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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Environ. Sci.</journal-id>
<journal-title>Frontiers in Environmental Science</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Environ. Sci.</abbrev-journal-title>
<issn pub-type="epub">2296-665X</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="publisher-id">893913</article-id>
<article-id pub-id-type="doi">10.3389/fenvs.2022.893913</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Environmental Science</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Response of Soil Microarthropod Community to Seasonal Changes in Urat Desert Steppe, Inner Mongolia</article-title>
<alt-title alt-title-type="left-running-head">Guo et al.</alt-title>
<alt-title alt-title-type="right-running-head">Seasonal Response of Soil Microarthropods</alt-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>Guo</surname>
<given-names>Zhixia</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>
<uri xlink:href="https://loop.frontiersin.org/people/1714357/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Chang</surname>
<given-names>Haitao</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Liu</surname>
<given-names>Rentao</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">&#x2a;</xref>
<uri xlink:href="https://loop.frontiersin.org/people/977697/overview"/>
</contrib>
</contrib-group>
<aff id="aff1">
<sup>1</sup>
<institution>School of Ecology and Environment</institution>, <institution>Ningxia University</institution>, <addr-line>Yinchuan</addr-line>, <country>China</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>Breeding Base for State Key Laboratory of Land Degradation and Ecosystem Restoration</institution>, <institution>Ningxia University</institution>, <addr-line>Yinchuan</addr-line>, <country>China</country>
</aff>
<aff id="aff3">
<sup>3</sup>
<institution>Key Laboratory for Restoration and Reconstruction of Degraded Ecosystem in Northwestern China of Ministry of Education</institution>, <institution>Ningxia University</institution>, <addr-line>Yinchuan</addr-line>, <country>China</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>
<bold>Edited by:</bold> <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/99716/overview">Li Zuo</ext-link>, University of Maine at Presque Isle, United States</p>
</fn>
<fn fn-type="edited-by">
<p>
<bold>Reviewed by:</bold> <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/872027/overview">Shaokun Wang</ext-link>, Northwest Institute of Eco-Environment and Resources (CAS), China</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/1812508/overview">Tongchuan Li</ext-link>, Northwest A&#x26;F University, China</p>
</fn>
<corresp id="c001">&#x2a;Correspondence: Rentao Liu, <email>nxuliu2012@126.com</email>
</corresp>
<fn fn-type="other">
<p>This article was submitted to Conservation and Restoration Ecology, a section of the journal Frontiers in Environmental Science</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>28</day>
<month>06</month>
<year>2022</year>
</pub-date>
<pub-date pub-type="collection">
<year>2022</year>
</pub-date>
<volume>10</volume>
<elocation-id>893913</elocation-id>
<history>
<date date-type="received">
<day>11</day>
<month>03</month>
<year>2022</year>
</date>
<date date-type="accepted">
<day>31</day>
<month>05</month>
<year>2022</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2022 Guo, Chang and Liu.</copyright-statement>
<copyright-year>2022</copyright-year>
<copyright-holder>Guo, Chang and Liu</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>The abiotic factors <italic>via</italic> moisture and temperature play the most important role in the growth and development of soil microarthropods. Here we examined the seasonal distribution of the soil microarthropod communities in the <italic>Reaumuria soongorica</italic> shrubland of the Urat desert steppe in northwestern China in spring, summer, and autumn of 2019 and their relations with environmental factors. Our results showed that the total abundance and group richness of soil microarthropods community was significantly greater in summer than in spring and autumn. There were two indicator taxon (i.e., Cryptopalmites and Isotomidae) observed in summer, and one indicator taxon (i.e., Stigmaeidae) observed in autumn, whereas no indicator taxon was observed in spring. The partial RDA results showed that soil moisture and soil temperature were the main environmental factors that affected the distribution of soil microarthropods. In conclusion, the warm and moist summer harbored greater abundance and richness distribution of soil microhabitats, whereas there was stable diversity distribution across seasons in Urat desert steppe, northern China.</p>
</abstract>
<kwd-group>
<kwd>Urat desert steppe</kwd>
<kwd>soil microarthropod</kwd>
<kwd>seasonal changes</kwd>
<kwd>indicator taxon</kwd>
<kwd>biodiversity conservation</kwd>
</kwd-group>
</article-meta>
</front>
<body>
<sec id="s1">
<title>Introduction</title>
<p>One of the largest terrestrial eco-regions on Earth, the Eurasian Steppe is characterized by its dry, grassy plains, which are found in climates with distinct seasonal changes including cold dry winters and warm summers (UNEP). In such steppe, the soil microarthropods are diverse and are one of the key components in grassland ecosystem (<xref ref-type="bibr" rid="B34">Roy et al., 2017</xref>). Previous study reported an essential role these microarthropods played in soil functioning (<xref ref-type="bibr" rid="B44">Uthappa and Devakumar, 2021</xref>), including the decomposition and mineralization of organic matter (<xref ref-type="bibr" rid="B2">Ashraf et al., 2021</xref>; <xref ref-type="bibr" rid="B13">Fujii et al., 2021</xref>), the formation of humus, nutrient cycling of carbon, nitrogen and sulfur (<xref ref-type="bibr" rid="B4">Batlle-Aguilar, et al., 2011</xref>), and also soil porosity, aeration and the infiltration and distribution of organic matter within soil horizons (<xref ref-type="bibr" rid="B28">Menta, 2012</xref>). The occurrence of highly variable seasonal climatic conditions in such grasslands of the Eurasian Steppe could induce the instinct patterns of soil microarthropods across plant growing season augment: (<xref ref-type="bibr" rid="B6">Birkhofer et al., 2011</xref>) (i.e., warm summer), resulting in the alteration of ecological functioning and ecosystem dynamics (<xref ref-type="bibr" rid="B27">Meehan, et al., 2020</xref>).</p>
