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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.2024.1523084</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>Iron-oxidizing microorganisms affect the iron-bound organic carbon in the subsoil of alpine grassland during the thawing of seasonal frozen soil</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name><surname>Tian</surname> <given-names>Yuxin</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
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<contrib contrib-type="author">
<name><surname>Abulaizi</surname> <given-names>Maidinuer</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
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<contrib contrib-type="author">
<name><surname>Yang</surname> <given-names>Zailei</given-names></name>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
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<contrib contrib-type="author">
<name><surname>Kou</surname> <given-names>Tianle</given-names></name>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
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<contrib contrib-type="author">
<name><surname>Jia</surname> <given-names>Yuanbin</given-names></name>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
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<contrib contrib-type="author">
<name><surname>Hu</surname> <given-names>Yunpeng</given-names></name>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
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<contrib contrib-type="author" corresp="yes">
<name><surname>Chen</surname> <given-names>Mo</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<xref ref-type="aff" rid="aff3"><sup>3</sup></xref>
<xref ref-type="corresp" rid="c001"><sup>&#x002A;</sup></xref>
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<name><surname>Jia</surname> <given-names>Hongtao</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<xref ref-type="aff" rid="aff3"><sup>3</sup></xref>
<xref ref-type="corresp" rid="c002"><sup>&#x002A;</sup></xref>
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<aff id="aff1"><sup>1</sup><institution>College of Grassland Science, Xinjiang Agricultural University</institution>, <addr-line>Urumqi</addr-line>, <country>China</country></aff>
<aff id="aff2"><sup>2</sup><institution>College of Resources and Environment, Xinjiang Agricultural University</institution>, <addr-line>Urumqi</addr-line>, <country>China</country></aff>
<aff id="aff3"><sup>3</sup><institution>Xinjiang Key Laboratory of Soil and Plant Ecological Processes, Xinjiang Agricultural University</institution>, <addr-line>Urumqi</addr-line>, <country>China</country></aff>
<author-notes>
<fn id="fn0001" fn-type="edited-by"><p>Edited by: Baorong Wang, Northwest A&#x0026;F University, China</p></fn>
<fn id="fn0002" fn-type="edited-by"><p>Reviewed by: Yan Xing Dou, Northwest A&#x0026;F University, China</p>
<p>Yumei Liang, Inner Mongolia Agricultural University, China</p></fn>
<corresp id="c001">&#x002A;Correspondence: Mo Chen, <email>320200062@xjau.edu.cn</email></corresp>
<corresp id="c002">Hongtao Jia, <email>jht@xjau.edu.cn</email></corresp>
</author-notes>
<pub-date pub-type="epub">
<day>06</day>
<month>01</month>
<year>2025</year>
</pub-date>
<pub-date pub-type="collection">
<year>2024</year>
</pub-date>
<volume>15</volume>
<elocation-id>1523084</elocation-id>
<history>
<date date-type="received">
<day>05</day>
<month>11</month>
<year>2024</year>
</date>
<date date-type="accepted">
<day>12</day>
<month>12</month>
<year>2024</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x00A9; 2025 Tian, Abulaizi, Yang, Kou, Jia, Hu, Chen and Jia.</copyright-statement>
<copyright-year>2025</copyright-year>
<copyright-holder>Tian, Abulaizi, Yang, Kou, Jia, Hu, Chen and Jia</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>Iron (Fe) minerals possess a huge specific surface area and high adsorption affinity, usually considered as &#x201C;rust tanks&#x201D; of organic carbon (OC), playing an important role in global carbon storage. Microorganisms can change the chemical form of Fe by producing Fe-chelating agents such as side chains and form a stable complex with Fe(III), which makes it easier for microorganisms to use. However, in seasonal frozen soil thawing, the succession of soil Fe-cycling microbial communities and their coupling relationship with Fe oxides and Fe-bound organic carbon (Fe-OC) remains unclear. We characterized changes in the Fe phase, Fe-OC, Fe-oxidizing bacteria (FeOB), and Fe-reducing bacteria (FeRB) in the subsoil and analyzed the microbial mechanism underlying Fe-OC changes in alpine grassland by constructing a composite structural equation model (SEM). We found that the Fe(III) content consistently exceeded that of Fe(II). Among the three types of Fe oxides, organically complex Fe (Fe<sub>p</sub>) decreased from 2.54 to 2.30&#x202F;g&#x00B7;kg<sup>&#x2212;1</sup>, whereas the opposite trend was observed for poorly crystalline Fe (Fe<sub>o</sub>). The Fe-OC content also decreased (from 10.31 to 9.47&#x202F;g&#x00B7;kg<sup>&#x2212;1</sup>; <italic>p</italic>&#x202F;&#x003C;&#x202F;0.05). Fe-cycling microorganisms were markedly affected by the thawing of frozen soil (except FeRB). Fe<sub>p</sub> and Fe<sub>o</sub> directly affected changes in Fe-OC. Soil moisture (SM) and FeOB were significant indirect factors affecting Fe-OC changes. Freeze&#x2013;thaw changes in the subsoil of alpine grassland in Central Asia significantly affected FeOB and Fe oxides, thus affecting the Fe-OC content. To the best of our knowledge, this was the first study to examine the influence of Fe-cycling microorganisms on the Fe phase and Fe-OC in the soil of alpine grassland in Central Asia. Overall, our findings provide scientific clues for exploring the biogeochemical cycle process in future climate change.</p>
</abstract>
<kwd-group>
<kwd>alpine grassland</kwd>
<kwd>thawing of seasonal frozen soil</kwd>
<kwd>Fe-cycling microorganisms</kwd>
<kwd>Fe-bound organic carbon</kwd>
<kwd>Fe-cycling functional genes</kwd>
</kwd-group>
<contract-num rid="cn1">31560171</contract-num>
<contract-num rid="cn2">2022D01A192</contract-num>
<contract-num rid="cn3">2023SNGGGCC002</contract-num>
<contract-sponsor id="cn1">National Natural Science Foundation of China<named-content content-type="fundref-id">10.13039/501100001809</named-content></contract-sponsor>
<contract-sponsor id="cn2">Natural Science Foundation of Xinjiang Uygur Autonomous Region</contract-sponsor>
<contract-sponsor id="cn3">Xinjiang Uygur Autonomous Region &#x201C;Three Rural&#x201D; Backbone Training Project</contract-sponsor>
<counts>
<fig-count count="6"/>
<table-count count="0"/>
<equation-count count="1"/>
<ref-count count="55"/>
<page-count count="11"/>
<word-count count="7362"/>
</counts>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-at-acceptance</meta-name>
<meta-value>Terrestrial Microbiology</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec sec-type="intro" id="sec1">
<label>1</label>
<title>Introduction</title>
<p>One-third of the global soil C is stored in permafrost soil. As an important C sink, permafrost soil plays a vital role in the global C cycle (<xref ref-type="bibr" rid="ref26">Marushchak et al., 2021</xref>). The storage and stability of soil organic carbon (SOC) in permafrost regions are critically important for the feedback between the terrestrial C cycle and the warming of the climate and have attracted increased research attention (<xref ref-type="bibr" rid="ref39">Song et al., 2019</xref>; <xref ref-type="bibr" rid="ref48">Wild et al., 2019</xref>; <xref ref-type="bibr" rid="ref6">Chen et al., 2024</xref>). However, seasonal permafrost is also widespread, and it comprises approximately 51% of the total land area in the Northern Hemisphere (<xref ref-type="bibr" rid="ref50">Zhang et al., 2003</xref>). Seasonal frozen soil is defined as near-subsoil that freezes for more than 15&#x202F;days every year; the active layer in the permafrost region also belongs to seasonal frozen soil (<xref ref-type="bibr" rid="ref50">Zhang et al., 2003</xref>). The hydrological cycle is more active in seasonal frozen regions than in permafrost regions, and its effect on SOC transformation and output is more significant in the former than in the latter (<xref ref-type="bibr" rid="ref51">Zhang et al., 2023</xref>). Under the background of global warming, the maximum frozen soil depth is becoming shallower, the freezing period is shortening, the thawing period is becoming longer, and the range of frozen soil is shrinking, which has a major effect on groundwater circulation, C cycle, and even regional sustainable development (<xref ref-type="bibr" rid="ref27">McCalley et al., 2014</xref>; <xref ref-type="bibr" rid="ref30">Olid et al., 2020</xref>; <xref ref-type="bibr" rid="ref25">Luo et al., 2020</xref>).</p>
<p>With the thawing of frozen soil, the previously frozen SOC can be used for mineralization (<xref ref-type="bibr" rid="ref53">Zimov et al., 2006</xref>), which leads to the release and export of C (<xref ref-type="bibr" rid="ref29">Mu et al., 2015</xref>; <xref ref-type="bibr" rid="ref45">Turetsky et al., 2020</xref>). Therefore, the study of SOC stability is particularly important. The stability of SOC depends on its complex interactions with minerals (<xref ref-type="bibr" rid="ref38">Singh et al., 2018</xref>). Fe minerals can be used as an effective &#x201C;rust sink&#x201D; to capture terrestrial SOC in sediments, which is essential for the long-term storage of SOC and makes an important contribution to the global C cycle (<xref ref-type="bibr" rid="ref40">Song et al., 2022</xref>). The stocks of active Fe minerals are highly dynamic, and they are actively precipitated or dissolved in response to changing redox conditions (<xref ref-type="bibr" rid="ref33">Patzner et al., 2020</xref>). Fe has a protective effect on SOC under static aerobic conditions; under oxygen-limited conditions, it leads to the anaerobic mineralization of SOC (<xref ref-type="bibr" rid="ref4">Chen et al., 2020</xref>). The Fe cycle is an important biogeochemical process, and the microbial Fe cycle is a major driver of biogeochemical cycles of other elements (<xref ref-type="bibr" rid="ref23">Liu Y. et al., 2022</xref>).</p>
<p>Fe-cycling microorganisms play a dual role in SOC mineralization as Fe is not only the terminal electron acceptor of SOC mineralization but also the basis of chemical protection after SOC binding (<xref ref-type="bibr" rid="ref22">Liu et al., 2019</xref>). Fe minerals can be used as SOC adsorbents and contribute to SOC protection by providing structural support, and the dissimilatory Fe reduction process in <italic>Shewanella oneidensis MR-1</italic> is capable of liberating C from its bound form (<xref ref-type="bibr" rid="ref31">Pan et al., 2016</xref>). FeOB and FeRB profoundly influence the conversion of Fe oxides and the mineralization process of SOC (<xref ref-type="bibr" rid="ref2">Bi et al., 2024</xref>). <xref ref-type="bibr" rid="ref41">Sutton-Grier et al. (2011)</xref> quantified the contribution of OC mineralization in soil with wetland plants. The reduction of Fe played a pivotal role in the mineralization of OC, with microorganisms accounting for a significant 65% of the Fe-reducing process (<xref ref-type="bibr" rid="ref41">Sutton-Grier et al., 2011</xref>). Fe oxidation is mainly regulated by the <italic>iro</italic> gene, and Fe reduction is mainly regulated by the <italic>OmcS</italic> gene; these two genes are significantly related to the degradation of unstable OC (<xref ref-type="bibr" rid="ref24">Liu S. et al., 2022</xref>). Nevertheless, the structural dynamics and functional gene expression within the microbial community involved in the Fe cycle remain unexplored during the thawing of frozen soil. Therefore, the study of the relationship between Fe and C requires consideration of the microbial-mediated redox process of the Fe cycle, which has a major effect on the transformation and storage of C in the soil environment (<xref ref-type="bibr" rid="ref10">Duan et al., 2020</xref>).</p>
