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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Plant Sci.</journal-id>
<journal-title>Frontiers in Plant Science</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Plant Sci.</abbrev-journal-title>
<issn pub-type="epub">1664-462X</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fpls.2025.1639369</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Plant Science</subject>
<subj-group>
<subject>Systematic Review</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Litter quality outweighs climate in driving grassland root decomposition</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>Yang</surname>
<given-names>Jingjing</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/2132131/overview"/>
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</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Yang</surname>
<given-names>Zhanbo</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="author-notes" rid="fn001">
<sup>*</sup>
</xref>
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</contrib>
<contrib contrib-type="author">
<name>
<surname>Zhang</surname>
<given-names>Runzhi</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/722202/overview"/>
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<contrib contrib-type="author">
<name>
<surname>Guan</surname>
<given-names>Pingting</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1833297/overview"/>
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<contrib contrib-type="author">
<name>
<surname>Xu</surname>
<given-names>Taihai</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<role content-type="https://credit.niso.org/contributor-roles/conceptualization/"/>
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</contrib>
<contrib contrib-type="author">
<name>
<surname>Tang</surname>
<given-names>Yao</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<role content-type="https://credit.niso.org/contributor-roles/data-curation/"/>
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<contrib contrib-type="author" corresp="yes">
<name>
<surname>Ren</surname>
<given-names>Guoling</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="author-notes" rid="fn001">
<sup>*</sup>
</xref>
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</contrib-group>
<aff id="aff1">
<sup>1</sup>
<institution>School of Biotechnology, Daqing Normal University, Key Laboratory of Applied Chemistry and Technology in Oilfield</institution>, <addr-line>Daqing, Heilongjiang</addr-line>,&#xa0;<country>China</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>Key Laboratory of Vegetation Ecology of the Ministry of Education, Jilin Songnen Grassland Ecosystem National Observation and Research Station, Institute of Grassland Science, Northeast Normal University</institution>, <addr-line>Changchun</addr-line>,&#xa0;<country>China</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>Edited by: <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/2817898/overview">Yibo Li</ext-link>, Chinese Academy of Sciences (CAS), China</p>
</fn>
<fn fn-type="edited-by">
<p>Reviewed by: <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/1719635/overview">Yuan Su</ext-link>, Shanxi Agricultural University, China</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/2886004/overview">Congwen Wang</ext-link>, Northeast Institute of Geography and Agroecology, China</p>
</fn>
<fn fn-type="corresp" id="fn001">
<p>*Correspondence: Zhanbo Yang, <email xlink:href="mailto:yangzb464@nenu.edu.cn">yangzb464@nenu.edu.cn</email>; Guoling Ren, <email xlink:href="mailto:engl272@163.com">engl272@163.com</email>
</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>01</day>
<month>10</month>
<year>2025</year>
</pub-date>
<pub-date pub-type="collection">
<year>2025</year>
</pub-date>
<volume>16</volume>
<elocation-id>1639369</elocation-id>
<history>
<date date-type="received">
<day>02</day>
<month>06</month>
<year>2025</year>
</date>
<date date-type="accepted">
<day>15</day>
<month>09</month>
<year>2025</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2025 Yang, Yang, Zhang, Guan, Xu, Tang and Ren.</copyright-statement>
<copyright-year>2025</copyright-year>
<copyright-holder>Yang, Yang, Zhang, Guan, Xu, Tang and Ren</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>
<sec>
<title>Introduction</title>
<p>Root decomposition plays a critical role in nutrient cycling and carbon storage in grassland ecosystems, yet its global drivers remain poorly understood.</p>
</sec>
<sec>
<title>Methods</title>
<p>The study synthesized global data on root decomposition in grasslands to assess the relative importance of climate and litter quality, and to quantify the effects of environmental and biotic factors using a comprehensive meta-analysis.</p>
</sec>
<sec>
<title>Results</title>
<p>Results indicated that, at the global scale, litter quality exerted a stronger influence on root decomposition than climatic variables. Random forest analysis identified the ratio of acid-unhydrolyzable residue to nitrogen (AUR:N) and AUR as the most important predictors of mass loss, both of which were significantly and negatively correlated with mass loss. The meta-analysis further demonstrated that both environmental and biotic factors significantly affected root decomposition. Among environmental factors, nitrogen addition (+4.49%), phosphorus addition (+16.26%), warming (+9.80%), increased precipitation (+5.95%), and elevated CO<sub>2</sub> (+14.03%) were found to promote root decomposition, while reduced precipitation (&#x2212;15.60%) had the negative effect. With respect to biotic factors, grazing (+7.51%) significantly increased decomposition, whereas vegetated soil (&#x2212;27.84%), increased plant species richness (&#x2212;4.99%), increased root litter richness (&#x2212;5.93%), home-field decomposition (&#x2212;4.34%), and soil biota exclusion (&#x2212;10.40%) decreased it.</p>
</sec>
<sec>
<title>Discussion</title>
<p>These findings highlight the dominant role of litter quality over climate in regulating root decomposition at a global scale, and underscore the sensitivity of belowground processes to environmental and biotic disturbances in grassland ecosystems.</p>
</sec>
</abstract>
<kwd-group>
<kwd>root decomposition</kwd>
<kwd>climate</kwd>
<kwd>litter quality</kwd>
<kwd>meta-analysis</kwd>
<kwd>grassland</kwd>
</kwd-group>
<counts>
<fig-count count="7"/>
<table-count count="0"/>
<equation-count count="3"/>
<ref-count count="116"/>
<page-count count="13"/>
<word-count count="5577"/>
</counts>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-in-acceptance</meta-name>
<meta-value>Functional Plant Ecology</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec id="s1" sec-type="intro">
<label>1</label>
<title>Introduction</title>
<p>Grasslands occupy approximately 52.5 million km&#xb2;, representing about 40.5% of the Earth&#x2019;s terrestrial surface excluding Greenland and Antarctica, and contribute to roughly 34% of global terrestrial carbon storage (<xref ref-type="bibr" rid="B6">Bai and Cotrufo, 2022</xref>; <xref ref-type="bibr" rid="B21">Dondini et&#xa0;al., 2023</xref>). Notably, about 90% of this carbon is retained belowground in the form of root biomass and soil organic carbon (<xref ref-type="bibr" rid="B6">Bai and Cotrufo, 2022</xref>). Due to their high root-to-shoot ratios, grassland plants allocate a substantial proportion of biomass belowground (<xref ref-type="bibr" rid="B45">Jackson et&#xa0;al., 1997</xref>; <xref ref-type="bibr" rid="B107">Yang et&#xa0;al., 2010</xref>), providing a major carbon input to the soil (<xref ref-type="bibr" rid="B75">Rasse et&#xa0;al., 2005</xref>; <xref ref-type="bibr" rid="B69">Mendez-Millan et&#xa0;al., 2010</xref>) and playing a pivotal role in carbon and nutrient cycling (<xref ref-type="bibr" rid="B78">Scheffer and Aerts, 2000</xref>).</p>
