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  <front>
    <journal-meta>
      <journal-id journal-id-type="publisher-id">61</journal-id>
      <journal-id journal-id-type="index">urn:lsid:arphahub.com:pub:F9A654F3-34B8-5338-9F9C-D38A394E7BA2</journal-id>
      <journal-id journal-id-type="aggregator">urn:lsid:zoobank.org:pub:5CE9DD54-787E-40FD-BBD1-1303CA183EB4</journal-id>
      <journal-title-group>
        <journal-title xml:lang="en">Metabarcoding and Metagenomics</journal-title>
        <abbrev-journal-title xml:lang="en">MBMG</abbrev-journal-title>
      </journal-title-group>
      <issn pub-type="epub">2534-9708</issn>
      <publisher>
        <publisher-name>Pensoft Publishers</publisher-name>
      </publisher>
    </journal-meta>
    <article-meta>
      <article-id pub-id-type="doi">10.3897/mbmg.10.189142</article-id>
      <article-id pub-id-type="publisher-id">189142</article-id>
      <article-categories>
        <subj-group subj-group-type="heading">
          <subject>Research Article</subject>
        </subj-group>
        <subj-group subj-group-type="biological_taxon">
          <subject>Fungi</subject>
        </subj-group>
        <subj-group subj-group-type="scientific_subject">
          <subject>Data analysis &amp; Modelling</subject>
          <subject>DNA barcoding</subject>
          <subject>Wetlands</subject>
        </subj-group>
        <subj-group subj-group-type="geographical_area">
          <subject>Europe</subject>
          <subject>Russia</subject>
        </subj-group>
      </article-categories>
      <title-group>
        <article-title>Where to look for fungi in a bog? Substrate partitioning reveals hidden richness</article-title>
      </title-group>
      <contrib-group content-type="authors">
        <contrib contrib-type="author" corresp="yes">
          <name name-style="western">
            <surname>Filippova</surname>
            <given-names>Nina</given-names>
          </name>
          <email xlink:type="simple">filippova.courlee.nina@gmail.com</email>
          <uri content-type="orcid">https://orcid.org/0000-0002-9506-0991</uri>
          <xref ref-type="aff" rid="A1">1</xref>
        </contrib>
        <contrib contrib-type="author" corresp="no">
          <name name-style="western">
            <surname>Zvyagina</surname>
            <given-names>Elena</given-names>
          </name>
          <uri content-type="orcid">https://orcid.org/0000-0003-2063-4847</uri>
          <xref ref-type="aff" rid="A1">1</xref>
        </contrib>
        <contrib contrib-type="author" corresp="no">
          <name name-style="western">
            <surname>Ishmanov</surname>
            <given-names>Tagir</given-names>
          </name>
          <uri content-type="orcid">https://orcid.org/0009-0007-5212-2893</uri>
          <xref ref-type="aff" rid="A1">1</xref>
          <xref ref-type="aff" rid="A2">2</xref>
        </contrib>
        <contrib contrib-type="author" corresp="no">
          <name name-style="western">
            <surname>Mingalimova</surname>
            <given-names>Alexandra</given-names>
          </name>
          <uri content-type="orcid">https://orcid.org/0009-0003-1019-4988</uri>
          <xref ref-type="aff" rid="A1">1</xref>
        </contrib>
      </contrib-group>
      <aff id="A1">
        <label>1</label>
        <addr-line content-type="verbatim">Yugra State University, 16 Chekhova str, Khanty-Mansiysk, 628012, Russia</addr-line>
        <institution>Yugra State University</institution>
        <addr-line content-type="city">Khanty-Mansiysk</addr-line>
        <country>Russia</country>
        <uri content-type="ror">https://ror.org/006strx72</uri>
      </aff>
      <aff id="A2">
        <label>2</label>
        <addr-line content-type="verbatim">Institute of Cytology, Russian Academy of Sciences, 4 Tikhoretsky Prospekt, St. Petersburg,194064, Russia</addr-line>
        <institution>Institute of Cytology, Russian Academy of Sciences</institution>
        <addr-line content-type="city">St. Petersburg</addr-line>
        <country>Russia</country>
        <uri content-type="ror">https://ror.org/01p3q4q56</uri>
      </aff>
      <author-notes>
        <fn fn-type="corresp">
          <p>Corresponding author: Nina Filippova (<email xlink:type="simple">filippova.courlee.nina@gmail.com</email>)</p>
        </fn>
        <fn fn-type="edited-by">
          <p>Academic editor: Birgit Gemeinholzer</p>
        </fn>
      </author-notes>
      <pub-date pub-type="collection">
        <year>2026</year>
      </pub-date>
      <pub-date pub-type="epub">
        <day>16</day>
        <month>09</month>
        <year>2026</year>
      </pub-date>
      <volume>10</volume>
      <elocation-id>e189142</elocation-id>
      <uri content-type="arpha" xlink:href="http://openbiodiv.net/2E97FFD3-AB1D-5A9F-A211-42414B9F06FD">2E97FFD3-AB1D-5A9F-A211-42414B9F06FD</uri>
      <history>
        <date date-type="received">
          <day>19</day>
          <month>02</month>
          <year>2026</year>
        </date>
        <date date-type="accepted">
          <day>01</day>
          <month>08</month>
          <year>2026</year>
        </date>
      </history>
      <permissions>
        <copyright-statement>Nina Filippova, Elena Zvyagina, Tagir Ishmanov, Alexandra Mingalimova</copyright-statement>
        <license license-type="creative-commons-attribution" xlink:href="http://creativecommons.org/licenses/by/4.0/" xlink:type="simple">
          <license-p>This is an open access article distributed under the terms of the Creative Commons Attribution License (CC BY 4.0), which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.</license-p>
        </license>
      </permissions>
      <abstract>
        <label>Abstract</label>
        <p>Where should one look for fungi in a bog? Historically, fungal diversity in peatlands has been studied primarily in peat itself – understandably, given that peat is the defining feature of these ecosystems – using methods such as sporocarp-based observations and microfungal culturing. These approaches suggested relatively modest richness. In this study, we asked whether that picture changes when we sample multiple contrasting substrates beyond peat. We examined fungal diversity, community composition and structure in a raised bog in northern West Siberia by metabarcoding of 266 environmental DNA samples from key substrates: peat, plant litter, wood and mycorrhizal roots, each partitioned by several inner substrate-related parameters. The metabarcoding data were accompanied and verified by sporocarp monitoring for selected substrate groups. This integrated approach allowed us to capture both the visible and the cryptic components of the fungal community, providing a more complete and robust assessment of diversity distribution.</p>
        <p>Substrate type emerged as the primary driver of community composition (PERMANOVA F = 10.82, p = 0.001), explaining the strongest dissimilarities in beta-diversity. Plant litter harboured the highest total diversity (7,297 <abbrev xlink:title="species hypotheses">SH</abbrev>), followed by peat (3,590 <abbrev xlink:title="species hypotheses">SH</abbrev>), while wood (1,585 <abbrev xlink:title="species hypotheses">SH</abbrev>) and mycorrhizal roots (1,091 <abbrev xlink:title="species hypotheses">SH</abbrev>) were less diverse. Communities in different substrates showed low species overlap (Jaccard index 0.19–0.42), indicating strong substrate partitioning. The highest number of indicator species was found in mycorrhizal roots (85 <abbrev xlink:title="species hypotheses">SH</abbrev>), reflecting the high specialisation of these communities. In contrast, the apparent low indicator status of litter at the aggregate level masked striking host-specific associations: partitioning litter samples by plant host revealed 40–123 indicator <abbrev xlink:title="species hypotheses">SH</abbrev> per host species. Estimated total fungal richness reached ~ 11,500 <abbrev xlink:title="species hypotheses">SH</abbrev> – far exceeding the 208 species recorded by sporocarp-based methods alone.</p>
        <p>These results reveal that fungal diversity in a raised bog is not concentrated in peat, but distributed across distinct substrate niches, with plant litter being the richest reservoir and mycorrhizal roots harbouring the most specialised communities. This has implications for understanding carbon cycling and decomposition in peatlands. We conclude that only an integrated, substrate-focused approach can uncover the full fungal richness hidden in these unique ecosystems.</p>
      </abstract>
      <kwd-group>
        <label>Key words:</label>
        <kwd>
          <tp:taxon-name>
            <tp:taxon-name-part taxon-name-part-type="phylum" reg="Ascomycota">Ascomycota</tp:taxon-name-part>
          </tp:taxon-name>
        </kwd>
        <kwd>
          <tp:taxon-name>
            <tp:taxon-name-part taxon-name-part-type="phylum" reg="Basidiomycota">Basidiomycota</tp:taxon-name-part>
          </tp:taxon-name>
        </kwd>
        <kwd>fungal communities</kwd>
        <kwd>Illumina MiSeq</kwd>
        <kwd>ITS2</kwd>
        <kwd>peat</kwd>
        <kwd>QIIME2</kwd>
        <kwd>
          <tp:taxon-name>
            <tp:taxon-name-part taxon-name-part-type="genus" reg="Sphagnum">Sphagnum</tp:taxon-name-part>
          </tp:taxon-name>
        </kwd>
      </kwd-group>
      <funding-group>
        <award-group>
          <funding-source>
            <named-content content-type="funder_name">Russian Science Foundation</named-content>
            <named-content content-type="funder_identifier">501100006769</named-content>
            <named-content content-type="funder_ror">https://ror.org/03y2gwe85</named-content>
            <named-content content-type="funder_doi">http://doi.org/10.13039/501100006769</named-content>
          </funding-source>
        </award-group>
      </funding-group>
    </article-meta>
    <notes>
      <sec sec-type="Citation" id="sec1">
        <title>Citation</title>
        <p>Filippova N, Zvyagina E, Ishmanov T, Mingalimova A (2026) Where to look for fungi in a bog? Substrate partitioning reveals hidden richness. Metabarcoding and Metagenomics 10: e189142. <ext-link xlink:type="simple" ext-link-type="doi" xlink:href="10.3897/mbmg.10.189142">https://doi.org/10.3897/mbmg.10.189142</ext-link></p>
      </sec>
    </notes>
  </front>
  <body>
    <sec sec-type="Introduction" id="sec2">
      <title>Introduction</title>
      <p>Peatlands represent unique ecosystems that develop in water-saturated conditions, where incomplete decomposition of plant material leads to the accumulation of large masses of organic carbon, forming a distinct peat layer under predominantly anoxic conditions. Globally, peatlands cover only about 3% of the terrestrial surface, but store approximately 30% of the world’s terrestrial soil carbon, thereby playing a rather significant role in the global carbon cycle and climate regulation (<xref ref-type="bibr" rid="B48">Wieder and Vitt 2006</xref>). These ecosystems provide various other ecosystem services and have historical significance for human use, including as fuel and as a substrate for horticulture and soil improvement. While peatlands are distributed across numerous countries, a significant portion of the global peatland area is concentrated in a few extensive regions (<xref ref-type="bibr" rid="B28">Kirpotin et al. 2021</xref>). One such key region is northern West Siberia, where peatlands cover 50–70% of the landscape and have been developing since the end of the Last Glacial Period (<xref ref-type="bibr" rid="B29">Kremenetski et al. 2003</xref>). The raised sphagnum bogs of this region are of particular interest due to their vast carbon stocks and specific environmental conditions. However, where should one look for fungi in these ecosystems?</p>
      <p>The fungal communities inhabiting these peatland ecosystems are specialised and differ from those in well-drained landscapes. <tp:taxon-name><tp:taxon-name-part taxon-name-part-type="kingdom" reg="Fungi">Fungi</tp:taxon-name-part></tp:taxon-name> are key drivers of ecosystem processes in peatlands: they act as primary decomposers of organic matter (saprotrophs) in the upper aerobic peat horizons and form essential mycorrhizal symbioses with the dominant peatland plants, such as ericaceous shrubs and coniferous trees (<xref ref-type="bibr" rid="B33">Rydin and Jeglum 2006</xref>; <xref ref-type="bibr" rid="B39">Thormann 2006</xref>; <xref ref-type="bibr" rid="B1">Artz 2013</xref>). The study of fungal diversity in peatlands has a history spanning over a century, evolving through distinct methodological phases. Historically, research has focused primarily on peat itself – understandably, given that peat is the defining feature of these ecosystems. However, peat is not the only and, perhaps, not the primary, reservoir of fungal diversity. Other substrates – sphagnum and plant litter, wood and mycorrhizal roots – may harbour distinct and species-rich communities that have received comparatively limited attention.</p>