<p>Since the permafrost undergoes a top-down thawing process and the surface soil responds first to environmental changes, most of the current research focuses on surface soil (<xref ref-type="bibr" rid="ref42">Tedersoo et al., 2014</xref>; <xref ref-type="bibr" rid="ref43">Thompson et al., 2017</xref>; <xref ref-type="bibr" rid="ref9">Dove et al., 2021</xref>; <xref ref-type="bibr" rid="ref49">Xu et al., 2024</xref>). In contrast, the subsoil is less disturbed by external environmental factors and can provide relatively stable living conditions for microorganisms (<xref ref-type="bibr" rid="ref28">Mosley et al., 2022</xref>). In addition, the migration and transformation of water in the subsoil during the thawing of frozen soil are more complicated (<xref ref-type="bibr" rid="ref20">Li et al., 2022</xref>). Therefore, it is important to investigate the reaction of the Fe phase and microbial community within subsoil to alterations in the hydrothermal environment to gain a comprehensive understanding of the regulatory mechanism governing the changes in Fe-OC during the thawing of seasonal frozen soil. Bayinbuluk alpine grassland experiences a typical alpine climate and is highly sensitive to global climate change. The seasonal freezing and thawing period can last up to 6&#x202F;months (<xref ref-type="bibr" rid="ref7">Chen et al., 2021</xref>; <xref ref-type="bibr" rid="ref5">Chen et al., 2023</xref>). We studied the seasonal thawing process of the subsoil in Bayinbuluk alpine grassland; explored changes in the Fe phase, Fe-OC, and microbial community over time using metagenome sequencing technology; and analyzed the microbial mechanism of Fe-OC changes in alpine grassland during the thawing of frozen soil. We proposed three hypotheses: (1) The Fe-OC content in the subsoil decreases significantly during the thawing of frozen soil; (2) FeRB is more affected by the thawing of frozen soil than FeOB; and (3) the Fe-OC content is significantly affected by FeRB and the Fe phase.</p>
</sec>
<sec sec-type="materials|methods" id="sec2">
<label>2</label>
<title>Materials and methods</title>
<sec id="sec3">
<label>2.1</label>
<title>Overview of the study area</title>
<p>Bayinbuluk alpine grassland (42&#x00B0;18&#x2032;&#x202F;~&#x202F;43&#x00B0;34&#x2032;N, 82&#x00B0;27&#x2032;&#x202F;~&#x202F;86&#x00B0;17&#x2032;E) is the second largest alpine grassland in China. It is located in the inner section of Hejing County, Xinjiang Uygur Autonomous Region, China. Bayinbuluk alpine grassland experiences special climatic conditions and has a unique geographical location; this grassland is highly sensitive to global climate change. The average annual rainfall in the study area is 273&#x202F;mm, the average annual temperature is &#x2212;4.8&#x00B0;C, the lowest temperature recorded is &#x2212;49.6&#x00B0;C, the freezing and thawing period is as long as 6&#x202F;months, and the historical maximum frozen soil depth is 4.39&#x202F;m (the highest value recorded by the China Meteorological Station; <xref ref-type="bibr" rid="ref5">Chen et al., 2023</xref>; <xref ref-type="bibr" rid="ref12">Hu et al., 2023</xref>). Based on the long-term monitoring transect, historical soil environment data, and real-time data, we focused our studies on soil in the swamp meadow area. The soil type of the study area is alpine meadow soil.</p>
</sec>
<sec id="sec4">
<label>2.2</label>
<title>Sample collection</title>
<p>In the experimental area, five experimental plots with flat terrain and consistent vegetation growth were randomly selected. Weather stations (U30-NRC, HOBO, USA) and TDR (150, SPECTRUM, USA) probes were used to collect data on soil temperature (ST) and soil moisture (SM). Based on historical records and real-time ST and SM data, three sampling time nodes were designed during the thawing of frozen soil in 2023: deep freezing period M2 (early February), initial thawing period M4 (early April), and complete thawing period M6 (early June; <xref ref-type="bibr" rid="ref7">Chen et al., 2021</xref>).</p>
<p>When sampling, the litter was removed, and random subsoil samples (20&#x2013;40&#x202F;cm) were collected in plots via the five-point sampling method. To avoid metal interference, the six surfaces of the soil samples were evenly cut off by 1&#x2013;2&#x202F;cm using a ceramic knife. Some samples were stored at 4&#x00B0;C for Fe and Fe(II) determination. Some samples were stored in liquid nitrogen tanks for metagenome sequencing. Some samples were brought to the laboratory and air-dried naturally; some samples were used to determine Fe oxide-related indexes, while others were used to determine the content of Fe-OC.</p>
</sec>
<sec id="sec5">
<label>2.3</label>
<title>Determination indicators</title>
<sec id="sec6">
<label>2.3.1</label>
<title>Determination of Fe oxides</title>
<p>The extraction of Fe<sub>d</sub> (free Fe oxides), Fe<sub>o</sub> (poorly crystalline Fe oxides), and Fe<sub>p</sub> (organically complexed Fe oxides) was carried out using dithionite&#x2013;citrate&#x2013;bicarbonate (DCB) solution, ammonium oxalate&#x2013;oxalic acid solution, and sodium pyrophosphate solution, respectively (<xref ref-type="bibr" rid="ref46">Weiss et al., 2003</xref>). Then, the Fe content was determined by flame atomic absorption spectrometry (Agilent Technologies Inc., USA).</p>
</sec>
<sec id="sec7">
<label>2.3.2</label>
<title>Determination of Fe</title>
<p>Fe(III) and Fe(II) extracted using 0.5&#x202F;M hydrochloric acid (HCl) were dissolved into Fe substances. After adding the reducing agent (hydroxylamine hydrochloride), the total Fe extracted by HCl was determined. Fe(III) extracted by hydrochloric acid was calculated as the difference between total Fe and Fe(II) extracted by hydrochloric acid (<xref ref-type="bibr" rid="ref17">Kostka and Luther III, 1994</xref>). Fe was determined using UV spectrophotometry (Shimazu UV-2500, Japan) via 1,10-phenanthroline colorimetry to prevent the accidental oxidation of Fe(II) (<xref ref-type="bibr" rid="ref54">Zou et al., 2009</xref>).</p>
</sec>
<sec id="sec8">
<label>2.3.3</label>
<title>Determination of Fe-OC</title>
<p>The control soil samples were extracted using sodium chloride (NaCl) solution with an ionic strength equivalent to that of DCB solution. OC in soil residue was extracted and its content was determined using an elemental analyzer (<xref ref-type="bibr" rid="ref19">Lalonde et al., 2012</xref>). The formula for calculating Fe-OC was as follows:</p>
<disp-formula id="E1"><mml:math id="M1"><mml:mi mathvariant="normal">F</mml:mi><mml:mi mathvariant="normal">e</mml:mi><mml:mo>&#x2212;</mml:mo><mml:mi mathvariant="normal">O</mml:mi><mml:mi mathvariant="normal">C</mml:mi><mml:mo>=</mml:mo><mml:msub><mml:mrow><mml:mi mathvariant="normal">O</mml:mi><mml:mi mathvariant="normal">C</mml:mi></mml:mrow><mml:mtext>NaCl</mml:mtext></mml:msub><mml:mo>&#x2212;</mml:mo><mml:msub><mml:mrow><mml:mi mathvariant="normal">O</mml:mi><mml:mi mathvariant="normal">C</mml:mi></mml:mrow><mml:mrow><mml:mi mathvariant="normal">D</mml:mi><mml:mi mathvariant="normal">C</mml:mi><mml:mi mathvariant="normal">B</mml:mi></mml:mrow></mml:msub></mml:math></disp-formula>
<p>Where OC<sub>NaCl</sub> and OC<sub>DCB</sub> are the OC contents in soil residue after the extraction of sodium chloride and dithionite&#x2013;citrate&#x2013;bicarbonate, respectively.</p>
</sec>
<sec id="sec9">
<label>2.3.4</label>
<title>Metagenome sequencing analysis</title>
<p>Trimmomatic (v. 0.33) was applied to refine the raw data, yielding superior sequencing data (clean tags). MEGAHIT (v. 1.1.2) was used, with sequences of less than 300&#x202F;bp being excluded. QUAST (v. 2.3) was then implemented to assess the quality of the assembly outcomes. MetaGeneMark (v. 3.26) was used to pinpoint the coding sequences within the genome. MMseq2 (v. 11-e1a1c) serves to eliminate redundancy, with a similarity cutoff of 95% and a coverage threshold set at 90%. By integrating the functional gene set related to the element cycle in KEGG, Metacyc, CAZy, KOFAM, Pfam, TIGRfam, dbCan2, MEROPs, Mcyc, Ncyc, Pcyc, Scyc, and other databases, the functional gene set of the PSN biogeochemical cycle was created, and the annotation of functional genes related to the Fe cycle was completed (Shanghai Personal Biotechnology Co., Ltd.). All raw sequence data have been submitted to the NCBI Sequence Read Archive under the BioProject identifier: PRJNA1180693.</p>
</sec>
</sec>
<sec id="sec10">
<label>2.4</label>
<title>Statistical analysis</title>
<p>Complete data analysis and drawing were performed R (v.4.1.1; <ext-link xlink:href="https://www.r-project.org/" ext-link-type="uri">https://www.r-project.org/</ext-link>) and ggplot2 (v.3.4.4) package. The EasyStat (v.0.1.0) package was used to test the normality, homogeneity of variance, and the differences between groups of soil indexes (temperature, moisture, and Fe phase). The vegan (v.2.5-7) package was used for non-metric multidimensional scaling (NMDS) analysis, permutational multivariate analysis of variance (PERMANOVA), analysis of similarities (ANOSIM), and beta displaced test analysis based on Fe-cycling genera and genes. The microeco (v.0.12.1) package and pheatmap (v.1.0.12) package were used to make a heat map of the abundance changes of Fe-cycling genera and genes. The LinkET (v.0.0.1.1) package was used for correlation analysis and mantel test between soil indexes and Fe-cycling genera and genes, respectively. The ggvegan (v.0.1.0) package and vegan (v.2.5-7) package were used for redundancy analysis (RDA) to show the importance of the changes of soil indexes to the changes of Fe-cycling genera and genes. Based on the influence of soil moisture on Fe-cycling genera, genes, and Fe phase, TpiecewiseSEM (v.2.1.2) package was used to model the composite structural equation, and Fisher&#x2019;s C-test (0.05&#x202F;&#x003C;&#x202F;<italic>p</italic>&#x202F;&#x003C;&#x202F;1.00) was conducted to confirm the modeling goodness (<xref ref-type="bibr" rid="ref44">Tian et al., 2021</xref>; <xref ref-type="bibr" rid="ref5">Chen et al., 2023</xref>).</p>
</sec>
</sec>
<sec sec-type="results" id="sec11">
<label>3</label>
<title>Results</title>
<sec id="sec12">
<label>3.1</label>
<title>Effects of seasonal frozen soil thawing on ST, SM, and Fe phase</title>
