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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Microbiol.</journal-id>
<journal-title>Frontiers in Microbiology</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Microbiol.</abbrev-journal-title>
<issn pub-type="epub">1664-302X</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fmicb.2022.787146</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Microbiology</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Microbial Community Changes in 26,500-Year-Old Thawing Permafrost</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" corresp="yes">
<name><surname>Scheel</surname> <given-names>Maria</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="corresp" rid="c001"><sup>&#x002A;</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/1345236/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Zervas</surname> <given-names>Athanasios</given-names></name>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/1654499/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Jacobsen</surname> <given-names>Carsten S.</given-names></name>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/143219/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Christensen</surname> <given-names>Torben R.</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="aff" rid="aff3"><sup>3</sup></xref>
</contrib>
</contrib-group>
<aff id="aff1"><sup>1</sup><institution>Department of Ecoscience, Arctic Research Centre, Aarhus University</institution>, <addr-line>Roskilde</addr-line>, <country>Denmark</country></aff>
<aff id="aff2"><sup>2</sup><institution>Department of Environmental Science, Aarhus University</institution>, <addr-line>Roskilde</addr-line>, <country>Denmark</country></aff>
<aff id="aff3"><sup>3</sup><institution>Oulanka Research Station, Oulu University</institution>, <addr-line>Oulu</addr-line>, <country>Finland</country></aff>
<author-notes>
<fn fn-type="edited-by"><p>Edited by: J&#x00E9;r&#x00F4;me Comte, Universit&#x00E9; du Qu&#x00E9;bec, Canada</p></fn>
<fn fn-type="edited-by"><p>Reviewed by: B&#x00E4;rbel Ulrike F&#x00F6;sel, Helmholtz Center M&#x00FC;nchen, Helmholtz Association of German Research Centres (HZ), Germany; Christine M. Foreman, Montana State University, United States; Sophie Crevecoeur, Environment and Climate Change, Canada</p></fn>
<corresp id="c001">&#x002A;Correspondence: Maria Scheel, <email>maria.scheel@ecos.au.dk</email></corresp>
<fn fn-type="other" id="fn004"><p>This article was submitted to Extreme Microbiology, a section of the journal Frontiers in Microbiology</p></fn>
</author-notes>
<pub-date pub-type="epub">
<day>24</day>
<month>03</month>
<year>2022</year>
</pub-date>
<pub-date pub-type="collection">
<year>2022</year>
</pub-date>
<volume>13</volume>
<elocation-id>787146</elocation-id>
<history>
<date date-type="received">
<day>30</day>
<month>09</month>
<year>2021</year>
</date>
<date date-type="accepted">
<day>09</day>
<month>02</month>
<year>2022</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x00A9; 2022 Scheel, Zervas, Jacobsen and Christensen.</copyright-statement>
<copyright-year>2022</copyright-year>
<copyright-holder>Scheel, Zervas, Jacobsen and Christensen</copyright-holder>
<license xlink:href="http://creativecommons.org/licenses/by/4.0/"><p>This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.</p></license>
</permissions>
<abstract>
<p>Northern permafrost soils store more than half of the global soil carbon. Frozen for at least two consecutive years, but often for millennia, permafrost temperatures have increased drastically in the last decades. The resulting thermal erosion leads not only to gradual thaw, resulting in an increase of seasonally thawing soil thickness, but also to abrupt thaw events, such as sudden collapses of the soil surface. These could affect 20% of the permafrost zone and half of its organic carbon, increasing accessibility for deeper rooting vegetation and microbial decomposition into greenhouse gases. Knowledge gaps include the impact of permafrost thaw on the soil microfauna as well as key taxa to change the microbial mineralization of ancient permafrost carbon stocks during erosion. Here, we present the first sequencing study of an abrupt permafrost erosion microbiome in Northeast Greenland, where a thermal erosion gully collapsed in the summer of 2018, leading to the thawing of 26,500-year-old permafrost material. We investigated which soil parameters (pH, soil carbon content, age and moisture, organic and mineral horizons, and permafrost layers) most significantly drove changes of taxonomic diversity and the abundance of soil microorganisms in two consecutive years of intense erosion. Sequencing of the prokaryotic 16S rRNA and fungal ITS2 gene regions at finely scaled depth increments revealed decreasing alpha diversity with depth, soil age, and pH. The most significant drivers of variation were found in the soil age, horizons, and permafrost layer for prokaryotic and fungal beta diversity. Permafrost was mainly dominated by Proteobacteria and Firmicutes, with <italic>Polaromonas</italic> identified as the most abundant taxon. Thawed permafrost samples indicated increased abundance of several copiotrophic phyla, such as Bacteroidia, suggesting alterations of carbon utilization pathways within eroding permafrost.</p>
</abstract>
<kwd-group>
<kwd>permafrost erosion</kwd>
<kwd>abrupt thaw</kwd>
<kwd>16S</kwd>
<kwd>fungi</kwd>
<kwd>Greenland</kwd>
<kwd>amplicon sequencing</kwd>
<kwd>soil microbiome</kwd>
<kwd>biodiversity</kwd>
</kwd-group>
<contract-sponsor id="cn001">Aarhus Universitet<named-content content-type="fundref-id">10.13039/100007605</named-content></contract-sponsor>
<counts>
<fig-count count="4"/>
<table-count count="2"/>
<equation-count count="0"/>
<ref-count count="107"/>
<page-count count="14"/>
<word-count count="11411"/>
</counts>
</article-meta>
</front>
<body>
<sec id="S1" sec-type="intro">
<title>Introduction</title>
<p>Ambient temperatures in the Arctic have increased by 3.1&#x00B0;C between 1971 and 2019, equaling roughly three times that of the global average temperature increase (<xref ref-type="bibr" rid="B3">AMAP, 2021</xref>). This trend is predicted to continue over the next 30 years with a local increase of as much as 3&#x2013;6&#x00B0;C (<xref ref-type="bibr" rid="B47">IPCC, 2019</xref>). These complex consequences are projected to intensify in future scenarios (<xref ref-type="bibr" rid="B48">IPCC, 2021</xref>), including the recession of glacial and ice sheet extent, a decline in sea ice, and the thawing of permafrost (<xref ref-type="bibr" rid="B3">AMAP, 2021</xref>). These soils consist of a seasonally thawing active layer and the underlying permafrost table, which has remained permanently frozen for at least two consecutive years. Permafrost-affected soils take up a quarter of the global soil surface while storing more than half of the global soil carbon (<xref ref-type="bibr" rid="B94">Tarnocai et al., 2009</xref>; <xref ref-type="bibr" rid="B92">Schuur et al., 2015</xref>). The Northern hemisphere permafrost zone currently contains roughly twice the amount of carbon as the atmosphere is estimated to store (<xref ref-type="bibr" rid="B91">Schuur and Mack, 2018</xref>). These geological reservoirs are at risk as Arctic permafrost soils have warmed by 2&#x2013;3&#x00B0;C since the 1970s and by 0.3&#x00B0;C between 2007 and 2016, recorded within the coldest permafrost sites, such as found in Greenland (<xref ref-type="bibr" rid="B47">IPCC, 2019</xref>; <xref ref-type="bibr" rid="B3">AMAP, 2021</xref>). An increase of 3.3&#x2013;10&#x00B0;C above the 1985&#x2013;2014 average temperature is expected by 2100 (<xref ref-type="bibr" rid="B3">AMAP, 2021</xref>). Thermally induced gradual active layer deepening makes formerly frozen carbon stocks available for both deeper rooting vegetation and microbial decomposition (<xref ref-type="bibr" rid="B40">Hayes et al., 2014</xref>; <xref ref-type="bibr" rid="B2">AMAP, 2019</xref>). In contrast, abrupt thaw, often triggered by melting ground ice, can impact deeper permafrost carbon by means of deep incisions into the soil profile. Currently, these processes affect up to 20% of all permafrost-affected areas, although by 2100, up to 60% could be impacted (<xref ref-type="bibr" rid="B99">Turetsky et al., 2020</xref>). A global increase of 1.5&#x2013;2&#x00B0;C is projected to make 28&#x2013;53% of all permafrost organic carbon bioavailable (<xref ref-type="bibr" rid="B47">IPCC, 2019</xref>). <xref ref-type="bibr" rid="B99">Turetsky et al. (2020)</xref> modeled that 613&#x2013;802 and 624 Tg CO<sub>2</sub> equivalents per year loss to the atmosphere could be accounted to gradual and abrupt permafrost thaw, respectively, until 2100 under the RCP8.5 scenario (<xref ref-type="bibr" rid="B47">IPCC, 2019</xref>). Permafrost carbon has accumulated over geological timescales and, once decomposed into gases, its degradation is an irreversible climate change indicator (<xref ref-type="bibr" rid="B3">AMAP, 2021</xref>).</p>
<p>When studying the connection between climate change and Arctic ecosystems (<xref ref-type="bibr" rid="B10">Cavicchioli et al., 2019</xref>), the importance of soil microorganisms is often underestimated. They are ecological sentinels of changing environmental conditions due to their fast growth rates and diverse metabolic potential (<xref ref-type="bibr" rid="B23">Edwards et al., 2020</xref>). In previous studies, DNA has been successfully extracted from up to 1 million-year-old permafrost (<xref ref-type="bibr" rid="B104">Willerslev et al., 2004</xref>) as well as 600,000-year-old DNA from viable permafrost organisms (<xref ref-type="bibr" rid="B51">Johnson et al., 2007</xref>). Microbial activity has been measured in permafrost samples as cold as &#x2212;39&#x00B0;C (<xref ref-type="bibr" rid="B76">Panikov et al., 2006</xref>). Cryophilic organisms are adapted physiologically to sub-zero temperatures, but also to desiccation, high salinity, nutrient scarcity, and ground radiation, by adapting membrane fluidity, forming spores, and metabolizing complex organic sources (<xref ref-type="bibr" rid="B17">Collins and Margesin, 2019</xref>). As permafrost soils thaw, the existing cold-adapted microbial community, containing bacteria, archaea, viruses, and micro-eukaryotes such as fungi, is strongly affected by warmer temperatures, higher soil water content from melted ground ice, and increased nutrient availability from deeper rooting vegetation (<xref ref-type="bibr" rid="B66">Margesin, 2009</xref>). Not only do increasing ambient temperatures impose changing ecological conditions on the soil microbiome, but metabolic rates increase, and microorganisms can decompose diverse carbon substrates into climate-active gases (<xref ref-type="bibr" rid="B50">Jansson and Ta&#x015F;, 2014</xref>; <xref ref-type="bibr" rid="B61">Mackelprang et al., 2016</xref>; <xref ref-type="bibr" rid="B91">Schuur and Mack, 2018</xref>). As recently reviewed, microbial decomposition rates of ancient permafrost carbon are one aspect of the essential linkage between climate change and environmental microbiology and can greatly influence the carbon flux between permafrost and the atmosphere, as well as the linkage with the global nitrogen cycle (<xref ref-type="bibr" rid="B10">Cavicchioli et al., 2019</xref>).</p>
