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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Ecol. Evol.</journal-id>
<journal-title>Frontiers in Ecology and Evolution</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Ecol. Evol.</abbrev-journal-title>
<issn pub-type="epub">2296-701X</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fevo.2020.619861</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Ecology and Evolution</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Effects of Soil Nutrient Heterogeneity on the Growth and Invasion Success of Alien Plants: A Multi-Species Study</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name><surname>Gao</surname> <given-names>Fang-Lei</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/1117389/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>He</surname> <given-names>Qiao-Sheng</given-names></name>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
</contrib>
<contrib contrib-type="author">
<name><surname>Zhang</surname> <given-names>Yi-Dan</given-names></name>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
</contrib>
<contrib contrib-type="author">
<name><surname>Hou</surname> <given-names>Jia-Hui</given-names></name>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name><surname>Yu</surname> <given-names>Fei-Hai</given-names></name>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<xref ref-type="corresp" rid="c001"><sup>&#x0002A;</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/204452/overview"/>
</contrib>
</contrib-group>
<aff id="aff1"><sup>1</sup><institution>Shandong Key Laboratory of Eco-Environmental Science for the Yellow River Delta, Binzhou University</institution>, <addr-line>Binzhou</addr-line>, <country>China</country></aff>
<aff id="aff2"><sup>2</sup><institution>Institute of Wetland Ecology &#x00026; Clone Ecology; Zhejiang Province Key Laboratory of Plant Evolutionary Ecology and Conservation, Taizhou University</institution>, <addr-line>Taizhou</addr-line>, <country>China</country></aff>
<author-notes>
<fn fn-type="edited-by"><p>Edited by: Joana Raquel Vicente, University of Porto, Portugal</p></fn>
<fn fn-type="edited-by"><p>Reviewed by: Jian Liu, Fujian Agriculture and Forestry University, China; Hongxiang Zhang, Chinese Academy of Science, China</p></fn>
<corresp id="c001">&#x0002A;Correspondence: Fei-Hai Yu <email>feihaiyu&#x00040;126.com</email></corresp>
<fn fn-type="other" id="fn001"><p>This article was submitted to Biogeography and Macroecology, a section of the journal Frontiers in Ecology and Evolution</p></fn></author-notes>
<pub-date pub-type="epub">
<day>22</day>
<month>01</month>
<year>2021</year>
</pub-date>
<pub-date pub-type="collection">
<year>2020</year>
</pub-date>
<volume>8</volume>
<elocation-id>619861</elocation-id>
<history>
<date date-type="received">
<day>21</day>
<month>10</month>
<year>2020</year>
</date>
<date date-type="accepted">
<day>28</day>
<month>12</month>
<year>2020</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x000A9; 2021 Gao, He, Zhang, Hou and Yu.</copyright-statement>
<copyright-year>2021</copyright-year>
<copyright-holder>Gao, He, Zhang, Hou and Yu</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>Spatial heterogeneity in soil nutrient availability can influence performance of invasive plant species under competition-free environments. However, little was known about whether invasive plants perform better under heterogeneous than under homogeneous soil nutrient conditions in competition with native plant communities. We conducted a multi-species greenhouse experiment to test the effect of soil nutrient heterogeneity on the growth and invasion success of alien plants in a native plant community. We grew ten alien invasive plant species that are common in China under a homogeneous or heterogeneous environment alone or together with a community consisting of six native plant species from China. Compared with the homogeneous soil condition, the heterogeneous soil condition significantly increased aboveground biomass of the invasive plants. However, soil nutrient heterogeneity did not affect the