<p>In general, seasonal changes in continent grassland ecosystems will induce the alteration of temperature and precipitation that can affect the habitats of soil microarthropods (<xref ref-type="bibr" rid="B15">Langlet et al., 2013</xref>). Due to an adaptability and selectivity of soil microarthropods to seasonal changes in their growth and reproduction process, seasonal fluctuations occurred in individual number, population type and community composition of soil microarthropods (<xref ref-type="bibr" rid="B33">Rainio, 2013</xref>). <xref ref-type="bibr" rid="B55">Venkataiah et al. (1990)</xref> reported that most mites and springtails have a single-peak abundance, and their number and diversity reach a peak from July to August in a tropical semi-arid savanna ecosystem. <xref ref-type="bibr" rid="B28">Menta (2012)</xref> reported the greater density of soil Acari in spring than in autumn in a permanent grassland site located in the Taro River Regional Park. However, <xref ref-type="bibr" rid="B50">Yin et al. (2019)</xref> reported a significantly higher density of microarthropods (including both Acari and Collembola) in autumn than in spring in grassland soils in Germany. Nevertheless, there were some relatively stable species that did not indicate peak values of abundance and/or richness along with seasonal changes (<xref ref-type="bibr" rid="B56">Nummelin, et al., 1998</xref>). Obviously, there were different season pattern of soil microarthropods in different region. However, the seasonal pattern of soil microarthropods in such eastern Eurasian Steppe remined unclear.</p>
<p>What&#x2019;s more, different taxa of soil microarthropods indicated different responses to seasonal changes (<xref ref-type="bibr" rid="B12">Fl&#xf3;ri&#xe1;n, et al., 2019</xref>). For example, <xref ref-type="bibr" rid="B12">Fl&#xf3;ri&#xe1;n et al. (2019)</xref> reported maximum activity density of soil Collemobolan from June to August, while that of Prostigmata and Mesostigmata in April in an open sand steppe in Kiskuns&#xe1;g National Park, central Hungary. Even the surface living Collembolan and soil living Collembolan could indicate a different peak (the former in July, but the latter in June) in the same sand grassland ecosystems (<xref ref-type="bibr" rid="B12">Fl&#xf3;ri&#xe1;n, et al., 2019</xref>). Also, there was different taxa indicator within soil microarthropod communities that could represent the seasonality in grassland ecosystems (<xref ref-type="bibr" rid="B10">Domonell, et al., 2013</xref>). These studies show that the ecological characteristics of soil microarthropods are closely related to the state of the above soil environmental elements. Therefore, soil microarthropods can be used as indicators to characterize soil environmental factors. Till now, there were few reports focusing on the seasonal indicators of soil microarthropods in eastern Eurasian Steppe.</p>
<p>The arid Urat desert steppe is located in eastern Eurasian Steppe, and experiences a strong change of temperature and precipitation along with seasonal changes. The objective of present study was to probe into the activity distribution of soil microarthropods and their diversity pattern along seasonal changes in this region.</p>
</sec>
<sec sec-type="materials|methods" id="s2">
<title>Materials and Methods</title>
<sec id="s2-1">
<title>Site Description</title>
<p>The study site is <italic>R. soongorica</italic> shrubland that is located 5&#xa0;km apart from Urat Desert Grassland Research Station of Chinese Academy of Sciences (106&#xb0;58&#x2032; E and 41&#xb0;25&#x2032; N, 1650&#xa0;m elevation) in western Inner Mongolia, China (<xref ref-type="fig" rid="F1">Figure 1</xref>). This area has been exclosured since 2010, covering an area of about 333.34&#xa0;hm<sup>2</sup>. The main plant species includes <italic>Stipa klemenzii, Allium polyrhizum, Salsola collina</italic>, and <italic>Peganum harmala</italic>, as well as afforested <italic>Caragana korshinskii</italic> (<xref ref-type="bibr" rid="B51">Zhang, et al., 2019</xref>). The main soil types are brown-calcium soil and gray-brown desert soil without litter layer (<xref ref-type="bibr" rid="B38">Shaokun et al., 2016</xref>; <xref ref-type="bibr" rid="B51">Zhang, et al., 2019</xref>).</p>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption>
<p>Location and sampling site in Urad desert steppe of Mongolia, northwestern China.</p>
</caption>
<graphic xlink:href="fenvs-10-893913-g001.tif"/>
</fig>
<p>This area is a typical continental monsoon climate, and is affected by the continental air mass of Mongolian high pressure (<xref ref-type="bibr" rid="B51">Zhang et al., 2019</xref>). The mean annual temperature of 5.3&#xb0;C, with the highest temperature of 37&#xb0;C, and the lowest temperature of &#x2212;34.4&#xb0;C. The annual accumulated temperature at 10&#xb0;C is 2,000&#x2013;3,000&#xb0;C. The mean annual precipitation is 180&#xa0;mm, with a large annual variation rate. The precipitation is mainly concentrated in summer (July-August), accounting for 70% of the annual precipitation. Annual evaporation is ten times more than the annual precipitation. The frost-free period is about 130&#xa0;days a year. The mean annual wind speed is 5&#xa0;m&#xa0;s<sup>&#x2212;1</sup>, and the number of days with wind speed greater than 10&#xa0;m&#xa0;s<sup>&#x2212;1</sup> per year is as high as 52&#xa0;days.</p>
</sec>
<sec id="s2-2">
<title>Experimental Design</title>
<p>In May 2019, five repeated plots were set up in the <italic>R. soongorica</italic> shrubland. The distance between the edge of each plot was 15&#x2013;20&#xa0;m, with the area of 50 &#xd7; 50&#xa0;m<sup>2</sup> each. Within each plot, there were 12 sampling points set up with four sampling points beneath the shrub canopy of respect <italic>R. soongorica</italic> and <italic>C. konshinskii</italic>, and with four sampling points in the open areas between shrubs. The distance between each sampling points beneath the shrub canopy of <italic>R. soongorica</italic> and <italic>C. konshinskii</italic> and in the open areas was 5&#x2013;10&#xa0;m. Totally, 60 sampling points were obtained, with (4 <italic>R. soongorica</italic> &#x2b; 4 <italic>C. konshinskii</italic> &#x2b; 4 open areas) &#xd7; 5 replicate plots.</p>
</sec>
<sec id="s2-3">
<title>Soil Sampling and Meteorological Data Collection</title>
<p>At each sampling point, four soil cores from four directions (east, south, west, and north) were collected with a 100-cm<sup>3</sup> metal cylinders (soil depth: 0&#x2013;15&#xa0;cm), and then mixed. All the composite soil samples were put in plastic sealed bags, and brought back to the laboratory. The soil sampling was carried on in spring (May), summer (August), and autumn (October) in 2019, when the annual precipitation and average temperature of was 190.8&#xa0;mm and 6.46&#xb0;C, respectively. The monthly precipitation and temperature in 2019 see the <xref ref-type="fig" rid="F2">Figure 2</xref> (Data sources: <ext-link ext-link-type="uri" xlink:href="http://data.cma.cn/">http://data.cma.cn/</ext-link>).</p>
<fig id="F2" position="float">
<label>FIGURE 2</label>
<caption>
<p>Mean monthly precipitation and temperature in 2019.</p>
</caption>
<graphic xlink:href="fenvs-10-893913-g002.tif"/>
</fig>