      <p>The researchers highlighted that community composition depended on factors like micro-element content, peat decomposition state and aerobic conditions (<xref ref-type="bibr" rid="B7">Christensen and Whittingham 1965</xref>; <xref ref-type="bibr" rid="B39">Thormann 2006</xref>; <xref ref-type="bibr" rid="B6">Chernov 2013</xref>; <xref ref-type="bibr" rid="B22">Grum-Grzhimaylo et al. 2016</xref>). The vertical stratification of the peat profile strongly influences their spatial structure: active mycelium is concentrated in the upper aerobic layer (acrotelm), while other propagules (spores) are found in the lower anaerobic catotelm. Yeasts, capable of existing under anaerobic conditions, can be isolated throughout the peat column. The spatial heterogeneity of the microfungal community also depends on peatland type. For instance, a study in the southern taiga of West Siberia examined microfungal communities in three characteristic peatland types (<xref ref-type="bibr" rid="B20">Golovchenko et al. 2002</xref>, <xref ref-type="bibr" rid="B21">2013</xref>). This and similar studies typically isolated dozens of species, predominantly asexual saprotrophs (<tp:taxon-name><tp:taxon-name-part taxon-name-part-type="class" reg="Deuteromycetes">Deuteromycetes</tp:taxon-name-part></tp:taxon-name>). Far fewer studies have focused on microfungal communities on the litter of specific bog plants and mosses, with most research conducted on eutrophic fens (<xref ref-type="bibr" rid="B39">Thormann 2006</xref>; <xref ref-type="bibr" rid="B49">Wilk et al. 2014</xref>). Notable exceptions include work on <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Sphagnum">Sphagnum</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="species" reg="fuscum">fuscum</tp:taxon-name-part></tp:taxon-name></italic>, which yielded 55 species (<xref ref-type="bibr" rid="B41">Thormann et al. 2002</xref>) and studies showing that the elemental composition (e.g. TC:TN ratio) of vascular plant litter shapes successional dynamics of specific microfungal consortia (<xref ref-type="bibr" rid="B42">Thormann et al. 2004</xref>). However, cultivation-based methods remain inherently biased towards taxa that grow readily <italic>in vitro</italic>.</p>
      <p>Concurrently, peatlands attracted the attention of mycologists using direct observation of fruiting bodies, primarily targeting macrofungi. Numerous studies employing this classic approach have been conducted in various peatland regions worldwide, including the works of <xref ref-type="bibr" rid="B11">Favre (1948)</xref> in the Jura Mountains, France; Einhellinger (<xref ref-type="bibr" rid="B8">1976</xref>, <xref ref-type="bibr" rid="B9">1977</xref>) in Bavaria, Germany; <xref ref-type="bibr" rid="B27">Kalamees and Raitviir (1982)</xref> in Estonia; <xref ref-type="bibr" rid="B36">Stasińska (2011)</xref> in Pomerania, Poland; and Vašutová et al. (<xref ref-type="bibr" rid="B43">2021</xref>, <xref ref-type="bibr" rid="B44">2023</xref>) in Czechia; <xref ref-type="bibr" rid="B34">Salonen and Saari (1990)</xref> in Finland, amongst others.</p>
      <p>The first global synthesis of fungal diversity in peatlands was the checklist by <xref ref-type="bibr" rid="B40">Thormann and Rice (2007)</xref>, which compiled approximately 600 species from the literature. This list, encompassing <tp:taxon-name><tp:taxon-name-part taxon-name-part-type="phylum" reg="Ascomycota">Ascomycota</tp:taxon-name-part></tp:taxon-name>, <tp:taxon-name><tp:taxon-name-part taxon-name-part-type="phylum" reg="Basidiomycota">Basidiomycota</tp:taxon-name-part></tp:taxon-name>, <tp:taxon-name><tp:taxon-name-part taxon-name-part-type="phylum" reg="Zygomycota">Zygomycota</tp:taxon-name-part></tp:taxon-name> and <tp:taxon-name><tp:taxon-name-part taxon-name-part-type="phylum" reg="Chytridiomycota">Chytridiomycota</tp:taxon-name-part></tp:taxon-name>, revealed key taxonomic and ecological patterns: the majority of the listed ascomycetes included in this compilation were anamorphic, easily cultured taxa with broad niches, while basidiomycetes included more specialised species associated with peat and <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Sphagnum">Sphagnum</tp:taxon-name-part></tp:taxon-name></italic>. The authors noted that chytrid diversity was likely under-represented. Our recent effort to compile a comprehensive, literature-based global dataset of peatland fungi (<xref ref-type="bibr" rid="B17">Filippova and Rudykina 2024</xref>) has digitised and standardised occurrence records from 127 published sources. This dataset includes records from cultivation-based studies (~ 20% of sources) and direct observations of fruiting bodies (~ 80% of sources). After taxonomic synonymisation, the dataset encompasses approximately 1,500 species across seven phyla, with macrofungi (~ 1,100 species) representing the majority of records. Notably, most of these records come from peat and sporocarp surveys, while other substrates remain poorly represented.</p>
      <p>In recent decades, the advent of environmental DNA (<abbrev xlink:title="environmental DNA">eDNA</abbrev>) metabarcoding has revolutionised the study of microorganismal communities, offering a powerful tool to assess diversity, including non-cultivable and cryptic taxa and to elucidate ecological patterns (<xref ref-type="bibr" rid="B23">Hibbett et al. 2009</xref>; <xref ref-type="bibr" rid="B45">Větrovský et al. 2020</xref>; <xref ref-type="bibr" rid="B38">Tedersoo et al. 2022</xref>). While this method has been applied to peatlands in several studies (e.g. <xref ref-type="bibr" rid="B26">Jackson et al. (2009)</xref>; <xref ref-type="bibr" rid="B10">Elliott et al. (2015)</xref>; <xref ref-type="bibr" rid="B19">Garcés-Pastor et al. (2019)</xref>; <xref ref-type="bibr" rid="B43">Vašutová et al. (2021)</xref>), its use remains limited compared to other ecosystems and the results are rarely cross-verified with data from sporocarp-based surveys and long-term monitoring. Notably, the vast and carbon-rich peatlands of northern West Siberia, despite their global significance, represent a major gap in the global map of fungal <abbrev xlink:title="environmental DNA">eDNA</abbrev> data (<xref ref-type="bibr" rid="B45">Větrovský et al. 2020</xref>). The composition, structure and ecological drivers of fungal communities in this region remain poorly known and the distribution of diversity across different substrates has never been systematically explored.</p>
      <p>In this study, we asked a question: where is fungal diversity actually concentrated in a raised bog? Is it primarily in peat – whether near the surface or deep in the profile or is it distributed across other substrates such as plant litter, wood and mycorrhizal roots? To answer this, we compared fungal communities across multiple contrasting substrates within a single raised bog in northern West Siberia. This approach allowed us to test whether different substrates support distinct species pools, to identify which substrate harbours the highest diversity, to assess the degree of species turnover between niches and to evaluate the influence of substrate-specific environmental parameters. We formulated the following hypotheses to be tested:</p>
      <list list-type="order">
        <list-item>
          <p>Different substrates (peat, litter, wood, mycorrhizal roots) support distinct fungal communities with low species overlap, indicating strong substrate partitioning;
</p>
        </list-item>
        <list-item>
          <p>Plant litter harbours higher fungal diversity than peat, challenging the assumption that peat is the primary reservoir of fungal richness in bogs;
</p>
        </list-item>
        <list-item>
          <p>The integrated use of sporocarp-based and molecular methods will yield a more complete picture of fungal diversity than either approach alone, revealing a substantial amount of “hidden” richness not detected by sporocarp-based surveys;
</p>
        </list-item>
        <list-item>
          <p>Key environmental parameters (e.g. host plant identity, decomposition time, habitat type, peat depth) will further shape community composition within each substrate type.
</p>
        </list-item>
      </list>
    </sec>
    <sec sec-type="materials|methods" id="sec3">
      <title>Materials and methods</title>
      <sec sec-type="Study site" id="sec4">
        <title>Study site</title>
        <p>The study was conducted at the Mukhrino field station and the adjacent Mukhrino Bog in the middle taiga zone of Western Siberia, near Khanty-Mansiysk (<named-content content-type="dwc:verbatimCoordinates">60.89, 68.68</named-content>) (<xref ref-type="bibr" rid="B30">Lapshina et al. 2015</xref>). The bog is an ombrotrophic peatland complex of approximately 10 × 15 km, situated on the left terrace of the Irtysh River close to its confluence with the Ob. The vegetation comprises typical ombrotrophic to oligo-mesotrophic communities, with two dominant types: pine–dwarf shrub–<italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Sphagnum">Sphagnum</tp:taxon-name-part></tp:taxon-name></italic> treed bogs (dominated by <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Pinus">Pinus</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="species" reg="sylvestris">sylvestris</tp:taxon-name-part></tp:taxon-name></italic>, <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Chamaedaphne">Chamaedaphne</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="species" reg="calyculata">calyculata</tp:taxon-name-part></tp:taxon-name></italic> and <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Sphagnum">Sphagnum</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="species" reg="fuscum">fuscum</tp:taxon-name-part></tp:taxon-name></italic>) and open graminoid–<italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Sphagnum">Sphagnum</tp:taxon-name-part></tp:taxon-name></italic> lawns (dominated by <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Scheuchzeria">Scheuchzeria</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="species" reg="palustris">palustris</tp:taxon-name-part></tp:taxon-name></italic>, <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Carex">Carex</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="species" reg="limosa">limosa</tp:taxon-name-part></tp:taxon-name></italic> and <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Sphagnum">Sphagnum</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="species" reg="balticum">balticum</tp:taxon-name-part></tp:taxon-name></italic>).</p>
      </sec>
      <sec sec-type="Sampling design and data integration" id="sec5">
        <title>Sampling design and data integration</title>
        <p>To compare fungal communities across substrates, we conducted a systematic <abbrev xlink:title="environmental DNA">eDNA</abbrev> sampling campaign from 2021 to 2023, collecting 266 samples from four main substrates: peat (82 samples), plant litter (44 direct litter samples + 40 from experimental decomposition litter bags), wood (60 samples), and mycorrhizal roots (40 samples) (Fig. <xref ref-type="fig" rid="F1">1</xref>). The molecular survey was designed building upon 11 years of sporocarp-based mycological surveys (sporocarp monitoring, opportunistic collections and morphological identification) that provided a reference baseline for the visible component of the fungal community.</p>
        <fig id="F1">
          <object-id content-type="arpha">563C2545-43A9-5540-B02D-33272E2F129F</object-id>
          <label>Figure 1.</label>
          <caption>
            <p>Overview of the sampling design. The study was conducted in the Mukhrino raised bog (background photo). <abbrev xlink:title="environmental DNA">eDNA</abbrev> samples were collected from four main substrates: peat, plant litter, wood and mycorrhizal roots.</p>
          </caption>
          <graphic xlink:href="mbmg-10-e189142-g001.jpg" id="oo_1776550.jpg">
            <uri content-type="original_file">https://binary.pensoft.net/fig/1776550</uri>
          </graphic>
        </fig>
      </sec>
      <sec sec-type="Peat" id="sec6">
        <title>Peat</title>
        <p>To study the fungal community of peat, six plots were located in two habitat types: treed bogs and sphagnum lawns. Each plot was sampled regularly in June, July, August and September. Several shoots of dead <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Sphagnum">Sphagnum</tp:taxon-name-part></tp:taxon-name></italic> were collected from 10 points 5 m apart within each plot to create a composite sample of approximately 5 g field weight. The general sampling depth was 2–30 cm below the surface. Additional samples were collected at deeper depths (1 down to 3 m) in August and September to cover the anoxic peat layer. In total, 46 samples from the upper aerobic peat and 36 samples from deeper anoxic peat were collected (Table <xref ref-type="table" rid="T1">1</xref>). Samples were flash-frozen in the field and stored at –20 °C until processing.</p>
        <table-wrap id="T1" position="float" orientation="portrait">
          <label>Table 1.</label>
          <caption>
            <p>Substrates and environmental parameters for the 266 <abbrev xlink:title="environmental DNA">eDNA</abbrev> samples from main substrates in the “Mukhrino” Bog.</p>
          </caption>
          <table>
            <tbody>
              <tr>
                <th rowspan="1" colspan="1">
                  <bold>Substrate and abbreviations</bold>
                </th>
                <th rowspan="1" colspan="1">
                  <bold>Key environmental and experimental parameters</bold>
                </th>
                <th rowspan="1" colspan="1">
                  <bold>Number of samples</bold>
                </th>
              </tr>
              <tr>
                <td rowspan="1" colspan="1">
                  <bold>Upper oxic peat layer (peatupper)</bold>
                </td>
                <td rowspan="1" colspan="1">4 dates, 2 habitats, 6 <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Sphagnum">Sphagnum</tp:taxon-name-part></tp:taxon-name></italic> spp., 5 depths (2–30 cm)</td>
                <td rowspan="1" colspan="1">46</td>
              </tr>
              <tr>
                <td rowspan="1" colspan="1">
                  <bold>Anoxic peat layer layer (peatstrat)</bold>
                </td>
                <td rowspan="1" colspan="1">7 depths (1 down to ~ 3 m), 2 habitats</td>
                <td rowspan="1" colspan="1">36</td>
              </tr>