relative abundance of the invasive species, as measured by the ratio of aboveground biomass of the invasive species to total aboveground biomass of the whole community. There were no significant interactive effects of soil nutrient heterogeneity and competition from the native community on aboveground biomass of the invasive plants and also no significant effects of soil nutrient heterogeneity on its relative abundance. Our results indicate that soil nutrient heterogeneity has a positive effect on the growth of invasive plants in general, but do not support the idea that soil nutrient heterogeneity favors the invasion success of exotic plant species in native plant communities.</p></abstract>
<kwd-group>
<kwd>biological invasion</kwd>
<kwd>environmental heterogeneity</kwd>
<kwd>invasibility</kwd>
<kwd>invasiveness</kwd>
<kwd>multi-species</kwd>
</kwd-group>
<counts>
<fig-count count="4"/>
<table-count count="2"/>
<equation-count count="0"/>
<ref-count count="47"/>
<page-count count="7"/>
<word-count count="4910"/>
</counts>
</article-meta>
</front>
<body>
<sec sec-type="intro" id="s1">
<title>Introduction</title>
<p>Soil nutrients are generally spatially heterogeneously distributed in nature, and such soil nutrient heterogeneity occurs at different scales relevant to plant growth and distribution (Jackson and Caldwell, <xref ref-type="bibr" rid="B16">1993a</xref>; Stein et al., <xref ref-type="bibr" rid="B37">2014</xref>; Brezina et al., <xref ref-type="bibr" rid="B2">2019</xref>). Soil nutrient heterogeneity may affect plant population dynamics, community structure and ecosystem function (Day et al., <xref ref-type="bibr" rid="B6">2003a</xref>,<xref ref-type="bibr" rid="B7">b</xref>; Wijesinghe et al., <xref ref-type="bibr" rid="B42">2005</xref>; Gazol et al., <xref ref-type="bibr" rid="B14">2013</xref>; Tamme et al., <xref ref-type="bibr" rid="B38">2016</xref>; Xi et al., <xref ref-type="bibr" rid="B43">2017</xref>) as it can modulate intra- and interspecific competition owing to the different responses of plant species to nutrient heterogeneity (Mommer et al., <xref ref-type="bibr" rid="B29">2011</xref>, <xref ref-type="bibr" rid="B28">2012</xref>; Roiloa et al., <xref ref-type="bibr" rid="B35">2014</xref>; Tsunoda et al., <xref ref-type="bibr" rid="B39">2014</xref>; Xue et al., <xref ref-type="bibr" rid="B44">2018</xref>). Alien plant invasions can directly reduce the diversity of native plant communities due to their greater competitive advantages compared with native ones (Vil&#x000E0; et al., <xref ref-type="bibr" rid="B40">2011</xref>; Zhang et al., <xref ref-type="bibr" rid="B45">2019</xref>). Soil nutrient heterogeneity, particularly at fine scales, may influence the invasion success of alien plants by shifting the competitive balance between native plants and invaders (Chen et al., <xref ref-type="bibr" rid="B4">2017</xref>; Liu et al., <xref ref-type="bibr" rid="B27">2017</xref>).</p>
<p>Plant species frequently perform better in environments with a heterogeneous than with a homogenous soil nutrient supply, even though the total amount of nutrients are the same in the two environments (Cahill et al., <xref ref-type="bibr" rid="B3">2010</xref>; Zhou et al., <xref ref-type="bibr" rid="B46">2012</xref>; Liu et al., <xref ref-type="bibr" rid="B26">2020</xref>). This is because plants have a foraging response and can capture more resources from resource-rich patches in heterogeneous environments (Robinson et al., <xref ref-type="bibr" rid="B34">1999</xref>; James et al., <xref ref-type="bibr" rid="B18">2009</xref>; Gao et al., <xref ref-type="bibr" rid="B12">2012</xref>). Invasive exotic non-clonal plant species typically have a stronger root-foraging ability than non-invasive species or natives (Rajaniemi and Reynolds, <xref ref-type="bibr" rid="B33">2004</xref>; Drenovsky et al., <xref ref-type="bibr" rid="B9">2008</xref>; Keser et al., <xref ref-type="bibr" rid="B22">2015</xref>). Alternatively, some invasive clonal plants have a higher ability of selectively placing nutrient-acquisition organs in high-resource patches and translocating more resources between