x2212;0.05</td>
<td align="center" valign="middle">&#x2212;0.55<xref rid="tfn4" ref-type="table-fn">
<sup>&#x002A;</sup></xref></td>
<td align="center" valign="middle">&#x2212;0.50<xref rid="tfn4" ref-type="table-fn">
<sup>&#x002A;</sup></xref></td>
<td align="center" valign="middle">0.13</td>
<td align="center" valign="middle">&#x2212;0.40</td>
</tr>
<tr>
<td align="left" valign="middle">Mortierellomycota</td>
<td align="center" valign="middle">0.11</td>
<td align="center" valign="middle">&#x2212;0.14</td>
<td align="center" valign="middle">0.58<xref rid="tfn4" ref-type="table-fn">
<sup>&#x002A;</sup></xref></td>
<td align="center" valign="middle">0.07</td>
<td align="center" valign="middle">&#x2212;0.27</td>
<td align="center" valign="middle">0.53<xref rid="tfn4" ref-type="table-fn">
<sup>&#x002A;</sup></xref></td>
<td align="center" valign="middle">0.55<xref rid="tfn4" ref-type="table-fn">
<sup>&#x002A;</sup></xref></td>
<td align="center" valign="middle">0.74<xref rid="tfn5" ref-type="table-fn">
<sup>&#x002A;&#x002A;</sup></xref></td>
<td align="center" valign="middle">0.12</td>
</tr>
<tr>
<td align="left" valign="middle">Mucoromycota</td>
<td align="center" valign="middle">0.79<xref rid="tfn5" ref-type="table-fn">
<sup>&#x002A;&#x002A;</sup></xref></td>
<td align="center" valign="middle">0.88<xref rid="tfn5" ref-type="table-fn">
<sup>&#x002A;&#x002A;</sup></xref></td>
<td align="center" valign="middle">&#x2212;0.35</td>
<td align="center" valign="middle">0.95<xref rid="tfn5" ref-type="table-fn">
<sup>&#x002A;&#x002A;</sup></xref></td>
<td align="center" valign="middle">&#x2212;0.08</td>
<td align="center" valign="middle">&#x2212;0.44</td>
<td align="center" valign="middle">0.36</td>
<td align="center" valign="middle">0.32</td>
<td align="center" valign="middle">&#x2212;0.35</td>
</tr>
<tr>
<td align="left" valign="middle">Rozellomycota</td>
<td align="center" valign="middle">&#x2212;0.06</td>
<td align="center" valign="middle">0.21</td>
<td align="center" valign="middle">&#x2212;0.47</td>
<td align="center" valign="middle">0.19</td>
<td align="center" valign="middle">&#x2212;0.37</td>
<td align="center" valign="middle">&#x2212;0.37</td>
<td align="center" valign="middle">0.08</td>
<td align="center" valign="middle">&#x2212;0.49<xref rid="tfn4" ref-type="table-fn">
<sup>&#x002A;</sup></xref></td>
<td align="center" valign="middle">&#x2212;0.13</td>
</tr>
<tr>
<td align="left" valign="middle">Genus</td>
<td align="center" valign="middle">&#x2013;</td>
<td align="center" valign="middle">&#x2013;</td>
<td align="center" valign="middle">&#x2013;</td>
<td align="center" valign="middle">&#x2013;</td>
<td align="center" valign="middle">&#x2013;</td>
<td align="center" valign="middle">&#x2013;</td>
<td align="center" valign="middle">&#x2013;</td>
<td align="center" valign="middle">&#x2013;</td>
<td align="center" valign="middle">&#x2013;</td>
</tr>
<tr>
<td align="left" valign="top">
<italic>Inocybe</italic>
</td>
<td align="center" valign="top">0.77<xref rid="tfn5" ref-type="table-fn">
<sup>&#x002A;&#x002A;</sup></xref></td>
<td align="center" valign="top">0.83<xref rid="tfn5" ref-type="table-fn">
<sup>&#x002A;&#x002A;</sup></xref></td>
<td align="center" valign="top">&#x2212;0.38</td>
<td align="center" valign="top">0.92<xref rid="tfn5" ref-type="table-fn">
<sup>&#x002A;&#x002A;</sup></xref></td>
<td align="center" valign="top">0.19</td>
<td align="center" valign="top">&#x2212;0.42</td>
<td align="center" valign="top">&#x2212;0.49<xref rid="tfn4" ref-type="table-fn">
<sup>&#x002A;</sup></xref></td>
<td align="center" valign="top">0.32</td>
<td align="center" valign="top">&#x2212;0.13</td>
</tr>
<tr>
<td align="left" valign="top">
<italic>Mortierella</italic>
</td>
<td align="center" valign="top">0.11</td>
<td align="center" valign="top">&#x2212;0.14</td>