<p>Litter decomposition is primarily controlled by climate, litter quality and decomposer communities (<xref ref-type="bibr" rid="B16">Co&#xfb;teaux et&#xa0;al., 1995</xref>). At large scales, climate is generally considered the predominant determinant of decomposition rates (<xref ref-type="bibr" rid="B2">Aerts, 1997</xref>). Regional climate directly influences decomposition environment (e.g., temperature and moisture regimes), and indirectly alters litter quality by shaping the chemical composition of plant tissues (<xref ref-type="bibr" rid="B86">Suseela and Tharayil, 2018</xref>). In contrast, litter quality is often regarded as the most important intrinsic factor controlling decomposition, especially at smaller spatial or experimental scales. A recent meta-analysis demonstrated that the combination of total nutrient (N) content and the C:N ratio explained 70.2% of the variation in litter decomposition rates (<xref ref-type="bibr" rid="B113">Zhang et&#xa0;al., 2008</xref>). Moreover, due to its recalcitrant nature, lignin content in litter is frequently identified as a key constraint on both the rate and limit value of decomposition (<xref ref-type="bibr" rid="B8">Berg, 2014</xref>). The relative importance of climate and litter quality can also vary depending on the stage of decomposition and the favorability of the environment (<xref ref-type="bibr" rid="B16">Co&#xfb;teaux et&#xa0;al., 1995</xref>; <xref ref-type="bibr" rid="B13">Canessa et&#xa0;al., 2021</xref>). However, despite extensive research on the influence of climate and litter quality on aboveground litter decomposition, their regulatory roles in root decomposition, especially within grassland ecosystems, remain poorly understood.</p>
<p>Litter decomposition is generally recognized as a multi-phase process (<xref ref-type="bibr" rid="B9">Berg and McClaugherty, 2020</xref>). In the initial stage, easily degradable components such as water-soluble compounds and hemicellulose are rapidly decomposed. Once all unshielded holocellulose has been exhausted, the decomposition process enters a later stage dominated by the degradation of lignified holocellulose and lignin, which proceeds at a substantially slower rate (<xref ref-type="bibr" rid="B8">Berg, 2014</xref>). Changes in substrate quality are often accompanied by succession in microbial decomposer communities (<xref ref-type="bibr" rid="B10">Boer et&#xa0;al., 2005</xref>). Therefore, any factor that affects either the physical loss or biological degradation of litter can potentially regulate the decomposition process.</p>
<p>In general, nitrogen (N) addition generally stimulates short-term decomposition by enhancing bacterial pathways (<xref ref-type="bibr" rid="B23">Dong et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B59">Li et&#xa0;al., 2022b</xref>), but may suppress long-term decomposition through inhibition of oxidative enzymes and interactions with acid-unhydrolyzable residues (AUR) (<xref ref-type="bibr" rid="B56">Knorr et&#xa0;al., 2005</xref>; <xref ref-type="bibr" rid="B104">Wu et&#xa0;al., 2023</xref>). Conversely, phosphorus (P) addition tends to consistently promote decomposition, especially in P-limited grasslands, by alleviating nutrient constraints and balancing N:P stoichiometry (<xref ref-type="bibr" rid="B65">Lu et&#xa0;al., 2022</xref>; <xref ref-type="bibr" rid="B103">Wu et&#xa0;al., 2025b</xref>). Precipitation influences decomposition through both physical processes, such as leaching, and by affecting decomposer activity (<xref ref-type="bibr" rid="B106">Yahdjian et&#xa0;al., 2006</xref>; <xref ref-type="bibr" rid="B57">Krishna and Mohan, 2017</xref>). In semiarid grasslands, increased precipitation has been reported to accelerate litter decomposition (<xref ref-type="bibr" rid="B59">Li et&#xa0;al., 2022b</xref>). Although some studies have reported that warming enhances litter decomposition (<xref ref-type="bibr" rid="B40">Hobbie, 1996</xref>; <xref ref-type="bibr" rid="B93">van Meeteren et&#xa0;al., 2008</xref>; <xref ref-type="bibr" rid="B54">Kirwan and Blum, 2011</xref>); this pattern is not universal (<xref ref-type="bibr" rid="B95">Walter et&#xa0;al., 2013</xref>), and limited mechanistic research prevents firm conclusions.</p>
<p>Livestock grazing can potentially affect belowground decomposition by altering soil microclimate (temperature and moisture) and modifying plant community composition, including root traits (<xref ref-type="bibr" rid="B82">Smith et&#xa0;al., 2014</xref>). A global meta-analysis has shown that light grazing strongly promotes litter decomposition (<xref ref-type="bibr" rid="B83">Su et&#xa0;al., 2022b</xref>), whereas a study in the Inner Mongolian grasslands reported that grazing inhibited the mass loss rate of root litter, a pattern mediated by changes in the microbial biomass carbon-to-nitrogen ratio (<xref ref-type="bibr" rid="B58">Li et&#xa0;al., 2022a</xref>). Aboveground vegetation also regulates root decomposition, either positively&#x2014;through the release of root exudates that stimulate organic matter breakdown&#x2014;or negatively, by diverting microbial activity away from litter decomposition (<xref ref-type="bibr" rid="B53">Ka&#x161;tovsk&#xe1; et&#xa0;al., 2015</xref>; <xref ref-type="bibr" rid="B110">Yin et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B39">Heredia-Acu&#xf1;a et&#xa0;al., 2023</xref>; <xref ref-type="bibr" rid="B115">Zheng et&#xa0;al., 2023</xref>). Increasing plant species richness can increase the quantity of root exudates and reshape soil microbial communities (<xref ref-type="bibr" rid="B27">Eisenhauer et&#xa0;al., 2017</xref>); by influencing mycorrhizal fungi, further modulate saprotrophic fungal activity, with likely implications for root decomposition (<xref ref-type="bibr" rid="B15">Chore&#xf1;o-Parra and Treseder, 2024</xref>; <xref ref-type="bibr" rid="B92">van Galen et&#xa0;al., 2025</xref>), but empirical evidence remains limited. Although microorganisms are the primary agents of litter decomposition, soil fauna can further accelerate the process (<xref ref-type="bibr" rid="B60">Li et&#xa0;al., 2024b</xref>), both directly through fragmentation and ingestion of litter (<xref ref-type="bibr" rid="B52">Kaneda et&#xa0;al., 2013</xref>; <xref ref-type="bibr" rid="B35">Frouz et&#xa0;al., 2015</xref>), and indirectly by modifying microbial community composition and activity (<xref ref-type="bibr" rid="B32">Frouz, 2018</xref>; <xref ref-type="bibr" rid="B43">Huang et&#xa0;al., 2020</xref>). Therefore, understanding how multiple environmental and biotic factors regulate grassland root decomposition at the global scale is essential for improving predictions of belowground carbon and nutrient cycling.</p>
<p>In this study, we used global data on grassland root decomposition to assess the relative importance of climate and litter quality at the global scale. We further conducted a comprehensive global meta-analysis to evaluate the effects of environmental and biotic factors&#x2014;defined here as regulatory drivers associated with animals, plants, and litter&#x2014;on root decomposition in grasslands. Based on current knowledge, we proposed the following hypotheses: (1) Litter quality exerts a stronger influence on root decomposition than climate, particularly during the later stages of decomposition, due to the increasing role of recalcitrant compounds. (2) Nutrient additions (N and P), warming, and increased precipitation are generally expected to promote root decomposition by alleviating nutrient limitations and enhancing microbial activity, whereas reduced precipitation is predicted to inhibit decomposition. (3) Biotic factors such as grazing and plant species richness affect root decomposition, with differences in their direction and magnitude.</p>