interconnected ramets than native clonal plants, which benefit their ramets in nutrient-poor patches and thus promote the performance of the whole clone (Keser et al., <xref ref-type="bibr" rid="B21">2014</xref>; Wang et al., <xref ref-type="bibr" rid="B41">2017</xref>; Chen et al., <xref ref-type="bibr" rid="B5">2019</xref>). Since invasive plants can benefit more from environmental heterogeneity than natives (Wang et al., <xref ref-type="bibr" rid="B41">2017</xref>; Chen et al., <xref ref-type="bibr" rid="B5">2019</xref>), we hypothesized that environmental heterogeneity can increase the competitive ability of invasive species more than that of native species so that it can promote the invasion success of exotic plants in native plant communities.</p>
<p>Although soil nutrient heterogeneity has the potential to promote the growth of invasive plants, most previous studies testing the heterogeneity effects on the invasion success consisted of only two species, i.e., one target species of invasive plants and one species of competing native plants (Chen et al., <xref ref-type="bibr" rid="B4">2017</xref>; Liang et al., <xref ref-type="bibr" rid="B23">2020</xref>). In addition, experiments on invasive plants with an assembled community were conducted mostly in a homogenous environment (Kennedy et al., <xref ref-type="bibr" rid="B19">2002</xref>; Heckman and Carr, <xref ref-type="bibr" rid="B15">2016</xref>). Thus, little is known about whether soil nutrient heterogeneity affects the invasion success of exotic plant species in native communities consisting of multiple plant species.</p>
<p>To assess the effects of soil nutrient heterogeneity and competition from the native community on the growth and invasion success of alien plant species, we conducted a greenhouse experiment using ten invasive plant species that are common in southeast China and a synthetic community that consisted of six native plant species. We grew the ten invasive plants alone (without competition) or with a synthetic community (with competition) in a homogenous or heterogeneous environment. Specifically, we addressed the following two questions. (1) Does soil nutrient heterogeneity generally increase the growth of invasive species in competition with the native plant community, as measured by aboveground biomass of the invasive species? (2) Does soil nutrient heterogeneity generally promote the invasion success of invasive plant species in the native plant community, as measured by the ratio of aboveground biomass of the invasive species to that of the whole community (native and invasive plants together)?</p></sec>
<sec sec-type="materials and methods" id="s2">
<title>Materials and Methods</title>
<sec>
<title>Plant Species and Cultivation</title>
<p>We used ten alien invasive plant species in China (<xref ref-type="table" rid="T1">Table 1</xref>). Ramets of <italic>A. philoxeroides, W. trilobata</italic>, and <italic>H. vulgaris</italic> were collected from five locations spaced at least 500 m apart to increase the likelihood of sampling ramets from different genets, i.e., genotypes. Then, they were propagated vegetatively in a greenhouse in Taizhou University, Taizhou, China, for at least 1 year before use. Seeds of <italic>S. canadensis</italic> and the six non-clonal species were collected from 3 to 5 populations spaced at least 1.5 km apart in Taizhou. Seeds of six native plant species were collected in Taizhou (<xref ref-type="table" rid="T1">Table 1</xref>) and used to construct native plant communities. We chose these six native species as they are widely distributed in China and also co-occur with the invasive species used in the experiment.</p>
<table-wrap position="float" id="T1">
<label>Table 1</label>
<caption><p>Information on the ten alien invasive plant species (A) and the six native plant species (B) used in this experiment.</p></caption>
<table frame="hsides" rules="groups">
<thead><tr>
<th valign="top" align="left"><bold>Species</bold></th>
<th valign="top" align="left"><bold>Family</bold></th>
<th valign="top" align="left"><bold>Life form</bold></th>
<th valign="top" align="left"><bold>Clonality</bold></th>