<p>Interest in Arctic permafrost has recently increased, rooted partly in the speed of irreversible erosion processes and knowledge gaps in dominant taxa and their metabolic potential on decomposing ancient permafrost matter during microbial succession in thawing permafrost soils (<xref ref-type="bibr" rid="B23">Edwards et al., 2020</xref>). Research in this area has been conducted but is still rare and focused on a few sites and mainly carried out using laboratory incubations and cultivation studies (<xref ref-type="bibr" rid="B61">Mackelprang et al., 2016</xref>; <xref ref-type="bibr" rid="B70">Metcalfe et al., 2018</xref>). In this paper, we investigated <italic>in situ</italic> which physicochemical soil parameters drive the microbial community composition and diversity changes with vertical abrupt thermal erosion as well as after 1 year of additional thawing. These insights will facilitate the development of quantitative approaches and builds a taxonomic baseline for future genetic research in this field, such as comparative metatranscriptomics. Furthermore, the rarely observed impact of abrupt loss of ancient microbiomes and the following ecological succession enhances our understanding of ecological cascades under climate change.</p>
</sec>
<sec id="S2" sec-type="materials|methods">
<title>Materials and Methods</title>
<sec id="S2.SS1">
<title>Sampling and Site Description</title>
<p>The Zackenberg Valley, Northeast Greenland (74&#x00B0;30&#x2032;N, 20&#x00B0;30&#x2032;W), is a wide lowland valley dominated by continuous permafrost. According to <xref ref-type="bibr" rid="B25">Elberling et al. (2010)</xref>, annual air temperatures averaged &#x2212;9.5&#x00B0;C between 1996 and 2007 and summer temperatures varied between 3 and 7&#x00B0;C from 1996 to 2007 (<xref ref-type="bibr" rid="B39">Hansen et al., 2008</xref>; <xref ref-type="bibr" rid="B42">Hollesen et al., 2011</xref>). The vegetation in the valley consists primarily of wet hummocky fens and low shrub and graminoid species (<xref ref-type="bibr" rid="B27">Elberling et al., 2008</xref>), while the lowlands east of the Zackenberg river are <italic>Cassiope tetragona</italic> and grass heathland (<xref ref-type="bibr" rid="B5">Bay, 1998</xref>). Permafrost up to 1 m deep had an average temperature of &#x2212;2&#x00B0;C in summer and &#x2212;14&#x00B0;C in winter between 1997 and 2006 (<xref ref-type="bibr" rid="B14">Christiansen et al., 2008</xref>). The average maximum active layer thickness ranged from 40 cm up to 2 m in depth and increased by 0.8&#x2013;1.5 cm per year between 1996 and 2012 (<xref ref-type="bibr" rid="B26">Elberling et al., 2013</xref>). Long-term soil temperature data from 1995 to 2020 from the monitoring site SAL-1 at depths of 0, 20, 40, 60, 80, and 100 cm were retrieved from the Greenland Ecosystem Monitoring database<sup><xref ref-type="fn" rid="footnote1">1</xref></sup> <sup>,<xref ref-type="fn" rid="footnote2">2</xref></sup> and averaged for August and September.</p>
<p>After an intense snowmelt event in the 2018 summer season, a formerly existing minor thermokarst, a depression of the eroding permafrost soil surface, collapsed 400 m north-east of the Zackenberg Research Station. The incision into the soil profile was about 1 m deep and created an erosion gully that led toward the Zackenberg River. An ice lens at 40&#x2013;60 cm depth was visible, which had melted in 2019 before sampling took place (<xref ref-type="supplementary-material" rid="TS1">Supplementary Figure 1</xref>). The thaw depth was measured with a thin steel pole pushed into the soil vertically three times until resistance indicated the frozen permafrost table had been reached (<xref ref-type="bibr" rid="B13">Christiansen, 1999</xref>). Based on these measurements, the layers were defined as the active layer (the long-term seasonally thawing top 40 cm), the transition zone of newly thawed permafrost material (40&#x2013;70 cm in 2019 and 40&#x2013;90 cm in 2020), and permafrost as the continuously frozen layer below these (below 70 cm in 2019 and 90 cm in 2020) as visualized in <xref ref-type="supplementary-material" rid="TS1">Supplementary Figure 2</xref>. In 2019 and 2020, three biological replicates were taken aseptically for every 10 cm interval until a depth of 90 or 100 cm, respectively. Due to the long transport chain without stable frozen transport technology and the bias, inconsistent freeze-thawing processes were shown to inflict on cold-adapted microbiomes (<xref ref-type="bibr" rid="B57">Lim et al., 2020</xref>), all samples were stored at 4&#x00B0;C at the Research Station before controlled, cooled transportation to Denmark, then stored at 4&#x00B0;C until further laboratory analysis took place as reported earlier (<xref ref-type="bibr" rid="B37">Gittel et al., 2014b</xref>).</p>
</sec>
<sec id="S2.SS2">
<title>Loss on Ignition and Radiocarbon Dating</title>
<p>For radiocarbon dating, field-wet soil per 10-cm horizon for 2019 was sifted in technical triplicated with a 0.5-mm sieve in deionized water to retrieve macro plant residues for further analysis, while the roots were removed under a stereomicroscope. To counter the low biomass, the triplicates were pooled per depth, before chemical pre-treatment with HCl and NaOH. The samples were graphitized before measuring the <sup>14</sup>C isotope activity using an accelerator mass spectrometer (Radiocarbon Dating Laboratory, Lund University, Lund, Sweden). The obtained peaks were compared to established <sup>14</sup>C calibration curves, considering anthropogenic atmospheric <sup>14</sup>C activity changes. The results were reported as age in <sup>14</sup>C years in BP (before present = AD 1950) from 1650 to 1950 using the terrestrial calibration curve IntCal13 (<xref ref-type="bibr" rid="B85">Reimer et al., 2013</xref>) and for younger datings than 1963 in fM (fraction modern) using the Levin post-Bomb calibration (<xref ref-type="bibr" rid="B56">Levin and Kromer, 2004</xref>).</p>
<p>Loss on ignition was performed in technical triplicate for each 10-cm depth interval per year on wet soil, by air-drying at 70&#x00B0;C for 48 h, then weighing to determine the weight-based relative soil water (H<sub>2</sub>O) loss. The samples were burned at 450&#x00B0;C for 2 h in ceramic cups and weighed to obtain the weight-based relative organic carbon content (SOM). To measure the pH, 10 ml of air-dried soil in triplicates were added to 50 ml of 1 M KCl in Falcon Tubes in technical triplicate. After shaking for 1 h and resting for 1.5 h, the pH was measured with a Mettler Toledo FiveEasy Plus&#x2122; pH Meter (Mettler Toledo GmbH, Gie&#x03B2;en, Germany).</p>
<p>Based on the radiocarbon age and organic matter content of the soil, we defined each a surface (1) and buried (2) organic (O) and mineral (M) horizon, resulting in two organic (O1, O2) and mineral (M1, M2) horizons (<xref ref-type="table" rid="T1">Table 1</xref> and <xref ref-type="supplementary-material" rid="TS1">Supplementary Figure 2</xref>). In contrast, layers were defined based on the thermal state of the soil with a local active layer (AL) designated as the seasonally thawing material until 40 cm. The transition zone (TZ) was designated as former permafrost material which had thawed since the collapse to 70 cm in 2019 and 90 cm in 2020. The underlying permafrost layer (PF) remained frozen, indicated by visible ice crystals in the material (<xref ref-type="supplementary-material" rid="TS1">Supplementary Figure 3</xref>).</p>
<table-wrap position="float" id="T1">
<label>TABLE 1</label>
<caption><p>Physicochemical soil parameters were measured at the sampling site and included radiocarbon dating (<sup>14</sup>C), which was measured only in 2019 and was calculated in fM (&#x002A;) for samples younger than 1963 or BP (&#x002A;&#x002A;) for samples older than 1945.</p></caption>
<table cellspacing="5" cellpadding="5" frame="hsides" rules="groups">
<thead>
<tr>
<td valign="top" align="left">Depth [cm]</td>
<td valign="top" align="center"><sup>14</sup>C [&#x002A;fM &#x002A;&#x002A;BP]</td>
<td valign="top" align="center" colspan="2">H<sub>2</sub>O [%]</td>
<td valign="top" align="center" colspan="2">SOM [%]</td>
<td valign="top" align="center" colspan="2">pH</td>
<td valign="top" align="center">Horizon</td>
<td valign="top" align="center" colspan="2">Layer</td>
</tr>
<tr>
<td valign="top" align="left"/>
<td valign="top" align="center"/>
<td valign="top" align="center" colspan="6"><hr/></td>
<td valign="top" align="center"/>
<td valign="top" align="center" colspan="2"><hr/></td>
</tr>
<tr>
<td valign="top" align="left"/>
<td valign="top" align="center"/>
<td valign="top" align="center">2019</td>
<td valign="top" align="center">2020</td>
<td valign="top" align="center">2019</td>
<td valign="top" align="center">2020</td>
<td valign="top" align="center">2019</td>
<td valign="top" align="center">2020</td>
<td valign="top" align="center"/>
<td valign="top" align="center">2019</td>
<td valign="top" align="center">2020</td>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">0&#x2013;10</td>
<td valign="top" align="center">&#x002A;1.04</td>