<p>ST and SM increased during the thawing of frozen soil (<xref ref-type="fig" rid="fig1">Figure 1</xref>). The content of Fe(III) in soil was always higher than that of Fe(II). The content of Fe(III) changed significantly, and it is highest at the M4 stage with a content of 37.56&#x202F;g&#x00B7;kg<sup>&#x2212;1</sup> (<italic>p</italic>&#x202F;&#x003C;&#x202F;0.05). The content of Fe(II) increased, but there were no significant differences (<italic>p</italic>&#x202F;&#x003E;&#x202F;0.05). Fe<sub>p</sub> significantly decreased during the thawing of seasonal frozen soil (<italic>p</italic>&#x202F;&#x003C;&#x202F;0.05). However, the opposite pattern was observed for Fe<sub>o</sub> (<italic>p</italic>&#x202F;&#x003C;&#x202F;0.05). The content of Fe<sub>o</sub> was the lowest among the three types of Fe oxides, and the content of Fe<sub>d</sub> first increased and then decreased. No significant differences in the Fe<sub>d</sub> content were observed among stages (<italic>p</italic>&#x202F;&#x003E;&#x202F;0.05). The content of Fe-OC significantly decreased. These results indicated that with the thawing of seasonal frozen soil, the content of different forms of Fe in soil changed, resulting in a gradual decrease in the content of Fe-OC in soil.</p>
<fig position="float" id="fig1">
<label>Figure 1</label>
<caption><p>Effects of seasonal frozen soil thawing on ST, SM, and Fe phase. Different letters indicate significant differences between groups at the 0.05 level. ST, soil temperature; SM, soil moisture; Fe<sub>d</sub>, free Fe oxides; Fe<sub>o</sub>, poorly crystalline Fe oxides; Fe<sub>p</sub>, organically complexed Fe oxides; Fe-OC, Fe-bound organic carbon.; M2, deep freezing period (early February); M4, initial thawing period (early April); M6, complete thawing period (early June).</p></caption>
<graphic xlink:href="fmicb-15-1523084-g001.tif"/>
</fig>
</sec>
<sec id="sec13">
<label>3.2</label>
<title>Changes of community composition in Fe-cycling microorganisms and correlation analysis</title>
<p>Adonis substitution multivariate analysis of variance (R<sup>2</sup>&#x202F;=&#x202F;0.41, <italic>p</italic>&#x202F;&#x003C;&#x202F;0.01) and ANOSIM similarity analysis (R&#x202F;=&#x202F;0.43, <italic>p</italic>&#x202F;&#x003C;&#x202F;0.01) revealed significant differences among the FeOB groups (<xref ref-type="fig" rid="fig2">Figure 2A</xref>). Adonis substitution multivariate analysis of variance (R<sup>2</sup>&#x202F;=&#x202F;0.34, <italic>p</italic>&#x202F;&#x003C;&#x202F;0.01) and ANOSIM similarity analysis (R&#x202F;=&#x202F;0.25, <italic>p</italic>&#x202F;&#x003C;&#x202F;0.01) revealed significant differences among the FeRB groups (<xref ref-type="fig" rid="fig2">Figure 2C</xref>). Clear clustering of FeOB was observed at the genus level (<xref ref-type="fig" rid="fig2">Figure 2B</xref>). Subcommunity 3 (Sub 3) contained three genera: <italic>g_Sedinibacterium</italic>, <italic>g_Gallionella</italic>, and <italic>g_Sideroxydans</italic>. These genera were higher in the M4 group. However, five genera in sub 4 were higher in the M6 group. Marked clustering of FeRB was also observed (<xref ref-type="fig" rid="fig2">Figure 2D</xref>). Sub 1 contained 18 genera was higher in the M2 and M4 groups. Sub2 contained five genera, such as <italic>g_Desulfofobium</italic> and <italic>g_Geobacter</italic>, which was higher in the M4 group.</p>
<fig position="float" id="fig2">
<label>Figure 2</label>
<caption><p><bold>(a)</bold>Temporal variation characteristics of &#x03B2; diversity in FeOB community; <bold>(b)</bold> Temporal variation characteristics of FeOB community composition;<bold>(c)</bold> Temporal variation characteristics of &#x03B2; diversity in FeRB community; <bold>(d)</bold> Temporal variation characteristics of FeRB community composition. &#x002A; and &#x002A;&#x002A; indicate significance at the 0.05 and 0.01 levels, respectively. The points in NMDS represent samples, and different colors represent the information of the group to which the samples belong. The distance between points in the same group indicates the degree of dispersion of samples. M2, deep freezing period (early February); M4, initial thawing period (early April); M6, complete thawing period (early June).</p></caption>
<graphic xlink:href="fmicb-15-1523084-g002.tif"/>
</fig>
<p>RDA analysis was performed with the FeOB or FeRB community as the response variable and ST, SM, Fe(III), Fe(II), Fe<sub>d</sub>, Fe<sub>o</sub>, Fe<sub>p</sub>, and Fe-OC as the explanatory variables. The FeOB community was significantly affected by ST, SM, Fe<sub>p</sub>, Fe<sub>o</sub>, and Fe-OC (<italic>p</italic>&#x202F;&#x003C;&#x202F;0.05; <xref ref-type="fig" rid="fig3">Figure 3A</xref>). The FeRB community was not affected by any of the factors examined (<xref ref-type="fig" rid="fig3">Figure 3C</xref>). Correlation analysis of FeOB at the genus level (<xref ref-type="fig" rid="fig3">Figure 3B</xref>) and examining factors revealed that Fe<sub>o</sub>, ST, and SM were extremely significantly correlated with <italic>g_Thiobacillus</italic> (<italic>p</italic>&#x202F;&#x003C;&#x202F;0.01). Fe(III) was positively correlated with <italic>g_Mariprofundus</italic> (<italic>p</italic>&#x202F;&#x003C;&#x202F;0.01). Fe-OC was negatively correlated with <italic>g_Thiobacillus</italic>, <italic>g_Cupriavidus</italic>, and <italic>g_Rhodomicrobium</italic> (<italic>p</italic>&#x202F;&#x003C;&#x202F;0.05). Correlation analysis based on FeRB (<xref ref-type="fig" rid="fig3">Figure 3D</xref>) at the genus level and examining factors showed that Fe<sub>o</sub>, ST, and SM were negatively correlated with the abundance of six genera, such as <italic>g_Desulfuromonas</italic> and <italic>g_Sulfitobacter</italic> (<italic>p</italic>&#x202F;&#x003C;&#x202F;0.05). Fe-OC was significantly positively correlated with seven genera, such as <italic>g_Shewanella</italic> and <italic>g_Ferrimonas</italic> (<italic>p</italic>&#x202F;&#x003C;&#x202F;0.05), and significantly negatively correlated with <italic>g_Rubellimicrobium</italic> (<italic>p</italic>&#x202F;&#x003C;&#x202F;0.05).</p>
<fig position="float" id="fig3">
<label>Figure 3</label>
<caption><p><bold>(a)</bold> RDA analysis was performed with FeOB community as the response variable and ST, SM, Fe(III), Fe(II), Fe<sub>d</sub>, Fe<sub>o</sub>, Fe<sub>p</sub>, and Fe-OC as the explanatory variables; <bold>(b)</bold> Correlation analysis between FeOB community and examining factors; <bold>(c)</bold> RDA analysis was performed with FeRB community as the response variable and ST, SM, Fe(III), Fe(II), Fe<sub>d</sub>, Fe<sub>o</sub>, Fe<sub>p</sub>, and Fe-OC as the explanatory variables; <bold>(d)</bold> Correlation analysis between FeRB community and examining factors. &#x002A;, &#x002A;&#x002A;, and &#x002A;&#x002A;&#x002A; indicate significance at the 0.05, 0.01, and 0.001 levels, respectively. ST, soil temperature; SM, soil moisture; Fe<sub>d</sub>, free Fe oxides; Fe<sub>o</sub>, poorly crystalline Fe oxides; Fe<sub>p</sub>, organically complexed Fe oxides; Fe-OC, Fe-bound organic carbon; M2, deep freezing period (early February); M4, initial thawing period (early April); M6, complete thawing period (early June).</p></caption>
<graphic xlink:href="fmicb-15-1523084-g003.tif"/>
</fig>
<p>These results indicated that the FeOB community was significantly affected by the factors examined, while the FeRB community was not significantly affected by them.</p>
</sec>
<sec id="sec14">
<label>3.3</label>
<title>Changes of functional genes in Fe-cycling microorganisms and correlation with examining factors</title>
<p>Adonis substitution multivariate analysis of variance (R<sup>2</sup>&#x202F;=&#x202F;0.42, <italic>p</italic>&#x202F;&#x003C;&#x202F;0.01) and ANOSIM similarity analysis (R&#x202F;=&#x202F;0.39, <italic>p</italic>&#x202F;&#x003C;&#x202F;0.01) revealed significant differences among Fe oxidation genes (<xref ref-type="fig" rid="fig4">Figure 4A</xref>). Adonis substitution multivariate analysis of variance (R<sup>2</sup>&#x202F;=&#x202F;0.30, <italic>p</italic>&#x202F;&#x003C;&#x202F;0.01) and ANOSIM similarity analysis (R&#x202F;=&#x202F;0.26, <italic>p</italic>&#x202F;&#x003C;&#x202F;0.01) revealed significant differences among the Fe reduction genes (<xref ref-type="fig" rid="fig4">Figure 4C</xref>). Clear clustering of Fe oxidation genes was observed when frozen soil was thawed (<xref ref-type="fig" rid="fig4">Figure 4B</xref>). Sub 1 contained two kinds of genes, which were higher in the M6 group. Sub2 contained four genes, namely, <italic>Cyc1</italic>, <italic>Cyc2_reCluster1</italic>, <italic>Cyc2_reCluster2</italic>, and <italic>Cyc2_recluster3</italic>, which were higher in the M4 group. Marked clustering of Fe reduction genes was observed (<xref ref-type="fig" rid="fig4">Figure 4D</xref>). Sub1 contained 11 types of genes, and sub3 contained 9 types of genes, all of which were relatively abundant in the M2 and M4 groups.</p>
<fig position="float" id="fig4">
<label>Figure 4</label>
<caption><p><bold>(a)</bold>Temporal variation characteristics of &#x03B2; diversity in Fe oxidation genes; <bold>(b)</bold> Temporal variation characteristics of Fe oxidation genes composition; <bold>(c)</bold> Temporal variation characteristics of &#x03B2; diversity in Fe reduction genes; <bold>(d)</bold> Temporal variation characteristics of Fe reduction genes composition. &#x002A; and &#x002A;&#x002A; indicate significance at the 0.05 and 0.01 levels, respectively. The points in NMDS represent samples, and different colors represent the information of the group to which the samples belong. The distance between points in the same group indicates the degree of dispersion of samples. M2, deep freezing period (early February); M4, initial thawing period (early April); M6, complete thawing period (early June).</p></caption>
<graphic xlink:href="fmicb-15-1523084-g004.tif"/>
</fig>
<p>RDA analysis was performed with FeOB or FeRB functional genes as the response variables and ST, SM, Fe(III), Fe(II), Fe<sub>d</sub>, Fe<sub>o</sub>, Fe<sub>p</sub>, and Fe-OC as the explanatory variables. Fe oxidation genes were significantly affected by SM, Fe(III), and Fe-OC (<italic>p</italic>&#x202F;&#x003C;&#x202F;0.05; <xref ref-type="fig" rid="fig5">Figure 5A</xref>). Fe reduction genes were only significantly affected by ST (<italic>p</italic>&#x202F;&#x003C;&#x202F;0.05; <xref ref-type="fig" rid="fig5">Figure 5C</xref>). Correlation analysis of Fe oxidation genes and examining factors revealed that ST, SM, and Fe-OC were all significantly correlated with <italic>FoxA</italic> (<italic>p</italic>&#x202F;&#x003C;&#x202F;0.05; <xref ref-type="fig" rid="fig5">Figure 5B</xref>). ST, SM, and Fe<sub>o</sub> were negatively correlated with <italic>FoxY</italic> (<italic>p</italic>&#x202F;&#x003C;&#x202F;0.05). SM, Fe<sub>o</sub>, and Fe-OC were significantly correlated with <italic>sulfocyanin</italic> (<italic>p</italic>&#x202F;&#x003C;&#x202F;0.05). Correlation analysis of Fe reduction genes and examining factors revealed that ST, SM, Fe<sub>o</sub>, Fe-OC, Fe(II), and Fe(III) were significantly correlated with <italic>OmcF</italic> (<italic>p</italic>&#x202F;&#x003C;&#x202F;0.05; <xref ref-type="fig" rid="fig5">Figure 5D</xref>). Fe-OC was positively correlated with <italic>DFE-0450</italic>, <italic>DFE-0464</italic>, and <italic>t4ap</italic> (<italic>p</italic>&#x202F;&#x003C;&#x202F;0.05) and negatively correlated with <italic>OmcF</italic> (<italic>p</italic>&#x202F;&#x003C;&#x202F;0.01).</p>
<fig position="float" id="fig5">
<label>Figure 5</label>