              <tr>
                <td rowspan="1" colspan="1">
                  <bold>Plant litter (litter) and decomposed litter (litter bag)</bold>
                </td>
                <td rowspan="1" colspan="1">6 dates, 6 plant species, 2 habitats, 5 decomposition periods for litter bags</td>
                <td rowspan="1" colspan="1">84</td>
              </tr>
              <tr>
                <td rowspan="1" colspan="1">
                  <bold>Wood (mycopins)</bold>
                </td>
                <td rowspan="1" colspan="1">10 retrieval dates, 3 wood types (pine, larch, birch)</td>
                <td rowspan="1" colspan="1">60</td>
              </tr>
              <tr>
                <td rowspan="1" colspan="1">
                  <bold>Mycorrhizal roots (mycorrhiza)</bold>
                </td>
                <td rowspan="1" colspan="1">2 dates, 2 tree species (<italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Pinus">P.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="species" reg="sylvestris">sylvestris</tp:taxon-name-part></tp:taxon-name></italic>, <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Pinus">P.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="species" reg="sibirica">sibirica</tp:taxon-name-part></tp:taxon-name></italic>)</td>
                <td rowspan="1" colspan="1">40</td>
              </tr>
            </tbody>
          </table>
        </table-wrap>
        <p>Sporocarp-based observations of terrestrial macrofungi (including peat saprotrophs and mycorrhizal species) were obtained through plot-based sporocarp monitoring and opportunistic surveys over 11 years (<xref ref-type="bibr" rid="B13">Filippova and Lapshina 2019</xref>; <xref ref-type="bibr" rid="B14">Filippova et al. 2023</xref>).</p>
      </sec>
      <sec sec-type="Plant litter" id="sec7">
        <title>Plant litter</title>
        <p>The fungal community of plant litter was studied by collecting leaf litter from six dominant bog plant species: <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Rhododendron">Rhododendron</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="species" reg="groenlandicum">groenlandicum</tp:taxon-name-part></tp:taxon-name></italic>, <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Chamaedaphne">Chamaedaphne</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="species" reg="calyculata">calyculata</tp:taxon-name-part></tp:taxon-name></italic>, <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Rubus">Rubus</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="species" reg="chamaemorus">chamaemorus</tp:taxon-name-part></tp:taxon-name></italic> (in treed bog habitats), <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Andromeda">Andromeda</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="species" reg="polifolia">polifolia</tp:taxon-name-part></tp:taxon-name></italic>, <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Eriophorum">Eriophorum</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="species" reg="vaginatum">vaginatum</tp:taxon-name-part></tp:taxon-name></italic> and <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Scheuchzeria">Scheuchzeria</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="species" reg="palustris">palustris</tp:taxon-name-part></tp:taxon-name></italic> (in sphagnum lawn habitats). Litter was picked randomly from the surface of <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Sphagnum">Sphagnum</tp:taxon-name-part></tp:taxon-name></italic> over an area of approximately 10 m<sup>2</sup> in each plot. Sampling was performed in the same plots and on the same dates as for peat (June, July, September), totalling 44 samples of freshly senesced litter (Table <xref ref-type="table" rid="T1">1</xref>). Samples were dried at 40 °C and stored dry until processing.</p>
        <p>In addition, 40 samples of decomposed litter from experimental litter bags (deployed for up to six years with different plant species) were included to assess successional changes during decomposition (Table <xref ref-type="table" rid="T1">1</xref>). These samples were processed following the same <abbrev xlink:title="environmental DNA">eDNA</abbrev> protocol as the fresh litter.</p>
      </sec>
      <sec sec-type="Wood" id="sec8">
        <title>Wood</title>
        <p>To study the fungal community of early-decaying wood, we used a standardised wooden dowel of three tree species: pine (<italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Pinus">Pinus</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="species" reg="sylvestris">sylvestris</tp:taxon-name-part></tp:taxon-name></italic>), larch (<italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Larix">Larix</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="species" reg="sibirica">sibirica</tp:taxon-name-part></tp:taxon-name></italic>) and birch (<italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Betula">Betula</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="species" reg="pubescens">pubescens</tp:taxon-name-part></tp:taxon-name></italic>) following <xref ref-type="bibr" rid="B35">Shumskaya et al. (2025)</xref>. Sterilised wooden dowels were buried in the upper peat surface in treed bog habitats and retrieved at two-week intervals throughout the growing season. A total of 60 wood samples were collected (Table <xref ref-type="table" rid="T1">1</xref>). Dowels were dried at 40 °C and stored dry until processing.</p>
      </sec>
      <sec sec-type="Mycorrhizal roots" id="sec9">
        <title>Mycorrhizal roots</title>
        <p>To study the mycorrhizal community of bog trees, we collected ectomycorrhizal root tips of two common bog-dwelling tree species: <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Pinus">Pinus</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="species" reg="sylvestris">sylvestris</tp:taxon-name-part></tp:taxon-name></italic> and <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Pinus">Pinus</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="species" reg="sibirica">sibirica</tp:taxon-name-part></tp:taxon-name></italic>. Roots were collected in two localities (Mukhrino and Shapsha, approximately 30 km apart) to cover spatial variability. In each locality, 5–10 trees growing about 10 m apart were selected. Approximately 30 g of fine roots were extracted from several locations around each tree trunk, cleaned from debris and collected in Eppendorf tubes. Sampling was performed twice a year (June and September), totalling 40 samples (Table <xref ref-type="table" rid="T1">1</xref>). Samples were flash-frozen in the field and stored at –20 °C until processing.</p>
      </sec>
      <sec sec-type="Sample processing, DNA extraction and sequencing" id="sec10">
        <title>Sample processing, DNA extraction and sequencing</title>
        <p>All <abbrev xlink:title="environmental DNA">eDNA</abbrev> samples were processed following standardised protocols. Samples were lyophilised (except wood dowels, which were already dried) and homogenised. Total genomic DNA was extracted from 0.05 g of homogenised material per sample using a commercial soil DNA kit (SileksMagNA). The ITS2 fungal barcode region was amplified using primers fITS7 and ITS4 (<xref ref-type="bibr" rid="B47">White et al. 1990</xref>; <xref ref-type="bibr" rid="B24">Ihrmark et al. 2012</xref>). Libraries were prepared following the Illumina 16S Metagenomic protocol and sequenced on an Illumina MiSeq platform (v.3 chemistry, 2 × 300 bp), yielding an average of 150,000–200,000 raw paired-end reads per sample.</p>
      </sec>
      <sec sec-type="Bioinformatics and taxonomic classification" id="sec11">
        <title>Bioinformatics and taxonomic classification</title>
        <p>Raw paired-end reads were processed in QIIME 2 (v.2025.4.0) (<xref ref-type="bibr" rid="B5">Bolyen et al. 2019</xref>) following our standardised pipeline (<xref ref-type="bibr" rid="B25">Ishmanov 2025</xref>). Adapters were trimmed with cutadapt. Reads were merged using VSEARCH (min merged length 150 bp, max ambiguous bases 5, max expected errors 3, max mismatches 20, min overlap 8 bp). Quality filtering was performed with the quality-filter plugin (min Q-score ≥ 20, max ambiguous bases ≤ 2). Identical sequences were dereplicated and representative sequences were clustered de novo into operational taxonomic units (<abbrev xlink:title="operational taxonomic units">OTUs</abbrev>) at 99% similarity using VSEARCH; this threshold was chosen to minimise sequencing errors while preserving biologically relevant intraspecies variation. Chimeras were detected and removed with VSEARCH uchime_ref against the UNITE database (v.10.0 dynamic).</p>
        <p>OTU taxonomy was assigned via a two-step approach. First, representative sequences were classified with the naïve Bayesian classifier (scikit-learn) trained on UNITE, yielding probabilistic predictions across all taxonomic levels. Second, all representatives were validated using BLAST+ (v.2.16.0) against the same UNITE reference, retaining up to 50 top hits per query in tabular format. For each OTU, the best hit with the highest percent identity was selected as the final assignment, linking the sequence to the corresponding UNITE <abbrev xlink:title="species hypotheses">SH</abbrev>.</p>
        <p>The final taxonomy was determined by integrating BLAST assignments, based on BLAST percentage identity: for hits with ≥ 98% identity and a valid species name, the species-level assignment was accepted; for hits below 98%, the species assignment was discarded.</p>
      </sec>
      <sec sec-type="Data integration and statistical analyses" id="sec12">
        <title>Data integration and statistical analyses</title>
        <p>Community analyses were conducted in Python using pandas, numpy and scikit-bio (code available on GitHub: <xref ref-type="bibr" rid="B16">Filippova (2025)</xref>). Alpha-diversity indices (observed SHs, Shannon) and beta-diversity (Bray-Curtis dissimilarity) were calculated. To test the influence of substrate type and environmental parameters (Table <xref ref-type="table" rid="T1">1</xref>) on community structure, we employed PERMANOVA and indicator species analysis. Statistical significance was assessed at p &lt; 0.05.</p>
        <p>All primary metabarcoding datasets are publicly available: raw sequence reads are deposited in NCBI SRA (PRJNA1007262), processed occurrence data on GBIF (<xref ref-type="bibr" rid="B15">Filippova et al. 2024</xref>; <xref ref-type="bibr" rid="B18">Filippova et al. 2026</xref>) and the complete set of input tables (including metadata, taxonomy, checklist, read counts, sporocarp records) together with the full analysis code on Zenodo (<xref ref-type="bibr" rid="B12">Filippova 2026</xref>, <ext-link xlink:href="10.5281/zenodo.21492477" ext-link-type="doi">https://doi.org/10.5281/zenodo.21492477</ext-link>).</p>
      </sec>
    </sec>
    <sec sec-type="Results" id="sec13">
      <title>Results</title>
      <sec sec-type="Overview of sequencing output and taxonomic structure" id="sec14">
        <title>Overview of sequencing output and taxonomic structure</title>
        <p>Sequencing of the ITS2 region from 266 substrate samples produced 22.7 million high-quality reads after bioinformatics processing. Clustering at 99% similarity yielded 295,050 <abbrev xlink:title="operational taxonomic units">OTUs</abbrev>, of which 95.9% were singletons. Assignment against UNITE (v.10.0 dynamic) identified 8,932 fungal species hypotheses (<abbrev xlink:title="species hypotheses">SH</abbrev>). Amongst these, 39.8% were singletons (3,554 <abbrev xlink:title="species hypotheses">SH</abbrev>), while 46.2% (4,128 <abbrev xlink:title="species hypotheses">SH</abbrev>) occurred in ≥ 3 samples and comprised 99.8% of all reads. All <abbrev xlink:title="species hypotheses">SH</abbrev> were retained to capture rare taxa.</p>
        <p>This molecular dataset spanned 14 fungal phyla, 862 genera and 1,223 species, with <tp:taxon-name><tp:taxon-name-part taxon-name-part-type="phylum" reg="Ascomycota">Ascomycota</tp:taxon-name-part></tp:taxon-name> (66% of sequences) and <tp:taxon-name><tp:taxon-name-part taxon-name-part-type="phylum" reg="Basidiomycota">Basidiomycota</tp:taxon-name-part></tp:taxon-name> (33%) being dominant. The taxonomic richness recovered varied substantially across substrate types and sampling events. For example, the 84 litter samples collectively yielded 7,297 SHs, while the 40 mycorrhizal root samples yielded 1,091 SHs. Taxonomic resolution was limited, with only 13.7% of <abbrev xlink:title="species hypotheses">SH</abbrev> assigned to named species, while the majority remained resolved at higher taxonomic levels (genus: 17.2%, family: 14.5%, order or above: 54.6%).</p>
        <p>In comparison, the cumulative output of 11 years of sporocarp-based observations documented 208 fungal species across four ecological groups (barcoding macrofungi, lichens, plant litter fungi and wood decay fungi). Thus, the metabarcoding approach detected approximately 40-fold more species-level units than sporocarp-based observation.</p>
        <p>Jaccard similarity analysis revealed a clear ecological gradient in fungal community composition across substrate types (Fig. <xref ref-type="fig" rid="F2">2</xref>, upper panel). At the species level, the highest similarity was observed between litter and litter bag (0.42), followed by peatupper with litter (0.31) and litter bag (0.30). Standardised wood (dowels) showed moderate similarity with the anoxic peat layer (0.32) and upper layer (0.27), while mycorrhizal samples exhibited the lowest similarity with all other substrates (range: 0.19–0.31). This pattern was consistent across genus and family levels, with mean Jaccard similarity increasing from 0.25 (species) to 0.40 (genus) and 0.56 (family), while the relative ranking of substrate pairs remained unchanged.</p>