<p>The soils were sampled with the exception of winter due to few soil microarthropods obtained since early November (the winter started with the temperature below 0&#xb0;C).</p>
</sec>
<sec id="s2-4">
<title>Soil Microarthropod Extraction</title>
<p>One-third composite soil samples were used for soil microarthropod extraction by using Berlese-Tullgren funnels (<xref ref-type="bibr" rid="B25">Macdonald et al., 2009</xref>) in the laboratory at Ningxia University. The microarthropod extraction lasted for 48&#xa0;h at room temperature using one 25-W bulb per funnel. Animals were collected and preserved individually in 75% ethanol (<xref ref-type="bibr" rid="B25">Macdonald et al., 2009</xref>). Extracted fauna were sorted and categorized into family level based on literatures including Pictorial Keys to Soil Animals of China (<xref ref-type="bibr" rid="B49">Yin et al., 2010</xref>), Acarology (<xref ref-type="bibr" rid="B17">Li, 1989</xref>), and Larvae Taxonomy (<xref ref-type="bibr" rid="B24">Ma, 1990</xref>). All arthropods were identified under the microscope (Nikon E200MV) and stereomicroscope (Olympus SZX 163).</p>
</sec>
<sec id="s2-5">
<title>Soil Property Analysis</title>
<p>The remaining 2/3 composite soil samples (i.e.,) were used for soil physical-chemical analysis. Some soil samples were used for the determination of soil moisture content (0&#x2013;10&#xa0;cm; SM, %) by oven drying (Institute of Soil Science, Chinese Academy of Sciences (<xref ref-type="bibr" rid="B53">ISSCAS, 1978</xref>). Other soil samples were passed through a 2&#xa0;mm soil sieve to remove plant and others debris, and were then air-dried. Soil pH and electrical conductivity (EC, &#x3bc;S&#xb7;cm<sup>&#x2212;1</sup>) were measured in a 1: 5 (v/v) soil-water extract, which was measured by PHS-3C acidity meter and portable electrical conductivity meter (DDSJ-308F), respectively.</p>
<p>Composed soil particles was measured by a Mastersizer3000 laser diffraction particle size analyzer. According to USAD classification, it can be divided into coarse sand (CS, 250&#x2013;1000&#xa0;&#x3bc;M), fine sand (FS, 50&#x2013;250&#xa0;&#x3bc;M), silt (S, 2&#x2013;50&#xa0;&#x3bc;M) and clay (C, &#x3c; 2&#xa0;&#x3bc;M) (<xref ref-type="bibr" rid="B42">Su et al., 2004</xref>). At each sampling points, soil temperature (ST, &#xb0;C) was measured for 2&#xa0;weeks by a portable thermometer with conductive wires (Sato KeiryokiMfg Co., Ltd., Japan); the averaged values by the 12 sampling points and 2&#xa0;weeks represented soil temperature of each sampling seasons. The soil properties at each sampling point see the <xref ref-type="table" rid="T1">Table 1</xref>.</p>
<table-wrap id="T1" position="float">
<label>TABLE 1</label>
<caption>
<p>Values of the environmental factors in three seasons in the Urad desert steppe. Values are means &#xb1; se. Different letters within a column represent significant differences at <italic>p</italic> &#x3c; 0.05. SMC &#x3d; soil moisture content, EC &#x3d; electrical conductivity, SC &#x3d; soil clay, SS &#x3d; soil silt, FS &#x3d; fine sand, CS &#x3d; coarse sand, ST &#x3d; soil temperature.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="left">Season</th>
<th align="center">SMC (%)</th>
<th align="center">Soil pH</th>
<th align="center">EC (uS&#x2022;cm-1)</th>
<th align="center">SC (%)</th>
<th align="center">SS (%)</th>
<th align="center">FS (%)</th>
<th align="center">CS (%)</th>
<th align="center">ST (&#xb0;C)</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="left">Spring</td>
<td align="center">0.62 &#xb1; 0.06c</td>
<td align="center">8.02 &#xb1; 0.01c</td>
<td align="center">202.93 &#xb1; 62.23a</td>
<td align="center">3.50 &#xb1; 0.19b</td>
<td align="center">29.08 &#xb1; 0.66b</td>
<td align="center">51.40 &#xb1; 1.28a</td>
<td align="center">16.01 &#xb1; 0.84a</td>
<td align="center">19.01 &#xb1; 0.07b</td>
</tr>
<tr>
<td align="left">Summer</td>
<td align="center">2.04 &#xb1; 0.16a</td>
<td align="center">8.69 &#xb1; 0.03a</td>
<td align="center">169.07 &#xb1; 20.99a</td>
<td align="center">3.03 &#xb1; 0.14b</td>
<td align="center">29.55 &#xb1; 1.42b</td>
<td align="center">51.15 &#xb1; 1.09a</td>
<td align="center">16.27 &#xb1; 0.87a</td>
<td align="center">22.32 &#xb1; 0.16a</td>
</tr>
<tr>
<td align="left">Autumn</td>
<td align="center">1.42 &#xb1; 0.12b</td>
<td align="center">8.54 &#xb1; 0.08b</td>
<td align="center">212.20 &#xb1; 26.58a</td>
<td align="center">4.00 &#xb1; 0.14a</td>
<td align="center">40.45 &#xb1; 1.03a</td>
<td align="center">45.59 &#xb1; 0.73b</td>
<td align="center">9.96 &#xb1; 0.55b</td>
<td align="center">13.26 &#xb1; 0.53c</td>
</tr>
<tr>
<td align="left">
<italic>F</italic>
</td>
<td align="center">11.84</td>
<td align="center">6.519</td>
<td align="center">0.364</td>
<td align="center">7.427</td>
<td align="center">15.743</td>
<td align="center">9.421</td>
<td align="center">5.471</td>
<td align="center">14.985</td>
</tr>
<tr>
<td align="left">
<italic>P</italic>
</td>
<td align="center">0.000</td>
<td align="center">0.003</td>
<td align="center">0.697</td>
<td align="center">0.002</td>
<td align="center">0.000</td>
<td align="center">0.000</td>
<td align="center">0.008</td>
<td align="center">0.000</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
<sec id="s2-6">
<title>Data Analysis</title>
<p>The number of microarthropods for each taxon groups collected from 12 sampling points within each plot was combined, in order to ensure the representativeness of microarthropod samples covering <italic>R. soongorica</italic> shrubland. We determined the abundance of each taxonomic group (individuals&#x2022;200g). According to the proportion of each taxa occupying the total number of individuals, the taxonomical groups can be classified into dominant groups (accounting for more than 10% of the total individual numbers), common groups (1%&#x2013;10%), and rare groups (&#x3c; 1%) (<xref ref-type="bibr" rid="B25">Macdonald et al., 2009</xref>).</p>
<p>Seasonal diversity variation was examined based on Hill numbers (q &#x3d; 0, 1, 2) (<xref ref-type="bibr" rid="B8">Chang et al., 2019</xref>). Calculated Hill number unifies the reported biological diversity parameter such that the Hill numbers 0, near 1, and 2 provide the Chao2 estimated species richness, exponent of Shannon index, and inverse of Simpson index, respectively (<xref ref-type="bibr" rid="B9">Chao et al., 2014</xref>; <xref ref-type="bibr" rid="B32">Osbrink et al., 2018</xref>).<disp-formula id="e1">
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<mml:mi mathvariant="italic">log</mml:mi>
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<label>(2)</label>