<th valign="top" align="left"><bold>Collection site</bold></th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left" colspan="5"><bold>(A) Alien invasive species</bold></td>
</tr>
<tr>
<td valign="top" align="left"><italic>Ageratum conyzoides</italic> L.</td>
<td valign="top" align="left">Asteraceae</td>
<td valign="top" align="left">Annual</td>
<td valign="top" align="left">No</td>
<td valign="top" align="left">Taizhou city</td>
</tr>
<tr>
<td valign="top" align="left"><italic>Alternanthera philoxeroides</italic> (Mart.) Griseb.</td>
<td valign="top" align="left">Amaranthaceae</td>
<td valign="top" align="left">Perennial</td>
<td valign="top" align="left">Yes</td>
<td valign="top" align="left">Taizhou city</td>
</tr>
<tr>
<td valign="top" align="left"><italic>Bidens frondosa</italic> L.</td>
<td valign="top" align="left">Asteraceae</td>
<td valign="top" align="left">Annual</td>
<td valign="top" align="left">No</td>
<td valign="top" align="left">Taizhou city</td>
</tr>
<tr>
<td valign="top" align="left"><italic>Bidens pilosa</italic> L.</td>
<td valign="top" align="left">Asteraceae</td>
<td valign="top" align="left">Annual</td>
<td valign="top" align="left">No</td>
<td valign="top" align="left">Taizhou city</td>
</tr>
<tr>
<td valign="top" align="left"><italic>Celosia argentea</italic> L.</td>
<td valign="top" align="left">Amaranthaceae</td>
<td valign="top" align="left">Annual</td>
<td valign="top" align="left">No</td>
<td valign="top" align="left">Taizhou city</td>
</tr>
<tr>
<td valign="top" align="left"><italic>Erigeron annuus</italic> (L.) Cronq.</td>
<td valign="top" align="left">Asteraceae</td>
<td valign="top" align="left">Annual</td>
<td valign="top" align="left">No</td>
<td valign="top" align="left">Taizhou city</td>
</tr>
<tr>
<td valign="top" align="left"><italic>Hydrocotyle vulgaris</italic> L.</td>
<td valign="top" align="left">Umbelliferae</td>
<td valign="top" align="left">Perennial</td>
<td valign="top" align="left">Yes</td>
<td valign="top" align="left">Taizhou city</td>
</tr>
<tr>
<td valign="top" align="left"><italic>Sesbania cannabina</italic> (Retz.) Poir.</td>
<td valign="top" align="left">Fabaceae</td>
<td valign="top" align="left">Annual</td>
<td valign="top" align="left">No</td>
<td valign="top" align="left">Taizhou city</td>
</tr>
<tr>
<td valign="top" align="left"><italic>Solidago canadensis</italic> L.</td>
<td valign="top" align="left">Asteraceae</td>
<td valign="top" align="left">Perennial</td>
<td valign="top" align="left">Yes</td>
<td valign="top" align="left">Taizhou city</td>
</tr>
<tr>
<td valign="top" align="left"><italic>Sphagneticola trilobata</italic> (L.) Pruski</td>
<td valign="top" align="left">Asteraceae</td>
<td valign="top" align="left">Perennial</td>
<td valign="top" align="left">Yes</td>
<td valign="top" align="left">Guangzhou city</td>
</tr>
<tr>
<td valign="top" align="left" colspan="5"><bold>(B) Native species</bold></td>
</tr>
<tr>
<td valign="top" align="left"><italic>Achyranthes bidentata</italic> Blume.</td>
<td valign="top" align="left">Amaranthaceae</td>
<td valign="top" align="left">Perennial</td>
<td valign="top" align="left">No</td>
<td valign="top" align="left">Taizhou city</td>
</tr>
<tr>
<td valign="top" align="left"><italic>Artemisia argyi</italic> L&#x000E9;vl. et Van.</td>
<td valign="top" align="left">Asteraceae</td>
<td valign="top" align="left">Perennial</td>
<td valign="top" align="left">No</td>
<td valign="top" align="left">Taizhou city</td>
</tr>
<tr>
<td valign="top" align="left"><italic>Arthraxon hispidus</italic> (Trin.) Makino</td>
<td valign="top" align="left">Poaceae</td>
<td valign="top" align="left">Perennial</td>
<td valign="top" align="left">No</td>
<td valign="top" align="left">Taizhou city</td>
</tr>
<tr>
<td valign="top" align="left"><italic>Bellis perennis</italic> L.</td>
<td valign="top" align="left">Asteraceae</td>
<td valign="top" align="left">Perennial</td>
<td valign="top" align="left">No</td>
<td valign="top" align="left">Taizhou city</td>
</tr>
<tr>
<td valign="top" align="left"><italic>Patrinia scabiosaefolia</italic> Fisch. ex Trev.</td>