<td valign="top" align="center">7.94 &#x00B1; 1.03</td>
<td valign="top" align="center">28.80 &#x00B1; 3.38</td>
<td valign="top" align="center">16.01 &#x00B1; 4.22</td>
<td valign="top" align="center">8.73 &#x00B1; 1.82</td>
<td valign="top" align="center">3.87 &#x00B1; 0</td>
<td valign="top" align="center">4.22 &#x00B1; 0.03</td>
<td valign="top" align="center">O1</td>
<td valign="top" align="center">AL</td>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left" colspan="9"><hr/></td>
<td valign="top" align="left" colspan="2"/>
</tr>
<tr>
<td valign="top" align="left">10&#x2013;20<hr/></td>
<td valign="top" align="center">&#x002A;1.13</td>
<td valign="top" align="center">11.77 &#x00B1; 0.93</td>
<td valign="top" align="center">22.52 &#x00B1; 0.73</td>
<td valign="top" align="center">7.09 &#x00B1; 1.71</td>
<td valign="top" align="center">5.39 &#x00B1; 0.83</td>
<td valign="top" align="center">4.46 &#x00B1; 0.05</td>
<td valign="top" align="center">4.02 &#x00B1; 0.05</td>
<td valign="top" align="center">M1</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left">20&#x2013;30<hr/></td>
<td valign="top" align="center">&#x002A;1.16</td>
<td valign="top" align="center">11.83 &#x00B1; 0.34</td>
<td valign="top" align="center">22.05 &#x00B1; 3.30</td>
<td valign="top" align="center">5.75 &#x00B1; 0.21</td>
<td valign="top" align="center">10.19 &#x00B1; 3.22</td>
<td valign="top" align="center">4.25 &#x00B1; 0.02</td>
<td valign="top" align="center">4.29 &#x00B1; 0.01</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left">30&#x2013;40</td>
<td valign="top" align="center">&#x002A;1.20</td>
<td valign="top" align="center">13.13 &#x00B1; 3.12</td>
<td valign="top" align="center">26.57 &#x00B1; 0.83</td>
<td valign="top" align="center">5.85 &#x00B1; 2.23</td>
<td valign="top" align="center">13.68 &#x00B1; 0.44</td>
<td valign="top" align="center">4.73 &#x00B1; 0.09</td>
<td valign="top" align="center">4.25 &#x00B1; 0.01</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left" colspan="11"><hr/></td>
</tr>
<tr>
<td valign="top" align="left">40&#x2013;50<hr/></td>
<td valign="top" align="center">&#x002A;&#x002A;2,635</td>
<td valign="top" align="center">28.27 &#x00B1; 4.92</td>
<td valign="top" align="center">7.73 &#x00B1; 1.58</td>
<td valign="top" align="center">24.42 &#x00B1; 4.78</td>
<td valign="top" align="center">2.59 &#x00B1; 0.68</td>
<td valign="top" align="center">5.08 &#x00B1; 0.05</td>
<td valign="top" align="center">4.63 &#x00B1; 0.03</td>
<td valign="top" align="center">O2</td>
<td valign="top" align="center">TZ</td>
<td valign="top" align="center">TZ</td>
</tr>
<tr>
<td valign="top" align="left">50&#x2013;60</td>
<td valign="top" align="center">&#x002A;&#x002A;3,770</td>
<td valign="top" align="center">23.49 &#x00B1; 1.92</td>
<td valign="top" align="center">15.61 &#x00B1; 6.28</td>
<td valign="top" align="center">15.76 &#x00B1; 4.50</td>
<td valign="top" align="center">2.93 &#x00B1; 0.30</td>
<td valign="top" align="center">5.45 &#x00B1; 0.10</td>
<td valign="top" align="center">4.13 &#x00B1; 0.02</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left" colspan="9"><hr/></td>
<td valign="top" align="left" colspan="2"/>
</tr>
<tr>
<td valign="top" align="left">60&#x2013;70</td>
<td valign="top" align="center">&#x002A;&#x002A;26,500</td>
<td valign="top" align="center">14.14 &#x00B1; 8.43</td>
<td valign="top" align="center">8.72 &#x00B1; 2.53</td>
<td valign="top" align="center">3.78 &#x00B1; 0.09</td>
<td valign="top" align="center">1.52 &#x00B1; 0.16</td>
<td valign="top" align="center">6.54 &#x00B1; 0.05</td>
<td valign="top" align="center">4.86 &#x00B1; 0.05</td>
<td valign="top" align="center">M2</td>
<td valign="top" align="center"><hr/></td>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left">70&#x2013;80<hr/></td>
<td valign="top" align="center">&#x002A;&#x002A;22,100</td>
<td valign="top" align="center">16.31 &#x00B1; 1.09</td>
<td valign="top" align="center">6.35 &#x00B1; 0.60</td>
<td valign="top" align="center">3.99 &#x00B1; 0.25</td>
<td valign="top" align="center">1.10 &#x00B1; 0.24</td>
<td valign="top" align="center">7.01 &#x00B1; 0.01</td>
<td valign="top" align="center">4.48 &#x00B1; 0</td>
<td valign="top" align="center"/>
<td valign="top" align="center">PF</td>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left">80&#x2013;90<hr/></td>
<td valign="top" align="center">&#x002A;&#x002A;26,200</td>
<td valign="top" align="center">1.65 &#x00B1; 4.43</td>
<td valign="top" align="center">7.96 &#x00B1; 0.61</td>
<td valign="top" align="center">1.78 &#x00B1; 0.30</td>
<td valign="top" align="center">1.00 &#x00B1; 0.20</td>
<td valign="top" align="center">6.61 &#x00B1; 0</td>
<td valign="top" align="center">4.57 &#x00B1; 0.01</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center"><hr/></td>
</tr>
<tr>
<td valign="top" align="left">90&#x2013;100</td>
<td valign="top" align="center">NA</td>
<td valign="top" align="center">NA</td>
<td valign="top" align="center">7.80 &#x00B1; 0.59</td>
<td valign="top" align="center">NA</td>
<td valign="top" align="center">1.04 &#x00B1; 0.26</td>
<td valign="top" align="center">NA</td>
<td valign="top" align="center">4.91 &#x00B1; 0.01</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center">PF</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn><p><italic>In both years, weight-based relative soil moisture (H<sub>2</sub>O) and soil organic matter (SOM) were measured based on loss on ignition and the pH was determined in triplicates and standard deviation is indicated (&#x00B1;). Layers included the active layer (AL, 0-40 cm) as long-term seasonally thawing material above the former ice lens, the transition zone (TZ, 2019: 40-70 cm, 2020: 40-90 cm) as the newly thawed material since the collapse, and permafrost (PF, 2019: &#x003E; 70 cm, 2020: &#x003E; 90 cm) as the still frozen ground. Based on SOM and <sup>14</sup>C, four separate horizons were visible, namely the recent surface organic horizon (O1, 0-10 cm), the recent underlying mineral horizon (M1, 10-40 cm), the older buried organic horizon (O2, 40-60 cm), and an ancient mineral horizon (M2, &#x003E; 60 cm).</italic></p></fn>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="S2.SS3">
<title>DNA Extraction and Sequencing</title>
<p>DNA was extracted from 2 g field-wet soil per year and 10-cm depth interval for each biological replicate no later than 67 days after sampling, using the DNAeasy<sup>&#x00AE;</sup> PowerSoil<sup>&#x00AE;</sup> Kit (Qiagen, Hilden, Germany) according to the manufacturer&#x2019;s instructions. Given the low biomass and DNA concentration, these extraction triplicates were pooled for sequencing in order to maximize coverage. The resulting extracts were quantified with a Qubit<sup>&#x00AE;</sup> 2.0 Fluorometer (Thermo Fisher Scientific, Life Technologies, Roskilde, Denmark). For prokaryotic DNA, the 16S rRNA V3-V4 region was amplified with the primer set F341 (5&#x2032;-CCTAYGGGRBGCASCAG-3&#x2032;) and R806 (5&#x2032;-GGACTACNNGGGTATCTAAT-3&#x2032;) (<xref ref-type="bibr" rid="B93">Takahashi et al., 2014</xref>), while for fungal sequences the ITS2 region was targeted with the primers ITS1F2 (5&#x2032;-GAACCWGCGGARGGATCA-3&#x2032;) and ITS2 (5&#x2032;-GCTGCGTTCTTCATCGATGC-3&#x2032;) (<xref ref-type="bibr" rid="B34">Gaylarde et al., 2017</xref>). For the PCR, negative controls confirmed absence of contamination. The final PCR products were cleaned with magnetic beads (MagBio Genomics Inc., Gaithersburg, Maryland, US) and fresh 80% ethanol, and stored in 1x TE buffer at &#x2212;20&#x00B0;C. The quality and size of the amplicons were verified by running an agarose gel and screening with Tapestation 4150 (Agilent Technologies, Santa Clara, California, US). Paired Illumina MiSeq 2 &#x00D7; 300 bp sequencing was performed at Teknologisk Institut, Taastrup, Denmark.</p>
</sec>
<sec id="S2.SS4">
<title>Community and Diversity Analysis</title>
<p>All of the following analyses were performed using the QIIME 2 pipeline and plugins version 2019.10.0 (<xref ref-type="bibr" rid="B6">Bolyen et al., 2019</xref>). Raw sequence reads were filtered by removing the multiplexing and gene region primer sequences with Cutadapt (<xref ref-type="bibr" rid="B69">Martin, 2011</xref>). The 50&#x2013;60 cm 16S samples from 2020 and 0&#x2013;10 cm and 60&#x2013;70 cm ITS sequences from 2019 were removed due to an insufficient quality of reads after filtering. Noisy and redundant sequences were removed, to reduce sequencing errors and chimeras with dada2 denoise (<xref ref-type="bibr" rid="B9">Callahan et al., 2017</xref>). Unique filtered sequences were defined as amplicon sequencing variants (ASVs) and used for downstream analysis (<xref ref-type="supplementary-material" rid="TS1">Supplementary Table 1</xref>).</p>
<p>The prokaryotic ASVs were classified with the closest taxonomic affiliation with the classifier sklearn (<xref ref-type="bibr" rid="B78">Pedregosa et al., 2011</xref>) against the SILVA database (version 138_99) and the UNITE database version 8.2 (version 2020-02-20, <xref ref-type="bibr" rid="B81">Quast et al., 2013</xref>) with global and 97% singletons for fungi (<xref ref-type="bibr" rid="B74">Nilsson et al., 2019</xref>). The phylogeny was created with fasttree on classified sequences (Version 2.1.10, <xref ref-type="bibr" rid="B80">Price et al., 2010</xref>). For each sample, alpha phylogenetic diversity (PD) was determined with Faith&#x2019;s PD index. Several other diversity indices were calculated but not used for downstream analysis (<xref ref-type="supplementary-material" rid="TS1">Supplementary Table 1</xref>). Beta diversity, as the variation of diversity across several samples, was calculated as Bray&#x2013;Curtis dissimilarities (BC) as a non-phylogenetic index, and weighted Unifrac as pairwise phylogenetic distances.</p>
</sec>
<sec id="S2.SS5">
<title>Statistical Significance Tests</title>