</disp-formula>Where, i in the formula represents the <italic>ith</italic> species, and S is the total number of species. <italic>Pi</italic> is the percentage of the total number of individuals belonging to the group category <italic>i</italic>. When <italic>q</italic> &#x3d; 0, <sup>0</sup>D refers to group richness, which does not consider the relative abundance of species. When <italic>q</italic> &#x3d; 1, <xref ref-type="disp-formula" rid="e1">Eq. 1</xref> is meaningless, but when <italic>q</italic> approaches 1, the limit of this formula is the index of Shannon index (<xref ref-type="disp-formula" rid="e2">Eq. 2</xref>), which represents Shannon diversity. <italic>q</italic> &#x3d; 2, indicating inverse of Simpson index, the role of other species except dominant species is underestimated, so it can be interpreted as the effective number of dominant species in the community (<xref ref-type="bibr" rid="B9">Chao et al., 2014</xref>; <xref ref-type="bibr" rid="B32">Osbrink et al., 2018</xref>).</p>
<p>All statistical analyses were carried out using SPSS 20.0 for Windows. Before applying parametric tests, we tested for normality and homogeneity of variances (<xref ref-type="bibr" rid="B22">Liu et al., 2019</xref>). One-way ANOVA and multiple comparison were used to compare the differences between different data groups. Figures were created by using Origin 2018 (Origin Lab, Northampton, United States). For all tests, statistically significant differences were assigned at <italic>p</italic> &#x3c; 0.05.</p>
<p>We identified indicator taxon for each season using the labdsv package in R (R Development Core Team, 2009) using the duleg command (numitr &#x3d; 1000, all season combinations considered). According to the results of the Indval () function, the taxa with the indicator value greater than 0.7 could be considered as the indicator taxon (<xref ref-type="bibr" rid="B30">Nakamura et al., 2007</xref>).</p>
<p>Redundancy analysis (RDA) by using Canoco Software 4.5 (Microcomputer Power, Ithaca, United States) was chosen to examine the environmental factors affecting the structure of the soil microarthropod community (<xref ref-type="bibr" rid="B25">Macdonald et al., 2009</xref>). The data firstly analyzed detrended correspondence analysis (DCA), which suggested RDA as an appropriate approach for further analysis (length of gradient &#x3c;4 for soil microarthropod communities). RDA correlated each soil microarthropod group to the environmental factors by selecting linear combinations of environmental factors that gave the smallest residual sum of squares.</p>
</sec>
</sec>
<sec sec-type="results" id="s3">
<title>Results</title>
<p>A total of 118 individuals belonging to 14 taxonomic groups were captured in three seasons in the <italic>R. soongorica</italic> shrubland of Urat desert steppe (<xref ref-type="table" rid="TA1">Table A1</xref>). The dominant groups were Pygmephoridae, Tydeidae, and Isotomidae, accounting for 22.88%, 12.71% and 16.95%, respectively. There were 9 common groups and 2 rare groups, accounting for 45.76% and 1.69%, respectively.</p>
<sec id="s3-1">
<title>The Distribution of Dominant Groups and Indicator Taxon of Soil Microarthropods in Each Season</title>
<p>In spring, there were five dominant groups including Pygmephoridae, Bdellidae, Oppiidae, Onychiuriclae and Tomoceridae, according for 94.12% of total individuals. From spring toward summer, the number of dominant groups decreased to two groups: Pygmephoridae and Isotomidae, with the reduction of dominance to 60.56%. After summer, the composition of dominant groups shifted strongly alternative with the new groups including Stigmaeidae, Tydeidae and Oppiidae, according for 36.67%, 40.00% and 13.33% of total individuals, respectively.</p>
<p>We identified indicator taxon for each season (<xref ref-type="table" rid="T2">Table 2</xref>): there were two indicator taxon including Cryptopalmites (<italic>p</italic> &#x3d; 0.0368) and Isotomidae (<italic>p</italic> &#x3d; 0.0317) in summer; there was one indicator taxon including Stigmaeidae (<italic>p</italic> &#x3d; 0.0350) in autumn. However, there was no indicator taxon observed in spring.</p>
<table-wrap id="T2" position="float">
<label>TABLE 2</label>
<caption>
<p>Result of indicator species analysis of three seasons in the Urad desert steppe.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="left">Season</th>
<th align="center">Taxa</th>
<th align="center">Indicator-value</th>
<th align="center">
<italic>P</italic>
</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="left">Spring</td>
<td align="left">Cryptopalmites</td>
<td align="char" char=".">1</td>
<td align="char" char=".">0.037</td>
</tr>
<tr>
<td align="left">Summer</td>
<td align="left">Isotomidae</td>
<td align="char" char=".">1</td>
<td align="char" char=".">0.033</td>
</tr>
<tr>
<td align="left">Autumn</td>
<td align="left">Stigmaeidae</td>
<td align="char" char=".">1</td>
<td align="char" char=".">0.035</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
<sec id="s3-2">
<title>The Distribution of Abundance, Richness and Diversity of Soil Microarthropods in Each Season</title>
<p>The total abundance and Chao2 estimated species richness were found to be significantly (<italic>p</italic> &#x3c; 0.05) greater in summer than in other two seasons (<xref ref-type="fig" rid="F3">Figure 3</xref>). However, there were no significant differences in exponent of Shannon index and inverse of Simpson index of soil microarthropod between the three seasons.</p>
<fig id="F3" position="float">
<label>FIGURE 3</label>
<caption>
<p>The boxplot represents the distribution of abundance, Chao2 estimated species richness, exponent of Shannon index and inverse of Simpson index of soil microarthropod between Spring, Summer, and Autumn in Urad desert steppe (Mean &#xb1; SE). Lowercase letters indicate significant differences between seasons (p &#x3c; 0.05).</p>
</caption>
<graphic xlink:href="fenvs-10-893913-g003.tif"/>
</fig>
</sec>
<sec id="s3-3">
<title>The Contribution of Seasonal Factors to the Distribution of Soil Microarthropods</title>
<p>From the results of redundancy analysis (RDA) (<xref ref-type="table" rid="T3">Table 3</xref>), the eight variables (soil moisture, pH, electrical conductivity, soil temperature, soil clay, silt, fine sand and coarse sand) together explained 57.4% of the total variation in the data, with axes 1 and 2 explained 43.1% and 14.3% of the total variation, respectively. The species-environment relationship for axes 1 and 2 accounted for 84% of the total variance, indicating these axes accounted for the bulk of the variance in the soil microarthropod group data that could be attributed to environmental factors. Species-environment correlations for these axes were &#x3e; 0.94, indicating that the soil microarthropod group data were strongly correlated with the environment factors. Monte Carlo significance tests revealed that both the first axis (<italic>p</italic> &#x3d; 0.02) and all axes (<italic>p</italic> &#x3d; 0.012) combined together explained a significant amount of the variation within the data.</p>
<table-wrap id="T3" position="float">