<td align="center" valign="top">0.5708<xref rid="tfn4" ref-type="table-fn">
<sup>&#x002A;</sup></xref></td>
<td align="center" valign="top">0.07</td>
<td align="center" valign="top">&#x2212;0.27</td>
<td align="center" valign="top">0.53<xref rid="tfn4" ref-type="table-fn">
<sup>&#x002A;</sup></xref></td>
<td align="center" valign="top">0.55<xref rid="tfn4" ref-type="table-fn">
<sup>&#x002A;</sup></xref></td>
<td align="center" valign="top">0.74<xref rid="tfn5" ref-type="table-fn">
<sup>&#x002A;&#x002A;</sup></xref></td>
<td align="center" valign="top">0.12</td>
</tr>
<tr>
<td align="left" valign="top">
<italic>Archaeorhizomyces</italic>
</td>
<td align="center" valign="top">0.59<xref rid="tfn4" ref-type="table-fn">
<sup>&#x002A;</sup></xref></td>
<td align="center" valign="top">0.78<xref rid="tfn5" ref-type="table-fn">
<sup>&#x002A;&#x002A;</sup></xref></td>
<td align="center" valign="top">&#x2212;0.67<xref rid="tfn5" ref-type="table-fn">
<sup>&#x002A;&#x002A;</sup></xref></td>
<td align="center" valign="top">0.82<xref rid="tfn5" ref-type="table-fn">
<sup>&#x002A;&#x002A;</sup></xref></td>
<td align="center" valign="top">&#x2212;0.31</td>
<td align="center" valign="top">&#x2212;0.72<xref rid="tfn5" ref-type="table-fn">
<sup>&#x002A;&#x002A;</sup></xref></td>
<td align="center" valign="top">&#x2212;0.17</td>
<td align="center" valign="top">&#x2212;0.09</td>
<td align="center" valign="top">&#x2212;0.42</td>
</tr>
<tr>
<td align="left" valign="top">
<italic>Russula</italic>
</td>
<td align="center" valign="top">&#x2212;0.59<xref rid="tfn5" ref-type="table-fn">
<sup>&#x002A;&#x002A;</sup></xref></td>
<td align="center" valign="top">&#x2212;0.55<xref rid="tfn4" ref-type="table-fn">
<sup>&#x002A;</sup></xref></td>
<td align="center" valign="top">&#x2212;0.05</td>
<td align="center" valign="top">&#x2212;0.76<xref rid="tfn5" ref-type="table-fn">
<sup>&#x002A;&#x002A;</sup></xref></td>
<td align="center" valign="top">0.03</td>
<td align="center" valign="top">&#x2212;0.01</td>
<td align="center" valign="top">0.06</td>
<td align="center" valign="top">&#x2212;0.70<xref rid="tfn5" ref-type="table-fn">
<sup>&#x002A;&#x002A;</sup></xref></td>
<td align="center" valign="top">0.02</td>
</tr>
<tr>
<td align="left" valign="top">
<italic>Tomentella</italic>
</td>
<td align="center" valign="top">0.33</td>
<td align="center" valign="top">0.56<xref rid="tfn4" ref-type="table-fn">
<sup>&#x002A;</sup></xref></td>
<td align="center" valign="top">&#x2212;0.40</td>
<td align="center" valign="top">0.44</td>
<td align="center" valign="top">&#x2212;0.41</td>
<td align="center" valign="top">&#x2212;0.48<xref rid="tfn4" ref-type="table-fn">
<sup>&#x002A;</sup></xref></td>
<td align="center" valign="top">&#x2212;0.53<xref rid="tfn4" ref-type="table-fn">
<sup>&#x002A;</sup></xref></td>
<td align="center" valign="top">&#x2212;0.36</td>
<td align="center" valign="top">&#x2212;0.92<xref rid="tfn5" ref-type="table-fn">
<sup>&#x002A;&#x002A;</sup></xref></td>
</tr>
<tr>
<td align="left" valign="top">
<italic>Solicoccozyma</italic>
</td>
<td align="center" valign="top">0.12</td>
<td align="center" valign="top">&#x2212;0.05</td>
<td align="center" valign="top">&#x2212;0.01</td>
<td align="center" valign="top">0.15</td>
<td align="center" valign="top">&#x2212;0.30</td>
<td align="center" valign="top">&#x2212;0.09</td>
<td align="center" valign="top">0.53<xref rid="tfn4" ref-type="table-fn">
<sup>&#x002A;</sup></xref></td>
<td align="center" valign="top">0.20</td>
<td align="center" valign="top">0.14</td>
</tr>
<tr>
<td align="left" valign="top">
<italic>Guehomyces</italic>
</td>
<td align="center" valign="top">&#x2212;0.11</td>
<td align="center" valign="top">&#x2212;0.08</td>
<td align="center" valign="top">&#x2212;0.36</td>
<td align="center" valign="top">&#x2212;0.03</td>
<td align="center" valign="top">0.21</td>