<p>On ASV level, phylogenetic alpha diversity correlation was tested with environmental metadata for variation, including pairwise Kruskal&#x2013;Wallis covariation (non-parametric Mann&#x2013;Whitney <italic>U</italic>-test) in QIIME2. Permutational multivariate analysis of variance (PERMANOVA) on 999 permutations was performed using the &#x201C;adonis&#x201D; function to determine significant drivers of community composition. A Principal coordinate analysis (PCoA) was performed on the weighted Unifrac distances and plotted as biplots, utilizing the Emperor QIIME2 plugin. Additional analyses were conducted using the &#x201C;vegan&#x201D; packages (<xref ref-type="bibr" rid="B75">Oksanen et al., 2019</xref>) in the R studio environment and R version 4.1.2 (<xref ref-type="bibr" rid="B82">R Core Team, 2021</xref>; <xref ref-type="bibr" rid="B83">R Studio Team, 2021</xref>). Correlation-based indicator species analysis (<xref ref-type="bibr" rid="B22">Dufr&#x00EA;ne and Legendre, 1997</xref>) was performed on phyla abundances for each categorical parameter using the &#x201C;indval&#x201D; function. Non-Metric Multidimensional Scaling (NMDS) biplots with fitted environmental parameters were performed on BC dissimilarities based on the relative abundance of phyla.</p>
</sec>
</sec>
<sec id="S3" sec-type="results">
<title>Results</title>
<sec id="S3.SS1">
<title>Physicochemical Soil Analyses</title>
<p>At our study site, the weight-based relative soil organic matter (SOM) content indicated a mainly organic top 10 cm horizon (O1). It was underlain by the silt and clay mineral horizon (M1), which reached until the active layer limit at 30&#x2013;40 cm depth with an average SOM content &#x003C; 10%. Both were dated to be younger than 58 years old. Formerly separated from these by ground ice, the 20-cm deep organic horizon (O2) from 50&#x2013;60 cm depth indicated up to 3,841 years old underlying material and after the melting of the ice lens in 2019 highest relative, weight-based soil water content (H<sub>2</sub>O) of 28.27%. The deepest horizon (M2) from 60 cm depth and deeper consisted of sand and pebbles and up to 26,571-year-old material. This horizon included the upper permafrost table at 70 cm in 2019 and 90 cm in 2020. In 2019, the pH ranged from 3.87 of the top 10 cm to 7.01 at 70&#x2013;80 cm depth, while the pH range in 2020 was stable throughout the profile from 4.01 to 4.91 (<xref ref-type="table" rid="T1">Table 1</xref>).</p>
</sec>
<sec id="S3.SS2">
<title>Prokaryotic Community Composition and Abundance</title>
<p>Amplicon sequencing revealed a frequency of 10,256,910 counts across 18 samples for raw 16S sequences. After filtering, 25,471 unique reads were defined as prokaryotic amplicon sequence variants (ASVs, for sequencing statistics see <xref ref-type="supplementary-material" rid="TS1">Supplementary Table 1</xref>). Overall, four ASVs remained taxonomically unclassified and 75 ASVs were archaeal (0.19% relative abundance). Ubiquitous phyla included Proteobacteria (29%), Acidobacteriota (19%), Verrucomicrobiota (13%), Bacteroidota (11%), Actinobacteriota (8%), Chloroflexi (6%), Gemmatimonadota (4%), and Patescibacteria (3%), as well as rarer taxa such as Firmicutes (0.7%), Bdellovibrionata (0.3%), and Cyanobacteria (0.1%), relative abundance across all samples indicated in brackets (<xref ref-type="fig" rid="F1">Figure 1</xref>). While no single ASV was shared by all samples, the 11 most abundant ASVs with overall &#x003E; 1% of all counts depicted 20% of total relative abundance (<xref ref-type="fig" rid="F2">Figure 2</xref>). The overall most dominant identified genera belonged to the order Burkholderiales (Comamonadaceae family: <italic>Polaromonas</italic> and <italic>Rhodoferax</italic>, Gallionellaceae family: <italic>Sideroxydans</italic>, and Hydrogenophilaceae family: <italic>Thiobacillus</italic>), while Chthoniobacterales were dominated by <italic>Candidatus Udaeobacter</italic>, and Pyrinomonadales by <italic>RB41</italic>.</p>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption><p>Relative abundance of prokaryotic (16S V3-V4) and fungal (ITS2) taxonomic phyla across 2 years of sampling (2019 and 2020) and in up to 100 cm deep permafrost (sample depth in cm). Phyla with less than 1% of relative abundance, including archaeal counts, were summarized as &#x201C;other.&#x201D; Horizons were indicated as gray background with the surface organic (O1) in light gray, buried mineral (M1) in medium gray, buried organic (O2) in darker and deepest, ancient mineral horizon (M2) in the darkest gray shading.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmicb-13-787146-g001.tif"/>
</fig>
<fig id="F2" position="float">
<label>FIGURE 2</label>
<caption><p>Relative abundance of the most abundant prokaryotic (16S V3-V4) and fungal (ITS2) ASVs across 2 years of sampling (2019 and 2020) and in up to 100 cm deep permafrost (sample depth in cm). Only ASVs with more than 1% relative abundance across all samples, including archaeal counts, were summarized to the highest taxonomic level possible. That taxonomic level is indicated as phylum (p_), order (o_), or genus (g_). Horizons were indicated as gray background with the surface organic (O1) in light gray, buried mineral (M1) in medium gray, buried organic (O2) in darker and deepest, ancient mineral horizon (M2) in the darkest gray shading.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmicb-13-787146-g002.tif"/>
</fig>
<p>Specifically in permafrost samples (2019: 70&#x2013;90 cm, 2020: 90&#x2013;100 cm), Proteobacteria increased with depth, with the order Burkholderiales accounting for up to 60% of reads in the permafrost samples. Within this order, the genus <italic>Polaromonas</italic> was the most abundant ASV in the deepest permafrost sample of 2019 (80&#x2013;90 cm), where also Firmicutes mainly occurred. <italic>Rhodoferax</italic> had the highest counts in the deepest and only permafrost sample of 2020 (90&#x2013;100 cm). <italic>Sideroxydans</italic> occurred most in permafrost samples in 2019 (60&#x2013;90 cm). In 2019, <italic>Thiobacillus</italic> dominated the community most between 60 and 80 cm (<xref ref-type="fig" rid="F2">Figure 2</xref>). Actinobacteriota abundance increased with depth but decreased from 2019 to 2020.</p>
<p>Within the freshly thawing permafrost material of the transition zone (2019: 40&#x2013;70 cm, 2020: 40&#x2013;90 cm), relative abundance of Bacteroidota increased between 2019 and 2020, driven mainly by the Sphingobacteriales order in 60&#x2013;90 cm deep samples. The phyla MBNT15 and Patescibacteria also increased in the transition zone samples of 40&#x2013;80 cm in 2019 and 60&#x2013;80 cm in 2020, respectively. Verrucomicrobiota were present throughout the thawed samples of active layer and transition zone. In both years, the genus <italic>Cand. Udaeobacter</italic> was found both in the thawed mineral top and buried organic horizons until 60 cm depth (M1 and O2). Here, Acidobacteriota were also abundant and most represented by the orders 11&#x2013;24 and Pyrinomonadales, which were most abundant between 10 and 50 cm depth, decreasing toward 2020. For the latter order, the genus <italic>RB41</italic> was among the highest counting ASVs in thawed soils in 2019, only seconded by <italic>Cand. Udaeobacter</italic>. Similarly, Chloroflexi also decreased in relative abundance with depth and time. Gemmatimonadota, Desulfobacterota, and Myxococcota abundance was rather constant throughout the samples, while the latter two had their maximal abundance in the surface organic horizon.</p>
<p>The indval analysis indicated the correlation of phyla with categorical environmental parameters (<xref ref-type="supplementary-material" rid="TS1">Supplementary Figure 6</xref>). Significantly more taxa were dominant in 2019, and only a few increased toward 2020, including Bacteroidota, Bdellovibrionota, and Fibrobacterota. These also correlated with increased abundance in the transition zone, together with MBNT15 and Patescibacteria, compared to other layers. While most taxa dominated the active layer (AL), Firmicutes indicated the strongest signal for significant abundance in permafrost samples. In contrast, each horizon had numerous relatively abundant taxa, without clearly outstanding trends (although Fibrobacterota and Firmicutes had their highest values in the deepest mineral horizon compared to other horizons; <xref ref-type="supplementary-material" rid="TS1">Supplementary Figure 6</xref>).</p>
<p>Archaeal relative abundance was marginal and even absent in permafrost samples. Phyla accounting for at least 1% of all archaeal counts included Crenarchaeota (59%), Nanoarchaeota (25%), Halobacterota (9%), Euryarchaeota (5%), and Thermoplasmatota (2% relative abundance within only archaeal ASVs across all samples). The two highest counting archaeal ASVs were assigned as Bathyarchaeia on 39% of all archaeal counts. The phyla Nanoarchaeota, Euryarchaeota, and Thermoplasmata each were driven mainly by one order, Woesearchaeales (25%), and the methanogenic Methanobacteriales (5%) and Methanomassiliicoccales (2%), respectively. Most of the Halobacterota abundance was also driven by other methanogenic taxa, such as the orders Methanomicrobiales and Methanosarcinales (7 and 2% total relative abundance).</p>
</sec>
<sec id="S3.SS3">
<title>Fungal Community Composition and Abundance</title>
<p>Across 17 samples, raw ITS2 sequences had 1,543,256 counts, revealing 1,624 fungal ASVs after filtering, of which 63% remained unclassified. Only four phyla were classified as Ascomycota (21%), Basidiomycota (14%), Chytridiomycota (3%), and Kickxellomycota (&#x003C; 0.005% relative abundance across all samples). No phylum appeared across all samples (<xref ref-type="fig" rid="F1">Figure 1</xref>). For Basidiomycota, the genus <italic>Hebeloma</italic> was the most abundant in the first 20 cm in both years, accounting for 83% of the counts in the 10&#x2013;20 cm deep sample in 2020 and 9% of all fungal counts. Ascomycota were particularly dominated between 0 and 50 cm depth by the genera <italic>Cystodendron</italic>, <italic>Blumeria</italic>, and <italic>Neobulgaria</italic>, accounting for 7% of all fungal counts (<xref ref-type="fig" rid="F2">Figure 2</xref>). Most fungi within the permafrost samples remained unclassified.</p>
</sec>
<sec id="S3.SS4">
<title>Microbial Diversity Along a Spatiotemporal Gradient</title>