        <fig id="F2">
          <object-id content-type="arpha">43E4BFB9-EF94-5DB6-AF37-A1375AD7B3AC</object-id>
          <label>Figure 2.</label>
          <caption>
            <p>Jaccard similarity matrices comparing fungal community composition across substrates and between methods. <bold>A</bold>. Metabarcoding data: pairwise similarities amongst six substrate types. The lower triangle displays Jaccard similarity coefficients (0–1 scale), while the upper triangle shows the number of shared taxa; <bold>B</bold>. Sporocarp-based data: comparing four groups from sporocarp-based surveys.</p>
          </caption>
          <graphic xlink:href="mbmg-10-e189142-g002.jpg" id="oo_1776551.jpg">
            <uri content-type="original_file">https://binary.pensoft.net/fig/1776551</uri>
          </graphic>
        </fig>
        <p>In contrast to the structured similarity observed within the metabarcoding data, comparison of the sporocarp-based checklists revealed extremely low overlap (Fig. <xref ref-type="fig" rid="F2">2</xref>, lower panel). Across all four groups (barcoding macrofungi, lichen survey, plant litter survey, wood decay survey), Jaccard similarity coefficients was below 0.05 at all taxonomical levels.</p>
      </sec>
      <sec sec-type="Total and substrate-specific alpha diversity" id="sec15">
        <title>Total and substrate-specific alpha diversity</title>
        <p>Species richness estimation (based on Chao1 index), calculated from metabarcoding data, suggested a total species pool of approximately 11,524 SHs across the entire ecosystem, indicating that our sequencing effort captured about 77.5% of the estimated total fungal diversity at the site. The overall Shannon diversity index for the ecosystem was 5.27, reflecting a highly diverse community.</p>
        <p>At the level of individual samples, the mean observed richness was 251 SHs per sample (± 254 SD; range: 9–1,350) and a mean Shannon index of 2.3 (± 0.87 SD; Table <xref ref-type="table" rid="T2">2</xref>). Alpha diversity metrics varied significantly across substrate types. Peat samples exhibited the highest mean sample-level diversity (Shannon index = 2.8), followed by litter (2.5) and mycopins (1.8). In contrast, mycorrhizal roots supported the least diverse communities (mean Shannon index of 1.4).</p>
        <table-wrap id="T2" position="float" orientation="portrait">
          <label>Table 2.</label>
          <caption>
            <p>Substrate-specific and entire ecosystem alpha diversity metrics (Mean ± Std). Substrate abbreviations as in Table <xref ref-type="table" rid="T1">1</xref>.</p>
          </caption>
          <table>
            <tbody>
              <tr>
                <th rowspan="1" colspan="1">
                  <bold>Substrate</bold>
                </th>
                <th rowspan="1" colspan="1">
                  <bold>Observed SHs</bold>
                </th>
                <th rowspan="1" colspan="1">
                  <bold>Shannon</bold>
                </th>
                <th rowspan="1" colspan="1">
                  <bold>Chao1</bold>
                </th>
                <th rowspan="1" colspan="1">
                  <bold>Coverage, %</bold>
                </th>
                <th rowspan="1" colspan="1">
                  <bold>Total <abbrev xlink:title="species hypotheses">SH</abbrev></bold>
                </th>
                <th rowspan="1" colspan="1">
                  <bold>N samples</bold>
                </th>
              </tr>
              <tr>
                <td rowspan="1" colspan="1">Litter</td>
                <td rowspan="1" colspan="1">469 (± 338)</td>
                <td rowspan="1" colspan="1">2.55 (± 0.70)</td>
                <td rowspan="1" colspan="1">618 (± 465)</td>
                <td rowspan="1" colspan="1">78.1 (± 7.3)</td>
                <td rowspan="1" colspan="1">7,297</td>
                <td rowspan="1" colspan="1">84</td>
              </tr>
              <tr>
                <td rowspan="1" colspan="1">Wood</td>
                <td rowspan="1" colspan="1">107 (± 52)</td>
                <td rowspan="1" colspan="1">1.84 (± 0.75)</td>
                <td rowspan="1" colspan="1">128 (± 64)</td>
                <td rowspan="1" colspan="1">84.9 (± 6.9)</td>
                <td rowspan="1" colspan="1">1,585</td>
                <td rowspan="1" colspan="1">60</td>
              </tr>
              <tr>
                <td rowspan="1" colspan="1">Mycorrhiza</td>
                <td rowspan="1" colspan="1">108 (± 52)</td>
                <td rowspan="1" colspan="1">1.40 (± 0.84)</td>
                <td rowspan="1" colspan="1">122 (± 60)</td>
                <td rowspan="1" colspan="1">88.3 (± 4.6)</td>
                <td rowspan="1" colspan="1">1,091</td>
                <td rowspan="1" colspan="1">40</td>
              </tr>
              <tr>
                <td rowspan="1" colspan="1">Peat</td>
                <td rowspan="1" colspan="1">202 (± 114)</td>
                <td rowspan="1" colspan="1">2.82 (± 0.54)</td>
                <td rowspan="1" colspan="1">241 (± 136)</td>
                <td rowspan="1" colspan="1">84.5 (± 7.5)</td>
                <td rowspan="1" colspan="1">3,590</td>
                <td rowspan="1" colspan="1">82</td>
              </tr>
              <tr>
                <td rowspan="1" colspan="1">All samples (combined)</td>
                <td rowspan="1" colspan="1">251 (± 254)</td>
                <td rowspan="1" colspan="1">5.27</td>
                <td rowspan="1" colspan="1">11,524</td>
                <td rowspan="1" colspan="1">77.5</td>
                <td rowspan="1" colspan="1">8,932</td>
                <td rowspan="1" colspan="1">266</td>
              </tr>
            </tbody>
          </table>
        </table-wrap>
      </sec>
      <sec sec-type="Beta diversity and community composition drivers" id="sec16">
        <title>Beta diversity and community composition drivers</title>
        <p>Fungal community composition, analysed via PCoA, based on Bray-Curtis dissimilarity, was strongly structured by substrate type (Fig. <xref ref-type="fig" rid="F4">4</xref>). PERMANOVA confirmed that substrate type significantly structured fungal communities (Pseudo-F = 10.82, p = 0.001). The ordination plot revealed a distinct separation of mycorrhizal samples from all saprotrophic substrates, while litter samples occupied a central position, partially overlapping with upper oxic peat layer. The compact confidence ellipses for most substrate groups indicate high within-group community homogeneity.</p>
        <fig id="F3">
          <object-id content-type="arpha">67EEB470-0A0C-5B2D-B0C3-38515C1B0B5F</object-id>
          <label>Figure 3.</label>
          <caption>
            <p>Fungal alpha diversity across substrates. <bold>A</bold>. Boxplots of observed richness (<abbrev xlink:title="species hypotheses">SH</abbrev> per sample), Shannon diversity (H’) and sampling coverage (%); <bold>B</bold>. Pairwise comparison matrices: upper triangle shows F-statistics, lower triangle displays FDR-adjusted p-values (Benjamin-Hochberg); significant differences (p &lt; 0.05) are highlighted in green. Substrate abbreviations as in Table <xref ref-type="table" rid="T1">1</xref>.</p>
          </caption>
          <graphic xlink:href="mbmg-10-e189142-g003.jpg" id="oo_1776552.jpg">
            <uri content-type="original_file">https://binary.pensoft.net/fig/1776552</uri>
          </graphic>
        </fig>
        <fig id="F4">
          <object-id content-type="arpha">6867D5BD-461E-5E52-94E8-34A953FD56F7</object-id>
          <label>Figure 4.</label>
          <caption>
            <p>PCoA ordination of fungal communities. <bold>A</bold>. All substrates (n = 266); <bold>B</bold>. Litter samples by plant host (n = 44); <bold>C</bold>. Mycorrhizal samples by plant host (n = 40); <bold>D</bold>. Oxic peat layer samples by habitat (n = 46). Taxa names in <bold>B, C</bold>: <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Andromeda">A.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="species" reg="polifolia">polifolia</tp:taxon-name-part></tp:taxon-name></italic> = <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Andromeda">Andromeda</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="species" reg="polifolia">polifolia</tp:taxon-name-part></tp:taxon-name></italic>; <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Chamaedaphne">C.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="species" reg="calyculata">calyculata</tp:taxon-name-part></tp:taxon-name></italic> = <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Chamaedaphne">Chamaedaphne</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="species" reg="calyculata">calyculata</tp:taxon-name-part></tp:taxon-name></italic>; <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Eriophorum">E.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="species" reg="vaginatum">vaginatum</tp:taxon-name-part></tp:taxon-name></italic> = <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Eriophorum">Eriophorum</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="species" reg="vaginatum">vaginatum</tp:taxon-name-part></tp:taxon-name></italic>; <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Pinus">P.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="species" reg="sibirica">sibirica</tp:taxon-name-part></tp:taxon-name></italic> = <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Pinus">Pinus</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="species" reg="sibirica">sibirica</tp:taxon-name-part></tp:taxon-name></italic>; <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Pinus">P.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="species" reg="sylvestris">sylvestris</tp:taxon-name-part></tp:taxon-name></italic> = <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Pinus">Pinus</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="species" reg="sylvestris">sylvestris</tp:taxon-name-part></tp:taxon-name></italic>; <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Rhododendron">R.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="species" reg="groenlandicum">groenlandicum</tp:taxon-name-part></tp:taxon-name></italic> = <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Rhododendron">Rhododendron</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="species" reg="groenlandicum">groenlandicum</tp:taxon-name-part></tp:taxon-name></italic>; <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Rubus">R.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="species" reg="chamaemorus">chamaemorus</tp:taxon-name-part></tp:taxon-name></italic> = <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Rubus">Rubus</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="species" reg="chamaemorus">chamaemorus</tp:taxon-name-part></tp:taxon-name></italic>; <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Scheuchzeria">S.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="species" reg="palustris">palustris</tp:taxon-name-part></tp:taxon-name></italic> = <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Scheuchzeria">Scheuchzeria</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="species" reg="palustris">palustris</tp:taxon-name-part></tp:taxon-name></italic>; <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Vaccinium">V.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="species" reg="oxycoccus">oxycoccus</tp:taxon-name-part></tp:taxon-name></italic> = <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Vaccinium">Vaccinium</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="species" reg="oxycoccus">oxycoccus</tp:taxon-name-part></tp:taxon-name></italic>.</p>
          </caption>
          <graphic xlink:href="mbmg-10-e189142-g004.jpg" id="oo_1776553.jpg">
            <uri content-type="original_file">https://binary.pensoft.net/fig/1776553</uri>
          </graphic>
        </fig>
        <p>To further explore the drivers of community composition within each substrate type, we conducted a series of PERMANOVA tests (Suppl. material <xref ref-type="supplementary-material" rid="S1">1</xref>). The results are summarised below:</p>
        <list list-type="order">
          <list-item>
            <p>The litter-associated community was significantly shaped by the host plant species (Pseudo-F = 4.11, p = 0.001);
</p>
          </list-item>
          <list-item>
            <p>For litter undergoing decomposition in litter bags, the sampling series (temporal factor) was a significant driver of community composition (Pseudo-F = 2.71, p = 0.001);
</p>
          </list-item>
          <list-item>
            <p>The mycorrhizal community associated with root tips differed significantly between host plant species (Pseudo-F = 5.86, p = 0.001), with a weaker but significant effect of sampling season (Pseudo-F = 2.94, p = 0.007);
</p>
          </list-item>
          <list-item>
            <p>Community composition on standardised wood dowels did not differ amongst host plant species (Pseudo-F = 0.80, p = 0.871), but changed significantly over the sampling series (Pseudo-F = 2.40, p = 0.001), indicating temporal dynamics in wood-associated communities;
</p>
          </list-item>
          <list-item>
            <p>The community in the upper peat layer was significantly influenced by habitat type (Pseudo-F = 8.66, p = 0.001) and, to a lesser extent, by depth (from 2 down to 30 cm depth) (Pseudo-F = 1.70, p = 0.002).
</p>
          </list-item>
          <list-item>
            <p>Fungal communities in deep, anoxic peat layers were homogeneous, showing no significant variation with depth (from 1 down to 3 m depth) (Pseudo-F = 0.40, p = 0.984) or habitat type (Pseudo-F = 0.68, p = 0.614).