<caption><p><bold>(a)</bold> RDA analysis was performed with Fe oxidation genes as the response variables and ST, SM, Fe(III), Fe(II), Fe<sub>d</sub>, Fe<sub>o</sub>, Fe<sub>p</sub>, and Fe-OC as the explanatory variables; <bold>(b)</bold> Correlation analysis between Fe oxidation genes and examining factors; <bold>(c)</bold> RDA analysis was performed with Fe reduction genes as the response variables and ST, SM, Fe(III), Fe(II), Fe<sub>d</sub>, Fe<sub>o</sub>, Fe<sub>p</sub>, and Fe-OC as the explanatory variables; <bold>(d)</bold> Correlation analysis between Fe reduction genes and examining factors. &#x002A;, &#x002A;&#x002A;, and &#x002A;&#x002A;&#x002A; indicate significance at the 0.05, 0.01, and 0.001 levels, respectively. ST, soil temperature; SM, soil moisture; Fed, free Fe oxides; Feo, poorly crystalline Fe oxides; Fep, organically complexed Fe oxides; Fe-OC, Fe-bound organic carbon; M2, deep freezing period (early February); M4, initial thawing period (early April); M6, complete thawing period (early June).</p></caption>
<graphic xlink:href="fmicb-15-1523084-g005.tif"/>
</fig>
<p>These results indicated that compared with Fe reduction genes, Fe oxidation genes were greatly influenced by the factors examined.</p>
</sec>
<sec id="sec15">
<label>3.4</label>
<title>Mechanism of changes in Fe-OC caused by the thawing of seasonal frozen soil</title>
<p>To further reveal the direct and indirect effects of examining factors on changes in Fe-OC (<xref ref-type="fig" rid="fig6">Figure 6</xref>), three Fe oxidation and Fe reduction genes that showed the most pronounced changes were used to construct a composite structural equation model. When the random effect of &#x201C;sampling point&#x201D; was not considered, Fe oxidation genes, FeOB, FeRB, Fe reduction genes, Fe, and Fe oxides jointly explained the effect of SM on Fe-OC (91%). There was a direct positive effect of Fe phase on Fe-OC, and the effect of Fe oxides was greater. Fe(II), Fe(III), Fe<sub>p</sub>, and Fe<sub>o</sub> were important factors that directly affected changes in Fe-OC, and the effect of Fe<sub>p</sub> and Fe<sub>o</sub> was significant. FeOB had a significant effect on changes in Fe-OC, in addition to a direct regulatory effect. These results indicated that changes in SM due to the thawing of seasonal frozen soil and the change of SM significantly affected the FeOB and Fe oxides (Fe<sub>p</sub> and Fe<sub>o</sub>), which significantly affected the Fe-OC content.</p>
<fig position="float" id="fig6">
<label>Figure 6</label>
<caption><p>Indirect and direct effects of factors affecting Fe-OC. SM, soil moisture; Fe<sub>d</sub>, free Fe oxides; Fe<sub>o</sub>, poorly crystalline Fe oxides; Fe<sub>p</sub>, organically complexed Fe oxides; Fe-OC, Fe-bound organic carbon. Fe oxidation genes, FeOB, FeRB, Fe reduction genes, Fe, and Fe oxide variables were divided into compound variables. The numbers adjacent to the measured variables are their coefficients with the composite variables. The number adjacent to the arrow is the path coefficient, which is the direct standardized effect. The dashed lines indicate the significance of the relationship. The standardized effect of comprehensive variables on Fe-OC is shown in the marginal and conditional R<sup>2</sup>, which represents the proportion of variance explained by all predictive variables. The relationship between the residual variables that measure the predictor is not shown.</p></caption>
<graphic xlink:href="fmicb-15-1523084-g006.tif"/>
</fig>
</sec>
</sec>
<sec sec-type="discussion" id="sec16">
<label>4</label>
<title>Discussion</title>
<sec id="sec17">
<label>4.1</label>
<title>Effects of seasonal frozen soil thawing on Fe phases</title>
<p>We found that the content of Fe(III) in the subsoil was always higher than that of Fe(II). This is because in the natural environment, Fe(III) is more stable than Fe(II), and it is not easy to be reduced (<xref ref-type="bibr" rid="ref32">Patzner et al., 2022</xref>). There is always a redox cycle of Fe in soil. The change in soil water content caused by the thawing of seasonal frozen soil will have an impact on soil redox conditions (<xref ref-type="bibr" rid="ref15">Joss et al., 2022</xref>). The biogeochemical cycle of Fe is intricately linked to the sequestration and mineralization of SOC (<xref ref-type="bibr" rid="ref40">Song et al., 2022</xref>). The change of soil redox conditions can affect the transformation of Fe(II) and Fe(III), which, in turn, affects the preservation and decomposition of SOC (<xref ref-type="bibr" rid="ref47">Widdel et al., 1993</xref>). Generally speaking, the oxidation of Fe(II) is beneficial to the fixation of SOC, and the reduction of Fe(III) is beneficial to the mineralization of SOC (<xref ref-type="bibr" rid="ref35">Riedel et al., 2013</xref>). This was consistent with our results that Fe(II) was negatively correlated with SOC, while Fe(III) was positively correlated with SOC (<xref ref-type="fig" rid="fig6">Figure 6</xref>). At the same time, there is a strong correlation between Fe oxides and C storage, and different Fe oxides have different effects on the stability of SOC (<xref ref-type="bibr" rid="ref40">Song et al., 2022</xref>). We found that the total amount of amorphous Fe oxides (Fe<sub>o</sub> and Fe<sub>p</sub>) was dominant, which is consistent with previous studies (<xref ref-type="bibr" rid="ref10">Duan et al., 2020</xref>). Fe<sub>p</sub> can form a complex with OC. OC retained by Fe<sub>p</sub> is non-reducible, which makes it accumulate in soil (<xref ref-type="bibr" rid="ref8">Coward et al., 2017</xref>; <xref ref-type="bibr" rid="ref14">Huang et al., 2020</xref>); therefore, there was a significant positive correlation between Fe<sub>p</sub> and Fe-OC. The thawing of frozen soil is beneficial to the dissolution of minerals and drives the mobilization of Fe and C, which increases along the thawing gradient, and this cannot prevent the release of C during thawing (<xref ref-type="bibr" rid="ref32">Patzner et al., 2022</xref>). The content of Fe-OC decreased with the freezing and thawing cycles, which is consistent with hypothesis 1. During the thawing of swamp soil, Fe-OC may even be completely lost under complete anaerobic reduction (<xref ref-type="bibr" rid="ref4">Chen et al., 2020</xref>).</p>
</sec>
<sec id="sec18">
<label>4.2</label>
<title>Effects of seasonal frozen soil thawing on Fe-cycling microorganisms and functional genes</title>
<p>Due to the high sensitivity and adaptability of microorganisms to the changing environment (<xref ref-type="bibr" rid="ref52">Zhao et al., 2024</xref>; <xref ref-type="bibr" rid="ref6">Chen et al., 2024</xref>), we predicted that FeRB should have high environmental sensitivity (hypothesis 2). However, we found the opposite pattern (<xref ref-type="fig" rid="fig3">Figure 3</xref>). FeRB tends to have strong environmental adaptability; it can survive and reproduce under extreme conditions such as low temperature and low oxygen and employs a unique survival strategy in the frozen soil environment (<xref ref-type="bibr" rid="ref16">Kim et al., 2024</xref>). Even if the soil environment changes greatly during the thawing of frozen soil, FeRB can adapt to the new environmental conditions by modifying its physiological mechanisms and metabolic pathways (<xref ref-type="bibr" rid="ref37">Sannino et al., 2023</xref>). However, the metabolic activity of FeOB depends more on enzymatic reactions. The activity of enzymes is directly affected by temperature (<xref ref-type="bibr" rid="ref55">Zuccarini et al., 2023</xref>). This was consistent with our findings that FeOB had high environmental sensitivity and was more susceptible to the thawing of frozen soil. FeOB is a kind of aerobic or micro-aerobic microorganism, which takes oxygen as the final electron acceptor. In an oxygen-rich environment, FeOB can rapidly oxidize Fe(II) to form Fe(III) and corresponding Fe oxide precipitates (<xref ref-type="bibr" rid="ref34">Rentz et al., 2007</xref>). SM also had an important influence on the activity of FeOB. A moderate amount of water can keep the soil moist, which is favorable to the growth and metabolic activities of microorganisms. However, excessive moisture may lead to the decrease of oxygen content in soil and form an anaerobic environment, which is not conducive to the survival and metabolism of FeOB (<xref ref-type="bibr" rid="ref11">Emerson et al., 2010</xref>). The thawing of frozen soil not only changes the soil aeration but also redistributes the water in the soil (<xref ref-type="bibr" rid="ref36">Rodenhizer et al., 2023</xref>), and leads to changes in soil redox conditions. The oxidation environment is more beneficial to the generation and reproduction of FeOB. Functional genes are the molecular basis of microbial life activities, and their expression and regulation directly affect the growth, development, and function of microorganisms. As the carriers of functional genes, microorganisms have an important impact on the environment and life activities through their life activities, such as decomposition, synthesis, biodegradation, energy conversion, and metabolism (<xref ref-type="bibr" rid="ref21">Liao et al., 2023</xref>). Microorganisms adjust the expression of their functional genes according to environmental conditions and maintain life activities. Microorganisms can directly participate in Fe dissolution, redox, and other processes, while functional genes mainly participate in the Fe cycle by regulating the Fe oxidation and Fe reduction processes of microorganisms (<xref ref-type="bibr" rid="ref23">Liu Y. et al., 2022</xref>). Therefore, in the process of seasonal frozen soil thawing, microorganisms played a leading role in the Fe cycle, Fe oxide transformation, and Fe-OC, rather than functional genes.</p>
</sec>
<sec id="sec19">
<label>4.3</label>
<title>Fe-oxidizing microorganisms affect the Fe-OC during the thawing of seasonal frozen soil</title>
<p>FeOB exists widely in nature and plays a key role in the biogeochemical cycle of Fe (<xref ref-type="bibr" rid="ref1">Andrews et al., 2013</xref>). FeOB obtains energy through the process of biological oxidation of Fe(II). These energies provide power for the growth and reproduction of FeOB and influence the dissolution, migration, and deposition of Fe, thereby affecting the distribution and morphology of Fe in the environment and facilitating its interaction with SOC (<xref ref-type="bibr" rid="ref11">Emerson et al., 2010</xref>). SOC has a significant affinity for Fe(III), and Fe(III) oxides are mainly combined with SOC (<xref ref-type="bibr" rid="ref35">Riedel et al., 2013</xref>). FeOB is beneficial to the transformation of Fe(II) to Fe(III) and promotes the preservation of C. FeOB also plays a key role in facilitating the formation of Fe oxides. FeOB can promote the transformation of Fe oxides in soil and convert Fe<sub>o</sub> into more stable Fe<sub>p</sub> (<xref ref-type="bibr" rid="ref11">Emerson et al., 2010</xref>). Fe<sub>p</sub> is an important non-absorbing storage mechanism of SOC in soil that can promote the stability of SOC because of its irreversibility (<xref ref-type="bibr" rid="ref10">Duan et al., 2020</xref>). Changes in soil water content are important factors controlling SOC and Fe mineral accumulation (<xref ref-type="bibr" rid="ref18">Kramer and Chadwick, 2018</xref>). The protective relationship between Fe and SOC is strongly affected by water-sensitive redox kinetics (<xref ref-type="bibr" rid="ref3">Buettner et al., 2014</xref>); microbial activity is also affected by the SM content (<xref ref-type="bibr" rid="ref13">Huang and Hall, 2017</xref>). In general, SOC mineralization is positively correlated with SM when SM is low. However, SOC mineralization is negatively correlated with SM when SM exceeds the optimal value. Increases in the SM content inhibit increases in the SOC content caused by soil respiration, which is offset by the release and mineralization of OC combined with Fe oxides (<xref ref-type="bibr" rid="ref4">Chen et al., 2020</xref>). Therefore, the thawing of seasonal frozen soil had a significant effect on SM, whereas FeOB was more environmentally sensitive and strongly influenced by SM. FeOB affected the transformation of Fe(II) and Fe(III), as well as the transformation of Fe oxide morphology, and ultimately had an impact on Fe-OC content.</p>