</sec>
<sec id="s2" sec-type="materials|methods">
<label>2</label>
<title>Materials and methods</title>
<sec id="s2_1">
<label>2.1</label>
<title>Data compilation</title>
<p>We systematically searched the Web of Science (<ext-link ext-link-type="uri" xlink:href="https://apps.webofknowledge.com">https://apps.webofknowledge.com</ext-link>) and China National Knowledge Infrastructure (<ext-link ext-link-type="uri" xlink:href="https://www.cnki.net">https://www.cnki.net</ext-link>) databases for peer-reviewed publications published from 1985 to March 2025. The search strategy employed the following terms: TS = (&#x201c;grassland*&#x201d; OR &#x201c;prairie&#x201d; OR &#x201c;savanna&#x201d; OR &#x201c;steppe&#x201d; OR &#x201c;pampas&#x201d;) AND TS = (&#x201c;degrad*&#x201d; OR &#x201c;breakdown&#x201d; OR &#x201c;decomp*&#x201d;) AND TS = (&#x201c;root*&#x201d; OR &#x201c;belowground&#x201d;), targeting studies relevant to root decomposition in grassland ecosystems (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figure S1</bold>
</xref>). Studies were included based on the following criteria: (1) the study was conducted in grassland ecosystems under natural environmental conditions (with the exception of one pot experiment, which was included only in the meta-analysis of the vegetated soil factor); (2) control and treatment groups were implemented at the same site and during the same time period; (3) the decomposition substrate consisted exclusively of grassland plant roots, excluding studies focusing on belowground decomposition of aboveground plant parts or other substrates; and (4) the study reported either litter mass loss or litter decomposition rate constants (k), along with decomposition duration, derived from text, figures, or tables. Data on latitude, longitude, mean annual temperature (MAT), and mean annual precipitation (MAP) were obtained directly from the original articles or inferred from other studies conducted at the same sites. Missing elevation data were extracted using Google Earth (<ext-link ext-link-type="uri" xlink:href="https://earth.google.com/">https://earth.google.com/</ext-link>) based on the reported geographic coordinates. For studies reporting only decomposition rate constants (k), litter mass loss was recalculated using established equations. Where neither standard deviation (SD) nor standard error (SE) was reported, SD was approximated as one-tenth of the mean (<xref ref-type="bibr" rid="B67">Luo et&#xa0;al., 2006</xref>). If variability was reported but it was unclear whether it referred to SD or SE, we assumed it was SE and converted it to SD accordingly (<xref ref-type="bibr" rid="B89">Treseder, 2004</xref>).</p>
<p>Based on the above criteria, a total of 73 articles were included in the analysis. Among these, 1,360 observations were used in the global Random Forest analysis, representing litter mass loss at each time point for each type of root litter under natural environmental conditions. Additionally, 1,127 observations were included in the meta-analysis, each corresponding to the mass loss of root litter at a given time point for a pair of treatment and control conditions. We extracted mass loss data at each sampling point from each study (restricted to non-replacement sampling) and retained decomposition duration as a variable, rather than using or calculating a decomposition rate constant (k). This is because different litter components decompose at varying rates, and decomposition slows significantly in later stages due to the accumulation of recalcitrant compounds (<xref ref-type="bibr" rid="B98">Wider and Lang, 1982</xref>). As a result, longer decomposition durations tend to yield smaller k values, making k an unsuitable basis for cross-study comparisons.</p>
<p>In addition to duration, we extracted the following variables from each study: root burial depth, root diameter, litterbag mesh size, latitude, longitude, MAT, MAP, elevation, and initial root litter chemistry, including AUR, total carbon (C), total nitrogen (N), AUR:N ratio, and C:N ratio. The data used was collected from the original published articles. When numerical data were not directly available in tables or text, values were extracted from published figures using the digital digitizing tool in OriginLab 2025.</p>
</sec>
<sec id="s2_2">
<label>2.2</label>
<title>Statistical analyses</title>
<p>The random forest model was based on decomposition data collected from natural grassland sites or experimental sites influenced solely by ambient environmental conditions, including control groups from manipulation experiments. In total, the dataset encompassed 69 grassland sites distributed globally (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1</bold>
</xref>). Lignin content was considered in the model only for studies that used the acid-unhydrolyzable residue (AUR) method as an indicator of lignin. Random forest modeling and significance testing were conducted in R using the &#x201c;rfPermute&#x201d; package. The individual effects of litter quality and geoclimatic factors were quantified using hierarchical partitioning analysis with the &#x201c;glmm.hp&#x201d; package, with PCA-derived indices (PC1) employed to represent composite measures of litter quality and geoclimatic factors.</p>
<fig id="f1" position="float">
<label>Figure&#xa0;1</label>
<caption>
<p>Global distribution of study sites used in the Random Forest analysis. All sites represent control groups either from natural ecosystems or from field experiments, reflecting conditions without experimental manipulation. The size of the triangles represents the number of observations at each site.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fpls-16-1639369-g001.tif">
<alt-text content-type="machine-generated">World map with orange circles indicating observation locations. Circle size represents observation count: 20, 50, 100, and 150. Dense clusters appear in North America, Europe, East Asia, and South America.</alt-text>
</graphic>
</fig>
<p>Meta-analysis was conducted to assess the effects of environmental factors (nitrogen addition, phosphorus addition, warming, increased precipitation, reduced precipitation, and elevated CO<sub>2</sub>) and biotic factors (grazing, vegetated soil, elevated plant richness, elevated litter richness, home-field decomposition, and soil biota exclusion) on mass loss during root decomposition in grasslands. The natural logarithm of the response ratio (log<sub>e</sub>RR) was used to quantify effect sizes (<xref ref-type="disp-formula" rid="eq1">Equation 1</xref>), along with the calculation of variance (v) (<xref ref-type="disp-formula" rid="eq2">Equation 2</xref>) and weighting factor (w) (<xref ref-type="disp-formula" rid="eq3">Equation 3</xref>), following the formulas below:</p>
<disp-formula id="eq1">
<label>(1)</label>
<mml:math display="block" id="M1">
<mml:mrow>
<mml:mtable equalrows="true" equalcolumns="true">
<mml:mtr>
<mml:mtd>
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mtext>log</mml:mtext>
</mml:mrow>
<mml:mtext>e</mml:mtext>
</mml:msub>
<mml:mtext>RR</mml:mtext>
<mml:mo>=</mml:mo>
<mml:msub>
<mml:mrow>
<mml:mtext>log</mml:mtext>
</mml:mrow>
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</disp-formula>
<disp-formula id="eq2">
<label>(2)</label>
<mml:math display="block" id="M2">
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<mml:mtable equalrows="true" equalcolumns="true">
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</disp-formula>
<disp-formula id="eq3">