<label>TABLE 3</label>
<caption>
<p>Correlation coefficients of the environmental factors, eigenvalue, cumulative percentage variance of soil microarthropod species for the first two axes of RDA. Values are for Axis 1 and 2 plotted in the RDA diagram in <xref ref-type="fig" rid="F4">Figure 4</xref>. The highest canonical coefficients and correlations are highlighted by Asterisk (&#x2a;) that indicates a significant level. &#x2a;<italic>p</italic> &#x3c; 0.05. SMC &#x3d; soil moisture content, EC &#x3d; electrical conductivity, SC &#x3d; soil clay, SS &#x3d; soil silt, FS &#x3d; fine sand, CS &#x3d; coarse sand, ST &#x3d; soil temperature.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="left"/>
<th colspan="2" align="center">Environmental factors</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="left">Axis</td>
<td align="char" char=".">1</td>
<td align="center">2</td>
</tr>
<tr>
<td align="left">Eigenvalues</td>
<td align="char" char=".">0.431</td>
<td align="center">0.143</td>
</tr>
<tr>
<td align="left">Cumulative percentage variance: of species data</td>
<td align="char" char=".">43.1</td>
<td align="center">57.4</td>
</tr>
<tr>
<td align="left">correlations of species date</td>
<td align="char" char=".">63.1</td>
<td align="center">84</td>
</tr>
<tr>
<td align="left">Summary of Monte Carlo test</td>
<td align="left"/>
<td align="center">For all axes</td>
</tr>
<tr>
<td align="left">F-ratio</td>
<td align="char" char=".">5.305</td>
<td align="center">2.159</td>
</tr>
<tr>
<td align="left">p-value</td>
<td align="char" char=".">0.02</td>
<td align="center">0.012</td>
</tr>
<tr>
<td align="left">Species-environment correlations:</td>
<td align="char" char=".">0.943</td>
<td align="center">0.948</td>
</tr>
<tr>
<td colspan="3" align="left">Correlations:</td>
</tr>
<tr>
<td align="left">&#x2003;SMC</td>
<td align="char" char=".">0.582&#x2a;</td>
<td align="center">&#x2212;0.687&#x2a;</td>
</tr>
<tr>
<td align="left">&#x2003;pH</td>
<td align="char" char=".">0.412</td>
<td align="center">&#x2212;0.727&#x2a;</td>
</tr>
<tr>
<td align="left">&#x2003;EC</td>
<td align="char" char=".">&#x2212;0.15</td>
<td align="center">0.018</td>
</tr>
<tr>
<td align="left">&#x2003;ST</td>
<td align="char" char=".">0.805&#x2a;</td>
<td align="center">0.343</td>
</tr>
<tr>
<td align="left">&#x2003;SC</td>
<td align="char" char=".">&#x2212;0.721&#x2a;</td>
<td align="center">&#x2212;0.213</td>
</tr>
<tr>
<td align="left">&#x2003;SS</td>
<td align="char" char=".">&#x2212;0.605&#x2a;</td>
<td align="center">&#x2212;0.645&#x2a;</td>
</tr>
<tr>
<td align="left">&#x2003;FS</td>
<td align="char" char=".">0.517&#x2a;</td>
<td align="center">0.463</td>
</tr>
<tr>
<td align="left">&#x2003;CS</td>
<td align="char" char=".">0.618&#x2a;</td>
<td align="center">0.664&#x2a;</td>
</tr>
</tbody>
</table>
</table-wrap>
<p>From <xref ref-type="fig" rid="F4">Figure 4</xref>, all the three seasons were sorted into two groups: (1) the summer season was on the right; (2) the spring and autumn seasons were on the left. The second groups could be sorted into two subgroups: (1) the spring was on the up; (2) the autumn was on the bottom.</p>
<fig id="F4" position="float">
<label>FIGURE 4</label>
<caption>
<p>Redundancy analysis (RDA) ordination diagram of soil microarthropod taxa with seasonal changes. Green, red, and yellow circle represented the spring summer autumn seasons, respectively. Black arrows represented soil microarthropod taxa, and red arrows represented environmental factors. Soil microarthropod taxa: 1 &#x3d; Teneriffiidae, 2 &#x3d; Macrochelidae, 3 &#x3d; Cryptopalmites, 4 &#x3d; Pygmephoridae, 5 &#x3d; Enocaligonellidae, 6 &#x3d; Stigmaeidae, 7 &#x3d; Tydeidae, 8 &#x3d; Bdellidae, 9 &#x3d; Oppiidae, 10 &#x3d; Tetranychidae, 11 &#x3d; Isotomidae, 12 &#x3d; Onychiuriclae, 13 &#x3d; Tomoceridae, 14 &#x3d; Coleoptera Larvae. Environmental factors: SMC &#x3d; soil moisture content, EC &#x3d; electrical conductivity, SC &#x3d; soil clay, SS &#x3d; soil silt, FS &#x3d; fine sand, CS &#x3d; coarse sand, ST &#x3d; soil temperature.</p>
</caption>
<graphic xlink:href="fenvs-10-893913-g004.tif"/>
</fig>
<p>
<xref ref-type="fig" rid="F4">Figure 4</xref> also demonstrates that different groups within the microarthropod community responded differently to the environmental factors (<xref ref-type="table" rid="T4">Table 4</xref>). The microarthropod groups whose arrows pointed in approximately the same direction in the ordination as the arrows for the environmental factors were strongly correlated with those factors. For example, the Teneriffiidae were positively correlated with soil moisture content (<italic>p</italic> &#x3c; 0.05). The Macrochelidae and Isotomidae were positively correlated with soil moisture content whereas negatively correlated with soil clay (<italic>p</italic> &#x3c; 0.05). The Tydeidae was negatively correlated with soil fine sand and soil coarse sand whereas negatively correlated with soil silt (<italic>p</italic> &#x3c; 0.05). The Tomoceridae was negatively correlated with soil moisture content (<italic>p</italic> &#x3c; 0.05).</p>
<table-wrap id="T4" position="float">
<label>TABLE 4</label>
<caption>
<p>Correlation coefficients (Spearman) between single microarthropod groups and environmental factors. &#x2a;<italic>p</italic> &#x3c; 0.05, &#x2a;&#x2a;<italic>p</italic> &#x3c; 0.01. SMC &#x3d; soil moisture content, EC &#x3d; electrical conductivity, SC &#x3d; soil clay, SS &#x3d; soil silt, FS &#x3d; fine sand, CS &#x3d; coarse sand, ST &#x3d; soil temperature.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="left">Taxa</th>
<th align="center">SMC</th>
<th align="center">pH</th>
<th align="center">EC</th>
<th align="center">ST</th>
<th align="center">SC</th>
<th align="center">SS</th>
<th align="center">FS</th>
<th align="center">CS</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="left">Teneriffiidae</td>
<td align="char" char=".">0.725&#x2a;&#x2a;</td>
<td align="char" char=".">0.473</td>
<td align="char" char=".">0.094</td>
<td align="char" char=".">0.346</td>
<td align="char" char=".">&#x2212;0.315</td>
<td align="char" char=".">0.031</td>
<td align="char" char=".">&#x2212;0.031</td>
<td align="char" char=".">0.031</td>
</tr>
<tr>
<td align="left">Macrochelidae</td>
<td align="char" char=".">0.737&#x2a;&#x2a;</td>
<td align="char" char=".">0.521&#x2a;</td>
<td align="char" char=".">&#x2212;0.122</td>
<td align="char" char=".">0.606&#x2a;</td>
<td align="char" char=".">&#x2212;0.672&#x2a;&#x2a;</td>
<td align="char" char=".">&#x2212;0.363</td>
<td align="char" char=".">0.422</td>
<td align="char" char=".">0.344</td>
</tr>
<tr>
<td align="left">Cryptopalmites</td>
<td align="char" char=".">0.584&#x2a;</td>
<td align="char" char=".">0.44</td>
<td align="char" char=".">&#x2212;0.033</td>
<td align="char" char=".">0.46</td>
<td align="char" char=".">&#x2212;0.473</td>
<td align="char" char=".">&#x2212;0.307</td>