<td align="center" valign="top">&#x2212;0.33</td>
<td align="center" valign="top">&#x2212;0.15</td>
<td align="center" valign="top">&#x2212;0.29</td>
<td align="center" valign="top">0.28</td>
</tr>
<tr>
<td align="left" valign="top">
<italic>Sebacina</italic>
</td>
<td align="center" valign="top">0.41</td>
<td align="center" valign="top">0.08</td>
<td align="center" valign="top">0.52<xref rid="tfn4" ref-type="table-fn">
<sup>&#x002A;</sup></xref></td>
<td align="center" valign="top">0.26</td>
<td align="center" valign="top">0.19</td>
<td align="center" valign="top">0.46</td>
<td align="center" valign="top">0.13</td>
<td align="center" valign="top">0.93<xref rid="tfn5" ref-type="table-fn">
<sup>&#x002A;&#x002A;</sup></xref></td>
<td align="center" valign="top">0.36</td>
</tr>
<tr>
<td align="left" valign="top">
<italic>Myrothecium</italic>
</td>
<td align="center" valign="top">0.41</td>
<td align="center" valign="top">0.40</td>
<td align="center" valign="top">&#x2212;0.26</td>
<td align="center" valign="top">0.56<xref rid="tfn4" ref-type="table-fn">
<sup>&#x002A;</sup></xref></td>
<td align="center" valign="top">&#x2212;0.11</td>
<td align="center" valign="top">&#x2212;0.34</td>
<td align="center" valign="top">&#x2212;0.39</td>
<td align="center" valign="top">0.05</td>
<td align="center" valign="top">&#x2212;0.24</td>
</tr>
<tr>
<td align="left" valign="top">
<italic>Cortinarius</italic>
</td>
<td align="center" valign="top">&#x2212;0.30</td>
<td align="center" valign="top">&#x2212;0.64<xref rid="tfn5" ref-type="table-fn">
<sup>&#x002A;&#x002A;</sup></xref></td>
<td align="center" valign="top">0.64<xref rid="tfn5" ref-type="table-fn">
<sup>&#x002A;&#x002A;</sup></xref></td>
<td align="center" valign="top">&#x2212;0.52<xref rid="tfn4" ref-type="table-fn">
<sup>&#x002A;</sup></xref></td>
<td align="center" valign="top">0.02</td>
<td align="center" valign="top">0.63<xref rid="tfn5" ref-type="table-fn">
<sup>&#x002A;&#x002A;</sup></xref></td>
<td align="center" valign="top">0.64<xref rid="tfn5" ref-type="table-fn">
<sup>&#x002A;&#x002A;</sup></xref></td>
<td align="center" valign="top">0.53<xref rid="tfn4" ref-type="table-fn">
<sup>&#x002A;</sup></xref></td>
<td align="center" valign="top">0.52<xref rid="tfn4" ref-type="table-fn">
<sup>&#x002A;</sup></xref></td>
</tr>
<tr>
<td align="left" valign="top">
<italic>Ilyonectria</italic>
</td>
<td align="center" valign="top">0.58<xref rid="tfn4" ref-type="table-fn">
<sup>&#x002A;</sup></xref></td>
<td align="center" valign="top">0.38</td>
<td align="center" valign="top">0.32</td>
<td align="center" valign="top">0.60<xref rid="tfn5" ref-type="table-fn">
<sup>&#x002A;&#x002A;</sup></xref></td>
<td align="center" valign="top">&#x2212;0.13</td>
<td align="center" valign="top">0.22</td>
<td align="center" valign="top">0.05</td>
<td align="center" valign="top">0.85<xref rid="tfn5" ref-type="table-fn">
<sup>&#x002A;&#x002A;</sup></xref></td>
<td align="center" valign="top">&#x2212;0.04</td>
</tr>
<tr>
<td align="left" valign="top">
<italic>Humicola</italic>
</td>
<td align="center" valign="top">0.07</td>
<td align="center" valign="top">0.09</td>
<td align="center" valign="top">&#x2212;0.49<xref rid="tfn4" ref-type="table-fn">
<sup>&#x002A;</sup></xref></td>
<td align="center" valign="top">0.13</td>
<td align="center" valign="top">0.03</td>
<td align="center" valign="top">&#x2212;0.46</td>
<td align="center" valign="top">0.17</td>
<td align="center" valign="top">&#x2212;0.26</td>
<td align="center" valign="top">0.10</td>
</tr>
<tr>
<td align="left" valign="top">
<italic>Saitozyma</italic>
</td>
<td align="center" valign="top">&#x2212;0.25</td>
<td align="center" valign="top">&#x2212;0.08</td>
<td align="center" valign="top">&#x2212;0.58<xref rid="tfn4" ref-type="table-fn">
<sup>&#x002A;</sup></xref></td>