<p>Sequence statistics and alpha diversity indices were calculated and are summarized in <xref ref-type="supplementary-material" rid="TS1">Supplementary Table 1</xref>. As all alpha diversity indices indicated similar trends, we utilized Faith&#x2019;s PD for all downstream analyses. The prokaryotic alpha diversity (overall Faith&#x2019;s PD = 181 &#x00B1; 91) consistently decreased with depth in 2019, while in 2020, very high diversity was maintained throughout the whole active layer and peaked in 40&#x2013;50 cm deep samples before decreasing with depth (<xref ref-type="fig" rid="F3">Figure 3</xref>). In contrast, fungal phylogenetic alpha diversity was comparatively lower (overall Faith&#x2019;s PD = 54 &#x00B1; 24), peaking in both years at 30&#x2013;40 cm depth.</p>
<fig id="F3" position="float">
<label>FIGURE 3</label>
<caption><p>Phylogenetic alpha diversity for prokaryotic and fungal communities in eroding permafrost samples. The Faith&#x2019;s PD index was visualized for 16S (blue) and ITS (orange) sequences per 10-cm depth intervals for 2019 and 2020. Horizons were indicated as gray background with the surface organic (O1) in light gray, buried mineral (M1) in medium gray, buried organic (O2) in darker and deepest, ancient mineral horizon (M2) in the darkest gray shading.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmicb-13-787146-g003.tif"/>
</fig>
<sec id="S3.SS4.SSS1">
<title>Multiple Drivers of Prokaryotic Diversity</title>
<p>Alpha diversity was significantly negatively correlated with soil age (ANOVA, <italic>P</italic> = 0.0002) and pH (ANOVA, <italic>P</italic> = 0.0057). Pairwise covariation revealed no significant differences between years, while diversity across all layers was significantly different (<italic>P</italic> &#x003C; 0.05) (<xref ref-type="table" rid="T2">Table 2</xref>). As for the horizons, the deepest mineral horizon community was significantly different from all other horizons (<italic>P</italic> &#x003C; 0.05). The beta diversity was significantly correlated with age (PERMANOVA, <italic>P</italic> = 0.001), horizon (PERMANOVA, <italic>P</italic> = 0.001), layer (PERMANOVA, <italic>P</italic> = 0.005), and year (PERMANOVA, <italic>P</italic> = 0.026). Soil moisture and organic matter content had no significant correlations (<xref ref-type="table" rid="T2">Table 2</xref>). PCoA ordination revealed that 49, 17, and 9% of all variation could be explained by the first three axes, totaling 75% (<xref ref-type="fig" rid="F4">Figure 4</xref>). Samples from the top 0&#x2013;60 cm horizons were visually separated from samples of the deepest horizon M2, the latter also considerably older (&#x003E; 22,000 years).</p>
<table-wrap position="float" id="T2">
<label>TABLE 2</label>
<caption><p>Significance tests between prokaryotic (16S) and fungal (ITS) diversity indices and soil parameters.</p></caption>
<table cellspacing="5" cellpadding="5" frame="hsides" rules="groups">
<thead>
<tr>
<td valign="top" align="left">Parameters</td>
<td valign="top" align="center">Covariation</td>
<td valign="top" align="center" colspan="2">16S<hr/></td>
<td valign="top" align="center" colspan="2">ITS<hr/></td>
</tr>
<tr>
<td valign="top" align="left"/>
<td valign="top" align="center"/>
<td valign="top" align="center">&#x03B1;</td>
<td valign="top" align="center">&#x03B2;</td>
<td valign="top" align="center">&#x03B1;</td>
<td valign="top" align="center">&#x03B2;</td>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left"><sup>14</sup>C</td>
<td valign="top" align="center"/>
<td valign="top" align="center">&#x2212;0.77<xref ref-type="table-fn" rid="t2fns1">&#x002A;&#x002A;&#x002A;</xref></td>
<td valign="top" align="center">0.67<xref ref-type="table-fn" rid="t2fns1">&#x002A;&#x002A;&#x002A;</xref></td>
<td valign="top" align="center">&#x2212;0.50<xref ref-type="table-fn" rid="t2fns1">&#x002A;&#x002A;</xref></td>
<td valign="top" align="center">0.28<xref ref-type="table-fn" rid="t2fns1">&#x002A;&#x002A;</xref></td>
</tr>
<tr>
<td valign="top" align="left">pH</td>
<td valign="top" align="center"/>
<td valign="top" align="center">&#x2212;0.62<xref ref-type="table-fn" rid="t2fns1">&#x002A;&#x002A;</xref></td>
<td valign="top" align="center">0.05</td>
<td valign="top" align="center">&#x2212;0.53<xref ref-type="table-fn" rid="t2fns1">&#x002A;</xref></td>
<td valign="top" align="center">0.04</td>
</tr>
<tr>
<td valign="top" align="left">Year</td>
<td valign="top" align="center"/>
<td valign="top" align="center">1.03</td>
<td valign="top" align="center">2.92<xref ref-type="table-fn" rid="t2fns1">&#x002A;</xref></td>
<td valign="top" align="center">0.15</td>
<td valign="top" align="center">2.29<xref ref-type="table-fn" rid="t2fns1">&#x002A;</xref></td>
</tr>
<tr>
<td valign="top" align="left">Layer</td>
<td valign="top" align="center"/>
<td valign="top" align="center">10.5<xref ref-type="table-fn" rid="t2fns1">&#x002A;&#x002A;</xref></td>
<td valign="top" align="center">3.66<xref ref-type="table-fn" rid="t2fns1">&#x002A;&#x002A;</xref></td>
<td valign="top" align="center">6.36<xref ref-type="table-fn" rid="t2fns1">&#x002A;</xref></td>
<td valign="top" align="center">2.14<xref ref-type="table-fn" rid="t2fns1">&#x002A;</xref></td>
</tr>
<tr>
<td valign="top" align="left"/>
<td valign="top" align="center">AL&#x2013;PF</td>
<td valign="top" align="center">6.00<xref ref-type="table-fn" rid="t2fns1">&#x002A;</xref></td>
<td valign="top" align="center"/>
<td valign="top" align="center">3.75</td>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left"/>
<td valign="top" align="center">AL&#x2013;TZ</td>
<td valign="top" align="center">5.36<xref ref-type="table-fn" rid="t2fns1">&#x002A;</xref></td>
<td valign="top" align="center"/>
<td valign="top" align="center">0.69</td>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left"/>
<td valign="top" align="center">TZ&#x2013;PF</td>
<td valign="top" align="center">4.69<xref ref-type="table-fn" rid="t2fns1">&#x002A;</xref></td>
<td valign="top" align="center"/>
<td valign="top" align="center">5.73<xref ref-type="table-fn" rid="t2fns1">&#x002A;</xref></td>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left">Horizon</td>
<td valign="top" align="center"/>
<td valign="top" align="center">11.8<xref ref-type="table-fn" rid="t2fns1">&#x002A;&#x002A;</xref></td>
<td valign="top" align="center">4.1<xref ref-type="table-fn" rid="t2fns1">&#x002A;&#x002A;&#x002A;</xref></td>
<td valign="top" align="center">8.51<xref ref-type="table-fn" rid="t2fns1">&#x002A;</xref></td>
<td valign="top" align="center">1.9<xref ref-type="table-fn" rid="t2fns1">&#x002A;</xref></td>
</tr>
<tr>
<td valign="top" align="left"/>
<td valign="top" align="center">M1&#x2013;M2</td>
<td valign="top" align="center">9.00<xref ref-type="table-fn" rid="t2fns1">&#x002A;&#x002A;</xref></td>
<td valign="top" align="center"/>
<td valign="top" align="center">3.49</td>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left"/>
<td valign="top" align="center">M1&#x2013;O1</td>
<td valign="top" align="center">2.14</td>
<td valign="top" align="center"/>
<td valign="top" align="center">2.33</td>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left"/>
<td valign="top" align="center">M1&#x2013;O2</td>
<td valign="top" align="center">0.32</td>
<td valign="top" align="center"/>
<td valign="top" align="center">1.29</td>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left"/>
<td valign="top" align="center">M2&#x2013;O1</td>
<td valign="top" align="center">4.00<xref ref-type="table-fn" rid="t2fns1">&#x002A;</xref></td>
<td valign="top" align="center"/>
<td valign="top" align="center">0.09</td>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left"/>
<td valign="top" align="center">M2&#x2013;O2</td>
<td valign="top" align="center">4.27<xref ref-type="table-fn" rid="t2fns1">&#x002A;</xref></td>
<td valign="top" align="center"/>
<td valign="top" align="center">6.00<xref ref-type="table-fn" rid="t2fns1">&#x002A;</xref></td>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left"/>
<td valign="top" align="center">O1&#x2013;O2</td>
<td valign="top" align="center">0.33</td>
<td valign="top" align="center"/>
<td valign="top" align="center">2</td>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left">H<sub>2</sub>O</td>
<td valign="top" align="center"/>
<td valign="top" align="center">0.46</td>
<td valign="top" align="center">0.11</td>
<td valign="top" align="center">0.37</td>
<td valign="top" align="center">0.14</td>
</tr>
<tr>
<td valign="top" align="left">SOM</td>
<td valign="top" align="center"/>
<td valign="top" align="center">0.34</td>
<td valign="top" align="center">0.1</td>
<td valign="top" align="center">0.37</td>
<td valign="top" align="center">0.14</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn id="t2fns1"><p><italic>Significance between alpha (&#x03B1;) or beta (&#x03B2;) diversity with soil parameters was tested with linear two-way ANOVA on 999 permutations. For pairwise covariation between layers (AL, TZ, and PF) and horizons (O1, M1, O2, M2), two-sided Kruskal&#x2013;Wallis test produced the statistic H for alpha diversity values. Significance with indicated with &#x002A;P &#x003C; 0.05, &#x002A;&#x002A;P &#x003C; 0.01, &#x002A;&#x002A;&#x002A;P &#x003C; 0.005, insignificant pairs were omitted.</italic></p></fn>
</table-wrap-foot>
</table-wrap>
<fig id="F4" position="float">
<label>FIGURE 4</label>
<caption><p>Principal coordinate analysis (PCoA) results were visualized with QIIME2 Emperor plots for 16S <bold>(A)</bold> and ITS <bold>(B)</bold> Unifrac distances along the first two axes, each depicting the variability explained in %. Diamonds are used for 2019 and rings for 2020 measurements. Different colors indicate the 10-cm depth horizons. All other soil parameters were tested and summarized in <xref ref-type="supplementary-material" rid="TS1">Supplementary Figure 2</xref> (16S) and <xref ref-type="supplementary-material" rid="TS1">Supplementary Figure 3</xref> (ITS).</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmicb-13-787146-g004.tif"/>
</fig>
</sec>
<sec id="S3.SS4.SSS2">
<title>Trends in Fungal Diversity Changes</title>