</sec>
</sec>
<sec sec-type="conclusions" id="sec20">
<label>5</label>
<title>Conclusion</title>
<p>The succession of soil Fe-cycling microorganisms and their decoupling from Fe oxides and Fe-OC were important for exploring the stabilization mechanism of the soil C pool during the thawing of seasonal frozen soil in the alpine grassland of Central Asia. This was the first study to examine the influence of Fe-cycling microorganisms on the Fe phase and Fe-OC in the soil of alpine grassland in Central Asia. During the thawing of frozen soil, the Fe-OC content in the subsoil of alpine grassland in Central Asia decreased significantly. FeOB was more affected by freezing and thawing than FeRB. Seasonal freezing and thawing significantly affected FeOB and Fe oxides (Fe<sub>p</sub> and Fe<sub>o</sub>) in the subsoil of alpine grassland, which significantly affected the content of Fe-OC. Our findings provide scientific clues for exploring the biogeochemical cycle process in future climate change.</p>
</sec>
</body>
<back>
<sec sec-type="data-availability" id="sec21">
<title>Data availability statement</title>
<p>The datasets presented in this study can be found in online repositories. The names of the repository/repositories and accession number(s) can be found at: <ext-link xlink:href="https://www.ncbi.nlm.nih.gov/" ext-link-type="uri">https://www.ncbi.nlm.nih.gov/</ext-link>, PRJNA1180693.</p>
</sec>
<sec sec-type="author-contributions" id="sec22">
<title>Author contributions</title>
<p>YT: Writing &#x2013; original draft, Conceptualization, Data curation, Investigation, Project administration. MA: Data curation, Investigation, Writing &#x2013; review &#x0026; editing. ZY: Funding acquisition, Methodology, Writing &#x2013; review &#x0026; editing, Resources. TK: Investigation, Software, Writing &#x2013; review &#x0026; editing. YJ: Data curation, Investigation, Writing &#x2013; review &#x0026; editing. YH: Investigation, Project administration, Writing &#x2013; review &#x0026; editing. MC: Writing &#x2013; review &#x0026; editing, Conceptualization, Methodology, Resources, Visualization. HJ: Writing &#x2013; review &#x0026; editing, Conceptualization, Funding acquisition, Methodology, Project administration, Resources.</p>
</sec>
<sec sec-type="funding-information" id="sec23">
<title>Funding</title>
<p>The author(s) declare that financial support was received for the research, authorship, and/or publication of this article. This study was supported by the National Natural Science Foundation of China (No. 31560171), the Natural Science Foundation of Xinjiang Uygur Autonomous Region (2022D01A192), and Xinjiang Uygur Autonomous Region &#x201C;Three Rural&#x201D; Backbone Training Project (2023SNGGGCC002).</p>
</sec>
<sec sec-type="COI-statement" id="sec24">
<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 sec-type="ai-statement" id="sec25">
<title>Generative AI statement</title>
<p>The author(s) declare that no Generative AI was used in the creation of this manuscript.</p>
</sec>
<sec sec-type="disclaimer" id="sec26">
<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>
<ref-list>
<title>References</title>
<ref id="ref1"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Andrews</surname> <given-names>S.</given-names></name> <name><surname>Norton</surname> <given-names>I.</given-names></name> <name><surname>Salunkhe</surname> <given-names>A. S.</given-names></name> <name><surname>Goodluck</surname> <given-names>H.</given-names></name> <name><surname>Aly</surname> <given-names>W. S. M.</given-names></name> <name><surname>Mourad-Agha</surname> <given-names>H.</given-names></name> <etal/></person-group>. (<year>2013</year>). <article-title>Control of iron metabolism in bacteria</article-title>. <source>Met. Ions Life Sci.</source> <volume>12</volume>, <fpage>203</fpage>&#x2013;<lpage>239</lpage>. doi: <pub-id pub-id-type="doi">10.1007/978-94-007-5561-1_7</pub-id>, PMID: <pub-id pub-id-type="pmid">23595674</pub-id></citation></ref>
<ref id="ref2"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Bi</surname> <given-names>Y.</given-names></name> <name><surname>Yan</surname> <given-names>Z.</given-names></name> <name><surname>Zhao</surname> <given-names>W.</given-names></name> <name><surname>Lei</surname> <given-names>Y.</given-names></name> <name><surname>Li</surname> <given-names>T. Y.</given-names></name> <name><surname>Xue</surname> <given-names>L. M.</given-names></name> <etal/></person-group>. (<year>2024</year>). <article-title>Seasonal coupling of iron (hydr-) oxides and organic carbon across elevations in Phargmites marshes of Yangtze estuary</article-title>. <source>Catena</source> <volume>241</volume>:<fpage>108073</fpage>. doi: <pub-id pub-id-type="doi">10.1016/j.catena.2024.108073</pub-id></citation></ref>
<ref id="ref3"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Buettner</surname> <given-names>S. W.</given-names></name> <name><surname>Kramer</surname> <given-names>M. G.</given-names></name> <name><surname>Chadwick</surname> <given-names>O. A.</given-names></name> <name><surname>Thompson</surname> <given-names>A.</given-names></name></person-group> (<year>2014</year>). <article-title>Mobilization of colloidal carbon during iron reduction in basaltic soils</article-title>. <source>Geoderma</source> <volume>221-222</volume>, <fpage>139</fpage>&#x2013;<lpage>145</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.geoderma.2014.01.012</pub-id></citation></ref>
<ref id="ref4"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Chen</surname> <given-names>C. M.</given-names></name> <name><surname>Hall</surname> <given-names>S. J.</given-names></name> <name><surname>Coward</surname> <given-names>E.</given-names></name> <name><surname>Thompson</surname> <given-names>A.</given-names></name></person-group> (<year>2020</year>). <article-title>Iron-mediated organic matter decomposition in humid soils can counteract protection</article-title>. <source>Nat. Commun.</source> <volume>11</volume>:<fpage>2255</fpage>. doi: <pub-id pub-id-type="doi">10.1038/s41467-020-16071-5</pub-id>, PMID: <pub-id pub-id-type="pmid">32382079</pub-id></citation></ref>
<ref id="ref5"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Chen</surname> <given-names>M.</given-names></name> <name><surname>Yang</surname> <given-names>Z. L.</given-names></name> <name><surname>Abulaizi</surname> <given-names>M.</given-names></name> <name><surname>Hu</surname> <given-names>Y.</given-names></name> <name><surname>Tian</surname> <given-names>Y. X.</given-names></name> <name><surname>Hu</surname> <given-names>Y. P.</given-names></name> <etal/></person-group>. (<year>2023</year>). <article-title>Soil bacterial communities in alpine wetlands in arid Central Asia remain stable during the seasonal freeze-thaw period</article-title>. <source>Ecol. Indic.</source> <volume>156</volume>:<fpage>111164</fpage>. doi: <pub-id pub-id-type="doi">10.1016/j.ecolind.2023.111164</pub-id></citation></ref>
<ref id="ref6"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Chen</surname> <given-names>L.</given-names></name> <name><surname>Yang</surname> <given-names>G.</given-names></name> <name><surname>Bai</surname> <given-names>Y.</given-names></name> <name><surname>Chang</surname> <given-names>J. F.</given-names></name> <name><surname>Qin</surname> <given-names>S. Q.</given-names></name> <name><surname>Liu</surname> <given-names>F. T.</given-names></name> <etal/></person-group>. (<year>2024</year>). <article-title>Permafrost carbon cycle and its dynamics on the Tibetan plateau</article-title>. <source>Sci. China Life Sci.</source> <volume>67</volume>, <fpage>1833</fpage>&#x2013;<lpage>1848</lpage>. doi: <pub-id pub-id-type="doi">10.1007/s11427-023-2601-1</pub-id>, PMID: <pub-id pub-id-type="pmid">38951429</pub-id></citation></ref>
<ref id="ref7"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Chen</surname> <given-names>M.</given-names></name> <name><surname>Zhu</surname> <given-names>X. P.</given-names></name> <name><surname>Zhao</surname> <given-names>C. Y.</given-names></name> <name><surname>Yu</surname> <given-names>P. J.</given-names></name> <name><surname>Abulaizi</surname> <given-names>M.</given-names></name> <name><surname>Jia</surname> <given-names>H. T.</given-names></name></person-group> (<year>2021</year>). <article-title>Rapid microbial community evolution in initial Carex litter decomposition stages in Bayinbuluk alpine wetland during the freeze-thaw period</article-title>. <source>Ecol. Indic.</source> <volume>121</volume>, <fpage>107180</fpage>&#x2013;<lpage>107173</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.ecolind.2020.107180</pub-id>, PMID: <pub-id pub-id-type="pmid">39691754</pub-id></citation></ref>
<ref id="ref8"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Coward</surname> <given-names>E. K.</given-names></name> <name><surname>Thompson</surname> <given-names>A. T.</given-names></name> <name><surname>Plante</surname> <given-names>A. F.</given-names></name></person-group> (<year>2017</year>). <article-title>Iron-mediated mineralogical control of organic matter accumulation in tropical soils</article-title>. <source>Geoderma</source> <volume>306</volume>, <fpage>206</fpage>&#x2013;<lpage>216</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.geoderma.2017.07.026</pub-id></citation></ref>
<ref id="ref9"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Dove</surname> <given-names>N. C.</given-names></name> <name><surname>Barnes</surname> <given-names>M. E.</given-names></name> <name><surname>Moreland</surname> <given-names>K.</given-names></name> <name><surname>Graham</surname> <given-names>R.</given-names></name> <name><surname>Berhe</surname> <given-names>A.</given-names></name> <name><surname>Hart</surname> <given-names>S.</given-names></name></person-group> (<year>2021</year>). <article-title>Depth dependence of climatic controls on soil microbial community activity and composition. ISME</article-title>. <source>Communications</source> <volume>1</volume>:<fpage>78</fpage>. doi: <pub-id pub-id-type="doi">10.1038/s43705-021-00081-5</pub-id>, PMID: <pub-id pub-id-type="pmid">37938290</pub-id></citation></ref>
<ref id="ref10"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Duan</surname> <given-names>X.</given-names></name> <name><surname>Yu</surname> <given-names>X.</given-names></name> <name><surname>Li</surname> <given-names>Z.</given-names></name> <name><surname>Wang</surname> <given-names>Q. G.</given-names></name> <name><surname>Liu</surname> <given-names>Z. P.</given-names></name> <name><surname>Zou</surname> <given-names>Y. C.</given-names></name></person-group> (<year>2020</year>). <article-title>Iron-bound organic carbon is conserved in the rhizosphere soil of freshwater wetlands</article-title>. <source>Soil Biol. Biochem.</source> <volume>149</volume>:<fpage>107949</fpage>. doi: <pub-id pub-id-type="doi">10.1016/j.soilbio.2020.107949</pub-id></citation></ref>