<td align="char" char=".">0.437</td>
<td align="char" char=".">0.128</td>
</tr>
<tr>
<td align="left">Pygmephoridae</td>
<td align="char" char=".">0.288</td>
<td align="char" char=".">0.176</td>
<td align="char" char=".">&#x2212;0.082</td>
<td align="char" char=".">0.535&#x2a;</td>
<td align="char" char=".">&#x2212;0.584&#x2a;</td>
<td align="char" char=".">&#x2212;0.487</td>
<td align="char" char=".">0.419</td>
<td align="char" char=".">0.619&#x2a;</td>
</tr>
<tr>
<td align="left">Enocaligonellidae</td>
<td align="char" char=".">0</td>
<td align="char" char=".">&#x2212;0.124</td>
<td align="char" char=".">&#x2212;0.062</td>
<td align="char" char=".">&#x2212;0.247</td>
<td align="char" char=".">0.124</td>
<td align="char" char=".">0.186</td>
<td align="char" char=".">&#x2212;0.309</td>
<td align="char" char=".">&#x2212;0.186</td>
</tr>
<tr>
<td align="left">Stigmaeidae</td>
<td align="char" char=".">&#x2212;0.026</td>
<td align="char" char=".">&#x2212;0.041</td>
<td align="char" char=".">0.338</td>
<td align="char" char=".">&#x2212;0.453</td>
<td align="char" char=".">0.501</td>
<td align="char" char=".">0.542&#x2a;</td>
<td align="char" char=".">&#x2212;0.591&#x2a;</td>
<td align="char" char=".">&#x2212;0.501</td>
</tr>
<tr>
<td align="left">Tydeidae</td>
<td align="char" char=".">0.25</td>
<td align="char" char=".">0.415</td>
<td align="char" char=".">0.512</td>
<td align="char" char=".">&#x2212;0.622&#x2a;</td>
<td align="char" char=".">0.573&#x2a;</td>
<td align="char" char=".">0.817&#x2a;&#x2a;</td>
<td align="char" char=".">&#x2212;0.695&#x2a;&#x2a;</td>
<td align="char" char=".">&#x2212;0.830&#x2a;&#x2a;</td>
</tr>
<tr>
<td align="left">Bdellidae</td>
<td align="char" char=".">&#x2212;0.27</td>
<td align="char" char=".">&#x2212;0.135</td>
<td align="char" char=".">0.27</td>
<td align="char" char=".">0.231</td>
<td align="char" char=".">0.193</td>
<td align="char" char=".">&#x2212;0.077</td>
<td align="char" char=".">0.077</td>
<td align="char" char=".">0.193</td>
</tr>
<tr>
<td align="left">Oppiidae</td>
<td align="char" char=".">&#x2212;0.620&#x2a;</td>
<td align="char" char=".">&#x2212;0.479</td>
<td align="char" char=".">0.239</td>
<td align="char" char=".">&#x2212;0.507</td>
<td align="char" char=".">0.507</td>
<td align="char" char=".">0.268</td>
<td align="char" char=".">&#x2212;0.465</td>
<td align="char" char=".">&#x2212;0.07</td>
</tr>
<tr>
<td align="left">Tetranychidae</td>
<td align="char" char=".">0.568&#x2a;</td>
<td align="char" char=".">0.41</td>
<td align="char" char=".">&#x2212;0.095</td>
<td align="char" char=".">0.453</td>
<td align="char" char=".">&#x2212;0.504</td>
<td align="char" char=".">&#x2212;0.353</td>
<td align="char" char=".">0.46</td>
<td align="char" char=".">0.151</td>
</tr>
<tr>
<td align="left">Isotomidae</td>
<td align="char" char=".">0.799&#x2a;&#x2a;</td>
<td align="char" char=".">0.631&#x2a;</td>
<td align="char" char=".">&#x2212;0.296</td>
<td align="char" char=".">0.815&#x2a;&#x2a;</td>
<td align="char" char=".">&#x2212;0.758&#x2a;&#x2a;</td>
<td align="char" char=".">&#x2212;0.356</td>
<td align="char" char=".">0.415</td>
<td align="char" char=".">0.466</td>
</tr>
<tr>
<td align="left">Onychiuriclae</td>
<td align="char" char=".">0.407</td>
<td align="char" char=".">0.259</td>
<td align="char" char=".">0.267</td>
<td align="char" char=".">0.621&#x2a;</td>
<td align="char" char=".">&#x2212;0.308</td>
<td align="char" char=".">&#x2212;0.19</td>
<td align="char" char=".">0.24</td>
<td align="char" char=".">0.411</td>
</tr>
<tr>
<td align="left">Tomoceridae</td>
<td align="char" char=".">&#x2212;0.656&#x2a;&#x2a;</td>
<td align="char" char=".">&#x2212;0.521&#x2a;</td>
<td align="char" char=".">0</td>
<td align="char" char=".">0</td>
<td align="char" char=".">0.077</td>
<td align="char" char=".">&#x2212;0.27</td>
<td align="char" char=".">0.039</td>
<td align="char" char=".">0.540&#x2a;</td>
</tr>
<tr>
<td align="left">Coleoptera Larvae</td>
<td align="char" char=".">&#x2212;0.433</td>
<td align="char" char=".">&#x2212;0.402</td>
<td align="char" char=".">0.433</td>
<td align="char" char=".">0.124</td>
<td align="char" char=".">0.371</td>
<td align="char" char=".">0.062</td>
<td align="char" char=".">&#x2212;0.124</td>
<td align="char" char=".">0.247</td>
</tr>
</tbody>
</table>
</table-wrap>
<p>From the results of partial RDA (<xref ref-type="table" rid="T5">Table 5</xref>), soil temperature (F &#x3d; 6.53, <italic>p</italic> &#x3d; 0.002) and soil moisture content (F &#x3d; 4.36, <italic>p</italic> &#x3d; 0.002) were significant in the Monte Carlo permutation test, whereas those of the remaining variables were not significant under the same test (in all case <italic>p</italic> &#x3e; 0.05). Soil temperature and soil moisture content appeared to be the most important environment factors driving the distribution of soil microhabitats across seasons.</p>
<table-wrap id="T5" position="float">
<label>TABLE 5</label>
<caption>
<p>Redundancy analysis (RDA) of the taxa abundance data for quantifying the conditional effects of the measured environmental factors on taxa composition using forward selection with Monte Carlo permutation test. The inertia from the condition effects is used to calculate the multivariate correlation ratio (MCR), which represents the proportion of variation explained by the individual environment factors. The sum of all eigenvalues &#x3d; 1.000. &#x2a;<italic>p</italic> &#x3c; 0.05, &#x2a;&#x2a;<italic>p</italic> &#x3c; 0.01. SMC &#x3d; soil moisture content, EC &#x3d; electrical conductivity, SC &#x3d; soil clay, SS &#x3d; soil silt, FS &#x3d; fine sand, CS &#x3d; coarse sand, ST &#x3d; soil temperature.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="left">Factors</th>
<th align="center">Inertia conditional effects</th>
<th align="center">
<italic>F</italic>
</th>
<th align="center">
<italic>P</italic>
</th>
<th align="center">MCR (%)</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="left">ST</td>
<td align="char" char=".">0.33</td>
<td align="char" char=".">6.53</td>
<td align="char" char=".">0.002&#x2a;&#x2a;</td>
<td align="char" char=".">33</td>
</tr>
<tr>
<td align="left">SMC</td>
<td align="char" char=".">0.18</td>
<td align="char" char=".">4.36</td>
<td align="char" char=".">0.002&#x2a;&#x2a;</td>
<td align="char" char=".">18</td>
</tr>
<tr>
<td align="left">EC</td>
<td align="char" char=".">0.05</td>
<td align="char" char=".">1.14</td>
<td align="char" char=".">0.306</td>
<td align="char" char=".">5</td>
</tr>
<tr>
<td align="left">FS</td>
<td align="char" char=".">0.05</td>
<td align="char" char=".">1.21</td>
<td align="char" char=".">0.304</td>
<td align="char" char=".">5</td>
</tr>
<tr>
<td align="left">SS</td>
<td align="char" char=".">0.04</td>
<td align="char" char=".">1.09</td>
<td align="char" char=".">0.34</td>
<td align="char" char=".">4</td>
</tr>
<tr>
<td align="left">pH</td>