<label>(3)</label>
<mml:math display="block" id="M3">
<mml:mrow>
<mml:mtable equalrows="true" equalcolumns="true">
<mml:mtr>
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</disp-formula>
<p>where X<sub>t</sub>, S<sub>t</sub>, and n<sub>t</sub> represent the mean values of mass loss rate, standard deviation, and sample size for the treatment group, respectively, while X<sub>c</sub>, S<sub>c</sub>, and n<sub>c</sub> represent the corresponding values for the control group.</p>
<p>The log<sub>e</sub>RR values were assumed to follow a normal distribution and were fitted with a Gaussian model (<xref ref-type="bibr" rid="B66">Lu et&#xa0;al., 2011</xref>). A fixed-effects model was initially used to calculate the global (mean) effect size (RR<sub>++</sub>). If the test for total heterogeneity was significant, a mixed-effects (random-effects) model was subsequently applied to recalculate RR<sub>++</sub>. The percentage change in mass loss under each factor was estimated by (<inline-formula>
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<mml:mtext>e</mml:mtext>
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<mml:mn>100</mml:mn>
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</mml:mrow>
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</inline-formula>. Grouped meta-analyses were conducted using duration as a categorical moderator, ensuring that each subgroup included data from at least 3 independent studies or a minimum of 10 observations (<xref ref-type="bibr" rid="B100">Wittig et&#xa0;al., 2009</xref>; <xref ref-type="bibr" rid="B30">Feng et&#xa0;al., 2010</xref>). Meta-regression analyses were performed to examine how initial litter chemical traits (litter quality) and geoclimatic factors influenced the effect sizes of various environmental and biotic factors on root decomposition.</p>
<p>Statistical significance was assessed using confidence intervals based on resampling methods (64999 iterations) (<xref ref-type="bibr" rid="B19">Dieleman et&#xa0;al., 2010</xref>). Confidence intervals based on bootstrapping tests are wider than standard confidence intervals, implying that resampling estimates are more conservative (<xref ref-type="bibr" rid="B1">Adams et&#xa0;al., 1997</xref>). An effect was considered statistically significant if the bias-corrected bootstrap confidence interval did not include zero. All meta-analytical procedures, including the calculation and pooling of effect sizes, were conducted using MetaWin 3.0 (<xref ref-type="bibr" rid="B77">Rosenberg, 2024</xref>). Our data were assessed for publication bias using fail-safe numbers, with all meta-analyses meeting the threshold of 5n + 10 (where n is the number of observations) (<xref ref-type="bibr" rid="B76">Rosenberg, 2005</xref>).</p>
</sec>
</sec>
<sec id="s3" sec-type="results">
<label>3</label>
<title>Result</title>
<sec id="s3_1">
<label>3.1</label>
<title>Relative importance of geoclimatic factors and litter quality in explaining root decomposition</title>
<p>Based on the random forest results, models using only geoclimatic variables explained 70.8% of the variation in grassland root decomposition at the global scale, whereas models based solely on root litter quality accounted for 87.8% (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2</bold>
</xref>). Thus, litter quality provided stronger explanatory power than geoclimatic factors, consistent with results from hierarchical partitioning analysis (<xref ref-type="fig" rid="f2">
<bold>Figures&#xa0;2</bold>
</xref>, <xref ref-type="fig" rid="f3">
<bold>3</bold>
</xref>). When both geoclimatic variables and litter quality were included, the model explained 88.2% of the variation, with a higher mean contribution from litter quality (21.34%) than from geoclimatic variables (16.03%) (<xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4A</bold>
</xref>). Temporal partitioning of the data using 12 months as the threshold revealed a shift in the relative importance of predictors: during the early stage of decomposition (&#x2264;12 months), both geoclimatic factors and litter quality played important roles in driving root decomposition (<xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4B</bold>
</xref>). In contrast, in the later stage (&gt;12 months), litter quality played a more dominant role, contributing 17.73% on average compared to 12.23% from geoclimatic variables (<xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4C</bold>
</xref>). Moreover, both AUR:N and AUR were significantly negatively correlated with mass loss, whereas N showed a significant positive correlation with mass loss (<xref ref-type="fig" rid="f5">
<bold>Figure&#xa0;5</bold>
</xref>).</p>
<fig id="f2" position="float">
<label>Figure&#xa0;2</label>
<caption>
<p>Relative importance of <bold>(A)</bold> geoclimatic factors only (latitude, longitude, elevation, mean annual temperature (MAT), and mean annual precipitation (MAP)) and <bold>(B)</bold> initial root litter chemistry only (acid-unhydrolyzable residue (AUR), C, N, P, AUR:N, and C:N) in explaining variation in root litter decomposition, based on Random Forest analysis. **P &lt; 0.01; *P &lt; 0.05; ns, not significant.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fpls-16-1639369-g002.tif">
<alt-text content-type="machine-generated">Bar charts A and B show the percentage increase in mean squared error (MSE) for different variables. Chart A explains 70.8% variance with &#x201c;Duration&#x201d; having the highest MSE increase, followed by &#x201c;Elevation&#x201d;, &#x201c;Longitude&#x201d;, and others. Chart B explains 87.8% variance with &#x201c;Duration&#x201d; leading, followed by &#x201c;AUR&#x201d;, &#x201c;C:N&#x201d;, and others. Significance levels are denoted by asterisks.</alt-text>
</graphic>
</fig>
<fig id="f3" position="float">
<label>Figure&#xa0;3</label>
<caption>
<p>Individual importance of predictor variables in explaining the residuals of mass loss for <bold>(A)</bold> all data, <bold>(B)</bold> data with decomposition time &#x2264; 12 months, and <bold>(C)</bold> data with decomposition time &gt; 12 months.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fpls-16-1639369-g003.tif">
<alt-text content-type="machine-generated">Bar graphs labeled A, B, and C depict the individual effects of litter quality, climate, and duration. Graph A shows the highest effect for duration. Graph B, for &#x2264; twelve months, shows a similar trend. Graph C, for &gt; twelve months, also displays a higher duration effect compared to other factors.</alt-text>
</graphic>
</fig>
<fig id="f4" position="float">
<label>Figure&#xa0;4</label>
<caption>
<p>Relative importance of geoclimatic factors (latitude, longitude, elevation, mean annual temperature (MAT), and mean annual precipitation (MAP)) and initial root litter chemistry (acid-unhydrolyzable residue (AUR), C, N, P, AUR: N, and C: N) in explaining variation in root litter decomposition, based on Random Forest analysis. <bold>(A)</bold> All data combined; <bold>(B)</bold> decomposition within 0&#x2013;12 months; <bold>(C)</bold> decomposition after 12 months. **<italic>P &lt;</italic>0.01; *<italic>P &lt;</italic>0.05.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fpls-16-1639369-g004.tif">
<alt-text content-type="machine-generated">Bar charts showing factors increasing mean squared error (MSE) across different variables. Chart A (88.2% variance) ranks &#x201c;Duration&#x201d; highest. Chart B (83.2% variance, &#x2264;12 months) shows &#x201c;Duration&#x201d; as most significant. Chart C (85.3% variance, &gt;12 months) also highlights &#x201c;Duration&#x201d; as dominant. Variables are categorized by litter quality (green) and geoclimatic factors (blue), with significance indicated by asterisks.</alt-text>