</p>
          </list-item>
        </list>
        <p>The magnitude of the effects, as indicated by PERMANOVA F-statistics, varied considerably across factors (Suppl. material <xref ref-type="supplementary-material" rid="S1">1</xref>). The strongest effect was observed for substrate type (F = 10.82), followed by habitat within peatupper (F = 8.66), plant host in mycorrhizal roots (F = 5.86) and plant host in litter (F = 4.11). Weaker, but significant effects were detected for season (mycorrhiza, F = 2.94), series (litter bag, F = 2.71; mycopins, F = 2.40) and depth within peatupper (F = 1.70). This hierarchy of factors highlights the primary importance of substrate type and habitat in structuring fungal communities, followed by host-specific and temporal effects that operate within particular substrate contexts.</p>
        <p>Indicator species analysis identified 268 fungal species hypotheses significantly associated with specific substrate types. The highest number of indicators was found in mycorrhizal roots (85 <abbrev xlink:title="species hypotheses">SH</abbrev>, mean point-biserial correlation (Rpb) = 0.26), followed by peatstrat (82 <abbrev xlink:title="species hypotheses">SH</abbrev>, Rpb = 0.26) and peatupper (70 <abbrev xlink:title="species hypotheses">SH</abbrev>, Rpb = 0.27). In contrast, standardised wood yielded only 23 indicators and litter had the fewest (8 indicators, Rpb = -0.045), suggesting that litter-associated communities are largely composed of species shared with other substrates (Table <xref ref-type="table" rid="T3">3</xref>).</p>
        <table-wrap id="T3" position="float" orientation="portrait">
          <label>Table 3.</label>
          <caption>
            <p>Summary of indicator species analysis by substrate type and within-substrate factors. Values represent the number of significant indicator <abbrev xlink:title="species hypotheses">SH</abbrev> (FDR-corrected p &lt; 0.05), mean point-biserial correlation (Rpb) and median abundance of indicator taxa. Substrate abbreviations as in Table <xref ref-type="table" rid="T1">1</xref>.</p>
          </caption>
          <table>
            <tbody>
              <tr>
                <th rowspan="1" colspan="1">
                  <bold>Substrate / Factor</bold>
                </th>
                <th rowspan="1" colspan="1">
                  <bold>N indicators</bold>
                </th>
                <th rowspan="1" colspan="1">
                  <bold>Mean Rpb</bold>
                </th>
                <th rowspan="1" colspan="1">
                  <bold>Median abundance (%)</bold>
                </th>
              </tr>
              <tr>
                <td rowspan="1" colspan="4"><bold>All substrates (combined</bold>)</td>
              </tr>
              <tr>
                <td rowspan="1" colspan="1">Mycorrhiza</td>
                <td rowspan="1" colspan="1">85</td>
                <td rowspan="1" colspan="1">0.263</td>
                <td rowspan="1" colspan="1">0.05</td>
              </tr>
              <tr>
                <td rowspan="1" colspan="1">Peatstrat</td>
                <td rowspan="1" colspan="1">82</td>
                <td rowspan="1" colspan="1">0.262</td>
                <td rowspan="1" colspan="1">0.09</td>
              </tr>
              <tr>
                <td rowspan="1" colspan="1">Peatupper</td>
                <td rowspan="1" colspan="1">70</td>
                <td rowspan="1" colspan="1">0.266</td>
                <td rowspan="1" colspan="1">0.02</td>
              </tr>
              <tr>
                <td rowspan="1" colspan="1">Mycopins</td>
                <td rowspan="1" colspan="1">23</td>
                <td rowspan="1" colspan="1">0.225</td>
                <td rowspan="1" colspan="1">0.11</td>
              </tr>
              <tr>
                <td rowspan="1" colspan="1">Litter (combined)</td>
                <td rowspan="1" colspan="1">8</td>
                <td rowspan="1" colspan="1">-0.045</td>
                <td rowspan="1" colspan="1">0.04</td>
              </tr>
              <tr>
                <td rowspan="1" colspan="4">
                  <bold>Litter (separated)</bold>
                </td>
              </tr>
              <tr>
                <td rowspan="1" colspan="1">Litter</td>
                <td rowspan="1" colspan="1">38</td>
                <td rowspan="1" colspan="1">0.227</td>
                <td rowspan="1" colspan="1">0.07</td>
              </tr>
              <tr>
                <td rowspan="1" colspan="1">Litter bag</td>
                <td rowspan="1" colspan="1">23</td>
                <td rowspan="1" colspan="1">0.221</td>
                <td rowspan="1" colspan="1">0.06</td>
              </tr>
              <tr>
                <td rowspan="1" colspan="4">
                  <bold>Litter by plant host</bold>
                </td>
              </tr>
              <tr>
                <td rowspan="1" colspan="1">
                  <italic>
                    <tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Scheuchzeria">Scheuchzeria</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="species" reg="palustris">palustris</tp:taxon-name-part></tp:taxon-name>
                  </italic>
                </td>
                <td rowspan="1" colspan="1">123</td>
                <td rowspan="1" colspan="1">0.566</td>
                <td rowspan="1" colspan="1">0.003</td>
              </tr>
              <tr>
                <td rowspan="1" colspan="1">
                  <italic>
                    <tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Rhododendron">Rhododendron</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="species" reg="groenlandicum">groenlandicum</tp:taxon-name-part></tp:taxon-name>
                  </italic>
                </td>
                <td rowspan="1" colspan="1">118</td>
                <td rowspan="1" colspan="1">0.551</td>
                <td rowspan="1" colspan="1">0.005</td>
              </tr>
              <tr>
                <td rowspan="1" colspan="1">
                  <italic>
                    <tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Eriophorum">Eriophorum</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="species" reg="vaginatum">vaginatum</tp:taxon-name-part></tp:taxon-name>
                  </italic>
                </td>
                <td rowspan="1" colspan="1">92</td>
                <td rowspan="1" colspan="1">0.575</td>
                <td rowspan="1" colspan="1">0.008</td>
              </tr>
              <tr>
                <td rowspan="1" colspan="1">
                  <italic>
                    <tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Vaccinium">Vaccinium</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="species" reg="oxycoccus">oxycoccus</tp:taxon-name-part></tp:taxon-name>
                  </italic>
                </td>
                <td rowspan="1" colspan="1">89</td>
                <td rowspan="1" colspan="1">0.592</td>
                <td rowspan="1" colspan="1">0.005</td>
              </tr>
              <tr>
                <td rowspan="1" colspan="1">
                  <italic>
                    <tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Chamaedaphne">Chamaedaphne</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="species" reg="calyculata">calyculata</tp:taxon-name-part></tp:taxon-name>
                  </italic>
                </td>
                <td rowspan="1" colspan="1">81</td>
                <td rowspan="1" colspan="1">0.571</td>
                <td rowspan="1" colspan="1">0.009</td>
              </tr>
              <tr>
                <td rowspan="1" colspan="1">
                  <italic>
                    <tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Rubus">Rubus</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="species" reg="chamaemorus">chamaemorus</tp:taxon-name-part></tp:taxon-name>
                  </italic>
                </td>
                <td rowspan="1" colspan="1">52</td>
                <td rowspan="1" colspan="1">0.562</td>
                <td rowspan="1" colspan="1">0.005</td>
              </tr>
              <tr>
                <td rowspan="1" colspan="1">
                  <italic>
                    <tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Andromeda">Andromeda</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="species" reg="polifolia">polifolia</tp:taxon-name-part></tp:taxon-name>
                  </italic>
                </td>
                <td rowspan="1" colspan="1">40</td>
                <td rowspan="1" colspan="1">0.556</td>
                <td rowspan="1" colspan="1">0.005</td>
              </tr>
              <tr>
                <td rowspan="1" colspan="4">
                  <bold>Mycorrhiza by plant host</bold>
                </td>
              </tr>
              <tr>
                <td rowspan="1" colspan="1">
                  <italic>
                    <tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Pinus">Pinus</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="species" reg="sibirica">sibirica</tp:taxon-name-part></tp:taxon-name>
                  </italic>
                </td>
                <td rowspan="1" colspan="1">2</td>
                <td rowspan="1" colspan="1">0.604</td>
                <td rowspan="1" colspan="1">22.79</td>
              </tr>
              <tr>
                <td rowspan="1" colspan="1">
                  <italic>
                    <tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Pinus">Pinus</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="species" reg="sylvestris">sylvestris</tp:taxon-name-part></tp:taxon-name>
                  </italic>
                </td>
                <td rowspan="1" colspan="1">2</td>
                <td rowspan="1" colspan="1">-0.604</td>
                <td rowspan="1" colspan="1">2.08</td>
              </tr>
              <tr>
                <td rowspan="1" colspan="4">
                  <bold>Mycopins by individual series</bold>
                </td>
              </tr>
              <tr>
                <td rowspan="1" colspan="1">1 months</td>
                <td rowspan="1" colspan="1">1</td>
                <td rowspan="1" colspan="1">0.597</td>
                <td rowspan="1" colspan="1">6.93</td>
              </tr>
              <tr>
                <td rowspan="1" colspan="1">2 months</td>
                <td rowspan="1" colspan="1">2</td>
                <td rowspan="1" colspan="1">0.695</td>
                <td rowspan="1" colspan="1">24.63</td>
              </tr>
              <tr>
                <td rowspan="1" colspan="1">3 months</td>
                <td rowspan="1" colspan="1">1</td>
                <td rowspan="1" colspan="1">0.747</td>
                <td rowspan="1" colspan="1">2.75</td>
              </tr>
              <tr>
                <td rowspan="1" colspan="1">4 months</td>
                <td rowspan="1" colspan="1">6</td>
                <td rowspan="1" colspan="1">0.630</td>
                <td rowspan="1" colspan="1">0.59</td>
              </tr>
              <tr>
                <td rowspan="1" colspan="1">5 months</td>
                <td rowspan="1" colspan="1">3</td>
                <td rowspan="1" colspan="1">0.626</td>
                <td rowspan="1" colspan="1">7.97</td>
              </tr>
              <tr>
                <td rowspan="1" colspan="1">6 months</td>
                <td rowspan="1" colspan="1">7</td>
                <td rowspan="1" colspan="1">0.615</td>
                <td rowspan="1" colspan="1">0.04</td>
              </tr>
            </tbody>
          </table>
        </table-wrap>
        <p>The taxonomic composition of indicator species varied markedly across substrates at all taxonomic levels (Suppl. material <xref ref-type="supplementary-material" rid="S2">2</xref>). At the phylum level, <tp:taxon-name><tp:taxon-name-part taxon-name-part-type="phylum" reg="Ascomycota">Ascomycota</tp:taxon-name-part></tp:taxon-name> dominated all substrates, ranging from 67% of indicators in litter to 39% in mycorrhiza. Notably, <tp:taxon-name><tp:taxon-name-part taxon-name-part-type="phylum" reg="Rozellomycota">Rozellomycota</tp:taxon-name-part></tp:taxon-name> (4 <abbrev xlink:title="species hypotheses">SH</abbrev>) was uniquely associated with deep peat, suggesting a specialised anaerobic community. The most striking differences emerged at the family and genus levels. Deep peat was characterised by <tp:taxon-name><tp:taxon-name-part taxon-name-part-type="family" reg="Myxotrichaceae">Myxotrichaceae</tp:taxon-name-part></tp:taxon-name> (6 <abbrev xlink:title="species hypotheses">SH</abbrev>) and <tp:taxon-name><tp:taxon-name-part taxon-name-part-type="family" reg="Mollisiaceae">Mollisiaceae</tp:taxon-name-part></tp:taxon-name> (5 <abbrev xlink:title="species hypotheses">SH</abbrev>), with the genus <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Oidiodendron">Oidiodendron</tp:taxon-name-part></tp:taxon-name></italic> (6 <abbrev xlink:title="species hypotheses">SH</abbrev>) as the most abundant indicator. In contrast, the upper peat layer was characterised by ectomycorrhizal families <tp:taxon-name><tp:taxon-name-part taxon-name-part-type="family" reg="Thelephoraceae">Thelephoraceae</tp:taxon-name-part></tp:taxon-name> (4 <abbrev xlink:title="species hypotheses">SH</abbrev>) and <tp:taxon-name><tp:taxon-name-part taxon-name-part-type="family" reg="Russulaceae">Russulaceae</tp:taxon-name-part></tp:taxon-name> (3 <abbrev xlink:title="species hypotheses">SH</abbrev>), with corresponding genera <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Thelephora">Thelephora</tp:taxon-name-part></tp:taxon-name></italic> and <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Russula">Russula</tp:taxon-name-part></tp:taxon-name></italic> (2 <abbrev xlink:title="species hypotheses">SH</abbrev> each). Mycorrhizal roots were dominated by <tp:taxon-name><tp:taxon-name-part taxon-name-part-type="family" reg="Piskurozymaceae">Piskurozymaceae</tp:taxon-name-part></tp:taxon-name> (3 <abbrev xlink:title="species hypotheses">SH</abbrev>), while litter had only two identifiable indicator families (<tp:taxon-name><tp:taxon-name-part taxon-name-part-type="family" reg="Aspergillaceae">Aspergillaceae</tp:taxon-name-part></tp:taxon-name> and <tp:taxon-name><tp:taxon-name-part taxon-name-part-type="family" reg="Clavulinaceae">Clavulinaceae</tp:taxon-name-part></tp:taxon-name>) and a single genus (<italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Penicillium">Penicillium</tp:taxon-name-part></tp:taxon-name></italic>).</p>