<p>Fungal alpha diversity was also negatively correlated with age (ANOVA, <italic>P</italic> = 0.0403) and pH (ANOVA, <italic>P</italic> = 0.0305). Significant differences for alpha diversity stemmed from the pairwise covariation between the transition zone and permafrost samples (<italic>P</italic> = 0.0167) and similarly between the two deepest horizons O2 and M2 (<italic>P</italic> = 0.0143, <xref ref-type="table" rid="T2">Table 2</xref>). Beta diversity was significantly correlated with changes of age (PERMANOVA, <italic>P</italic> = 0.007), layer (PERMANOVA, <italic>P</italic> = 0.017), horizon (PERMANOVA, <italic>P</italic> = 0.021), and year (PERMANOVA, <italic>P</italic> = 0.04). The variability of the fungal community could be explained by the first three PCoA axes with 32, 21, and 16%, respectively, although no visual separation by any environmental factor became apparent (<xref ref-type="supplementary-material" rid="TS1">Supplementary Figure 5</xref>).</p>
</sec>
</sec>
</sec>
<sec id="S4" sec-type="discussion">
<title>Discussion</title>
<p>Investigating microbial community responses to abrupt permafrost thawing processes is crucial to advance our understanding of ecological responses to global warming, yet it is greatly understudied (<xref ref-type="bibr" rid="B23">Edwards et al., 2020</xref>). There is an urgent need for linking microorganism abundances in response to increasing bioavailability with their potential to metabolize ancient permafrost carbon stocks (<xref ref-type="bibr" rid="B99">Turetsky et al., 2020</xref>). The findings presented enhance our understanding of cryophilic microbial biodiversity under <italic>in situ</italic> thermal stress within the first 2 years of an abruptly eroding thermal erosion gully in Northeast Greenland. We showed that both permafrost prokaryotes and fungi respond strongly to vertical variation within the quickly eroding permafrost habitat. Most significantly, stratification of the microbial community along organic and mineral horizons was evident, and the thaw state and the age of the soil explained the changes in diversity within the community better than other deterministic soil parameters, such as pH, organic matter content, and moisture.</p>
<sec id="S4.SS1">
<title>Changes in Prokaryotic Community Are Driven by Inhabited Horizons</title>
<sec id="S4.SS1.SSS1">
<title>Community Composition</title>
<p>We found Proteobacteria, Verrucomicrobiota, Bacteroidota, Actinobacteriota, Gemmatimonadota, and Acidobacteriota to be ubiquitous across all samples, in agreement with recently reviewed abundances across several Arctic sites (<xref ref-type="bibr" rid="B64">Malard et al., 2019</xref>). To our knowledge, only two amplicon sequencing studies have investigated the permafrost soil community in Northeast Greenland (<xref ref-type="bibr" rid="B32">Ganzert et al., 2014</xref>; <xref ref-type="bibr" rid="B37">Gittel et al., 2014b</xref>). Despite such closeness to their sampling site, we observed an overall slightly higher relative abundance of Verrucomicrobiota, Bacteroidota, and Patescibacteria as well as fewer Actinobacteriota. This might be explained by the erosion characteristics of our site, as certain abundant taxa in our study particularly occurred in the freshly thawed transition zone. Defining horizons as consisting of an organic top, underlying mineral buried topsoil, and deeper buried horizons, two studies also found a significant correlation between the horizon and microbial diversity (<xref ref-type="bibr" rid="B31">Frank-Fahle et al., 2014</xref>; <xref ref-type="bibr" rid="B37">Gittel et al., 2014b</xref>). Surprisingly, per horizon, our prokaryotic alpha diversity measurements were 1.5&#x2013;2 times higher compared to their data. We hypothesized this to be simply based on varying methodological approaches, as we used ASVs instead of OTUs, increasing the number of unique sequences, which only a few permafrost erosion studies did previously (<xref ref-type="bibr" rid="B21">Doherty et al., 2020</xref>; <xref ref-type="bibr" rid="B43">Holm et al., 2020</xref>; <xref ref-type="bibr" rid="B52">Kirkwood et al., 2021</xref>).</p>
</sec>
<sec id="S4.SS1.SSS2">
<title>The Permafrost Layer</title>
<p>At our site, several Proteobacteria classes were abundant throughout the entire profile, in agreement with previous studies (<xref ref-type="bibr" rid="B31">Frank-Fahle et al., 2014</xref>; <xref ref-type="bibr" rid="B36">Gittel et al., 2014a</xref>; <xref ref-type="bibr" rid="B20">Deng et al., 2015</xref>; <xref ref-type="bibr" rid="B45">Hultman et al., 2015</xref>; <xref ref-type="bibr" rid="B73">M&#x00FC;ller et al., 2018</xref>), and explained by the metabolic diversity of those classes (<xref ref-type="bibr" rid="B53">Koyama et al., 2014</xref>). Abundance of Proteobacteria increased toward permafrost depths, mainly governed by the copiotrophic family Comamonadaceae formerly documented as spore formers that grew rapidly with a fresh input of labile nutrients (<xref ref-type="bibr" rid="B30">Fierer et al., 2007</xref>). This may explain the high relative abundance of the genera <italic>Polaromonas</italic>, <italic>Sideroxydans</italic>, <italic>Thiobacillus</italic>, and <italic>Rhodoferax</italic> in our freshly thawing permafrost samples. <italic>Polaromonas</italic> exclusively occurred in permafrost samples, in agreement with former studies that found this aerobic psychrophile in glacial ice and sediment environments (<xref ref-type="bibr" rid="B18">Darcy et al., 2011</xref>). The Gallionellaceae and Comamonadaceae families had formerly been found to dominate in several millennia-old permafrost samples (<xref ref-type="bibr" rid="B104">Willerslev et al., 2004</xref>; <xref ref-type="bibr" rid="B1">Altshuler et al., 2019</xref>; <xref ref-type="bibr" rid="B8">Burkert et al., 2019</xref>), confirming these taxa as part of our ancient permafrost community. In the 2019 permafrost, we found a significant abundance of <italic>Sideroxydans</italic>, a chemolithotroph, formerly found in peatland soils (<xref ref-type="bibr" rid="B58">Lipson et al., 2010</xref>; <xref ref-type="bibr" rid="B68">Margesin and Collins, 2019</xref>). In anaerobic subglacial lake water of Antarctica, <italic>Polaromonas</italic> and <italic>Sideroxydans</italic> were found to co-occur (<xref ref-type="bibr" rid="B67">Margesin, 2017</xref>).</p>
<p>Anaerobic degraders in permafrost were documented to include Actinobacteriota, Firmicutes, and Proteobacteria (<xref ref-type="bibr" rid="B104">Willerslev et al., 2004</xref>; <xref ref-type="bibr" rid="B107">Yergeau et al., 2010</xref>; <xref ref-type="bibr" rid="B50">Jansson and Ta&#x015F;, 2014</xref>). While in our study, Proteobacteria clearly dominated deeper mineral soils, Actinobacteriota were found mainly in 2019, but then especially in the deepest, still intact permafrost sample. Only here, also Firmicutes occurred, where they had the strongest trend as indicator species in our study. They have been found to be extremophiles persisting in intact permafrost soils (<xref ref-type="bibr" rid="B31">Frank-Fahle et al., 2014</xref>; <xref ref-type="bibr" rid="B36">Gittel et al., 2014a</xref>,<xref ref-type="bibr" rid="B37">b</xref>; <xref ref-type="bibr" rid="B20">Deng et al., 2015</xref>; <xref ref-type="bibr" rid="B72">Monteux et al., 2018</xref>; <xref ref-type="bibr" rid="B96">Tripathi et al., 2018</xref>; <xref ref-type="bibr" rid="B8">Burkert et al., 2019</xref>) due to their endospore-formation. We note that Firmicutes spores might be harder to extract DNA from and thereby sequence, and their higher relative abundance potentially does not reflect <italic>in situ</italic> intact permafrost abundance, but a response to the storage conditions.</p>
<p>Often, Chloroflexi taxa endemic to permafrost are not classified in databases (<xref ref-type="bibr" rid="B50">Jansson and Ta&#x015F;, 2014</xref>). We found Chloroflexi present throughout the entire soil profile, in contrast to other studies that found this taxon to dominate in permafrost samples (<xref ref-type="bibr" rid="B31">Frank-Fahle et al., 2014</xref>; <xref ref-type="bibr" rid="B98">Tuorto et al., 2014</xref>; <xref ref-type="bibr" rid="B45">Hultman et al., 2015</xref>). Only one other study confirmed the occurrence of Chloroflexi at surface depths (<xref ref-type="bibr" rid="B37">Gittel et al., 2014b</xref>). As this study was the only one within the same study area, the local biogeography could explain this trend (<xref ref-type="bibr" rid="B37">Gittel et al., 2014b</xref>).</p>
</sec>
<sec id="S4.SS1.SSS3">
<title>The Thawed Soils of Transition Zone and Active Layer</title>
<p>Previous studies have shown the most significant changes in the microbial community to take place during long-term thawing (<xref ref-type="bibr" rid="B26">Elberling et al., 2013</xref>; <xref ref-type="bibr" rid="B89">Schostag et al., 2019</xref>). The transition from permafrost to thawed soil was among the most significant drivers of the differences in community composition in our study. This trend was typified by the increased abundance of Bacteroidota, in agreement with the literature (<xref ref-type="bibr" rid="B31">Frank-Fahle et al., 2014</xref>; <xref ref-type="bibr" rid="B16">Coolen and Orsi, 2015</xref>; <xref ref-type="bibr" rid="B20">Deng et al., 2015</xref>; <xref ref-type="bibr" rid="B8">Burkert et al., 2019</xref>), also found at the upper permafrost limit and during thawing (<xref ref-type="bibr" rid="B73">M&#x00FC;ller et al., 2018</xref>; <xref ref-type="bibr" rid="B96">Tripathi et al., 2018</xref>). Bacteroidia were strongly represented by the Sphingobacteriales order, which include psychrotolerant non-spore-forming soil genera and lichen symbionts (<xref ref-type="bibr" rid="B11">Cernava et al., 2017</xref>).</p>