<td align="center" valign="top">&#x2212;0.08</td>
<td align="center" valign="top">0.01</td>
<td align="center" valign="top">&#x2212;0.57<xref rid="tfn4" ref-type="table-fn">
<sup>&#x002A;</sup></xref></td>
<td align="center" valign="top">0.29</td>
<td align="center" valign="top">&#x2212;0.51<xref rid="tfn4" ref-type="table-fn">
<sup>&#x002A;</sup></xref></td>
<td align="center" valign="top">0.23</td>
</tr>
<tr>
<td align="left" valign="middle">
<italic>Clavulina</italic>
</td>
<td align="center" valign="top">&#x2212;0.23</td>
<td align="center" valign="top">&#x2212;0.12</td>
<td align="center" valign="top">0.22</td>
<td align="center" valign="top">&#x2212;0.22</td>
<td align="center" valign="top">&#x2212;0.20</td>
<td align="center" valign="top">0.17</td>
<td align="center" valign="top">&#x2212;0.35</td>
<td align="center" valign="top">&#x2212;0.16</td>
<td align="center" valign="top">&#x2212;0.57<xref rid="tfn4" ref-type="table-fn">
<sup>&#x002A;</sup></xref></td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn id="tfn4">
<label>&#x002A;</label>
<p>Correlation is significant at the 0.05 level (one-tailed).</p></fn>
<fn id="tfn5">
<label>&#x002A;&#x002A;</label>
<p>Correlation is significant at the 0.01 level (two-tailed).</p></fn>
<p>SMC, soil moisture content; NH<sub>4</sub><sup>+</sup>-N, Ammonium nitrogen; NO<sub>3</sub><sup>&#x2212;</sup>-N, Nitrate nitrogen; SOC, soil organic cabon; TN, total nitrogen; TK, Total potassium; AK, Effective potassium; AP, Effective phosphorus; MBC, Microbial biomass carbon; MBN, Microbial biomass nitrogen.</p>
</table-wrap-foot>
</table-wrap>
<p>At the genus level, the abundance of genus was also closely correlated with some certain, genus-specific soil physicochemical factors (<xref rid="tab4" ref-type="table">Table 4</xref>). For instance, the abundance of <italic>Ilyonectria</italic>, <italic>Inocybe</italic> and <italic>Archaeorhizomyces</italic> was significantly positively correlated with SMC, while the abundance of <italic>Russula</italic> was significantly negatively correlated with the content of SMC (<xref rid="tab4" ref-type="table">Table 4</xref>).</p>
</sec>
<sec id="sec12">
<label>3.5.</label>
<title>Fungal functional guilds</title>
<p>The dominated functional groups of fungi were ectomycorrhizal, Endophyte, Undefined Saprotroph, Plant Pathogen, Animal Pathogen, Wood Saprotrophc, Lichenized, Ericoid Mycorrhizal and Arbuscular Mycorrhizal (<xref ref-type="supplementary-material" rid="SM1">Supplementary Table S4</xref>). Except Ericoid Mycorrhizal, Lichenized and Plant Pathogen, other soil fungal functional groups were significantly different among elevations along the elevational gradient (<xref ref-type="supplementary-material" rid="SM1">Supplementary Table S4</xref>). The absolute abundance of Arbuscular Mycorrhizal and Lichenized was highest at 1,690&#x2009;m&#x2009;a.s.l., and the absolute abundance of Animal Pathogen, Ericoid Mycorrhizal and Wood Saprotroph was highest at 1,810&#x2009;m&#x2009;a.s.l. while the absolute abundance of Ectomycorrhizal was highest at 2020&#x2009;m&#x2009;a.s.l. (<xref ref-type="supplementary-material" rid="SM1">Supplementary Table S4</xref>).</p>
</sec>
</sec>
<sec id="sec13" sec-type="discussions">
<label>4.</label>
<title>Discussion</title>
<sec id="sec14">
<label>4.1.</label>
<title>Changes in soil physicochemical properties with elevation</title>