        <p>Within the litter layer, partitioning samples by plant host revealed the high number of host-specific indicator taxa: 40–123 indicator <abbrev xlink:title="species hypotheses">SH</abbrev> per host species (<italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Scheuchzeria">S.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="species" reg="palustris">palustris</tp:taxon-name-part></tp:taxon-name></italic>: 123; <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Rhododendron">R.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="species" reg="groenlandicum">groenlandicum</tp:taxon-name-part></tp:taxon-name></italic>: 118; <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Eriophorum">E.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="species" reg="vaginatum">vaginatum</tp:taxon-name-part></tp:taxon-name></italic>: 92; <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Vaccinium">V.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="species" reg="oxycoccus">oxycoccus</tp:taxon-name-part></tp:taxon-name></italic>: 89; <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Chamaedaphne">C.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="species" reg="calyculata">calyculata</tp:taxon-name-part></tp:taxon-name></italic>: 81; <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Rubus">R.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="species" reg="chamaemorus">chamaemorus</tp:taxon-name-part></tp:taxon-name></italic>: 52; <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Andromeda">A.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="species" reg="polifolia">polifolia</tp:taxon-name-part></tp:taxon-name></italic>: 40; Suppl. material <xref ref-type="supplementary-material" rid="S3">3</xref>). All seven plant hosts had significant indicator <abbrev xlink:title="species hypotheses">SH</abbrev> with high average point-biserial correlations (Rpb = 0.55–0.59), indicating strong and consistent associations between indicator fungi and their respective host plants. At the higher taxonomic level, <tp:taxon-name><tp:taxon-name-part taxon-name-part-type="class" reg="Leotiomycetes">Leotiomycetes</tp:taxon-name-part></tp:taxon-name> (particularly the order <tp:taxon-name><tp:taxon-name-part taxon-name-part-type="order" reg="Helotiales">Helotiales</tp:taxon-name-part></tp:taxon-name>) dominated the indicator communities of all hosts (10–39 <abbrev xlink:title="species hypotheses">SH</abbrev> per host). Several highly specific plant–fungus associations were identified: <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Exobasidium">Exobasidium</tp:taxon-name-part></tp:taxon-name></italic> (6 <abbrev xlink:title="species hypotheses">SH</abbrev>) was exclusively associated with <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Chamaedaphne">C.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="species" reg="calyculata">calyculata</tp:taxon-name-part></tp:taxon-name></italic>, consistent with its known role as a gall-forming pathogen on ericaceous shrubs; <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Nagrajchalara">Nagrajchalara</tp:taxon-name-part></tp:taxon-name></italic> (5 <abbrev xlink:title="species hypotheses">SH</abbrev>) and <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Venturia">Venturia</tp:taxon-name-part></tp:taxon-name></italic> (5 <abbrev xlink:title="species hypotheses">SH</abbrev>) were associated with <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Rhododendron">R.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="species" reg="groenlandicum">groenlandicum</tp:taxon-name-part></tp:taxon-name></italic>; <tp:taxon-name><tp:taxon-name-part taxon-name-part-type="family" reg="Rhytismataceae">Rhytismataceae</tp:taxon-name-part></tp:taxon-name> (3 <abbrev xlink:title="species hypotheses">SH</abbrev>) were characteristic of <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Eriophorum">E.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="species" reg="vaginatum">vaginatum</tp:taxon-name-part></tp:taxon-name></italic>; and <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Coleophoma">Coleophoma</tp:taxon-name-part></tp:taxon-name></italic> (3 <abbrev xlink:title="species hypotheses">SH</abbrev>) and <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Diplocarpon">Diplocarpon</tp:taxon-name-part></tp:taxon-name></italic> (2 <abbrev xlink:title="species hypotheses">SH</abbrev>) were indicators of <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Vaccinium">V.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="species" reg="oxycoccus">oxycoccus</tp:taxon-name-part></tp:taxon-name></italic> and <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Rubus">R.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="species" reg="chamaemorus">chamaemorus</tp:taxon-name-part></tp:taxon-name></italic>, respectively.</p>
        <p>Indicator species analysis from the upper peat layer by the factor of habitat identified 22 significant indicator <abbrev xlink:title="species hypotheses">SH</abbrev> at the genus level, with 12 associated with Treed bog and 10 with <tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Sphagnum">Sphagnum</tp:taxon-name-part></tp:taxon-name> lawn. The Treed bog indicators showed a positive mean correlation (Rpb = 0.19), while <tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Sphagnum">Sphagnum</tp:taxon-name-part></tp:taxon-name> lawn indicators had a negative mean correlation (Rpb = -0.117). Notably, ectomycorrhizal genera commonly observed as sporocarps in Treed bog, such as <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Cortinarius">Cortinarius</tp:taxon-name-part></tp:taxon-name></italic>, <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Suillus">Suillus</tp:taxon-name-part></tp:taxon-name></italic>, <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Hebeloma">Hebeloma</tp:taxon-name-part></tp:taxon-name></italic> and <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Russula">Russula</tp:taxon-name-part></tp:taxon-name></italic>, did not emerge as significant indicators at the genus level in the metabarcoding data.</p>
        <p>To complement the metabarcoding data, we analysed 11 years of macrofungi sporocarp observations from the same peatland plots. At the species level, indicator analysis identified 45 indicator species for Treed bog and 23 for <tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Sphagnum">Sphagnum</tp:taxon-name-part></tp:taxon-name> lawn. Treed bog was characterised by a diverse suite of ectomycorrhizal indicators, including multiple <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Cortinarius">Cortinarius</tp:taxon-name-part></tp:taxon-name></italic> species, <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Hebeloma">Hebeloma</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="species" reg="incarnatulum">incarnatulum</tp:taxon-name-part></tp:taxon-name></italic>, <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Suillus">Suillus</tp:taxon-name-part></tp:taxon-name></italic> spp., <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Lactarius">Lactarius</tp:taxon-name-part></tp:taxon-name></italic> and <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Russula">Russula</tp:taxon-name-part></tp:taxon-name></italic> spp., alongside saprotrophic litter fungi (<italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Gymnopus">Gymnopus</tp:taxon-name-part></tp:taxon-name></italic>, <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Mycena">Mycena</tp:taxon-name-part></tp:taxon-name></italic>). The <tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Sphagnum">Sphagnum</tp:taxon-name-part></tp:taxon-name> lawn was characterised by a smaller, but ecologically distinct set of indicators. Four species emerged as positive indicators: <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Galerina">Galerina</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="species" reg="sphagnicola">sphagnicola</tp:taxon-name-part></tp:taxon-name></italic>, <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Arrhenia">Arrhenia</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="species" reg="bigelowii">bigelowii</tp:taxon-name-part></tp:taxon-name></italic>, <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Galerina">Galerina</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="species" reg="tibiicystis">tibiicystis</tp:taxon-name-part></tp:taxon-name></italic> and <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Hypholoma">Hypholoma</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="species" reg="elongatum">elongatum</tp:taxon-name-part></tp:taxon-name></italic>.</p>
        <p>The contrasting results between the two approaches prompted a direct comparison of genus presence in both datasets. Of the 37 genera detected in fruiting body surveys, 32 were also detected in metabarcoding data, with only five genera completely absent (Fig. <xref ref-type="fig" rid="F5">5</xref>). In metabarcoding data, the mycelium of ectomycorrhizal taxa <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Cortinarius">Cortinarius</tp:taxon-name-part></tp:taxon-name></italic>, <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Suillus">Suillus</tp:taxon-name-part></tp:taxon-name></italic> and <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Hebeloma">Hebeloma</tp:taxon-name-part></tp:taxon-name></italic> was widely distributed in both habitats: <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Suillus">Suillus</tp:taxon-name-part></tp:taxon-name></italic> was detected in 100% of Treed bog and 69.6% of <tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Sphagnum">Sphagnum</tp:taxon-name-part></tp:taxon-name> lawn samples; <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Cortinarius">Cortinarius</tp:taxon-name-part></tp:taxon-name></italic> in 95.7% and 82.6%, respectively; <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Hebeloma">Hebeloma</tp:taxon-name-part></tp:taxon-name></italic> in 60.9% and 39.1%. Overall, metabarcoding showed consistently higher detection rates (average 22.8% in Treed bog, 15.5% in <tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Sphagnum">Sphagnum</tp:taxon-name-part></tp:taxon-name> lawn) compared to fruiting body records (20.8% and 9.8%, respectively) at the plot level, reflecting the persistent presence of mycelium versus the ephemeral nature of fruit bodies.</p>
        <fig id="F5">
          <object-id content-type="arpha">91621F69-2903-5003-8F1F-B4A4EFBC5042</object-id>
          <label>Figure 5.</label>
          <caption>
            <p>Comparison of genus presence between metabarcoding and fruiting body records in peat habitats. Bar plots show the percentage of samples in which each genus was detected in Treed bog and <tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Sphagnum">Sphagnum</tp:taxon-name-part></tp:taxon-name> lawn, based on the 15 most frequently detected genera across both methods.</p>
          </caption>
          <graphic xlink:href="mbmg-10-e189142-g005.jpg" id="oo_1776554.jpg">
            <uri content-type="original_file">https://binary.pensoft.net/fig/1776554</uri>
          </graphic>
        </fig>
        <p>Indicator species analysis within mycorrhizal samples identified only four significant <abbrev xlink:title="species hypotheses">SH</abbrev> associated with plant host. Two <abbrev xlink:title="species hypotheses">SH</abbrev> (belonging to the genera <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Suillus">Suillus</tp:taxon-name-part></tp:taxon-name></italic> and <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Leptodontidium">Leptodontidium</tp:taxon-name-part></tp:taxon-name></italic>) were positive indicators of <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Pinus">Pinus</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="species" reg="sibirica">sibirica</tp:taxon-name-part></tp:taxon-name></italic> (Rpb = 0.604) and the same two <abbrev xlink:title="species hypotheses">SH</abbrev> were negative indicators for <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Pinus">Pinus</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="species" reg="sylvestris">sylvestris</tp:taxon-name-part></tp:taxon-name></italic>. No other <abbrev xlink:title="species hypotheses">SH</abbrev> showed significant host specificity.</p>
        <p>To further investigate whether host-specific taxa exist below the indicator threshold, we examined the distribution of <abbrev xlink:title="species hypotheses">SH</abbrev> within ectomycorrhizal genera traditionally known to associate with pines (<italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Cortinarius">Cortinarius</tp:taxon-name-part></tp:taxon-name></italic>, <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Suillus">Suillus</tp:taxon-name-part></tp:taxon-name></italic>, <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Hebeloma">Hebeloma</tp:taxon-name-part></tp:taxon-name></italic>, <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Inocybe">Inocybe</tp:taxon-name-part></tp:taxon-name></italic>, <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Lactarius">Lactarius</tp:taxon-name-part></tp:taxon-name></italic>). This revealed that, while most <abbrev xlink:title="species hypotheses">SH</abbrev> were shared between the two hosts, some unique <abbrev xlink:title="species hypotheses">SH</abbrev> were present: for <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Cortinarius">Cortinarius</tp:taxon-name-part></tp:taxon-name></italic>, 11 <abbrev xlink:title="species hypotheses">SH</abbrev> were unique to <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Pinus">P.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="species" reg="sylvestris">sylvestris</tp:taxon-name-part></tp:taxon-name></italic> and one to <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Pinus">P.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="species" reg="sibirica">sibirica</tp:taxon-name-part></tp:taxon-name></italic> (out of 136 total <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Cortinarius">Cortinarius</tp:taxon-name-part></tp:taxon-name></italic><abbrev xlink:title="species hypotheses">SH</abbrev>); for <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Suillus">Suillus</tp:taxon-name-part></tp:taxon-name></italic>, five <abbrev xlink:title="species hypotheses">SH</abbrev> were unique to <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Pinus">P.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="species" reg="sylvestris">sylvestris</tp:taxon-name-part></tp:taxon-name></italic> and two to <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Pinus">P.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="species" reg="sibirica">sibirica</tp:taxon-name-part></tp:taxon-name></italic> (out of 28 total <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Suillus">Suillus</tp:taxon-name-part></tp:taxon-name></italic><abbrev xlink:title="species hypotheses">SH</abbrev>). However, these unique <abbrev xlink:title="species hypotheses">SH</abbrev> occurred in fewer than three samples and had very low relative abundances (&lt; 0.05% in most cases), preventing them from reaching statistical significance as indicators after FDR correction.</p>
      </sec>
      <sec sec-type="Trophic guild distribution across substrates" id="sec17">
        <title>Trophic guild distribution across substrates</title>
        <p>Functional annotation of fungal community revealed by metabarcoding using the FunGuild database (<xref ref-type="bibr" rid="B32">Nguyen et al. 2016</xref>) resulted in functional assignments for 44.4% (3,969 out of 8,932) of <abbrev xlink:title="species hypotheses">SH</abbrev>, while the remaining 55.6% remained unassigned. This moderate assignment rate reflects the limited taxonomic resolution of the checklist, as FunGuild assignments rely primarily on genus- or family-level identification. Amongst assigned taxa, the most common trophic mode was Saprotroph (28.0% of assigned), followed by mixed trophic strategies including Pathotroph-saprotroph-symbiotroph (9.1%) and Pathotroph-Saprotroph (6.7%). Pure Symbiotrophs accounted for 6.6% of all <abbrev xlink:title="species hypotheses">SH</abbrev>, while pure Pathotrophs were the least abundant (2.8%).</p>
        <p>Analysis of trophic mode distribution across substrate types revealed clear differences in functional composition (Fig. <xref ref-type="fig" rid="F6">6</xref>). Mycorrhizal roots were dominated by Symbiotrophs (80.9% of relative abundance), reflecting the obligate biotrophic nature of mycorrhizal fungi. In contrast, all saprotrophic substrates – litter (37.3% Saprotrophs, 30.3% Pathotrophs, 32.4% Symbiotrophs), litter bag (43.2%, 26.7%, 30.1%), mycopins (45.0%, 25.2%, 29.8%), peatstrat (55.1%, 22.6%, 22.3%) and peatupper (39.5%, 26.2%, 34.4%) – showed a higher proportion of saprotrophic and pathotrophic modes, consistent with their roles as decomposer substrates.</p>
        <fig id="F6">
          <object-id content-type="arpha">E824F9F0-75D0-5646-8A8C-D3CAF6DAB131</object-id>
          <label>Figure 6.</label>
          <caption>
            <p><bold>A</bold>. Heatmap showing distribution of trophic modes by different substrates; <bold>B</bold>. Percentage by pure trophic groups after normalisation. Substrate abbreviations as in Table <xref ref-type="table" rid="T1">1</xref>.</p>
          </caption>
          <graphic xlink:href="mbmg-10-e189142-g006.jpg" id="oo_1776555.jpg">
            <uri content-type="original_file">https://binary.pensoft.net/fig/1776555</uri>
          </graphic>
        </fig>
      </sec>
    </sec>
    <sec sec-type="Discussion" id="sec18">
      <title>Discussion</title>
      <sec sec-type="High fungal richness of a Siberian raised bog" id="sec19">
        <title>High fungal richness of a Siberian raised bog</title>
        <p>The estimated fungal species richness (~ 11,500 SHs) in the Mukhrino Bog underscores peatlands as reservoirs of fungal diversity. This number substantially exceeds earlier global checklist-based estimates of ~ 1,500 peatland-associated species (<xref ref-type="bibr" rid="B17">Filippova and Rudykina 2024</xref>) and highlights the limitations of knowledge derived solely from sporocarp-based studies. For comparison, metabarcoding studies in other boreal peatlands have reported comparable richness levels: for instance, <xref ref-type="bibr" rid="B37">Sun et al. (2016)</xref> detected 1,000–2,000 <abbrev xlink:title="operational taxonomic units">OTUs</abbrev> per site in Canadian bogs, while Asemaninejad et al. (<xref ref-type="bibr" rid="B2">2017a</xref>, <xref ref-type="bibr" rid="B3">2017b</xref>) found 2,000–4,000 <abbrev xlink:title="operational taxonomic units">OTUs</abbrev> across boreal peatlands, though methodological differences (primer choice, sequencing depth, filtering thresholds) complicate direct comparisons. <xref ref-type="bibr" rid="B10">Elliott et al. (2015)</xref> reported relatively low fungal OTU richness (300 <abbrev xlink:title="operational taxonomic units">OTUs</abbrev> at 97% similarity) in degraded and restored blanket bogs in the UK, with <tp:taxon-name><tp:taxon-name-part taxon-name-part-type="phylum" reg="Ascomycota">Ascomycota</tp:taxon-name-part></tp:taxon-name> (65%) and <tp:taxon-name><tp:taxon-name-part taxon-name-part-type="phylum" reg="Basidiomycota">Basidiomycota</tp:taxon-name-part></tp:taxon-name> (29%) dominating, comparable to our phylum-level distribution.</p>