</graphic>
</fig>
<fig id="f5" position="float">
<label>Figure&#xa0;5</label>
<caption>
<p>Correlations between root mass loss and acid-unhydrolyzable residue (AUR) <bold>(A)</bold>, AUR:N ratio <bold>(B)</bold>, and nitrogen (N) content <bold>(C)</bold>. ***<italic>P &lt;</italic>0.001.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fpls-16-1639369-g005.tif">
<alt-text content-type="machine-generated">Three scatter plots depict relationships involving mass loss (%). Panel A shows mass loss versus AUR (mg/g) with a slight negative trend and R&#xb2; = 0.10. Panel B presents mass loss versus AUR:N with a clearer negative trend and R&#xb2; = 0.08. Panel C illustrates mass loss versus N (mg/g) with a faint positive trend and R&#xb2; = 0.03. Each plot includes a confidence interval highlighted in red.</alt-text>
</graphic>
</fig>
</sec>
<sec id="s3_2">
<label>3.2</label>
<title>Meta-analysis of root litter decomposition responses to environmental and biotic factors</title>
<p>Meta-analysis results showed that both environmental and biotic factors had significant effects on root litter decomposition, with confidence intervals excluding zero, and the effects differed significantly between these two groups (<xref ref-type="fig" rid="f6">
<bold>Figure&#xa0;6A</bold>
</xref>).</p>
<fig id="f6" position="float">
<label>Figure&#xa0;6</label>
<caption>
<p>The weighted response ratio (RR<sub>++</sub>) for the effects of twelve environmental and biotic factors on root litter decomposition <bold>(A)</bold>, and the frequency distributions of the natural logarithm of the response ratio (log<sub>e</sub>RR) for each individual factor: nitrogen addition <bold>(B)</bold>, phosphorus addition <bold>(C)</bold>, warming <bold>(D)</bold>, increased precipitation <bold>(E)</bold>, reduced precipitation <bold>(F)</bold>, elevated CO<sub>2</sub> <bold>(G)</bold>, grazing <bold>(H)</bold>, vegetated soil <bold>(I)</bold>, elevated plant richness <bold>(J)</bold>, elevated litter richness <bold>(K)</bold>, home-field decomposition <bold>(L)</bold>, and soil biota exclusion <bold>(M)</bold>. The solid curves represent Gaussian distributions fitted to the frequency data. The x-axis denotes log<sub>e</sub>RR, and the y-axis denotes frequency.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fpls-16-1639369-g006.tif">
<alt-text content-type="machine-generated">Meta-analysis figure with a forest plot and histogram panels. The forest plot (A) shows the logarithm of the response ratio for various environmental and biotic factors like nitrogen addition and grazing. Histogram panels (B-M) display frequency distributions for factors such as nitrogen addition, phosphorus addition, warming, precipitation changes, elevated CO2, and others, illustrating response ratio data, sample size, R-squared values, and significance levels. The data suggests varying impacts of these factors on ecosystem responses.</alt-text>
</graphic>
</fig>
<p>Among environmental factors, only reduced precipitation caused a significant decrease in decomposition rate (&#x2212;15.60%) (<xref ref-type="fig" rid="f6">
<bold>Figure&#xa0;6F</bold>
</xref>), while nitrogen addition (+4.49%) (<xref ref-type="fig" rid="f6">
<bold>Figure&#xa0;6B</bold>
</xref>), phosphorus addition (+16.26%) (<xref ref-type="fig" rid="f6">
<bold>Figure&#xa0;6C</bold>
</xref>), warming (+9.80%) (<xref ref-type="fig" rid="f6">
<bold>Figure&#xa0;6D</bold>
</xref>), increased precipitation (+5.95%) (<xref ref-type="fig" rid="f6">
<bold>Figure&#xa0;6E</bold>
</xref>), and elevated CO<sub>2</sub> (+14.03%) (<xref ref-type="fig" rid="f6">
<bold>Figure&#xa0;6G</bold>
</xref>) caused significant increases.</p>
<p>For biotic factors, grazing was the only factor associated with a significant increase in decomposition (+7.51%) (<xref ref-type="fig" rid="f6">
<bold>Figure&#xa0;6H</bold>
</xref>), vegetated soil (&#x2212;27.84%) (<xref ref-type="fig" rid="f6">
<bold>Figure&#xa0;6I</bold>
</xref>), increased plant species richness (&#x2212;4.99%) (<xref ref-type="fig" rid="f6">
<bold>Figure&#xa0;6J</bold>
</xref>), increased root litter richness (&#x2212;5.93%) (<xref ref-type="fig" rid="f6">
<bold>Figure&#xa0;6K</bold>
</xref>), home-field decomposition (&#x2212;4.34%) (<xref ref-type="fig" rid="f6">
<bold>Figure&#xa0;6L</bold>
</xref>), and soil biota exclusion (&#x2212;10.40%) (<xref ref-type="fig" rid="f6">
<bold>Figure&#xa0;6M</bold>
</xref>) caused significant decreases.</p>
</sec>
<sec id="s3_3">
<label>3.3</label>
<title>Temporal variation in the effects of environmental and biotic factors on root litter decomposition</title>
<p>Meta-regression analysis revealed significant time-dependent effects for nitrogen addition (<italic>P</italic>&lt;0.05), vegetated soil (<italic>P</italic>&lt;0.001), increased plant species richness (<italic>P</italic>&lt;0.001), increased root litter richness (<italic>P</italic>&lt;0.01), and soil biota exclusion (<italic>P</italic>&lt;0.001) (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Table S1</bold>
</xref>).</p>
<p>Time-grouped meta-analyses further showed that the effects of most environmental and biotic factors varied across decomposition stages (<xref ref-type="fig" rid="f7">
<bold>Figure&#xa0;7</bold>
</xref>). N addition had generally positive effects during the early phase but tended to shift toward negative values after 24 months (<xref ref-type="fig" rid="f7">
<bold>Figure&#xa0;7A</bold>
</xref>). P addition exhibited a significant positive effect after 6 months of decomposition (<xref ref-type="fig" rid="f7">
<bold>Figure&#xa0;7B</bold>
</xref>). Warming initially stimulated decomposition, but its effect declined over time and became non-significant for root decomposition by 12 months (<xref ref-type="fig" rid="f7">
<bold>Figure&#xa0;7C</bold>
</xref>). Increased precipitation significantly enhanced decomposition during the first 6 months; beyond this period its positive effect was not statistically significant (<xref ref-type="fig" rid="f7">
<bold>Figure&#xa0;7D</bold>
</xref>). In contrast, reduced precipitation consistently suppressed root decomposition, with a significant negative impact observed between 4&#x2013;12 months (<xref ref-type="fig" rid="f7">
<bold>Figure&#xa0;7E</bold>
</xref>).</p>
<fig id="f7" position="float">
<label>Figure&#xa0;7</label>
<caption>
<p>The weighted response ratio (RR<sub>++</sub>) for the effects of eleven individual environmental and biotic factors on root litter decomposition, grouped by decomposition duration. Each panel (a&#x2013;k) shows the temporal dynamics of treatment effects for nitrogen addition <bold>(A)</bold>, phosphorus addition <bold>(B)</bold>, warming <bold>(C)</bold>, increased precipitation <bold>(D)</bold>, reduced precipitation <bold>(E)</bold>, grazing <bold>(F)</bold>, vegetated soil <bold>(G)</bold>, elevated plant richness <bold>(H)</bold>, elevated litter richness <bold>(I)</bold>, home-field decomposition <bold>(J)</bold>, and soil biota exclusion <bold>(K)</bold>. Error bars represent bias-corrected bootstrap (64999) confidence intervals. The vertical dashed line in orange indicates log<sub>e</sub>RR = 0.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fpls-16-1639369-g007.tif">
<alt-text content-type="machine-generated">Panels A to K show graphs of various environmental treatments over time: nitrogen addition, phosphorus addition, warming, increased and reduced precipitation, grazing, vegetated soil, elevated plant and litter richness, home-field decomposition, and soil biota exclusion. The x-axes represent the logarithm of the response ratio, and error bars are used to show changes over different time frames. An orange dashed line indicates the zero effect baseline.</alt-text>