<p>In this study, we found significant differences in soil physicochemical properties among elevations along the elevational gradient from 1,690&#x2009;m to 2020&#x2009;m&#x2009;a.s.l. on the Changbai Mountain (<xref rid="tab1" ref-type="table">Table 1</xref>), this is consistent with the results of <xref ref-type="bibr" rid="ref63">Zong et al. (2014)</xref> who investigated the soil physicochemical properties in <italic>D. angustifolia</italic> population along elevational gradients on the same mountain. The climate changes dramatically with increasing elevation on mountains, which causes markedly changes in soil environment such as biogeochemical cycling and soil nutrients (<xref ref-type="bibr" rid="ref63">Zong et al., 2014</xref>). In our study, for example, the soil water content and pH value were significantly higher at 1,690&#x2009;m than at 2,020&#x2009;m&#x2009;a.s.l., which indicates that soil moisture holding capacity decreases with the invasion of <italic>D. angustifolia.</italic> We found a significant lower value of soil organic carbon at higher elevation (2,020&#x2009;m) and at lower elevation (1,800&#x2009;m), which is consistent with results of previous studies (<xref ref-type="bibr" rid="ref26">Meng et al., 2018</xref>; <xref ref-type="bibr" rid="ref25">Luo et al., 2020</xref>).</p>
</sec>
<sec id="sec15">
<label>4.2.</label>
<title>Changes in soil fungal alpha diversity with elevation</title>
<p>Soil fungi play an important role in biogeochemical cycling and ecological process (<xref ref-type="bibr" rid="ref001">Buee et al., 2009</xref>; <xref ref-type="bibr" rid="ref005">Russo et al., 2012</xref>), but previous studies have focused on bacterial diversity and composition, with only a few focusing on fungi in mountain ecosystems. Therefore, we have only limited information about changes in fungi with elevation (<xref ref-type="bibr" rid="ref9">Djukic et al., 2010</xref>; <xref ref-type="bibr" rid="ref1">Adamczyk et al., 2019</xref>; <xref ref-type="bibr" rid="ref60">Zhou et al., 2021</xref>). Our results showed that the alpha diversity (Shannon index, Chao1 index, Richness and PD index) of soil fungi changed significantly with elevation, showing that the alpha diversity decreased with increasing elevation (<xref rid="tab3" ref-type="table">Table 3</xref>). However, this pattern does not seem to be widespread. The distribution pattern of soil fungal diversity in the literature showed declining, humped, U-shaped, or no change with increasing elevation. <xref ref-type="bibr" rid="ref53">Yang et al. (2017)</xref> reported that soil fungal diversity decreased monotonically from 700&#x2009;m to 2,600&#x2009;m&#x2009;a.s.l. across various ecosystems on the Changbai Mountain. <xref ref-type="bibr" rid="ref30">Ping et al. (2017)</xref> reported that soil fungal diversity in <italic>Pinus koraiensis</italic> forest showed a hollow curve&#x2019;s pattern along an elevational gradient from 699&#x2009;m to 1,044&#x2009;m&#x2009;a.s.l. on the Changbai Mountain.</p>
<p>Our study indicated that the alpha diversity of soil fungi showed a decreasing trend with increasing elevation. <xref ref-type="bibr" rid="ref36">Shen et al. (2014)</xref> showed that the Chao1 index of soil fungi on the Changbai Mountain was not correlated with elevation, but it had a strong correlation with soil pH. <xref ref-type="bibr" rid="ref29">Ni et al. (2018)</xref> found that soil fungal Chao1 index increased with increasing elevation, and soil C/N was the most important environmental factor determining the soil fungal Chao1 index along an elevational gradient from 2,000&#x2009;m to 2,500&#x2009;m&#x2009;a.s.l. on the Changbai Mountain. However, <xref ref-type="bibr" rid="ref57">Zhang et al. (2022)</xref> found that both the Chao1 and Shannon index of soil fungi decreased significantly from 2,785&#x2009;m&#x2009;a.s.l. to 4,578&#x2009;m, and the climate and soil properties had opposite effects on them in Tibetan Plateau.</p>