        <p>The high diversity and distinct taxonomic profile confirm our hypothesis that northern West Siberian peatlands, representing one of the world’s largest continuous peatland areas, host a unique and under-explored fungal microbiome, filling a critical gap on the global map of fungal <abbrev xlink:title="environmental DNA">eDNA</abbrev> data.</p>
      </sec>
      <sec sec-type="Substrate as the primary driver of community structure" id="sec20">
        <title>Substrate as the primary driver of community structure</title>
        <p>Our analysis identified substrate type as the principal factor structuring the fungal community, explaining the strongest dissimilarities in beta-diversity and community composition (PERMANOVA F = 10.82, p = 0.001). The Jaccard similarity analysis revealed a clear ecological gradient across substrates: the high similarity between litter and litter bag confirms that litter bags serve as a reliable experimental proxy for natural litter decomposition.</p>
        <p>The moderate similarity between litter and upper peat layer (0.313) reflects the vertical continuum of organic matter incorporation into the peat profile, while the similarity between standard wood dowels and lower anoxic peat (0.319) suggests shared wood- and peat-associated decomposer communities. The consistently low similarity of mycorrhizal samples with all other substrates (Jaccard &lt; 0.31) confirms the ecological separation between biotrophic mycorrhizal fungi and saprotrophic communities. The stability of these patterns across species, genus and family levels indicates that the observed ecological structure is robust and not an artefact of taxonomic resolution.</p>
        <p>This strong substrate effect is consistent with the findings of <xref ref-type="bibr" rid="B46">Vítovcová et al. (2024)</xref>, who demonstrated that fungal assemblages in bogs are predominantly structured by substrate identity rather than site, with only a few <abbrev xlink:title="operational taxonomic units">OTUs</abbrev> behaving as generalists and the most specific fungi associated with particular plant litter types (e.g. <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Calluna">Calluna</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="species" reg="vulgaris">vulgaris</tp:taxon-name-part></tp:taxon-name></italic>, <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Trichophorum">Trichophorum</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="species" reg="cespitosum">cespitosum</tp:taxon-name-part></tp:taxon-name></italic>, <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Drosera">Drosera</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="species" reg="rotundifolia">rotundifolia</tp:taxon-name-part></tp:taxon-name></italic>). In their study, the effect of substrate accounted for 89.2% of explained variation, while site explained only 0.2%, mirroring our observation that substrate type overrides spatial variation in structuring fungal communities.</p>
        <p>Within specific substrates, other ecological filters became apparent. The homogeneity of fungal communities in the anaerobic catotelm (100–300 cm depth) contrasts with the clear influence of microtopography (treed bog vs. lawn) in the upper peat layer. This suggests that, while oxygen availability is a fundamental barrier structuring the deep peat community, finer-scale environmental gradients and temporal dynamics shape the active surface community. This pattern is consistent with the findings of <xref ref-type="bibr" rid="B31">Lin et al. (2012)</xref>, who documented a distinct vertical stratification of fungal communities in a bog–fen complex, with <tp:taxon-name><tp:taxon-name-part taxon-name-part-type="phylum" reg="Ascomycota">Ascomycota</tp:taxon-name-part></tp:taxon-name> and <tp:taxon-name><tp:taxon-name-part taxon-name-part-type="phylum" reg="Basidiomycota">Basidiomycota</tp:taxon-name-part></tp:taxon-name> prevalent near the surface and <tp:taxon-name><tp:taxon-name-part taxon-name-part-type="phylum" reg="Zygomycota">Zygomycota</tp:taxon-name-part></tp:taxon-name> dominant in the subsurface. They further reported that fungal rRNA gene abundance declined with depth at both sites.</p>
        <p>The significant change in wood-associated communities over time, but not amongst wood species, suggests that successional dynamics override substrate chemistry on the standardised wooden dowels used in this experiment. However, this result should be interpreted with caution: the dowels represent a homogenised, processed substrate lacking bark and likely other natural features that typically differentiate woody species in nature. In contrast, <xref ref-type="bibr" rid="B35">Shumskaya et al. (2025)</xref>, using a similar standardised wood substrate, observed differences in fungal communities between hardwood and softwood, suggesting that processed wood may still retain some host-specific signals under certain conditions. Nevertheless, both studies agree on the strong temporal successional dynamics of wood-associated fungal communities, confirming that time is a primary driver of community change on these substrates.</p>
      </sec>
      <sec sec-type="Indicator species and ecological specialisation" id="sec21">
        <title>Indicator species and ecological specialisation</title>
        <p>The indicator species analysis revealed a clear hierarchy of substrate specialisation in fungal communities. Mycorrhizal roots harboured the highest number of indicator species (85 <abbrev xlink:title="species hypotheses">SH</abbrev>), confirming that this substrate represents a highly specialised ecological niche with a distinct fungal community. This is consistent with the obligate biotrophic nature of mycorrhizal fungi, which form intimate symbioses with plant roots and are expected to show strong substrate specificity.</p>
        <p>Peat substrates also harboured a large number of indicator species (oxygenic peat: 82, anoxic peat: 70), reflecting the distinct environmental conditions of these layers. Notably, the deep anoxic layer had a unique set of indicators, including <tp:taxon-name><tp:taxon-name-part taxon-name-part-type="phylum" reg="Rozellomycota">Rozellomycota</tp:taxon-name-part></tp:taxon-name> (4 <abbrev xlink:title="species hypotheses">SH</abbrev>) and the genus <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Oidiodendron">Oidiodendron</tp:taxon-name-part></tp:taxon-name></italic> (6 <abbrev xlink:title="species hypotheses">SH</abbrev>). <tp:taxon-name><tp:taxon-name-part taxon-name-part-type="phylum" reg="Rozellomycota">Rozellomycota</tp:taxon-name-part></tp:taxon-name> are known as early-diverging fungi often associated with anaerobic or low-oxygen environments and their presence as indicators of deep peat aligns with the anoxic conditions of this layer. <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Oidiodendron">Oidiodendron</tp:taxon-name-part></tp:taxon-name></italic> is a cold-adapted genus commonly found in peat soils, consistent with the permanently cold conditions of deep peat layers. The upper peat layer was characterised by ectomycorrhizal families <tp:taxon-name><tp:taxon-name-part taxon-name-part-type="family" reg="Thelephoraceae">Thelephoraceae</tp:taxon-name-part></tp:taxon-name> and <tp:taxon-name><tp:taxon-name-part taxon-name-part-type="family" reg="Russulaceae">Russulaceae</tp:taxon-name-part></tp:taxon-name>, with corresponding genera <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Thelephora">Thelephora</tp:taxon-name-part></tp:taxon-name></italic> and <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Russula">Russula</tp:taxon-name-part></tp:taxon-name></italic>. The presence of these ectomycorrhizal taxa in the upper peat layer is consistent with the occurrence of tree roots (<italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Pinus">Pinus</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="species" reg="sylvestris">sylvestris</tp:taxon-name-part></tp:taxon-name></italic>, <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Pinus">P.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="species" reg="sibirica">sibirica</tp:taxon-name-part></tp:taxon-name></italic>) in this horizon.</p>
        <p>In contrast, litter had the fewest indicator species when combined with litter bag (8 <abbrev xlink:title="species hypotheses">SH</abbrev>), but, when separated, litter yielded 38 indicators and litter bag 23. This indicates that fresh and decomposing litter support distinct fungal communities and the low number of indicators for combined litter reflects the ecological heterogeneity of the litter layer.</p>
        <p>Indicator species analysis revealed that, while litter as a whole harboured only eight indicator <abbrev xlink:title="species hypotheses">SH</abbrev>, the same samples analysed at the plant-host level yielded 40–123 indicators per host species. This is explained by the high ecological heterogeneity of the litter layer, which is not a uniform substrate, but rather a mosaic of microhabitats defined by different plant species. Aggregating litter samples across all plant hosts dilutes host-specific signals: a fungus that is consistently associated with a particular plant species may not occur on other litter types and, thus, fails to appear as a general indicator of litter when compared against other substrate types. <xref ref-type="bibr" rid="B46">Vítovcová et al. (2024)</xref> similarly found that sequencing conventional soil core samples (peat and mixed litter) captured only 9–36% of the total OTU pool detected when multiple microhabitats were sampled and species accumulation curves did not reach an asymptote even after analysing 13 different substrates. Their observation that most <abbrev xlink:title="operational taxonomic units">OTUs</abbrev> occurred in only 1–2 substrate types parallels our finding that host-specific fungi in the litter layer are detectable only when samples are partitioned by plant identity rather than aggregated.</p>
        <p>Each of the seven plant hosts supported a distinct set of indicator taxa, with <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Scheuchzeria">S.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="species" reg="palustris">palustris</tp:taxon-name-part></tp:taxon-name></italic> and <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Rhododendron">R.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="species" reg="groenlandicum">groenlandicum</tp:taxon-name-part></tp:taxon-name></italic> showing the highest number of indicators (123 and 118, respectively). The taxonomic composition of these indicators further supports host specificity: <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Exobasidium">Exobasidium</tp:taxon-name-part></tp:taxon-name></italic> was exclusively associated with <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Chamaedaphne">C.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="species" reg="calyculata">calyculata</tp:taxon-name-part></tp:taxon-name></italic>, <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Nagrajchalara">Nagrajchalara</tp:taxon-name-part></tp:taxon-name></italic> and V<italic>enturia</italic> with <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Rhododendron">R.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="species" reg="groenlandicum">groenlandicum</tp:taxon-name-part></tp:taxon-name></italic>, <tp:taxon-name><tp:taxon-name-part taxon-name-part-type="family" reg="Rhytismataceae">Rhytismataceae</tp:taxon-name-part></tp:taxon-name> with <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Eriophorum">E.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="species" reg="vaginatum">vaginatum</tp:taxon-name-part></tp:taxon-name></italic> and <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Coleophoma">Coleophoma</tp:taxon-name-part></tp:taxon-name></italic> and <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Diplocarpon">Diplocarpon</tp:taxon-name-part></tp:taxon-name></italic> with <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Vaccinium">V.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="species" reg="oxycoccus">oxycoccus</tp:taxon-name-part></tp:taxon-name></italic> and <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Rubus">R.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="species" reg="chamaemorus">chamaemorus</tp:taxon-name-part></tp:taxon-name></italic>, respectively. These associations suggest that both pathogenic and saprotrophic fungi contribute to host-specific community differentiation in the litter layer. From a conservation perspective, the high number of indicators associated with <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Scheuchzeria">S.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="species" reg="palustris">palustris</tp:taxon-name-part></tp:taxon-name></italic> and <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Rhododendron">R.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="species" reg="groenlandicum">groenlandicum</tp:taxon-name-part></tp:taxon-name></italic> suggests that these plants are particularly important hosts for fungal diversity in the litter layer. This parallels the findings of <xref ref-type="bibr" rid="B46">Vítovcová et al. (2024)</xref>, who showed that co-occurring plant species – particularly peatland specialists such as <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Vaccinium">V.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="species" reg="oxycoccus">oxycoccus</tp:taxon-name-part></tp:taxon-name></italic>, <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Eriophorum">E.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="species" reg="vaginatum">vaginatum</tp:taxon-name-part></tp:taxon-name></italic> and specific <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Sphagnum">Sphagnum</tp:taxon-name-part></tp:taxon-name></italic> species – can serve as reliable indicators of suitable conditions for peatland fungal indicators, even when fruit-bodies are absent. As <xref ref-type="bibr" rid="B46">Vítovcová et al. (2024)</xref> emphasised, the presence of peatland specialists is strongly linked to the availability of specific host plants and restoration success depends on restoring both the physical environment (water table, peat layer) and the dominant plant species composition that supports associated fungal diversity. Our results from an undisturbed reference bog thus provide a baseline for understanding the natural levels of trophic specialisation that restoration efforts should aim to achieve.</p>
        <p>In contrast to the strong host-specific signal observed in the litter layer, the mycorrhizal communities associated with the two pine species showed remarkably weak differentiation. The majority of <abbrev xlink:title="species hypotheses">SH</abbrev> in these genera were shared between the two hosts, indicating that the PERMANOVA signal reflects a gradual turnover of many taxa rather than strong host-specific indicators. The diagnostic analysis of <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Cortinarius">Cortinarius</tp:taxon-name-part></tp:taxon-name></italic> and <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Suillus">Suillus</tp:taxon-name-part></tp:taxon-name></italic> revealed that host-specific <abbrev xlink:title="species hypotheses">SH</abbrev> do exist (11 unique to <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Pinus">P.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="species" reg="sylvestris">sylvestris</tp:taxon-name-part></tp:taxon-name></italic> and one to <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Pinus">P.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="species" reg="sibirica">sibirica</tp:taxon-name-part></tp:taxon-name></italic> for <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Cortinarius">Cortinarius</tp:taxon-name-part></tp:taxon-name></italic>; five and two for <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Suillus">Suillus</tp:taxon-name-part></tp:taxon-name></italic>). However, these unique <abbrev xlink:title="species hypotheses">SH</abbrev> are rare components of the community: most occur in fewer than three samples and have very low relative abundances (&lt; 0.05%). This pattern of weak host specificity between closely-related pine species is consistent with the findings of <xref ref-type="bibr" rid="B4">Aučina et al. (2019)</xref>, who studied ECM fungal communities of Scots pine along a peatland–forest gradient in Lithuania. They found that the majority of ECM taxa were shared across habitats, with community composition shifting gradually rather than showing discrete habitat-specific assemblages. Interestingly, they also documented an increase in ECM fungal taxa richness from peatland (23 taxa) to forest (31 taxa), with the peatland site dominated by medium-distance fringe and long-distance exploration types – mostly <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Cortinarius">Cortinarius</tp:taxon-name-part></tp:taxon-name></italic> and <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Suillus">Suillus</tp:taxon-name-part></tp:taxon-name></italic> – which are adapted to waterlogged conditions due to their hydrophobic mycelia. In contrast, forest sites hosted more hydrophilic taxa of the contact and short-distance types, represented by <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Russula">Russula</tp:taxon-name-part></tp:taxon-name></italic> and <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Lactarius">Lactarius</tp:taxon-name-part></tp:taxon-name></italic>.</p>