<td valign="top" align="left">Valerianaceae</td>
<td valign="top" align="left">Perennial</td>
<td valign="top" align="left">No</td>
<td valign="top" align="left">Taizhou city</td>
</tr>
<tr>
<td valign="top" align="left"><italic>Plantago asiatica</italic> L.</td>
<td valign="top" align="left">Plantagonaceae</td>
<td valign="top" align="left">Perennial</td>
<td valign="top" align="left">No</td>
<td valign="top" align="left">Taizhou city</td>
</tr>
</tbody>
</table>
</table-wrap>
<p>On May 18, 2019, seeds of the native species and the alien invasive species were sown separately in 13 trays (20 &#x000D7; 12 &#x000D7; 5 cm) filled with a mixture of equal amounts of peat, vermiculite and sand. On May 25, 2019, we planted 90 one-node stem fragments of each of <italic>A. philoxeroides, W. trilobata</italic>, and <italic>H. vulgaris</italic> in three plastic containers (71 &#x000D7; 45.5 &#x000D7; 18 cm) filled with the same soil mixture. A total of 32 similarly sized individuals of each alien invasive species and 160 similarly sized individuals of each native species were selected for use in our experiment.</p></sec>
<sec>
<title>Experimental Design</title>
<p>Each of the ten invasive species was subjected to two soil nutrient treatments (homogeneous or heterogeneous) crossed with two competition treatments (native community present or absent), with four replicates. For the heterogeneous treatment, each pot (24 cm in diameter and 20 cm in height) was divided into four equal quadrants, two of which were filled with a high nutrient soil and the other two with a low nutrient soil, arranged in a checkerboard pattern. For the homogeneous treatments, the four quadrants of the pot were each filled with an equal mixture of the low and the high nutrient soils. The high and the low nutrient soils were an equal mixture of peat, sand and vermiculite with 7.2 and 0.8 g L<sup>&#x02212;1</sup> slow-release fertilizer (14:14:14 N:P:K, Osmocote Exact Standard 3&#x02013;4 M; Scotts, Marysville, Ohio, USA), respectively. There were no physical barriers between the quadrants, so the plant roots could grow across different quadrants.</p>
<p>For the treatment without competition, two plants of an invasive species were grown in the center of a pot, and no plants of native species were grown in the pot (<xref ref-type="fig" rid="F1">Figure 1</xref>). For the treatment with competition, two plants of an invasive species were grown in the center of a pot, and two plants of each of the six native species (a total of 12 plants) were grown in the pot (<xref ref-type="fig" rid="F1">Figure 1</xref>). The 12 plants of the native species were randomly assigned to the 12 planting positions along the four border lines of the four quadrants with three positions along each line (<xref ref-type="fig" rid="F1">Figure 1</xref>). There were a total of 160 pots (10 invasive species &#x000D7; 2 soil treatments &#x000D7; 2 competition treatments &#x000D7; 4 replicates). The pots were randomly arranged on a bench in a greenhouse at Taizhou University.</p>
<fig id="F1" position="float">
<label>Figure 1</label>
<caption><p>Schematic representation of the experimental design. Two plants of each ten invasive species were grown alone in the center of a pot under soil homogeneous condition or were grown together with 12 native plants (two plants of each of six native species) under heterogeneous soil environment. The total amount of soil nutrients in a pot was the same in all the treatments. Black filled pattern represents invasive species and blue filled different patterns indicate six native species.</p></caption>
<graphic xlink:href="fevo-08-619861-g0001.tif"/>
</fig>
<p>The experiment started on June 19, 2019, ended on August 13, 2019, and lasted for 52 days. The mean temperature in the greenhouse was 27.3&#x000B0;C, and mean relative humidity was 80.1% during the experiment. The light intensity inside the greenhouse was &#x0007E;70% of the natural light outside the greenhouse.</p></sec>
<sec>
<title>Harvest and Measurements</title>