<p>In our present study, soil TN, NH<sub>4</sub><sup>+</sup>-N, and NO<sub>3</sub><sup>&#x2212;</sup>-N were significantly correlated with fungal richness (<italic>r</italic>&#x2009;=&#x2009;&#x2212;0.53, <italic>p</italic>&#x2009;&#x003C;&#x2009;0.05; <italic>r</italic>&#x2009;=&#x2009;0.57, <italic>p</italic>&#x2009;&#x003C;&#x2009;0.05; <italic>r</italic>&#x2009;=&#x2009;&#x2212;0.59, <italic>p</italic>&#x2009;&#x003C;&#x2009;0.01) along the elevational gradient. As the soil N content decreased with increasing elevation (<xref ref-type="bibr" rid="ref63">Zong et al., 2014</xref>), resulting thus in a reduction in soil fungal diversity found in the present study. Similar studies have also demonstrated that soil nutrients are an important environmental factor affecting the distribution pattern of soil fungal diversity (<xref ref-type="bibr" rid="ref003">Newsham et al., 2016</xref>; <xref ref-type="bibr" rid="ref53">Yang et al., 2017</xref>).</p>
</sec>
<sec id="sec16">
<label>4.3.</label>
<title>Fungal compositions</title>
<p>In our present study, the dominant phyla are Basidiomycota and Ascomycota, which is consistent with findings of previous studies on fungal composition along elevational gradients on Changbai Mountain. However, the elevational patterns of Basidiomycota and Ascomycota differed among studies. Our study found that Basidiomycota showed an increasing trend, while Ascomycota showed a decreasing trend with elevation from 1,690&#x2009;m to 2,020&#x2009;m&#x2009;a.s.l. However, <xref ref-type="bibr" rid="ref36">Shen et al. (2014)</xref> and <xref ref-type="bibr" rid="ref29">Ni et al. (2018)</xref> found that Basidiomycota showed an overall increasing trend, while Ascomycota&#x2019;s did not change or tended to decrease with elevation on Changbai Montain. <xref ref-type="bibr" rid="ref30">Ping et al. (2017)</xref> found that the abundance of Basidiomycota first decreased from 699&#x2009;m to 937&#x2009;m&#x2009;a.s.l., then increased from 937&#x2009;m to 1,177&#x2009;m&#x2009;a.s.l., while the abundance of Ascomycota increased from 699&#x2009;m to 937&#x2009;m&#x2009;a.s.l., and then decreased from 937&#x2009;m to 1,177&#x2009;m&#x2009;a.s.l. <xref ref-type="bibr" rid="ref54">Yu et al. (2019)</xref> and <xref ref-type="bibr" rid="ref56">Zhang et al. (2021)</xref> found that Ascomycota and Mortierellomycota are the predominant fungi in Tibetan grassland communities. This difference in dominant phyla may be closely related to the fact that the vegetation (or plant ecosystem) and soil physicochemical properties differ significantly between the two regions (<xref ref-type="bibr" rid="ref18">Jin et al., 2018</xref>; <xref ref-type="bibr" rid="ref61">Zong and Fu, 2021</xref>).</p>
<p>Soil fungal composition is affected by multiple factors such as vegetation composition, soil physicochemical properties, and microclimate along elevational gradients (<xref ref-type="bibr" rid="ref29">Ni et al., 2018</xref>). A previous study carried ou on the Changbai Mountain found that the aboveground vegetation composition was closely related to the fungal composition, and dominant plant species significantly affected the fungal composition (<xref ref-type="bibr" rid="ref29">Ni et al., 2018</xref>). In our present study, the dominant Basidiomycota and Ascomycota were mainly affected by soil physicochemical properties because the vegetation population (i.e., <italic>D. angustifolia</italic> population) did not change along with the elevational gradient. The fungal Basidiomycota and Ascomycota are involved in the soil organic metabolism (<xref ref-type="bibr" rid="ref002">Luo et al., 2021</xref>) and thus their abundances were significantly determined by soil organic matter content as a result of decomposition of plant residues (<xref ref-type="bibr" rid="ref20">Li et al., 2019</xref>).</p>