<ref id="ref11"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Emerson</surname> <given-names>D.</given-names></name> <name><surname>Fleming</surname> <given-names>E. J.</given-names></name> <name><surname>Mcbeth</surname> <given-names>J. M.</given-names></name></person-group> (<year>2010</year>). <article-title>Iron-oxidizing bacteria: an environmental and genomic perspective</article-title>. <source>Ann. Rev. Microbiol.</source> <volume>64</volume>, <fpage>561</fpage>&#x2013;<lpage>583</lpage>. doi: <pub-id pub-id-type="doi">10.1146/annurev.micro.112408.134208</pub-id>, PMID: <pub-id pub-id-type="pmid">20565252</pub-id></citation></ref>
<ref id="ref12"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Hu</surname> <given-names>Y.</given-names></name> <name><surname>Yu</surname> <given-names>G. L.</given-names></name> <name><surname>Zhou</surname> <given-names>J. Q.</given-names></name> <name><surname>Li</surname> <given-names>K. H.</given-names></name> <name><surname>Chen</surname> <given-names>M.</given-names></name> <name><surname>Abulaizi</surname> <given-names>M.</given-names></name> <etal/></person-group>. (<year>2023</year>). <article-title>Grazing and reclamation-induced microbiome alterations drive organic carbon stability within soil aggregates in alpine steppes</article-title>. <source>Catena</source> <volume>231</volume>:<fpage>107306</fpage>. doi: <pub-id pub-id-type="doi">10.1016/j.catena.2023.107306</pub-id></citation></ref>
<ref id="ref13"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Huang</surname> <given-names>W.</given-names></name> <name><surname>Hall</surname> <given-names>S. J.</given-names></name></person-group> (<year>2017</year>). <article-title>Elevated moisture stimulates carbon loss from mineral soils by releasing protected organic matter</article-title>. <source>Nat. Commun.</source> <volume>8</volume>:<fpage>1774</fpage>. doi: <pub-id pub-id-type="doi">10.1038/s41467-017-01998-z</pub-id>, PMID: <pub-id pub-id-type="pmid">29176688</pub-id></citation></ref>
<ref id="ref14"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Huang</surname> <given-names>W.</given-names></name> <name><surname>Ye</surname> <given-names>C.</given-names></name> <name><surname>Hockaday</surname> <given-names>W. C.</given-names></name> <name><surname>Hall</surname> <given-names>S.</given-names></name></person-group> (<year>2020</year>). <article-title>Trade-offs in soil carbon protection mechanisms under aerobic and anaerobic conditions</article-title>. <source>Glob. Chang. Biol.</source> <volume>26</volume>, <fpage>3726</fpage>&#x2013;<lpage>3737</lpage>. doi: <pub-id pub-id-type="doi">10.1111/gcb.15100</pub-id>, PMID: <pub-id pub-id-type="pmid">32227617</pub-id></citation></ref>
<ref id="ref15"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Joss</surname> <given-names>H.</given-names></name> <name><surname>Patzner</surname> <given-names>M. S.</given-names></name> <name><surname>Maisch</surname> <given-names>M.</given-names></name> <name><surname>Mueller</surname> <given-names>C. W.</given-names></name> <name><surname>Kappler</surname> <given-names>A.</given-names></name> <name><surname>Bryce</surname> <given-names>C.</given-names></name></person-group> (<year>2022</year>). <article-title>Cryoturbation impacts iron-organic carbon associations along a permafrost soil chronosequence in northern Alaska</article-title>. <source>Geoderma</source> <volume>413</volume>:<fpage>115738</fpage>. doi: <pub-id pub-id-type="doi">10.1016/j.geoderma.2022.115738</pub-id></citation></ref>
<ref id="ref16"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Kim</surname> <given-names>J.</given-names></name> <name><surname>Park</surname> <given-names>Y. K.</given-names></name> <name><surname>Koo</surname> <given-names>T. H.</given-names></name> <name><surname>Jung</surname> <given-names>J.</given-names></name> <name><surname>Kang</surname> <given-names>I.</given-names></name> <name><surname>Kim</surname> <given-names>K.</given-names></name> <etal/></person-group>. (<year>2024</year>). <article-title>Microbially-mediated reductive dissolution of Fe-bearing minerals during freeze-thaw cycles</article-title>. <source>Geochim. Cosmochim. Acta</source> <volume>376</volume>, <fpage>134</fpage>&#x2013;<lpage>143</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.gca.2024.05.015</pub-id></citation></ref>
<ref id="ref17"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Kostka</surname> <given-names>J. E.</given-names></name> <name><surname>Luther</surname> <given-names>G. W.</given-names> <suffix>III</suffix></name></person-group>. (<year>1994</year>). <article-title>Partitioning and speciation of solid phase iron in saltmarsh sediments</article-title>. <source>Geochim. Cosmochim. Acta</source> <volume>58</volume>, <fpage>1701</fpage>&#x2013;<lpage>1710</lpage>. doi: <pub-id pub-id-type="doi">10.1016/0016-7037(94)90531-2</pub-id></citation></ref>
<ref id="ref18"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Kramer</surname> <given-names>M. G.</given-names></name> <name><surname>Chadwick</surname> <given-names>O. A.</given-names></name></person-group> (<year>2018</year>). <article-title>Climate-driven thresholds in reactive mineral retention of soil carbon at the global scale</article-title>. <source>Nat. Clim. Chang.</source> <volume>8</volume>, <fpage>1104</fpage>&#x2013;<lpage>1108</lpage>. doi: <pub-id pub-id-type="doi">10.1038/s41558-018-0341-4</pub-id></citation></ref>
<ref id="ref19"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Lalonde</surname> <given-names>K.</given-names></name> <name><surname>Mucci</surname> <given-names>A.</given-names></name> <name><surname>Ouellet</surname> <given-names>A.</given-names></name> <name><surname>G&#x00E9;linas</surname> <given-names>Y.</given-names></name></person-group> (<year>2012</year>). <article-title>Preservation of organic matter in sediments promoted by iron</article-title>. <source>Nature</source> <volume>483</volume>, <fpage>198</fpage>&#x2013;<lpage>200</lpage>. doi: <pub-id pub-id-type="doi">10.1038/nature10855</pub-id>, PMID: <pub-id pub-id-type="pmid">22398559</pub-id></citation></ref>
<ref id="ref20"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Li</surname> <given-names>W.</given-names></name> <name><surname>Migliavacca</surname> <given-names>M.</given-names></name> <name><surname>Forkel</surname> <given-names>M.</given-names></name> <name><surname>Denissen</surname> <given-names>J.</given-names></name> <name><surname>Reichstein</surname> <given-names>M.</given-names></name> <name><surname>Yang</surname> <given-names>H.</given-names></name> <etal/></person-group>. (<year>2022</year>). <article-title>Widespread increasing vegetation sensitivity to soil moisture</article-title>. <source>Nat. Commun.</source> <volume>13</volume>:<fpage>3959</fpage>. doi: <pub-id pub-id-type="doi">10.1038/s41467-022-31667-9</pub-id>, PMID: <pub-id pub-id-type="pmid">35803919</pub-id></citation></ref>
<ref id="ref21"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Liao</surname> <given-names>J.</given-names></name> <name><surname>Dou</surname> <given-names>Y.</given-names></name> <name><surname>Yang</surname> <given-names>X.</given-names></name> <name><surname>An</surname> <given-names>S.</given-names></name></person-group> (<year>2023</year>). <article-title>Soil microbial community and their functional genes during grassland restoration</article-title>. <source>J. Environ. Manag.</source> <volume>325</volume>:<fpage>116488</fpage>. doi: <pub-id pub-id-type="doi">10.1016/j.jenvman.2022.116488</pub-id>, PMID: <pub-id pub-id-type="pmid">36419280</pub-id></citation></ref>
<ref id="ref22"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Liu</surname> <given-names>Y.</given-names></name> <name><surname>Dong</surname> <given-names>Y.</given-names></name> <name><surname>Ge</surname> <given-names>T.</given-names></name> <name><surname>Hussain</surname> <given-names>Q.</given-names></name> <name><surname>Wang</surname> <given-names>P.</given-names></name> <name><surname>Wang</surname> <given-names>J.</given-names></name> <etal/></person-group>. (<year>2019</year>). <article-title>Impact of prolonged rice cultivation on coupling relationship among C, Fe, and Fe-reducing bacteria over a 1000-year paddy soil chronosequence</article-title>. <source>Biol. Fertil. Soils</source> <volume>55</volume>, <fpage>589</fpage>&#x2013;<lpage>602</lpage>. doi: <pub-id pub-id-type="doi">10.1007/s00374-019-01370-x</pub-id></citation></ref>
<ref id="ref23"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Liu</surname> <given-names>S.</given-names></name> <name><surname>Garc&#x00ED;a-Palacios</surname> <given-names>P.</given-names></name> <name><surname>Tedersoo</surname> <given-names>L.</given-names></name> <name><surname>Guirado</surname> <given-names>E.</given-names></name> <name><surname>van der Heijden</surname> <given-names>M. G. A.</given-names></name> <name><surname>Wagg</surname> <given-names>C.</given-names></name> <etal/></person-group>. (<year>2022</year>). <article-title>Phylotype diversity within soil fungal functional groups drives ecosystem stability</article-title>. <source>Nat. Ecol. Evol.</source> <volume>6</volume>, <fpage>900</fpage>&#x2013;<lpage>909</lpage>. doi: <pub-id pub-id-type="doi">10.1038/s41559-022-01756-5</pub-id>, PMID: <pub-id pub-id-type="pmid">35534625</pub-id></citation></ref>
<ref id="ref24"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Liu</surname> <given-names>Y.</given-names></name> <name><surname>Wang</surname> <given-names>Y.</given-names></name> <name><surname>Wang</surname> <given-names>Z.</given-names></name> <name><surname>Gao</surname> <given-names>T.</given-names></name></person-group> (<year>2022</year>). <article-title>Characteristics of iron cycle and its driving mechanism during the development of biological soil crusts associated with desert revegetation</article-title>. <source>Soil Biol. Biochem.</source> <volume>164</volume>:<fpage>108487</fpage>. doi: <pub-id pub-id-type="doi">10.1016/j.soilbio.2021.108487</pub-id></citation></ref>
<ref id="ref25"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Luo</surname> <given-names>S.</given-names></name> <name><surname>Wang</surname> <given-names>J.</given-names></name> <name><surname>Pomeroy</surname> <given-names>J. W.</given-names></name> <name><surname>Lyu</surname> <given-names>S.</given-names></name></person-group> (<year>2020</year>). <article-title>Freeze-thaw changes of seasonally frozen ground on the Tibetan plateau from 1960 to 2014</article-title>. <source>J. Clim.</source> <volume>33</volume>, <fpage>9427</fpage>&#x2013;<lpage>9446</lpage>. doi: <pub-id pub-id-type="doi">10.1175/JCLI-D-19-0923.1</pub-id></citation></ref>
<ref id="ref26"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Marushchak</surname> <given-names>M. E.</given-names></name> <name><surname>Kerttula</surname> <given-names>J.</given-names></name> <name><surname>Di&#x00E1;kov&#x00E1;</surname> <given-names>K.</given-names></name> <name><surname>Faguet</surname> <given-names>A.</given-names></name> <name><surname>Gil</surname> <given-names>J.</given-names></name> <name><surname>Grosse</surname> <given-names>G.</given-names></name> <etal/></person-group>. (<year>2021</year>). <article-title>Thawing Yedoma permafrost is a neglected nitrous oxide source</article-title>. <source>Nat. Commun.</source> <volume>12</volume>:<fpage>7107</fpage>. doi: <pub-id pub-id-type="doi">10.1038/s41467-021-27386-2</pub-id>, PMID: <pub-id pub-id-type="pmid">34876586</pub-id></citation></ref>