<p>We measured initial height of each invasive plant in each pot at the beginning of the experiment. At the end of the experiment, we harvested aboveground part of the invasive species for the treatment without competition and the aboveground part of the invasive species and of each of the native species for the treatment with competition in each pot. All the plant materials were dried at 70&#x000B0;C in ovens for 72 h and weighed to obtain aboveground biomass. Total aboveground biomass per pot was the sum of aboveground biomass of the invasive species and that of the six native species in a pot. The relative abundance of the invasive species in a pot was calculated by dividing aboveground biomass of the invasive species in the pot by total aboveground biomass of all the species in pot (Parepa et al., <xref ref-type="bibr" rid="B30">2013</xref>).</p></sec>
<sec>
<title>Data Analysis</title>
<p>Since we were preferentially interested in the generality of the effect of soil nutrient heterogeneity on the growth and invasion success of exotic plant species, we analyzed all ten invasive species jointly. Aboveground biomass and the relative abundance of the alien species were analyzed with a linear mixed model using the <italic>lme</italic> function in the R package <italic>nlme</italic> (Pinheiro et al., <xref ref-type="bibr" rid="B31">2016</xref>). In this model, we included competition with native species (with or without), soil nutrient heterogeneity (heterogeneous or homogeneous), and their interactions as fixed terms. We accounted for differences in the initial size of the exotic alien species by including initial height as a covariate in the model. We accounted for variation among the different species by including species as random terms. To improve the normality of residuals, we tried different transformations and achieved the best residual distributions with a square root transformation of aboveground biomass and the relative abundance of exotic alien species. Since the homoscedasticity assumption was violated, we also included variance structures that modeled different variances per species in the models using the &#x0201C;<italic>varIdent</italic>&#x0201D; function in the R package <italic>nlme</italic> (Zuur et al., <xref ref-type="bibr" rid="B47">2009</xref>; Pinheiro et al., <xref ref-type="bibr" rid="B31">2016</xref>).</p>
<p>We were also interested in the effect of soil nutrient heterogeneity on aboveground biomass, the Shannon&#x02013;Wiener diversity index (<italic>H</italic>&#x02032;) and evenness of the native community. <italic>H</italic>&#x02032;was calculated as &#x02212;&#x02211;<italic>p</italic><sub><italic>i</italic></sub> ln <italic>p</italic><sub><italic>i</italic></sub>(<italic>i</italic> &#x0003D; 1, 2, &#x02026;, <italic>S</italic>), where <italic>S</italic> is number of species in a community, and <italic>p</italic><sub><italic>i</italic></sub> is aboveground biomass of species <italic>i</italic> divided by total biomass of all species in the community (Kent and Coker, <xref ref-type="bibr" rid="B20">1992</xref>). Evenness (<italic>J</italic>) was derived as <italic>J</italic><inline-formula><mml:math id="M1"><mml:mo>=</mml:mo><mml:msup><mml:mrow><mml:mi>H</mml:mi></mml:mrow><mml:mrow><mml:msup><mml:mrow></mml:mrow><mml:mrow><mml:mi>&#x02032;</mml:mi></mml:mrow></mml:msup></mml:mrow></mml:msup><mml:mo>/</mml:mo><mml:msubsup><mml:mrow><mml:mi>H</mml:mi></mml:mrow><mml:mrow><mml:mo class="qopname">max</mml:mo></mml:mrow><mml:mrow><mml:msup><mml:mrow></mml:mrow><mml:mrow><mml:mi>&#x02032;</mml:mi></mml:mrow></mml:msup></mml:mrow></mml:msubsup><mml:mo>=</mml:mo><mml:msup><mml:mrow><mml:mi>H</mml:mi></mml:mrow><mml:mrow><mml:msup><mml:mrow></mml:mrow><mml:mrow><mml:mi>&#x02032;</mml:mi></mml:mrow></mml:msup></mml:mrow></mml:msup></mml:math></inline-formula>/ln S (Kent and Coker, <xref ref-type="bibr" rid="B20">1992</xref>). These data were also analyzed with a liner mixed model using the package <italic>nlme</italic> (Pinheiro et al., <xref ref-type="bibr" rid="B31">2016</xref>). In these models, soil nutrient heterogeneity was acted as fixed terms and species as random terms. To improve the normality of residuals, we tried different transformations and achieved the best residual distributions with a natural-log transformation for aboveground biomass of the native community and with the square root transformation for <italic>H</italic>&#x02032;and <italic>J</italic>. To account for the heterogeneity of variance, we used the &#x0201C;<italic>varIdent</italic>&#x0201D; variance structure implemented in the <italic>nlme</italic> function to allow for different variances for each combination of species and soil nutrient heterogeneity treatment. All the analyses were implemented in R 3.6.1 (R Core Team, <xref ref-type="bibr" rid="B32">2019</xref>).