<td align="char" char=".">0.02</td>
<td align="char" char=".">0.54</td>
<td align="char" char=".">0.694</td>
<td align="char" char=".">2</td>
</tr>
<tr>
<td align="left">CS</td>
<td align="char" char=".">0.02</td>
<td align="char" char=".">0.34</td>
<td align="char" char=".">0.826</td>
<td align="char" char=".">2</td>
</tr>
<tr>
<td align="left">SC</td>
<td align="char" char=".">0.05</td>
<td align="char" char=".">1.27</td>
<td align="char" char=".">0.288</td>
<td align="char" char=".">5</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
</sec>
<sec sec-type="discussion" id="s4">
<title>Discussion</title>
<p>There was a strong dynamic time (season)-related process for distribution of taxonomic groups and community structure of soil microarthropods due to their sensitivity to environmental changes (<xref ref-type="bibr" rid="B14">Kardol et al., 2011</xref>; <xref ref-type="bibr" rid="B48">Wu et al., 2014</xref>; <xref ref-type="bibr" rid="B21">Liu et al., 2017</xref>). In the Urat desert steppe, there was strong seasonal moisture and temperature driving the composition and abundance distribution of soil microhabitats (<xref ref-type="table" rid="TA1">Table A1</xref>). This finding was found to be line with other studies (<xref ref-type="bibr" rid="B35">Sackmann and Flores, 2009</xref>), and could be elucidated by the markedly greater abundances of dominant groups in spring and autumn than in summer (<xref ref-type="bibr" rid="B20">Liu et al., 2012</xref>). <xref ref-type="bibr" rid="B11">Eisenhauer et al. (2012)</xref> argued that the dominant groups were more resilient to arid environments during the dry season and may therefore be less vulnerable. Therefore, there was relatively higher abundance of dominant groups observed in spring and autumn with the dry seasons of little precipitation and relatively low temperatures. With regard to a decrease in the abundance of the dominant group in summer, it is ascribed to wet season of more precipitation and high temperature due to their high adaptation to warm and humid environments (<xref ref-type="bibr" rid="B45">Vestergard et al., 2015</xref>; <xref ref-type="bibr" rid="B50">Yin et al., 2019</xref>).</p>
<p>Indicator taxon were a representative of significance of certain environmental characteristics (<xref ref-type="bibr" rid="B40">Siddig et al., 2016</xref>), and can be used to assess the effect of environmental change on soil biodiversity (<xref ref-type="bibr" rid="B39">Sheng et al., 2021</xref>). In the present study, there were two indicator taxon (Cryptopalmites and Isotomidae) in summer, and one indicator taxon (Stigmaeidae) in autumn, whereas there was no indicator taxon in spring (<xref ref-type="table" rid="T2">Table 2</xref>). It was suggested that the indicator taxon of different groups responded differently to seasonal changes (<xref ref-type="bibr" rid="B36">S&#xe1;nchez-Reyes et al., 2019</xref>). Both indicator taxon including Cryptopalmites and Isotomidine observed in summer (<xref ref-type="bibr" rid="B46">Vikram Reddy and Venkataiah, 1990</xref>) were in line with the findings of <xref ref-type="bibr" rid="B45">Vestergard et al. (2015)</xref> and <xref ref-type="bibr" rid="B50">Yin et al. (2019)</xref>. <xref ref-type="bibr" rid="B45">Vestergard et al. (2015)</xref>, and <xref ref-type="bibr" rid="B50">Yin et al. (2019)</xref> reported that Cryptopalmites and Isotomidine were highly adaptable to warm and humid environments and sensitive to arid environments for example of summer seasons in Urat desert steppe. In relatively dry seasons, the Stigmaeidae was more drought-tolerant and may better survive under arid environments for example of autumn seasons here (<xref ref-type="bibr" rid="B52">Hiddink et al., 2005</xref>; <xref ref-type="bibr" rid="B26">Makkonen et al., 2011</xref>). However, in spring no indicator taxon was found, suggesting an insensitive of soil microarthropods spring soil variables (<xref ref-type="bibr" rid="B41">&#x160;rut et al., 2019</xref>).</p>
<p>Total abundance and Chao2 estimated species richness of microarthropods were greater in summer than in other two seasons (<xref ref-type="fig" rid="F3">Figure 3</xref>), similar to the finding by <xref ref-type="bibr" rid="B3">Bartz et al. (2014)</xref> and <xref ref-type="bibr" rid="B1">Alves et al. (2006)</xref>. On the one hand, the rain-heat synchronization in summer could effectively promote the growth and development of vegetation communities and thus provide rich food resources for soil microarthropods (<xref ref-type="bibr" rid="B16">Lazzaro et al., 2018</xref>). On the other hand, soil microarthropods larvae began to reproduce with an increased numbers and taxon with warmer and moisture soil conditions from spring toward to summer (<xref ref-type="bibr" rid="B47">Wu et al., 2008</xref>). In spring and autumn, however, the number of some groups was significantly reduced, and even some died, due to small amount of precipitation and low soil temperature and related biological activity (<xref ref-type="bibr" rid="B18">Lin et al., 2005</xref>). These results were in accordance with previous studies by <xref ref-type="bibr" rid="B29">Moco et al. (2005)</xref> and <xref ref-type="bibr" rid="B37">Santos et al. (2020)</xref>.</p>
<p>Noticeably, there were no significant differences in exponent of Shannon index and inverse of Simpson index between the three seasons. It was suggested that there was a relatively stable diversity distribution between seasons (<xref ref-type="bibr" rid="B7">Bucci et al., 2008</xref>). In addition, the lower diversity of soil microhabitats relative to typical steppe characterized the low production of grassland and simply food web structure in Urat desert steppe (<xref ref-type="bibr" rid="B23">Liu, 2015</xref>).</p>
<p>Seasonal changes in climatic factors may directly or indirectly lead to soil conditions that indicated strong effect on the growth and reproduction of soil microarthropods (<xref ref-type="bibr" rid="B33">Rainio, 2013</xref>; <xref ref-type="bibr" rid="B21">Liu et al., 2017</xref>; <xref ref-type="bibr" rid="B27">Meehan et al., 2020</xref>). In the present study, there was different response of taxon adapted to seasonal changes in environmental factors (<xref ref-type="bibr" rid="B43">Turnbull and Lindo, 2015</xref>). For example, <xref ref-type="bibr" rid="B19">Lindo et al. (2012)</xref> found that soil moisture (or lack thereof) was a strong environmental filter for soil microarthropod. Especially for Teneriffiidae, Macrochelidae, and Isotomidae, sufficient soil moisture will promote the increase of its abundance (<xref ref-type="table" rid="TA1">Table A1</xref>). Studies have also shown that the abundance of soil microarthropods was positively correlated with soil pore volume (<xref ref-type="bibr" rid="B31">Nielsen et al., 2008</xref>). This is consistent with our finding that coarse soil reduces pore size or space will decrease Tydeidae&#x2019;s abundance (<xref ref-type="bibr" rid="B43">Turnbull and Lindo, 2015</xref>). This fully characterized their comprehensive differences in life history, nutritional patterns, reproductive characteristics and biological attributes (<xref ref-type="bibr" rid="B23">Liu, 2015</xref>). From the community-lever, soil moisture and soil temperature were proximal environmental factors structing the seasonal distribution of soil microarthropods community. It was a reflective of bottom-up forces within food chains from soil moisture and temperature through plant growth and productivity to herbivores for example of soil microarthropods (<xref ref-type="bibr" rid="B54">Birkhofer et al., 2008</xref>; <xref ref-type="bibr" rid="B5">Bell et al., 2008</xref>). Therefore, the seasonal distribution of the abundance and diversity of soil microarthropods played implications on the understanding of soil biological diversity in response to global climate change in the Urat desert steppe.</p>