</graphic>
</fig>
<p>Grazing promoted decomposition prior to 18 months, but its effect turned negative afterward (<xref ref-type="fig" rid="f7">
<bold>Figure&#xa0;7F</bold>
</xref>). The effects of vegetated soil and increased plant species richness showed little temporal change (<xref ref-type="fig" rid="f7">
<bold>Figures&#xa0;7G, H</bold>
</xref>), possibly due to the generally short decomposition durations in these studies. Increased litter richness significantly reduced decomposition before 4 months, but had no clear effect at longer durations (<xref ref-type="fig" rid="f7">
<bold>Figure&#xa0;7I</bold>
</xref>). The negative effects of home-field decomposition and soil biota exclusion weakened over time, with a trend toward neutral or even positive effects at later stages (<xref ref-type="fig" rid="f7">
<bold>Figures&#xa0;7J, K</bold>
</xref>).</p>
</sec>
</sec>
<sec id="s4" sec-type="discussion">
<label>4</label>
<title>Discussion</title>
<sec id="s4_1">
<label>4.1</label>
<title>Effects of climate and litter quality on grassland root decomposition</title>
<p>Consistent with our first hypothesis and previous studies, our analysis shows that when climate and litter quality are evaluated in the same model, litter quality explains decomposition rates more effectively than climate (<xref ref-type="fig" rid="f3">
<bold>Figures&#xa0;3</bold>
</xref>, <xref ref-type="fig" rid="f4">
<bold>4</bold>
</xref>) (<xref ref-type="bibr" rid="B113">Zhang et&#xa0;al., 2008</xref>; <xref ref-type="bibr" rid="B97">Waring, 2012</xref>; <xref ref-type="bibr" rid="B20">Djukic et&#xa0;al., 2018</xref>). Even in a global, multi-ecosystem analysis of root decomposition patterns, litter quality exhibited a stronger explanatory power than climatic variables (<xref ref-type="bibr" rid="B81">Silver and Miya, 2001</xref>). This may be attributed to the different mechanisms through which climate and litter quality influence decomposition.</p>
<p>Initial litter quality exerts a persistent influence throughout the decomposition process, with N content and AUR content being particularly critical (<xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4</bold>
</xref>). Specifically, AUR content is negatively correlated with mass loss, whereas N content is positively correlated with mass loss (<xref ref-type="fig" rid="f5">
<bold>Figure&#xa0;5</bold>
</xref>). Higher initial N content generally accelerates decomposition by alleviating N limitation over the course of the decomposition process (<xref ref-type="bibr" rid="B104">Wu et&#xa0;al., 2023</xref>), possibly by stimulating the activity of N- and oxidative-enzymes and enhancing the overall microbial capacity for degradation (<xref ref-type="bibr" rid="B87">Talbot and Treseder, 2012</xref>; <xref ref-type="bibr" rid="B108">Yang et&#xa0;al., 2025</xref>). In contrast, AUR content represents a major rate-limiting component of litter decomposition, as its breakdown can be efficiently mediated only by oxidative enzymes and certain specialized fungal taxa (<xref ref-type="bibr" rid="B25">Eastwood et&#xa0;al., 2011</xref>). This AUR &#x201c;barrier effect&#x201d; also restricts the accessibility and degradation of more labile polysaccharides such as cellulose and hemicellulose (<xref ref-type="bibr" rid="B9">Berg and McClaugherty, 2020</xref>). Moreover, AUR degradation products may interact with N compounds to form more recalcitrant complexes, further slowing decomposition (<xref ref-type="bibr" rid="B8">Berg, 2014</xref>).</p>
<p>In climatic analyses, MAP and MAT are commonly used as proxies for climate conditions. However, these metrics may have limited explanatory power for decomposition processes, as they fail to capture key dynamics such as precipitation frequency and seasonal variation in temperature and moisture. Indeed, studies have shown that precipitation or temperature fluctuations during specific decomposition stages can exert disproportionately strong effects on decomposition (<xref ref-type="bibr" rid="B31">Fierer et&#xa0;al., 2005</xref>; <xref ref-type="bibr" rid="B4">Anaya et&#xa0;al., 2012</xref>; <xref ref-type="bibr" rid="B50">Joly et&#xa0;al., 2017</xref>). Moreover, soil microbial communities often exhibit a degree of resistance to environmental change (<xref ref-type="bibr" rid="B49">Jiao et&#xa0;al., 2022b</xref>). In highly diverse communities, functional redundancy ensures that the stability of core microbial taxa can maintain overall functional performance (<xref ref-type="bibr" rid="B48">Jiao et&#xa0;al., 2022a</xref>), which may contribute to a certain resilience of microbially mediated root decomposition to climate change.</p>
</sec>
<sec id="s4_2">
<label>4.2</label>
<title>Responses of grassland root decomposition to environmental factors</title>
<p>A meta-analysis showed that the effect of N addition on litter decomposition closely depends on litter quality, promoting decomposition of high-quality litter but inhibiting that of low-quality litter (<xref ref-type="bibr" rid="B56">Knorr et&#xa0;al., 2005</xref>). In grassland ecosystems, N addition generally tends to increase decomposition, which is likely attributable to the relatively low lignin content in grassland litter and the comparatively weak dominance of Basidiomycota&#x2014;the primary fungal group responsible for oxidative enzyme production (<xref ref-type="bibr" rid="B23">Dong et&#xa0;al., 2020</xref>). Mechanistically, N inputs first enhance the activity of carbohydrate-degrading enzymes, directly facilitating the degradation of cellulose and hemicellulose (<xref ref-type="bibr" rid="B22">Dong et&#xa0;al., 2022</xref>). Additionally, N-induced decreases in soil pH can increase manganese availability and the bacteria-to-fungi ratio, further promoting decomposition (<xref ref-type="bibr" rid="B41">Hou et&#xa0;al., 2021</xref>). However, as decomposition progresses and litter quality declines, lignin increasingly governs decomposition rates (<xref ref-type="bibr" rid="B8">Berg, 2014</xref>). Under these conditions, the positive effects of N addition diminish or even become inhibitory (<xref ref-type="bibr" rid="B37">Gill et&#xa0;al., 2022</xref>), mainly due to the suppressive effects of N on oxidative enzymes, which limits lignin breakdown (<xref ref-type="bibr" rid="B46">Jian et&#xa0;al., 2016</xref>). Grassland ecosystems commonly experience P limitation (<xref ref-type="bibr" rid="B24">Du et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B42">Hou et&#xa0;al., 2020</xref>), which is further exacerbated under the global context of increased N deposition (<xref ref-type="bibr" rid="B96">Wang et&#xa0;al., 2025</xref>). In this scenario, exogenous P inputs often enhance soil microbial activity (<xref ref-type="bibr" rid="B65">Lu et&#xa0;al., 2022</xref>), potentially promoting the decomposition of grassland litter. Such enhancement is exemplified by a study in a northern temperate grassland, where P addition was shown to stimulate hydrolytic and oxidative enzyme activities, thereby promoting litter decomposition (<xref ref-type="bibr" rid="B80">Shi et&#xa0;al., 2021</xref>).</p>
<p>Warming can affect decomposition by altering microbial and enzymatic activities (<xref ref-type="bibr" rid="B3">Allison et&#xa0;al., 2010</xref>). A meta-analysis reported that warming significantly increased litter decomposition by 4.4% (<xref ref-type="bibr" rid="B111">Yue et&#xa0;al., 2015</xref>), consistent with our findings (<xref ref-type="fig" rid="f6">
<bold>Figure&#xa0;6D</bold>