<p>In agreement with previous studies, we found Actinobacteriota (<xref ref-type="bibr" rid="B87">Rivkina et al., 2007</xref>; <xref ref-type="bibr" rid="B31">Frank-Fahle et al., 2014</xref>; <xref ref-type="bibr" rid="B98">Tuorto et al., 2014</xref>; <xref ref-type="bibr" rid="B45">Hultman et al., 2015</xref>; <xref ref-type="bibr" rid="B60">Mackelprang et al., 2017</xref>), Gemmatimonadota (<xref ref-type="bibr" rid="B36">Gittel et al., 2014a</xref>; <xref ref-type="bibr" rid="B90">Schostag et al., 2015</xref>; <xref ref-type="bibr" rid="B73">M&#x00FC;ller et al., 2018</xref>; <xref ref-type="bibr" rid="B1">Altshuler et al., 2019</xref>), and Verrucomicrobiota (<xref ref-type="bibr" rid="B36">Gittel et al., 2014a</xref>; <xref ref-type="bibr" rid="B20">Deng et al., 2015</xref>; <xref ref-type="bibr" rid="B90">Schostag et al., 2015</xref>; <xref ref-type="bibr" rid="B73">M&#x00FC;ller et al., 2018</xref>; <xref ref-type="bibr" rid="B96">Tripathi et al., 2018</xref>; <xref ref-type="bibr" rid="B1">Altshuler et al., 2019</xref>) throughout the thawed active and transition zone samples. Verrucomicrobiota are often among the first responders to seasonal thawing (<xref ref-type="bibr" rid="B63">Malard and Pearce, 2018</xref>) and although previously seen mainly in surface samples (<xref ref-type="bibr" rid="B20">Deng et al., 2015</xref>), they were the most abundant until 60 cm depth in our study. For this phylum, a relative abundance of over 20% per sample in 2020 was rarely observed previously (<xref ref-type="bibr" rid="B90">Schostag et al., 2015</xref>), but confirmed by the one earlier study performed in this valley (<xref ref-type="bibr" rid="B37">Gittel et al., 2014b</xref>). Notably, the primers used in this study have been known to indicate a slightly higher Verrucomicrobiota abundance (<xref ref-type="bibr" rid="B93">Takahashi et al., 2014</xref>).</p>
<p>Based on the utilized monitoring data, local fluctuation of surface temperature indicates almost a 60&#x00B0;C range. The annual freeze-up in fall supplies dead organic matter, which serves as nutrients in the next spring, when increasing temperatures and soil moisture increases after snowmelt enable microbial growth again (<xref ref-type="bibr" rid="B50">Jansson and Ta&#x015F;, 2014</xref>; <xref ref-type="bibr" rid="B63">Malard and Pearce, 2018</xref>). Taxa particularly adapted to this extreme and less thermally stable environment of the active layer include Acidobacteriota, Alphaproteobacteria, and Verrucomicrobiota (<xref ref-type="bibr" rid="B20">Deng et al., 2015</xref>; <xref ref-type="bibr" rid="B1">Altshuler et al., 2019</xref>). In our study, Acidobacteriota abundance decreased significantly with depth, which has been reported earlier (<xref ref-type="bibr" rid="B31">Frank-Fahle et al., 2014</xref>; <xref ref-type="bibr" rid="B37">Gittel et al., 2014b</xref>; <xref ref-type="bibr" rid="B72">Monteux et al., 2018</xref>; <xref ref-type="bibr" rid="B96">Tripathi et al., 2018</xref>; <xref ref-type="bibr" rid="B1">Altshuler et al., 2019</xref>), and depends on a low pH (<xref ref-type="bibr" rid="B65">M&#x00E4;nnist&#x00F6; et al., 2007</xref>; <xref ref-type="bibr" rid="B33">Ganzert et al., 2011</xref>). In line with this, we found that even the small changes of pH in 2019 were found significant as driver of alpha diversity in our study. <xref ref-type="bibr" rid="B105">Willms et al. (2021)</xref> found <italic>Cand. Udaeobacter</italic> as one of the most abundant soil taxa, especially in strongly acidic soils. As one of the most abundant taxa in our study, the overall acidic pH might support its high relative abundance. <xref ref-type="bibr" rid="B64">Malard et al. (2019)</xref> reviewed Blastocatellia abundance similar to those in our study in acidoneutral to alkaline soils, which could explain their higher abundance in our more alkaline M2 samples in 2019 as opposed to 2020. The main order in phylum in our study were Pyrinomonadales, which formerly have been observed as phototrophic lichen symbionts and are part of a rather specialist soil community. An acidoneutral soil pH, such as in most Greenland studies, was found to supply optimum microbial growth conditions (<xref ref-type="bibr" rid="B88">Rousk et al., 2010</xref>), which could explain the particularly high alpha diversity found across most of our samples.</p>
</sec>
<sec id="S4.SS1.SSS4">
<title>Archaeal Abundance Within Degrading Permafrost</title>
<p>Archaeal abundance was marginal within the prokaryotic community composition, which is in agreement with previous findings (<xref ref-type="bibr" rid="B107">Yergeau et al., 2010</xref>; <xref ref-type="bibr" rid="B86">Rivkina et al., 2016</xref>; <xref ref-type="bibr" rid="B71">Mondav et al., 2017</xref>; <xref ref-type="bibr" rid="B73">M&#x00FC;ller et al., 2018</xref>; <xref ref-type="bibr" rid="B44">Hough et al., 2020</xref>). Although we selected primers that were designed to create the least possible bias toward bacterial or archaeal taxa (<xref ref-type="bibr" rid="B93">Takahashi et al., 2014</xref>), they still have previously been shown to be less efficient for archaea (<xref ref-type="bibr" rid="B77">Parada et al., 2016</xref>). The dominance of the anaerobic, metabolically flexible Bathyarchaeia has previously been documented (<xref ref-type="bibr" rid="B55">Lazar et al., 2016</xref>; <xref ref-type="bibr" rid="B106">Xiang et al., 2017</xref>). In our study, this taxon occurred at soil depths with maximum soil moisture, supplying saturated conditions. Woesearchaeota have been documented as syntrophic partners to methanogens (<xref ref-type="bibr" rid="B59">Liu et al., 2018</xref>; <xref ref-type="bibr" rid="B100">Tveit et al., 2020</xref>), which could justify their abundance throughout the soil column, where we found several methanogenic orders, such as Methanomicrobiales, Methanosarcinales, Methanomassiliicoccales, and Methanobacteriales. Especially Methanomicrobiales have been documented in thawing permafrost (<xref ref-type="bibr" rid="B20">Deng et al., 2015</xref>; <xref ref-type="bibr" rid="B102">Wei et al., 2018</xref>). Both Euryarchaeota classes Methanomicrobiales and Methanobacteriales have been found in Greenlandic active layer soils before (<xref ref-type="bibr" rid="B63">Malard and Pearce, 2018</xref>). The nitrifying Nitrososphaerales oxidize ammonia, possibly explaining their abundance within the active layer where deeply rooting vegetation supplies nitrogen compounds (<xref ref-type="bibr" rid="B19">DeLong et al., 2014</xref>).</p>
</sec>
</sec>
<sec id="S4.SS2">
<title>Different Fungal Community in Ancient Permafrost</title>
<p>In our study, fungal diversity was generally lower than prokaryotic diversity and most driven by the difference of age and the thaw state of the soil. We could confirm representation of Ascomycota by Leotiomycetes and Basidiomycota by Agarimycetes in alignment with <xref ref-type="bibr" rid="B37">Gittel et al. (2014b)</xref>, which might indicate a local pattern specific to Northeast Greenland, or even the Zackenberg valley. Ascomycota dominated our fungal community, in agreement with previous findings (<xref ref-type="bibr" rid="B63">Malard and Pearce, 2018</xref>; <xref ref-type="bibr" rid="B68">Margesin and Collins, 2019</xref>). The identified Ascomycete genera <italic>Blumeria</italic>, <italic>Cystodendron</italic>, and <italic>Neobulgaria</italic> of the Helotiales order are recognized as saprotrophic and plant pathogens, growing on decaying organic matter (<xref ref-type="bibr" rid="B24">Ekanayaka et al., 2019</xref>), as abundant in the buried organic horizon, where they occurred predominantly. Fungal abundance was commonly reported with decrease with depth in Arctic soils and is linked to a saprotrophic metabolism and the breakdown of labile carbon compounds (<xref ref-type="bibr" rid="B36">Gittel et al., 2014a</xref>).</p>
</sec>
<sec id="S4.SS3">
<title>Microbial Diversity Is Driven by the Thawing of Soil Horizons</title>
<p>Prokaryotic alpha diversity in our study was twice as high as reported in other studies (<xref ref-type="bibr" rid="B15">Chu et al., 2010</xref>; <xref ref-type="bibr" rid="B101">Tveit et al., 2013</xref>; <xref ref-type="bibr" rid="B31">Frank-Fahle et al., 2014</xref>; <xref ref-type="bibr" rid="B37">Gittel et al., 2014b</xref>; <xref ref-type="bibr" rid="B89">Schostag et al., 2019</xref>), which did not detect a deeper second peak, as we did at the 40&#x2013;50 cm depth in 2020. Faith&#x2019;s PD values both for prokaryotic and fungal communities were comparable to one of the few permafrost studies that previously employed this index (<xref ref-type="bibr" rid="B28">Feng et al., 2020</xref>). A decrease of alpha diversity with depth and age has been previously shown (<xref ref-type="bibr" rid="B96">Tripathi et al., 2018</xref>; <xref ref-type="bibr" rid="B8">Burkert et al., 2019</xref>). Interestingly, utilizing relic permafrost DNA, if amplifiable, was earlier found to lead to up to 45% increased diversity estimates (<xref ref-type="bibr" rid="B29">Fierer, 2017</xref>). Age was a significant driver of biodiversity for both kingdoms. The clustering of samples from the youngest samples opposed to higher dispersal in samples older than 3,500 years has also been described before (<xref ref-type="bibr" rid="B96">Tripathi et al., 2018</xref>), and aligns with the significant age effect on diversity (<xref ref-type="bibr" rid="B60">Mackelprang et al., 2017</xref>; <xref ref-type="bibr" rid="B8">Burkert et al., 2019</xref>).</p>
<p>For prokaryotic diversity, each layer depicted a significantly different community, but clearly only the most significant one, the oldest horizon, was visually split in the community, as indicated by the PCoA plots. For fungi, diversity changes were driven significantly similarly driven by the age effect and the transition to the permafrost layer, indicating a strong role for the permafrost table depth of the soil rather than organic or mineral content. Furthermore, current work has suggested that physical barriers to microbial dispersal were the main driver of changes in the permafrost soil microbiomes (<xref ref-type="bibr" rid="B7">Bottos et al., 2018</xref>). We think the separation of the community in the study by horizons most closely depicts these barriers of habitat, hence its significance for explaining changes in community composition.</p>
<p>Previous studies confirmed that prokaryotic survival in permafrost is due to the occupation of viable microhabitats, such as brine channels (<xref ref-type="bibr" rid="B35">Gilichinsky et al., 2003</xref>) or the ability to adherence to silt or clay particles, whereas the fungal mycelium often form larger networks across rather than within the soil horizons (<xref ref-type="bibr" rid="B49">Jansson and Hofmockel, 2019</xref>). <xref ref-type="bibr" rid="B49">Jansson and Hofmockel (2019)</xref> found bacteria usually outcompeted fungi as the temperature increased, due to higher growth rates and competition for newly available nutrients. However, for all microorganisms, our results indicate the strongest community shift from frozen to thawed ground.</p>