<ref id="ref27"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>McCalley</surname> <given-names>C. K.</given-names></name> <name><surname>Woodcroft</surname> <given-names>B. J.</given-names></name> <name><surname>Hodgkins</surname> <given-names>S. B.</given-names></name> <name><surname>Wehr</surname> <given-names>R. A.</given-names></name> <name><surname>Kim</surname> <given-names>E. H.</given-names></name> <name><surname>Mondav</surname> <given-names>R.</given-names></name> <etal/></person-group>. (<year>2014</year>). <article-title>Methane dynamics regulated by microbial community response to permafrost thaw</article-title>. <source>Nature</source> <volume>514</volume>, <fpage>478</fpage>&#x2013;<lpage>481</lpage>. doi: <pub-id pub-id-type="doi">10.1038/nature13798</pub-id>, PMID: <pub-id pub-id-type="pmid">25341787</pub-id></citation></ref>
<ref id="ref28"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Mosley</surname> <given-names>O. E.</given-names></name> <name><surname>Emilie</surname> <given-names>G.</given-names></name> <name><surname>Murray</surname> <given-names>C.</given-names></name> <name><surname>Weaver</surname> <given-names>L.</given-names></name> <name><surname>Daughney</surname> <given-names>C.</given-names></name> <name><surname>Handley</surname> <given-names>K. M.</given-names></name></person-group> (<year>2022</year>). <article-title>Nitrogen cycling and microbial cooperation in the terrestrial subsurface</article-title>. <source>ISME J.</source> <volume>16</volume>, <fpage>2561</fpage>&#x2013;<lpage>2573</lpage>. doi: <pub-id pub-id-type="doi">10.1038/s41396-022-01300-0</pub-id>, PMID: <pub-id pub-id-type="pmid">35941171</pub-id></citation></ref>
<ref id="ref29"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Mu</surname> <given-names>C.</given-names></name> <name><surname>Zhang</surname> <given-names>T.</given-names></name> <name><surname>Wu</surname> <given-names>Q.</given-names></name> <name><surname>Peng</surname> <given-names>X.</given-names></name> <name><surname>Cao</surname> <given-names>B.</given-names></name> <name><surname>Zhang</surname> <given-names>X.</given-names></name> <etal/></person-group>. (<year>2015</year>). <article-title>Editorial: organic carbon pools in permafrost regions on the Qinghai-Xizang (Tibetan) plateau</article-title>. <source>Cryosphere</source> <volume>9</volume>, <fpage>479</fpage>&#x2013;<lpage>486</lpage>. doi: <pub-id pub-id-type="doi">10.5194/tc-9-479-2015</pub-id></citation></ref>
<ref id="ref30"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Olid</surname> <given-names>C.</given-names></name> <name><surname>Klaminder</surname> <given-names>J.</given-names></name> <name><surname>Monteux</surname> <given-names>S.</given-names></name> <name><surname>Johansson</surname> <given-names>M.</given-names></name> <name><surname>Dorrepaal</surname> <given-names>E.</given-names></name></person-group> (<year>2020</year>). <article-title>Decade of experimental permafrost thaw reduces turnover of young carbon and increases losses of old carbon, without affecting the net carbon balance</article-title>. <source>Glob. Chang. Biol.</source> <volume>26</volume>, <fpage>5886</fpage>&#x2013;<lpage>5898</lpage>. doi: <pub-id pub-id-type="doi">10.1111/gcb.15283</pub-id>, PMID: <pub-id pub-id-type="pmid">32681580</pub-id></citation></ref>
<ref id="ref31"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Pan</surname> <given-names>W.</given-names></name> <name><surname>Kan</surname> <given-names>J.</given-names></name> <name><surname>Inamdar</surname> <given-names>S.</given-names></name> <name><surname>Chen</surname> <given-names>C.</given-names></name> <name><surname>Sparks</surname> <given-names>D.</given-names></name></person-group> (<year>2016</year>). <article-title>Dissimilatory microbial iron reduction release DOC (dissolved organic carbon) from carbon-ferrihydrite association</article-title>. <source>Soil Biol. Biochem.</source> <volume>103</volume>, <fpage>232</fpage>&#x2013;<lpage>240</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.soilbio.2016.08.026</pub-id></citation></ref>
<ref id="ref32"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Patzner</surname> <given-names>M. S.</given-names></name> <name><surname>Kainz</surname> <given-names>N.</given-names></name> <name><surname>Lundin</surname> <given-names>E.</given-names></name> <name><surname>Arczok</surname> <given-names>M.</given-names></name> <name><surname>Smith</surname> <given-names>C.</given-names></name> <name><surname>Herndon</surname> <given-names>E.</given-names></name> <etal/></person-group>. (<year>2022</year>). <article-title>Seasonal fluctuations in Iron cycling in thawing permafrost peatlands</article-title>. <source>Environ. Sci. Technol.</source> <volume>56</volume>, <fpage>4620</fpage>&#x2013;<lpage>4631</lpage>. doi: <pub-id pub-id-type="doi">10.1021/acs.est.1c06937</pub-id>, PMID: <pub-id pub-id-type="pmid">35290040</pub-id></citation></ref>
<ref id="ref33"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Patzner</surname> <given-names>M. S.</given-names></name> <name><surname>Mueller</surname> <given-names>C. W.</given-names></name> <name><surname>Malusova</surname> <given-names>M.</given-names></name> <name><surname>Baur</surname> <given-names>M.</given-names></name> <name><surname>Nikeleit</surname> <given-names>V.</given-names></name> <name><surname>Scholten</surname> <given-names>T.</given-names></name> <etal/></person-group>. (<year>2020</year>). <article-title>Iron mineral dissolution releases iron and associated organic carbon during permafrost thaw</article-title>. <source>Nat. Commun.</source> <volume>11</volume>:<fpage>6329</fpage>. doi: <pub-id pub-id-type="doi">10.1038/s41467-020-20102-6</pub-id>, PMID: <pub-id pub-id-type="pmid">33303752</pub-id></citation></ref>
<ref id="ref34"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Rentz</surname> <given-names>J. A.</given-names></name> <name><surname>Kraiya</surname> <given-names>C.</given-names></name> <name><surname>Luther</surname> <given-names>G. W.</given-names></name> <name><surname>Emerson</surname> <given-names>D.</given-names></name></person-group> (<year>2007</year>). <article-title>Control of ferrous iron oxidation within circumneutral microbial iron mats by cellular activity and autocatalysis</article-title>. <source>Environ. Sci. Technol.</source> <volume>41</volume>, <fpage>6084</fpage>&#x2013;<lpage>6089</lpage>. doi: <pub-id pub-id-type="doi">10.1021/es062203e</pub-id>, PMID: <pub-id pub-id-type="pmid">17937285</pub-id></citation></ref>
<ref id="ref35"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Riedel</surname> <given-names>T.</given-names></name> <name><surname>Zak</surname> <given-names>D.</given-names></name> <name><surname>Biester</surname> <given-names>H.</given-names></name> <name><surname>Thorsten</surname> <given-names>D.</given-names></name></person-group> (<year>2013</year>). <article-title>Iron traps terrestrially derived dissolved organic matter at redox interfaces</article-title>. <source>Proc. Natl. Acad. Sci. USA</source> <volume>110</volume>, <fpage>10101</fpage>&#x2013;<lpage>10105</lpage>. doi: <pub-id pub-id-type="doi">10.1073/pnas.1221487110</pub-id>, PMID: <pub-id pub-id-type="pmid">23733946</pub-id></citation></ref>
<ref id="ref36"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Rodenhizer</surname> <given-names>H.</given-names></name> <name><surname>Natali</surname> <given-names>S. M.</given-names></name> <name><surname>Mauritz</surname> <given-names>M.</given-names></name> <name><surname>Taylor</surname> <given-names>M. A.</given-names></name> <name><surname>Celis</surname> <given-names>G.</given-names></name> <name><surname>Kadej</surname> <given-names>S.</given-names></name> <etal/></person-group>. (<year>2023</year>). <article-title>Abrupt permafrost thaw drives spatially heterogeneous soil moisture and carbon dioxide fluxes in upland tundra</article-title>. <source>Glob. Chang. Biol.</source> <volume>29</volume>, <fpage>6286</fpage>&#x2013;<lpage>6302</lpage>. doi: <pub-id pub-id-type="doi">10.1111/gcb.16936</pub-id>, PMID: <pub-id pub-id-type="pmid">37694963</pub-id></citation></ref>
<ref id="ref37"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Sannino</surname> <given-names>C.</given-names></name> <name><surname>Qi</surname> <given-names>W.</given-names></name> <name><surname>R&#x00FC;thi</surname> <given-names>J.</given-names></name> <name><surname>Stierli</surname> <given-names>B.</given-names></name> <name><surname>Frey</surname> <given-names>B.</given-names></name></person-group> (<year>2023</year>). <article-title>Distinct taxonomic and functional profiles of high Arctic and alpine permafrost-affected soil microbiomes</article-title>. <source>Environ. Microb.</source> <volume>18</volume>:<fpage>54</fpage>. doi: <pub-id pub-id-type="doi">10.1186/s40793-023-00509-6</pub-id>, PMID: <pub-id pub-id-type="pmid">37328770</pub-id></citation></ref>
<ref id="ref38"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Singh</surname> <given-names>M.</given-names></name> <name><surname>Sarkar</surname> <given-names>B.</given-names></name> <name><surname>Sarkar</surname> <given-names>S.</given-names></name> <name><surname>Churchman</surname> <given-names>J.</given-names></name> <name><surname>Bolan</surname> <given-names>N.</given-names></name> <name><surname>Mandal</surname> <given-names>S.</given-names></name> <etal/></person-group>. (<year>2018</year>). <article-title>Stabilization of soil organic carbon as influenced by clay mineralogy</article-title>. <source>Adv. Agron.</source> <volume>148</volume>, <fpage>33</fpage>&#x2013;<lpage>84</lpage>. doi: <pub-id pub-id-type="doi">10.1016/bs.agron.2017.11.001</pub-id></citation></ref>
<ref id="ref39"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Song</surname> <given-names>C. L.</given-names></name> <name><surname>Wang</surname> <given-names>G. X.</given-names></name> <name><surname>Mao</surname> <given-names>T. X.</given-names></name> <name><surname>Chen</surname> <given-names>X.</given-names></name> <name><surname>Huang</surname> <given-names>K.</given-names></name> <name><surname>Sun</surname> <given-names>X.</given-names></name> <etal/></person-group>. (<year>2019</year>). <article-title>Importance of active layer freeze-thaw cycles on the riverine dissolved carbon export on the Qinghai-Tibet plateau permafrost region</article-title>. <source>PeerJ</source> <volume>7</volume>:<fpage>e7146</fpage>. doi: <pub-id pub-id-type="doi">10.7717/peerj.7146</pub-id></citation></ref>
<ref id="ref40"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Song</surname> <given-names>X.</given-names></name> <name><surname>Wang</surname> <given-names>P.</given-names></name> <name><surname>Van Zwieten</surname> <given-names>L.</given-names></name> <name><surname>Bolan</surname> <given-names>N.</given-names></name> <name><surname>Wang</surname> <given-names>H.</given-names></name> <name><surname>Li</surname> <given-names>X.</given-names></name> <etal/></person-group>. (<year>2022</year>). <article-title>Towards a better understanding of the role of Fe cycling in soil for carbon stabilization and degradation</article-title>. <source>Carbon Res.</source> <volume>1</volume>, <fpage>1</fpage>&#x2013;<lpage>16</lpage>. doi: <pub-id pub-id-type="doi">10.1007/s44246-022-00008-2</pub-id>, PMID: <pub-id pub-id-type="pmid">39692860</pub-id></citation></ref>