</xref>). Overall, warming can enhance soil enzyme activities to varying degrees, which facilitates the mineralization and decomposition of soil organic matter (<xref ref-type="bibr" rid="B70">Meng et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B116">Zuccarini et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B28">Fanin et&#xa0;al., 2022</xref>). Notably, the effect of warming tends to diminish over time, potentially due to the weak temperature sensitivity of lignin degradation (<xref ref-type="fig" rid="f7">
<bold>Figure&#xa0;7C</bold>
</xref>) (<xref ref-type="bibr" rid="B62">Liu et&#xa0;al., 2021</xref>). Precipitation affects decomposition through both physical processes, such as leaching, and by regulating microbial activity. In general, increased precipitation promotes decomposition, whereas reduced precipitation inhibits it (<xref ref-type="fig" rid="f7">
<bold>Figures&#xa0;6E, F</bold>
</xref>), with the sizes of these effects closely related to site aridity and rainfall levels (<xref ref-type="bibr" rid="B84">Su et&#xa0;al., 2023</xref>; <xref ref-type="bibr" rid="B64">Liu et&#xa0;al., 2024</xref>). Improved moisture conditions enhance both the abundance and activity of soil microorganisms (<xref ref-type="bibr" rid="B44">Huang et&#xa0;al., 2015</xref>), promoting a relative increase in fungal dominance (<xref ref-type="bibr" rid="B17">Cregger et&#xa0;al., 2012</xref>; <xref ref-type="bibr" rid="B109">Yang et&#xa0;al., 2021</xref>), which contributes to the degradation of recalcitrant compounds. Increased precipitation has also been shown to elevate soil N- and P-acquiring enzyme activities (<xref ref-type="bibr" rid="B61">Li et&#xa0;al., 2024a</xref>), which can facilitate the decomposition of soil organic matter. Unlike previous multi-ecosystem meta-analyses (<xref ref-type="bibr" rid="B101">Wu et&#xa0;al., 2025a</xref>), we observed a positive effect of elevated CO<sub>2</sub> on root decomposition in grasslands. This may be related to the stimulation of soil enzyme activities under elevated CO<sub>2</sub> conditions in grasslands (<xref ref-type="bibr" rid="B26">Ebersberger et&#xa0;al., 2003</xref>; <xref ref-type="bibr" rid="B51">Kandeler et&#xa0;al., 2006</xref>); however, direct evidence remains limited, and further research in this area is needed.</p>
<p>Notably, environmental factors on decomposition can be additive or antagonistic (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figure S2</bold>
</xref>), and are further modulated by litter quality (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Table S2</bold>
</xref>) (<xref ref-type="bibr" rid="B114">Zhao et&#xa0;al., 2024</xref>). Moreover, results derived solely from decomposition experiments may underestimate the influence of environmental drivers, as plant chemical composition is already shaped by environmental conditions prior to senescence, ultimately determining litter quality (<xref ref-type="bibr" rid="B86">Suseela and Tharayil, 2018</xref>). Future studies should consider how environmental factors influence both litter quality and decomposition processes, as well as their interactions, to enhance our understanding and predictive capacity regarding grassland ecosystem functioning under global change.</p>
<p>Overall, nutrient additions and improvements in hydrothermal conditions promoted root decomposition, consistent with our second hypothesis. Under the influence of global change and human activities, grassland ecosystems are experiencing shifts in nutrient inputs and environmental conditions (<xref ref-type="bibr" rid="B85">Su et&#xa0;al., 2022a</xref>; <xref ref-type="bibr" rid="B63">Liu et&#xa0;al., 2023</xref>). These changes profoundly impact soil carbon dynamics and nutrient cycling by regulating root decomposition. Our results reveal how grassland root decomposition responds to multiple environmental factors, highlighting its critical role in predicting belowground ecosystem dynamics.</p>
</sec>
<sec id="s4_3">
<label>4.3</label>
<title>Responses of grassland root decomposition to biotic factors</title>
<p>Consistent with our third hypothesis, multiple biotic factors can influence root decomposition, but their effects are not always in the same direction. Previous meta-analyses have shown that grazing on average promotes root decomposition, particularly in grassland ecosystems (<xref ref-type="fig" rid="f6">
<bold>Figure&#xa0;6H</bold>
</xref>) (<xref ref-type="bibr" rid="B83">Su et&#xa0;al., 2022b</xref>; <xref ref-type="bibr" rid="B47">Jiang et&#xa0;al., 2024</xref>). Compared with aboveground litter, grazing has little effect on root decomposition through physical fragmentation. But it can still alter plant community composition, root traits and exudates, as well as microbial community structure and biomass, thereby creating soil resource and biotic conditions that are more favorable for root decomposition (<xref ref-type="bibr" rid="B55">Klumpp et&#xa0;al., 2009</xref>; <xref ref-type="bibr" rid="B99">Wilson et&#xa0;al., 2018</xref>). Similarly, <xref ref-type="bibr" rid="B88">Tan et&#xa0;al. (2024)</xref> reported that grazing accelerates soil organic carbon turnover. Although grazing has been shown to reduce the activity of multiple soil enzymes (<xref ref-type="bibr" rid="B71">Olivera et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B29">Feng et&#xa0;al., 2025</xref>), evidence suggests that it enhances microbial growth and fungal dominance, leading to improved carbon use efficiency and greater utilization of soil organic matter, rather than relying solely on enzyme activity (<xref ref-type="bibr" rid="B112">Zhang et&#xa0;al., 2024</xref>). Additionally, the effects of grazing on decomposition varied across stages, which may be related to litter quality (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Table S2</bold>
</xref>). Specifically, grazing promoted the degradation of hemicellulose and cellulose but had limited effects on lignin (<xref ref-type="bibr" rid="B83">Su et&#xa0;al., 2022b</xref>), resulting in a positive effect primarily during holocellulose-dominated stages.</p>
<p>Plant cover (i.e., vegetated soil) and increased plant richness both suppressed root decomposition, and the negative effect of plant richness increased with richness (<xref ref-type="fig" rid="f6">
<bold>Figures&#xa0;6I, J</bold>
</xref>, <xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Table S2</bold>
</xref>). On the one hand, the presence of living roots can alter soil microbial communities through root exudates, directing microbial activity toward utilizing exudates rather than participating in decomposition (<xref ref-type="bibr" rid="B39">Heredia-Acu&#xf1;a et&#xa0;al., 2023</xref>). On the other hand, competition between plants and microbes for soil nutrients may limit microbial decomposition. Higher plant richness typically enhances competitive ability and further modifies microbial community composition (<xref ref-type="bibr" rid="B79">Schlatter et&#xa0;al., 2015</xref>), resulting in a community less specialized for decomposition.</p>
<p>Overall, mixed-root decomposition exhibited antagonistic rather than additive effects (<xref ref-type="fig" rid="f6">
<bold>Figure&#xa0;6K</bold>
</xref>), and the antagonistic effect increased with litter richness (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Table S2</bold>
</xref>). Based on the currently limited evidence, interactions among litter chemical components may play a role (<xref ref-type="bibr" rid="B39">Heredia-Acu&#xf1;a et&#xa0;al., 2023</xref>), potentially dependent on species identity (<xref ref-type="bibr" rid="B102">Wu et&#xa0;al., 2013</xref>) and environmental context (<xref ref-type="bibr" rid="B73">Porre et&#xa0;al., 2020</xref>). Further research is needed to substantiate these effects. Consistent with many previous studies (<xref ref-type="bibr" rid="B72">Pastorelli et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B90">van den Brink et&#xa0;al., 2023</xref>), our comparison of decomposition in &#x201c;home&#x201d; versus &#x201c;away&#x201d; environments revealed no evidence of a home-field advantage (<xref ref-type="fig" rid="f6">