      </sec>
      <sec sec-type="Why metabarcoding underestimates habitat specificity of terrestrial macrofungi" id="sec22">
        <title>Why metabarcoding underestimates habitat specificity of terrestrial macrofungi</title>
        <p>The comparison between metabarcoding and sporocarp-based surveys revealed that mycelium of ectomycorrhizal genera (<italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Cortinarius">Cortinarius</tp:taxon-name-part></tp:taxon-name></italic>, <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Suillus">Suillus</tp:taxon-name-part></tp:taxon-name></italic>, <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Hebeloma">Hebeloma</tp:taxon-name-part></tp:taxon-name></italic>) was detected by metabarcoding in both Treed bog and <tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Sphagnum">Sphagnum</tp:taxon-name-part></tp:taxon-name> lawn, whereas sporocarps of these taxa were recorded almost exclusively in Treed bog. The widespread mycelial presence in <tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Sphagnum">Sphagnum</tp:taxon-name-part></tp:taxon-name> lawn – often exceeding 80% of samples for <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Cortinarius">Cortinarius</tp:taxon-name-part></tp:taxon-name></italic> and <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Suillus">Suillus</tp:taxon-name-part></tp:taxon-name></italic> – can be explained by two non-exclusive mechanisms. First, extensive mycelial networks of ectomycorrhizal fungi may extend beyond the immediate root zone of trees, possibly through connections with ericaceous shrubs or as saprotrophic mycelium. Second, the detection may reflect the presence of vital propagules (spores or mycelial fragments) in the peat matrix that remain viable, but are incapable of fruiting under water-saturated conditions or in the absence of a suitable host. This discrepancy is particularly striking given the large spatial scale of the system – the <tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Sphagnum">Sphagnum</tp:taxon-name-part></tp:taxon-name> lawns extend up to 500 m from the nearest trees, making it unlikely that the detected DNA originates from active mycelium connected to root systems. Whether ectomycorrhizal fungi can maintain a non-fruiting, vegetative mycelium in the complete absence of a host remains an open question. Distinguishing between these alternatives will require complementary approaches such as RNA-based metatranscriptomics to assess metabolic activity or stable isotope probing to trace carbon flow, which could help resolve whether ectomycorrhizal mycelium in <tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Sphagnum">Sphagnum</tp:taxon-name-part></tp:taxon-name> lawn represents an active functional component of the community or a legacy of inputs from adjacent forested microhabitats.</p>
      </sec>
      <sec sec-type="Trophic guild distribution and functional differentiation between substrates" id="sec23">
        <title>Trophic guild distribution and functional differentiation between substrates</title>
        <p>The functional group analysis revealed a clear ecological dichotomy between mycorrhizal roots and other saprotrophic substrates. Mycorrhizal roots were dominated by symbiotrophs (80.9%), reflecting the obligate biotrophic nature of mycorrhizal fungi. This finding is consistent with the strong indicator status of ectomycorrhizal genera in Treed bog habitats and confirms that the mycorrhizal root samples captured a functionally distinct community.</p>
        <p>In contrast, all saprotrophic substrates – litter, litter bag, mycopins and both peat layers – were dominated by saprotrophs and pathotrophs, with saprotrophs accounting for 37–55% of relative abundance. The highest proportion of saprotrophs was observed in lower anoxic peat layer (55.1%), reflecting the dominance of decomposer fungi in the anoxic peat layer.</p>
        <p>The presence of symbiotrophs in saprotrophic substrates (30–34% in litter, litter bag and upper peat) is noteworthy. This likely reflects the contribution of ectomycorrhizal extraradical mycelium and mycorrhizal root fragments to these substrates, particularly in upper peat layer, where tree roots are abundant.</p>
      </sec>
    </sec>
    <sec sec-type="Conclusions" id="sec24">
      <title>Conclusions</title>
      <p>Our study provides the first comprehensive characterisation of fungal diversity in a West Siberian raised bog using a high-throughput metabarcoding approach, integrated with long-term sporocarp monitoring. Our results demonstrate that the fungal community of the Mukhrino Bog is exceptionally rich, with an estimated total species pool of approximately 11,500 SHs – substantially exceeding previous estimates, based on sporocarp-based mycological surveys and highlighting the vast hidden diversity of peatland fungi.</p>
      <p>Substrate type emerged as the primary driver of fungal community structure, with mycorrhizal roots forming the most distinct and specialised communities, while litter-associated communities were more heterogeneous and composed largely of generalist taxa. Importantly, the apparent low indicator status of litter at the aggregate level masked striking host-specific associations: partitioning litter samples by plant host revealed 40–123 indicator <abbrev xlink:title="species hypotheses">SH</abbrev> per host species, underscoring that the litter layer is not a uniform substrate, but a mosaic of plant-specific microhabitats. In contrast, mycorrhizal communities of the two pine species showed weak host specificity, with most <abbrev xlink:title="species hypotheses">SH</abbrev> shared between hosts and rare host-specific taxa occurring at very low abundances.</p>
      <p>The comparison between metabarcoding and sporocarp records revealed that the overall genus-level spectra were largely congruent between the two approaches, but also raised an unresolved question regarding the ecological interpretation of molecular detections in <tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Sphagnum">Sphagnum</tp:taxon-name-part></tp:taxon-name> lawn habitats. Ectomycorrhizal genera such as <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Cortinarius">Cortinarius</tp:taxon-name-part></tp:taxon-name></italic> and <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Suillus">Suillus</tp:taxon-name-part></tp:taxon-name></italic> were consistently detected by metabarcoding across both Treed bog and <tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Sphagnum">Sphagnum</tp:taxon-name-part></tp:taxon-name> lawn, yet their sporocarps were found almost exclusively in Treed bog.</p>
      <p>Functionally, mycorrhizal roots were overwhelmingly dominated by symbiotrophs (80.9%), while saprotrophic substrates were characterised by mixed trophic strategies with saprotrophs accounting for 37–55% of relative abundance.</p>
      <p>So, where to look for fungi in a bog? Our results suggest that the answer depends on the scale of inquiry: at the broadest level, substrate type – particularly mycorrhizal roots and peat layers – harbours the most distinct and specialised communities. However, the greatest hidden richness lies within the litter layer, where plant host identity creates a mosaic of microhabitats that support dozens of host-specific indicator taxa. At the same time, the widespread detection of ectomycorrhizal DNA in open <tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Sphagnum">Sphagnum</tp:taxon-name-part></tp:taxon-name> lawns, far from any tree roots, raises important questions about the ecological status of these records, and calls for further studies to resolve the functional significance of molecular detections in non-fruiting habitats. Collectively, our findings establish the Mukhrino Bog as a significant reservoir of fungal diversity and demonstrate that comprehensive assessment of peatland fungal communities requires integration of molecular and sporocarp-based approaches, providing a baseline for monitoring fungal community responses to ongoing environmental change in these globally important ecosystems.</p>
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    <ack>
      <title>Acknowledgements</title>
      <p>We thank Dr. E.D. Lapshina for her organization of comprehensive field work at the Mukhrino field station, seeking to reveal the hidden secrets of the West Siberian peatlands.</p>
    </ack>
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    <sec sec-type="Additional information" id="sec25">
      <title>Additional information</title>
      <sec sec-type="Conflict of interest" id="sec26">
        <title>Conflict of interest</title>
        <p>The authors have declared that no competing interests exist.</p>
      </sec>
      <sec sec-type="Ethical statement" id="sec27">
        <title>Ethical statement</title>
        <p>No ethical statement was reported.</p>
      </sec>
      <sec sec-type="Artificial Intelligence (AI) use" id="sec28">
        <title>Artificial Intelligence (AI) use</title>
        <p>The authors accept full responsibility for the content of the manuscript, including the disclosure of any use of AI.</p>
        <p>Regarding the use of AI in the preparation of this manuscript, the authors declare the following: AI was used to help write code for data analysis and to check spelling and format the article according to author guidelines.</p>
      </sec>
      <sec sec-type="Funding" id="sec29">
        <title>Funding</title>
        <p>Russian Science Foundation grant “The role of fungi in the carbon cycle of raised bogs: the relationship between community composition and the process of organic matter decomposition”, agreement No. 5-24-20145.</p>
      </sec>
      <sec sec-type="Author contributions" id="sec30">
        <title>Author contributions</title>
        <p>All authors have contributed equally.</p>
      </sec>
      <sec sec-type="Author ORCIDs" id="sec31">
        <title>Author ORCIDs</title>
        <p>N. Filippova <ext-link xlink:href="https://orcid.org/0000-0002-9506-0991" ext-link-type="uri">https://orcid.org/0000-0002-9506-0991</ext-link></p>
        <p>E. Zvyagina <ext-link xlink:href="https://orcid.org/0000-0003-2063-4847" ext-link-type="uri">https://orcid.org/0000-0003-2063-4847</ext-link></p>
        <p>T. Ishmanov <ext-link xlink:href="https://orcid.org/0009-0007-5212-2893" ext-link-type="uri">https://orcid.org/0009-0007-5212-2893</ext-link></p>
        <p>A. Mingalimova <ext-link xlink:href="https://orcid.org/0009-0003-1019-4988" ext-link-type="uri">https://orcid.org/0009-0003-1019-4988</ext-link></p>
      </sec>
      <sec sec-type="Data availability" id="sec32">
        <title>Data availability</title>
        <p>All of the data that support the findings of this study are available in the main text or Supplementary Information.</p>
      </sec>
    </sec>
    <sec sec-type="supplementary-material">
      <title>Supplementary materials</title>
      <supplementary-material id="S1" position="float" orientation="portrait" xlink:type="simple">
        <object-id content-type="arpha">160449B3-9C48-5978-88C2-0B03D5952FF5</object-id>
        <label>Supplementary material 1</label>
        <caption>
          <p>PERMANOVA results testing factors influencing fungal community composition within each substrate type</p>
        </caption>
        <statement content-type="dataType">
          <label>Data type</label>
          <p>docx</p>
        </statement>
        <media xlink:href="mbmg-10-e189142-s001.docx" mimetype="application" mime-subtype="vnd.openxmlformats-officedocument.wordprocessingml.document" position="float" orientation="portrait" id="oo_1776556.docx">
          <uri content-type="original_file">https://binary.pensoft.net/file/1776556</uri>
        </media>
        <permissions>
          <license>
            <license-p>This dataset is made available under the Open Database License (<ext-link ext-link-type="uri" xlink:href="http://opendatacommons.org/licenses/odbl/1.0/">http://opendatacommons.org/licenses/odbl/1.0/</ext-link>). The Open Database License (ODbL) is a license agreement intended to allow users to freely share, modify, and use this Dataset while maintaining this same freedom for others, provided that the original source and author(s) are credited.</license-p>
          </license>
        </permissions>
        <attrib specific-use="authors"> Nina Filippova, Elena Zvyagina, Tagir Ishmanov, Alexandra Mingalimova</attrib>
      </supplementary-material>
      <supplementary-material id="S2" position="float" orientation="portrait" xlink:type="simple">
        <object-id content-type="arpha">3C814CD9-D43F-5D7C-ABC2-7F3F25098786</object-id>
        <label>Supplementary material 2</label>
        <caption>
          <p>Complete list of indicator taxa at each taxonomic level by substrate type</p>
        </caption>
        <statement content-type="dataType">
          <label>Data type</label>
          <p>docx</p>
        </statement>
        <media xlink:href="mbmg-10-e189142-s002.docx" mimetype="application" mime-subtype="vnd.openxmlformats-officedocument.wordprocessingml.document" position="float" orientation="portrait" id="oo_1776557.docx">
          <uri content-type="original_file">https://binary.pensoft.net/file/1776557</uri>
        </media>
        <permissions>
          <license>
            <license-p>This dataset is made available under the Open Database License (<ext-link ext-link-type="uri" xlink:href="http://opendatacommons.org/licenses/odbl/1.0/">http://opendatacommons.org/licenses/odbl/1.0/</ext-link>). The Open Database License (ODbL) is a license agreement intended to allow users to freely share, modify, and use this Dataset while maintaining this same freedom for others, provided that the original source and author(s) are credited.</license-p>
          </license>
        </permissions>
        <attrib specific-use="authors"> Nina Filippova, Elena Zvyagina, Tagir Ishmanov, Alexandra Mingalimova</attrib>
      </supplementary-material>
      <supplementary-material id="S3" position="float" orientation="portrait" xlink:type="simple">
        <object-id content-type="arpha">75404D37-40FC-535A-B1DE-B9FE6960BDC9</object-id>
        <label>Supplementary material 3</label>
        <caption>
          <p>Top five indicator taxa per plant host in litter at each taxonomic level</p>
        </caption>
        <statement content-type="dataType">
          <label>Data type</label>
          <p>docx</p>
        </statement>
        <media xlink:href="mbmg-10-e189142-s003.docx" mimetype="application" mime-subtype="vnd.openxmlformats-officedocument.wordprocessingml.document" position="float" orientation="portrait" id="oo_1776558.docx">
          <uri content-type="original_file">https://binary.pensoft.net/file/1776558</uri>
        </media>
        <permissions>
          <license>
            <license-p>This dataset is made available under the Open Database License (<ext-link ext-link-type="uri" xlink:href="http://opendatacommons.org/licenses/odbl/1.0/">http://opendatacommons.org/licenses/odbl/1.0/</ext-link>). The Open Database License (ODbL) is a license agreement intended to allow users to freely share, modify, and use this Dataset while maintaining this same freedom for others, provided that the original source and author(s) are credited.</license-p>
          </license>
        </permissions>
        <attrib specific-use="authors"> Nina Filippova, Elena Zvyagina, Tagir Ishmanov, Alexandra Mingalimova</attrib>
      </supplementary-material>
    </sec>
  </back>
</article>