<p>Our results also showed that the functional guilds of soil fungi at high elevation were mainly ectomycorrhizal fungi and plant pathogens. <xref ref-type="bibr" rid="ref29">Ni et al. (2018)</xref> also reported that the dominant functional fungi were ectomycorrhizal fungi in the alpine tundra on the Changbai Mountain. Similarly, <xref ref-type="bibr" rid="ref006">Timling et al. (2014)</xref> reported that the dominant functional guilds in the arctic were the ectomycorrhizal fungi. However, in this study, the alpine tundra population of <italic>D. angustifolia</italic> is an invasive plant, and the effect of the original tundra species on the soil has not completely replaced by the invasive plant, so that the soil fungal functions were still ectomycorrhizal fungi and plant pathogens.</p>
</sec>
</sec>
<sec id="sec17" sec-type="conclusions">
<label>5.</label>
<title>Conclusion</title>
<p>The present study revealed that a small elevational difference on mountains may lead to marked difference in soil physicochemical properties, fungal diversity, and community composition. Our results showed that fungal alpha diversity was higher at lower elevations, which may be a result of higher soil nutrient levels at lower elevations. The phyla of Ascomycota and Basidiomycota, as well as the genera of <italic>Mortierella</italic> and <italic>Russula</italic> dominated the soil fungal communities across the entire elevational gradient. Generally, Basidiomycota increased but Ascomycota decreased with increasing elevation. The changes in soil pH and nutrients were the most important soil environment factors leading to changes in soil fungal beta diversity. Our results highlight the different patterns of fungal communities across elevational gradients, and further elucidate the variation in fungal community composition and ecological functions in temperate mountain ecosystems.</p>
</sec>
<sec id="sec18" sec-type="data-availability">
<title>Data availability statement</title>
<p>The data presented in the study are deposited in the NCBI Sequence Read Archive repository, accession number SUB10527794.</p>
</sec>
<sec id="sec19">
<title>Author contributions</title>
<p>XS and ML designed and performed the experiment and prepared this manuscript. BF and M-HL revised this manuscript and language editing. GD and LY helped to do the experiment and finish the bioinformatic analysis. All coauthors contributed to manuscript editing, read, and agreed to the published version of the manuscript.</p>
</sec>
<sec id="sec20" sec-type="funding-information">
<title>Funding</title>
<p>This work was funded by the Natural Sciences Foundation of Heilongjiang Province (LH2020C088), Heilongjiang Province Postdoctoral Research Start-up Fund Project (LBH-Q21167), Outstanding Youth Foundation of Heilongjiang University (JCL202006), the China Scholarship Council Visiting Scholar Program (201908230401), and the Basic Scientific Research of Provincial Higher Education Institutions in Heilongjiang Province of 2022. Heilongjiang Provincial Ecological Environmental Protection Research Project (HST2022ST008) and the central government guides local science and technology development special projects (ZY20B15).</p>
</sec>
<sec id="conf1" sec-type="COI-statement">
<title>Conflict of interest</title>
<p>The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec id="sec100" sec-type="disclaimer">
<title>Publisher&#x2019;s note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
</body>
<back>
<sec id="sec22" sec-type="supplementary-material">
<title>Supplementary material</title>
<p>The Supplementary material for this article can be found online at: <ext-link xlink:href="https://www.frontiersin.org/articles/10.3389/fmicb.2023.1087475/full#supplementary-material" ext-link-type="uri">https://www.frontiersin.org/articles/10.3389/fmicb.2023.1087475/full#supplementary-material</ext-link></p>
<supplementary-material xlink:href="Table_1.doc" id="SM1" mimetype="application/vnd.ms-word" xmlns:xlink="http://www.w3.org/1999/xlink"/>
</sec>
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