<bold>Figure&#xa0;6L</bold>
</xref>). This phenomenon remains highly debated; however, it is clear that litter quality and the general ability of the decomposer community influenced litter decomposition much more strongly than origin or location of the litter (<xref ref-type="bibr" rid="B68">Makkonen et&#xa0;al., 2012</xref>; <xref ref-type="bibr" rid="B74">Pugnaire et&#xa0;al., 2023</xref>). Therefore, future studies on home-field advantage should focus more on these factors rather than on litter origin alone.</p>
<p>Both globally and regionally, soil fauna generally exert positive effects on litter mass loss (<xref ref-type="bibr" rid="B36">Garc&#xed;a-Palacios et&#xa0;al., 2013</xref>). Through litter consumption, fragmentation, and modulation of microbial decomposer communities, soil fauna actively participate in the decomposition process (<xref ref-type="bibr" rid="B5">Angst et&#xa0;al., 2024</xref>). Consequently, their exclusion typically leads to reduced decomposition rates (<xref ref-type="fig" rid="f6">
<bold>Figure&#xa0;6M</bold>
</xref>). Soil fauna can consume large proportions of annual litter production, assimilating part of the ingested material and returning the remainder to the soil as fecal matter (<xref ref-type="bibr" rid="B32">Frouz, 2018</xref>). The passage of litter through the digestive tract causes fragmentation (<xref ref-type="bibr" rid="B38">Gunnarsson et&#xa0;al., 1988</xref>; <xref ref-type="bibr" rid="B52">Kaneda et&#xa0;al., 2013</xref>), thereby increasing its surface area and potentially enhancing microbial contact with the litter (<xref ref-type="bibr" rid="B14">Cao et&#xa0;al., 2024</xref>). Moreover, by feeding on microorganisms, soil fauna accelerate microbial biomass turnover (<xref ref-type="bibr" rid="B11">Bonkowski et&#xa0;al., 2000</xref>; <xref ref-type="bibr" rid="B34">Frouz and Nov&#xe1;kov&#xe1;, 2001</xref>; <xref ref-type="bibr" rid="B18">Crowther et&#xa0;al., 2011</xref>), helping to sustain microbial activity (<xref ref-type="bibr" rid="B91">van der Drift and Jansen, 1977</xref>; <xref ref-type="bibr" rid="B33">Frouz et&#xa0;al., 2003</xref>). Notably, the magnitude of soil fauna effects is also influenced by litter quality and climatic conditions (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Tables S1</bold>
</xref>, <xref ref-type="supplementary-material" rid="SM1">
<bold>S2</bold>
</xref>) (<xref ref-type="bibr" rid="B94">Wall et&#xa0;al., 2008</xref>; <xref ref-type="bibr" rid="B36">Garc&#xed;a-Palacios et&#xa0;al., 2013</xref>; <xref ref-type="bibr" rid="B105">Xu et&#xa0;al., 2020</xref>).</p>
<p>Grasslands worldwide are undergoing varying degrees of degradation, leading to shifts in plant communities and soil biota (<xref ref-type="bibr" rid="B7">Bardgett et&#xa0;al., 2021</xref>). These changes exert complex effects on root decomposition, as reflected in our results showing both promotion and inhibition. The differential impacts of these factors on root decomposition are closely linked to soil microbial community and enzyme activities (<xref ref-type="bibr" rid="B39">Heredia-Acu&#xf1;a et&#xa0;al., 2023</xref>). Therefore, to improve the accuracy of models predicting soil carbon dynamics in grasslands, it is essential not only to incorporate microbial variables but also to consider other biotic factors such as soil fauna and plant community characteristics (<xref ref-type="bibr" rid="B12">Bradford et&#xa0;al., 2007</xref>). This integrated approach will better capture the multifaceted biological controls underlying root decomposition in changing grassland ecosystems.</p>
</sec>
</sec>
<sec id="s5" sec-type="conclusions">
<label>5</label>
<title>Conclusions</title>
<p>The study presents a comprehensive global-scale assessment of the patterns and drivers of grassland root decomposition. At broader spatial scales, litter quality&#x2014;rather than climate&#x2014;emerged as the dominant factor influencing root decomposition. In addition, meta-analyses have found that nutrient additions and improved hydrothermal conditions both contribute to increased root mass loss to varying degrees. Biotic factors, such as livestock grazing and plant diversity, also significantly influence root mass loss; however, the direction of their effects is inconsistent, likely reflecting differences in their regulatory mechanisms on soil microbial communities. These findings highlight the high sensitivity of belowground decomposition processes to environmental change in grassland ecosystems. To better understand grassland ecosystem functioning under global change, future research should prioritize long-term, multifactorial experiments on root decomposition.</p>
</sec>
</body>
<back>
<sec id="s6" sec-type="data-availability">
<title>Data availability statement</title>
<p>The raw data supporting the conclusions of this article are available from the corresponding author upon reasonable request.</p>
</sec>
<sec id="s7" sec-type="author-contributions">
<title>Author contributions</title>
<p>JY: Conceptualization, Data curation, Formal Analysis, Funding acquisition, Methodology, Visualization, Writing &#x2013; original draft, Writing &#x2013; review &amp; editing. ZY: Conceptualization, Data curation, Formal Analysis, Methodology, Supervision, Visualization, Writing &#x2013; original draft, Writing &#x2013; review &amp; editing. RZ: Data curation, Visualization, Writing &#x2013; review &amp; editing. PG: Data curation, Methodology, Visualization, Writing &#x2013; review &amp; editing. TX: Conceptualization, Data curation, Writing &#x2013; review &amp; editing. YT: Data curation, Writing &#x2013; review &amp; editing. GR: Data curation, Funding acquisition, Methodology, Supervision, Conceptualization, Visualization, Writing &#x2013; review &amp; editing.</p>
</sec>
<sec id="s8" sec-type="funding-information">
<title>Funding</title>
<p>The author(s) declare financial support was received for the research and/or publication of this article. The study was funded by the China Postdoctoral Science Foundation (grant no. 2024M753213), the Program of Introducing Talents to Universities (grant no. 21992022301) and 2025 Heilongjiang Province Undergraduate Universities Basic Research Fund.</p>
</sec>
<sec id="s9" sec-type="COI-statement">
<title>Conflict of interest</title>
<p>The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec id="s10" sec-type="ai-statement">
<title>Generative AI statement</title>
<p>The author(s) declare that no Generative AI was used in the creation of this manuscript.</p>
<p>Any alternative text (alt text) provided alongside figures in this article has been generated by Frontiers with the support of artificial intelligence and reasonable efforts have been made to ensure accuracy, including review by the authors wherever possible. If you identify any issues, please contact us.</p>
</sec>
<sec id="s11" sec-type="disclaimer">
<title>Publisher&#x2019;s note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
<sec id="s12" sec-type="supplementary-material">
<title>Supplementary material</title>
<p>The Supplementary Material for this article can be found online at: <ext-link ext-link-type="uri" xlink:href="https://www.frontiersin.org/articles/10.3389/fpls.2025.1639369/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fpls.2025.1639369/full#supplementary-material</ext-link>
</p>
<supplementary-material xlink:href="Table1.docx" id="SM1" mimetype="application/vnd.openxmlformats-officedocument.wordprocessingml.document"/>
</sec>
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