</sec>
<sec id="S4.SS4">
<title>Copiotrophy in Thawing Permafrost</title>
<p>While nutrient load and lability of organic carbon decreases within intact permafrost soils, the more stress-resilient oligotrophic (slow-growing specialist) microorganisms are usually favored over copiotrophic (fast-growing and generalist) taxa (<xref ref-type="bibr" rid="B30">Fierer et al., 2007</xref>). But these ecosystems are facing increased abrupt erosion until the end of this century, both globally (<xref ref-type="bibr" rid="B99">Turetsky et al., 2020</xref>) as well as in the Zackenberg Valley (<xref ref-type="bibr" rid="B103">Westermann et al., 2015</xref>; <xref ref-type="bibr" rid="B84">Rasmussen et al., 2018</xref>). <xref ref-type="bibr" rid="B12">Christensen et al. (2020)</xref> have already documented the connection between increasing events of extreme precipitation and summer temperatures, and the permafrost erosion site studied here. <xref ref-type="bibr" rid="B38">Habtewold et al. (2021)</xref> recently confirmed a correlation between higher carbon released from warmed Canadian soils and increased abundance of copiotrophic taxa. A former study on Alpine permafrost soil found soil warming to trigger copiotrophy (<xref ref-type="bibr" rid="B79">Perez-Mon et al., 2022</xref>), indicating elevated mineralization potential of increasingly bioavailable soil carbon and fresh nutrient inputs after thawing. The taxa that dominated this vulnerable zone of freshly thawed ancient carbon stocks in our study included both the copiotrophic Bacteroidia and MBNT15 phyla, as well as the oligotrophic Chthoniobacterales and Pyrinomonadales (<xref ref-type="bibr" rid="B41">Ho et al., 2017</xref>). But Bacteroidia were found as one of the clearest thaw zone indicator phyla and also dominated the 2020 thaw samples with more than half of all counts. They have higher carbon mineralization potential and can adapt their population size better to the available resources. In comparison, their oligotrophic counterpart Acidobacteria might be better adapted to the thermally variable active layer due to their higher stress resilience (<xref ref-type="bibr" rid="B30">Fierer et al., 2007</xref>). Interestingly, the abundance of copiotrophic taxa, such as the Comamonadaceae family and the often as copiotrophic classified Firmicutes even in our deepest permafrost samples (<xref ref-type="bibr" rid="B41">Ho et al., 2017</xref>), indicates that the short time period of storage at thawing temperatures initiated a microbial response to the abrupt thaw, both <italic>in situ</italic> and <italic>in vivo</italic>. This, clearly, indicates a need for controlled studies to verify and quantify the metabolic response of ancient permafrost taxa to thaw. <xref ref-type="bibr" rid="B30">Fierer et al. (2007)</xref> argued that knowledge about community composition and dominance of oligo- and copiotrophy is a crucial component for improving the prediction permafrost carbon loss due to microbial mineralization (<xref ref-type="bibr" rid="B54">Langille et al., 2013</xref>). Due to the quick response to readily available carbon, copiotrophic metabolism has been reviewed before to correlate with carbon release from soil ecosystems (<xref ref-type="bibr" rid="B97">Trivedi et al., 2013</xref>; <xref ref-type="bibr" rid="B46">Hurst, 2019</xref>).</p>
</sec>
<sec id="S4.SS5">
<title>Limitations and Future Perspectives</title>
<p><xref ref-type="bibr" rid="B64">Malard et al. (2019)</xref> and <xref ref-type="bibr" rid="B95">Tripathi et al. (2019)</xref> explored the description of stochastic (random and dispersal) and deterministic (biotic and abiotic selection) drivers of community composition in permafrost soils. They found top-soils to be dominated by deterministic processes, while deeper soils were controlled by stochastic processes. As permafrost soils are highly heterogenic, an assessment of these processes would help to confirm the significance of changes in this vulnerable ecosystem on its microbiome and should be considered in future efforts. Still, we can interpret from our community that higher abundance of specialist taxa in the permafrost samples indicates an importance of deterministic processes to govern, while these soils are intact.</p>
<p>In Arctic remote sampling sites, both core sampling techniques to reduce contamination (<xref ref-type="bibr" rid="B4">Bang-Andreasen et al., 2017</xref>) and temperature stable sampling and transport oppose great challenges. Due to the remote sampling site and long transport route, we decided to store the samples at 4&#x00B0;C and extract the DNA as fast as possible. Greater biological perturbation could have been induced with freezing and thawing. While DNA sequencing is a proxy for the total microbial community composition and not just the viable one&#x2014;including taxa that might have ceased or increased abundance in response to the storage induced thaw&#x2014;viability assays, incorporation, or transcriptomic studies are needed to quantify the copiotrophic taxa trends visible in our samples (<xref ref-type="bibr" rid="B62">Mackelprang et al., 2021</xref>). Still, taxa abundance in the deepest and most intact permafrost sample in 2019, as opposed to other depths and years, indicated the potential of depicting close to <italic>in situ</italic> conditions in ancient permafrost before and while thawing.</p>
</sec>
</sec>
<sec id="S5" sec-type="conclusion">
<title>Conclusion</title>
<p>While investigating the impact of abrupt permafrost thawing on the microbial community composition is usually analyzed under constraining laboratory incubations, we were the first to study an <italic>in situ</italic> temporal natural thaw gradient in Northeast Greenland and to show the swift adaptation potential of the ancient permafrost microbiome to abrupt erosion on a 2-year timescale and a high-resolution sampling scale, which has been rarely done previously. We found the soil age and horizons to be the most significant driver of microbial community. Furthermore, year of sampling after erosion and permafrost thaw state significantly drove microbial community composition changes with depth. Alpha diversity decreased with increasing depth, pH, and especially soil age. We were able to differentiate dominant prokaryotic taxa within the active layer, freshly thawed transition zone, and ancient permafrost samples. Finally, the transition zone, especially with increasing erosion, gave rise to copiotrophic taxa, such as Bacteroidota, indicating potential impact on the release of permafrost carbon through microbial carbon mineralization. While the universal primers we utilized were sufficient for the scope of our study, a combination with viability assays or transcriptomic studies of ancient taxa within the deepest permafrost samples could significantly improve results. These approaches are still rare across the Arctic, as recently pointed out by <xref ref-type="bibr" rid="B62">Mackelprang et al. (2021)</xref>. They could provide a higher level of confidence about composition changes of ancient microbial taxa under thawing conditions. We recommend that future research efforts focus on the differentiation of living from dead ancient microbiomes, as well as transcriptomic approaches to elucidate how the complex process of permafrost thaw ends dormancy stages and initiates metabolic activity. These approaches could empirically elaborate the connection between microbial community changes and the globally changing climate.</p>
</sec>
<sec id="S6" sec-type="data-availability">
<title>Data Availability Statement</title>
<p>The datasets produced and analyzed for this study can be found in the online repository: <ext-link ext-link-type="uri" xlink:href="https://www.ncbi.nlm.nih.gov/bioproject/PRJNA769429">https://www.ncbi.nlm.nih.gov/bioproject/PRJNA769429</ext-link>, with the accession number <ext-link ext-link-type="DDBJ/EMBL/GenBank" xlink:href="PRJNA769429">PRJNA769429</ext-link>.</p>
</sec>
<sec id="S7">
<title>Author Contributions</title>
<p>MS, TC, AZ, and CJ conceptualized and designed the study. MS and AZ organized the databases. MS performed the laboratory work, statistical analysis, and wrote the first draft of the manuscript. All authors contributed to manuscript revision, read, and approved the submitted version.</p>
</sec>
<sec id="conf1" sec-type="COI-statement">
<title>Conflict of Interest</title>
<p>The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec id="pudiscl1" sec-type="disclaimer">
<title>Publisher&#x2019;s Note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
</body>
<back>
<sec id="S8" sec-type="funding-information">
<title>Funding</title>
<p>This work was entirely funded by the Faculty of Technical Sciences (Aarhus University) and included costs for fieldwork, laboratory materials, sequencing services, and publication fees.</p>
</sec>
<ack>
<p>Data from the Greenland Ecosystem Monitoring Programme were provided by the Department of Ecoscience, Aarhus University, Denmark in collaboration with Department of Geosciences and Natural Resource Management, Copenhagen University, Denmark and Asiaq&#x2014;Greenland Survey, Nuuk, Greenland. We also thank the Zackenberg Research Station and its field assistants for smooth sample handling, Lisa Br&#x00F6;der, Julien Fouche, and Catherine Hirst for contributing to the discussion of soil horizons, and Tina Thane and Tanja Begovic for advice during laboratory work.</p>
</ack>
<sec id="S10" sec-type="supplementary-material">
<title>Supplementary Material</title>
<p>The Supplementary Material for this article can be found online at: <ext-link ext-link-type="uri" xlink:href="https://www.frontiersin.org/articles/10.3389/fmicb.2022.787146/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fmicb.2022.787146/full#supplementary-material</ext-link></p>
<supplementary-material xlink:href="Table_1.DOCX" id="TS1" mimetype="application/vnd.openxmlformats-officedocument.wordprocessingml.document" xmlns:xlink="http://www.w3.org/1999/xlink"/>
</sec>
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