</sec>
<sec sec-type="conclusion" id="s5">
<title>Conclusion</title>
<p>The composition and abundance distribution of dominant taxa shifted across seasonal changes. The Cryptopalmites and Isotomidae families could be used as indicator taxon of summer, and the Stigmaeidae could be used as indicator of autumn. The summer harbored greater total abundance and group richness of soil microarthropods relative to spring and autumn seasons. However, there was little change of diversity distribution of soil microarthropods across seasons. The sensitive and selection of soil microarthropods to soil temperature and moisture acted by seasonal changes could play implications on the adaptability of soil microarthropods to climatic change (<xref ref-type="bibr" rid="B6">Birkhofer et al., 2011</xref>; <xref ref-type="bibr" rid="B15">Langlet et al., 2013</xref>).</p>
</sec>
</body>
<back>
<sec id="s6">
<title>Data Availability Statement</title>
<p>The original contributions presented in the study are included in the article/supplementary material, further inquiries can be directed to the corresponding author.</p>
</sec>
<sec id="s7">
<title>Author Contributions</title>
<p>Supervision: RL; Visualization: ZG and HC; Writing&#x2014;original and draft: ZG and HC; Writing&#x2014;review and editing: RL.</p>
</sec>
<sec id="s8">
<title>Funding</title>
<p>The work was supported by the Natural Science Foundation of Ningxia Province (2020AAC02014; 2021AAC03047), Ningxia Key Project of Research and Development (2021BEG03007), Ningxia project of Innovation Team for Arid Ecology and Hydrology (2021RXTDLX01), and National Natural Science Foundation of China (Grant numbers 41867005).</p>
</sec>
<sec sec-type="COI-statement" id="s9">
<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="disclaimer" id="s10">
<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>
<ack>
<p>We are grateful for the field help of the Urat Desert-grassland Research Station, Chinese Academy of Sciences.</p>
</ack>
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<app-group>
<app id="app1">
<title>Appendix:</title>
<table-wrap id="TA1" position="float">
<label>TABLE A1</label>
<caption>
<p>The abundance distribution (individuals&#x2022;m<sup>&#x2212;2</sup>) of taxonomic groups of microarthropod in three seasons. Values are Mean &#xb1; SE. &#x2a;<italic>P</italic>&#x3c;0.05, &#x2a;&#x2a; <italic>P</italic>&#x3c;0.01. ns means no significant difference.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="left">Code</th>
<th align="center">Taxa</th>
<th align="center">Spring</th>
<th align="center">Summer</th>
<th align="center">Autumn</th>
<th align="center">
<italic>F</italic>
</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="left">1</td>
<td align="left">Teneriffiidae</td>
<td align="center">0.0 &#xb1; 0.0b</td>
<td align="center">0.8 &#xb1; 0.2a</td>
<td align="center">0.4 &#xb1; 0.2ab</td>
<td align="center">4.80&#x2a;</td>
</tr>
<tr>
<td align="left">2</td>
<td align="left">Macrochelidae</td>
<td align="center">0.0 &#xb1; 0.0b</td>
<td align="center">1.4 &#xb1; 0.5a</td>
<td align="center">0.0 &#xb1; 0.0b</td>
<td align="center">7.54&#x2a;&#x2a;</td>
</tr>
<tr>
<td align="left">3</td>
<td align="left">Cryptopalmites</td>
<td align="center">0.0 &#xb1; 0.0b</td>
<td align="center">0.8 &#xb1; 0.4a</td>
<td align="center">0.0 &#xb1; 0.0b</td>
<td align="center">4.57&#x2a;</td>
</tr>
<tr>
<td align="left">4</td>
<td align="left">Pygmephoridae</td>
<td align="center">0.8 &#xb1; 0.4</td>
<td align="center">4.6 &#xb1; 2.7</td>
<td align="center">0.0 &#xb1; 0.0</td>
<td align="center">2.38ns</td>
</tr>
<tr>
<td align="left">5</td>
<td align="left">Enocaligonellidae</td>
<td align="center">0.0 &#xb1; 0.0</td>
<td align="center">0.0 &#xb1; 0.0</td>
<td align="center">0.2 &#xb1; 0.2</td>
<td align="center">1.00ns</td>
</tr>
<tr>
<td align="left">6</td>
<td align="left">Stigmaeidae</td>
<td align="center">0.0 &#xb1; 0.0</td>
<td align="center">0.0 &#xb1; 0.0</td>
<td align="center">2.2 &#xb1; 1.2</td>
<td align="center">3.61ns</td>
</tr>
<tr>
<td align="left">7</td>
<td align="left">Tydeidae</td>
<td align="center">0.0 &#xb1; 0.0b</td>
<td align="center">0.6 &#xb1; 0.6b</td>
<td align="center">2.4 &#xb1; 0.2a</td>
<td align="center">11.14&#x2a;&#x2a;</td>
</tr>
<tr>
<td align="left">8</td>
<td align="left">Bdellidae</td>
<td align="center">0.4 &#xb1; 0.2</td>
<td align="center">0.2 &#xb1; 0.2</td>
<td align="center">0.0 &#xb1; 0.0</td>
<td align="center">1.20ns</td>
</tr>
<tr>
<td align="left">9</td>
<td align="left">Oppiidae</td>
<td align="center">1.0 &#xb1; 0.5</td>
<td align="center">0.0 &#xb1; 0.0</td>
<td align="center">0.8 &#xb1; 0.2</td>
<td align="center">2.47ns</td>
</tr>
<tr>
<td align="left">10</td>
<td align="left">Tetranychidae</td>
<td align="center">0.0 &#xb1; 0.0b</td>
<td align="center">0.8 &#xb1; 0.4a</td>
<td align="center">0.0 &#xb1; 0.0b</td>
<td align="center">4.57&#x2a;</td>
</tr>
<tr>
<td align="left">11</td>
<td align="left">Isotomidae</td>
<td align="center">0.0 &#xb1; 0.0b</td>
<td align="center">4.0 &#xb1; 1.2a</td>
<td align="center">0.0 &#xb1; 0.0b</td>
<td align="center">11.43&#x2a;&#x2a;</td>
</tr>
<tr>
<td align="left">12</td>
<td align="left">Onychiuriclae</td>
<td align="center">0.4 &#xb1; 0.4</td>
<td align="center">1.0 &#xb1; 0.3</td>
<td align="center">0.0 &#xb1; 0.0</td>
<td align="center">2.92ns</td>
</tr>
<tr>
<td align="left">13</td>
<td align="left">Tomoceridae</td>
<td align="center">0.6 &#xb1; 0.2a</td>
<td align="center">0.0 &#xb1; 0.0b</td>
<td align="center">0.0 &#xb1; 0.0b</td>
<td align="center">6.00&#x2a;</td>
</tr>
<tr>
<td align="left">14</td>
<td align="left">Coleoptera Larvae</td>
<td align="center">0.2 &#xb1; 0.2</td>
<td align="center">0.0 &#xb1; 0.0</td>
<td align="center">0.0 &#xb1; 0.0</td>
<td align="center">1.00ns</td>
</tr>
</tbody>
</table>
</table-wrap>
</app>
</app-group>
</back>
</article>