<ref id="ref41"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Sutton-Grier</surname> <given-names>A. E.</given-names></name> <name><surname>Keller</surname> <given-names>J. K.</given-names></name> <name><surname>Koch</surname> <given-names>R.</given-names></name> <name><surname>Gilmour</surname> <given-names>C.</given-names></name> <name><surname>Megonigal</surname> <given-names>J. P.</given-names></name></person-group> (<year>2011</year>). <article-title>Electron donors and acceptors influence anaerobic soil organic matter mineralization in tidal marshes</article-title>. <source>Soil Biol. Biochem.</source> <volume>43</volume>, <fpage>1576</fpage>&#x2013;<lpage>1583</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.soilbio.2011.04.008</pub-id></citation></ref>
<ref id="ref42"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Tedersoo</surname> <given-names>L.</given-names></name> <name><surname>Bahram</surname> <given-names>M.</given-names></name> <name><surname>P&#x00F5;lme</surname> <given-names>S.</given-names></name> <name><surname>K&#x00F5;ljalg</surname> <given-names>U.</given-names></name> <name><surname>Yorou</surname> <given-names>N. S.</given-names></name> <name><surname>Wijesundera</surname> <given-names>R.</given-names></name> <etal/></person-group>. (<year>2014</year>). <article-title>Global diversity and geography of soil fungi</article-title>. <source>Science</source> <volume>346</volume>:<fpage>1256688</fpage>. doi: <pub-id pub-id-type="doi">10.1126/science.1256688</pub-id>, PMID: <pub-id pub-id-type="pmid">25430773</pub-id></citation></ref>
<ref id="ref43"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Thompson</surname> <given-names>L. R.</given-names></name> <name><surname>Sanders</surname> <given-names>J. G.</given-names></name> <name><surname>McDonald</surname> <given-names>D.</given-names></name> <name><surname>Amir</surname> <given-names>A.</given-names></name> <name><surname>Ladau</surname> <given-names>J.</given-names></name> <name><surname>Locey</surname> <given-names>K. J.</given-names></name> <etal/></person-group>. (<year>2017</year>). <article-title>A communal catalogue reveals Earth&#x2019;s multiscale microbial diversity</article-title>. <source>Nature</source> <volume>551</volume>, <fpage>457</fpage>&#x2013;<lpage>463</lpage>. doi: <pub-id pub-id-type="doi">10.1038/nature24621</pub-id>, PMID: <pub-id pub-id-type="pmid">29088705</pub-id></citation></ref>
<ref id="ref44"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Tian</surname> <given-names>P.</given-names></name> <name><surname>Liu</surname> <given-names>S.</given-names></name> <name><surname>Zhao</surname> <given-names>X.</given-names></name> <name><surname>Sun</surname> <given-names>Z.</given-names></name> <name><surname>Yao</surname> <given-names>X.</given-names></name> <name><surname>Niu</surname> <given-names>S.</given-names></name> <etal/></person-group>. (<year>2021</year>). <article-title>Past climate conditions predict the influence of nitrogen enrichment on the temperature sensitivity of soil respiration</article-title>. <source>Commun. Earth Environ.</source> <volume>2</volume>:<fpage>251</fpage>. doi: <pub-id pub-id-type="doi">10.1038/s43247-021-00324-2</pub-id></citation></ref>
<ref id="ref45"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Turetsky</surname> <given-names>M. R.</given-names></name> <name><surname>Abbott</surname> <given-names>B. W.</given-names></name> <name><surname>Jones</surname> <given-names>M. C.</given-names></name> <name><surname>Anthony</surname> <given-names>K. W.</given-names></name> <name><surname>Olefeldt</surname> <given-names>D.</given-names></name> <name><surname>Schuur</surname> <given-names>E. A. G.</given-names></name> <etal/></person-group>. (<year>2020</year>). <article-title>Carbon release through abrupt permafrost thaw</article-title>. <source>Nat. Geosci.</source> <volume>13</volume>, <fpage>138</fpage>&#x2013;<lpage>143</lpage>. doi: <pub-id pub-id-type="doi">10.1038/s41561-019-0526-0</pub-id></citation></ref>
<ref id="ref46"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Weiss</surname> <given-names>J.</given-names></name> <name><surname>Megonigal</surname> <given-names>J. P.</given-names></name> <name><surname>Merson</surname> <given-names>D.</given-names></name> <name><surname>Megonigal</surname> <given-names>J. P.</given-names></name></person-group> (<year>2003</year>). <article-title>Enumeration of Fe(II)-oxidizing and Fe(III)-reducing bacteria in the root zone of wetland plants: implications for a rhizosphere iron cycle</article-title>. <source>Biogeochemistry</source> <volume>64</volume>, <fpage>77</fpage>&#x2013;<lpage>96</lpage>. doi: <pub-id pub-id-type="doi">10.1023/A:1024953027726</pub-id></citation></ref>
<ref id="ref47"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Widdel</surname> <given-names>F.</given-names></name> <name><surname>Schnell</surname> <given-names>S.</given-names></name> <name><surname>Heising</surname> <given-names>S.</given-names></name> <name><surname>Ehrenreich</surname> <given-names>A.</given-names></name> <name><surname>Assmus</surname> <given-names>B.</given-names></name> <name><surname>Schink</surname> <given-names>B.</given-names></name></person-group> (<year>1993</year>). <article-title>Ferrous iron oxidation by anoxygenic phototrophic bacteria</article-title>. <source>Nature</source> <volume>362</volume>, <fpage>834</fpage>&#x2013;<lpage>836</lpage>. doi: <pub-id pub-id-type="doi">10.1038/362834a0</pub-id></citation></ref>
<ref id="ref48"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Wild</surname> <given-names>B.</given-names></name> <name><surname>Andersson</surname> <given-names>A.</given-names></name> <name><surname>Br&#x00F6;der</surname> <given-names>L.</given-names></name> <name><surname>Vonk</surname> <given-names>J.</given-names></name> <name><surname>Hugelius</surname> <given-names>G.</given-names></name> <name><surname>McClelland</surname> <given-names>J. W.</given-names></name> <etal/></person-group>. (<year>2019</year>). <article-title>Rivers across the Siberian Arctic unearth the patterns of carbon release from thawing permafrost</article-title>. <source>Proc. Natl. Acad. Sci. USA</source> <volume>116</volume>, <fpage>10280</fpage>&#x2013;<lpage>10285</lpage>. doi: <pub-id pub-id-type="doi">10.1073/pnas.1811797116</pub-id>, PMID: <pub-id pub-id-type="pmid">31061130</pub-id></citation></ref>
<ref id="ref49"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Xu</surname> <given-names>C.</given-names></name> <name><surname>Zhang</surname> <given-names>Z.</given-names></name> <name><surname>Zhang</surname> <given-names>S.</given-names></name> <name><surname>Jin</surname> <given-names>D.</given-names></name> <name><surname>Yang</surname> <given-names>C.</given-names></name> <name><surname>Melnikov</surname> <given-names>A.</given-names></name> <etal/></person-group>. (<year>2024</year>). <article-title>Self-weighting of the overlying soil horizon catalyzed by freeze-thaw cycles leads to silt particle enrichment in the soil profile</article-title>. <source>Catena</source> <volume>237</volume>:<fpage>107815</fpage>. doi: <pub-id pub-id-type="doi">10.1016/j.catena.2024.107815</pub-id></citation></ref>
<ref id="ref50"><citation citation-type="other"><person-group person-group-type="author"><name><surname>Zhang</surname> <given-names>T.</given-names></name> <name><surname>Heginbottom</surname> <given-names>J. A.</given-names></name> <name><surname>Barry</surname> <given-names>R. G.</given-names></name> <name><surname>Ling</surname> <given-names>F.</given-names></name> <name><surname>Armstrong</surname> <given-names>R. L.</given-names></name></person-group>, (<year>2003</year>). Distribution of seasonally and perennially frozen ground in the northern hemisphere. Permafrost, 1289&#x2013;1294.</citation></ref>
<ref id="ref51"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Zhang</surname> <given-names>S. X.</given-names></name> <name><surname>Sun</surname> <given-names>Z. Y.</given-names></name> <name><surname>Pan</surname> <given-names>Y. X.</given-names></name> <name><surname>Xin</surname> <given-names>L.</given-names></name> <name><surname>Zhao</surname> <given-names>P.</given-names></name></person-group> (<year>2023</year>). <article-title>Using temperature to Trace River-groundwater interactions in alpine regions: a case study in the upper reaches of the Heihe River</article-title>. <source>Bullet. Geol. Sci. Technol.</source> <volume>42</volume>, <fpage>95</fpage>&#x2013;<lpage>106</lpage>. doi: <pub-id pub-id-type="doi">10.19509/j.cnki.dzkq.tb20220054</pub-id></citation></ref>
<ref id="ref52"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Zhao</surname> <given-names>J.</given-names></name> <name><surname>Xie</surname> <given-names>X.</given-names></name> <name><surname>Jiang</surname> <given-names>Y.</given-names></name> <name><surname>Li</surname> <given-names>J.</given-names></name> <name><surname>Fu</surname> <given-names>Q.</given-names></name> <name><surname>Qiu</surname> <given-names>Y.</given-names></name> <etal/></person-group>. (<year>2024</year>). <article-title>Effects of simulated warming on soil microbial community diversity and composition across diverse ecosystems</article-title>. <source>Sci. Total Environ.</source> <volume>911</volume>:<fpage>168793</fpage>. doi: <pub-id pub-id-type="doi">10.1016/j.scitotenv.2023.168793</pub-id>, PMID: <pub-id pub-id-type="pmid">37996030</pub-id></citation></ref>
<ref id="ref53"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Zimov</surname> <given-names>S. A.</given-names></name> <name><surname>Schuur</surname> <given-names>E. A. G.</given-names></name> <name><surname>Chapin</surname> <given-names>F. S.</given-names></name></person-group> (<year>2006</year>). <article-title>Permafrost and the global carbon budget</article-title>. <source>Science</source> <volume>312</volume>, <fpage>1612</fpage>&#x2013;<lpage>1613</lpage>. doi: <pub-id pub-id-type="doi">10.1126/science.1128908</pub-id>, PMID: <pub-id pub-id-type="pmid">16778046</pub-id></citation></ref>
<ref id="ref54"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Zou</surname> <given-names>Y.</given-names></name> <name><surname>Lu</surname> <given-names>X.</given-names></name> <name><surname>Jiang</surname> <given-names>M.</given-names></name></person-group> (<year>2009</year>). <article-title>Dynamics of dissolved iron under pedohydrological regime caused by pulsed rainfall events in wetland soils</article-title>. <source>Geoderma</source> <volume>150</volume>, <fpage>46</fpage>&#x2013;<lpage>53</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.geoderma.2009.01.010</pub-id></citation></ref>
<ref id="ref55"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Zuccarini</surname> <given-names>P.</given-names></name> <name><surname>Sardans</surname> <given-names>J.</given-names></name> <name><surname>Asensio</surname> <given-names>L.</given-names></name> <name><surname>Pe&#x00F1;uelas</surname> <given-names>J.</given-names></name></person-group> (<year>2023</year>). <article-title>Altered activities of extracellular soil enzymes by the interacting global environmental changes</article-title>. <source>Glob. Chang. Biol.</source> <volume>29</volume>, <fpage>2067</fpage>&#x2013;<lpage>2091</lpage>. doi: <pub-id pub-id-type="doi">10.1111/gcb.16604</pub-id>, PMID: <pub-id pub-id-type="pmid">36655298</pub-id></citation></ref>
</ref-list>
</back>
</article>