</p></sec></sec>
<sec sec-type="results" id="s3">
<title>Results</title>
<p>Soil nutrient heterogeneity significantly increased aboveground biomass of invasive species (<xref ref-type="table" rid="T2">Table 2</xref>, <xref ref-type="fig" rid="F2">Figure 2</xref>), but had no significant effect on the relative abundance (<xref ref-type="table" rid="T2">Table 2</xref>, <xref ref-type="fig" rid="F3">Figure 3</xref>), suggesting that it promote the growth but not the invasive succession of invasive species in native plant communities. Not surprisingly, competition from the native communities decreased aboveground biomass of invasive species (<xref ref-type="table" rid="T2">Table 2</xref>, <xref ref-type="fig" rid="F2">Figure 2</xref>). There was no interactive effect of soil nutrient heterogeneity and competition from the native community on aboveground biomass of invasive species (<xref ref-type="table" rid="T2">Table 2</xref>). Soil nutrient heterogeneity did not significantly affect aboveground biomass, but marginally significantly increased species diversity and evenness of the native community (<xref ref-type="fig" rid="F4">Figure 4</xref>).</p>
<table-wrap position="float" id="T2">
<label>Table 2</label>
<caption><p>Results of linear mixed effect models to test the effects of soil nutrient heterogeneity and competition on (A) aboveground biomass and (B) the relative abundance of invasive plant species in plant communities.</p></caption>
<table frame="hsides" rules="groups">
<thead><tr>
<th/>
<th valign="top" align="center" colspan="3" style="border-bottom: thin solid #000000;"><bold>(A) Aboveground biomass</bold></th>
<th valign="top" align="center" colspan="3" style="border-bottom: thin solid #000000;"><bold>(B) Relative abundance</bold></th>
</tr>
<tr>
<th valign="top" align="left"><bold>Effect</bold></th>
<th valign="top" align="center"><bold>df</bold></th>
<th valign="top" align="center"><bold>F</bold></th>
<th valign="top" align="center"><bold><italic>P</italic></bold></th>
<th valign="top" align="center"><bold>df</bold></th>
<th valign="top" align="center"><bold>F</bold></th>
<th valign="top" align="center"><bold><italic>P</italic></bold></th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">Initial height</td>
<td valign="top" align="center">1,145</td>
<td valign="top" align="center">29.35</td>
<td valign="top" align="center"><bold>&#x0003C;0.0001</bold></td>
<td valign="top" align="center">1.67</td>
<td valign="top" align="center">1.97</td>
<td valign="top" align="center">0.1647</td>
</tr>
<tr>
<td valign="top" align="left">Heterogeneity (H)</td>
<td valign="top" align="center">1,145</td>
<td valign="top" align="center">3.98</td>
<td valign="top" align="center"><bold>0.0479</bold></td>
<td valign="top" align="center">1.67</td>
<td valign="top" align="center">0.70</td>
<td valign="top" align="center">0.4061</td>
</tr>
<tr>
<td valign="top" align="left">Competition (C)</td>
<td valign="top" align="center">1,145</td>
<td valign="top" align="center">453.37</td>
<td valign="top" align="center"><bold>&#x0003C;0.0001</bold></td>
<td/>
<td/>
<td/>
</tr>
<tr>
<td valign="top" align="left">H &#x000D7; C</td>
<td valign="top" align="center">1,145</td>
<td valign="top" align="center">0.05</td>
<td valign="top" align="center">0.8320</td>
<td/>
<td/>
<td/>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p><italic>Species was included as a random effect. Values are in bold when P &#x0003C; 0.05</italic>.</p>
</table-wrap-foot>
</table-wrap>
<fig id="F2" position="float">
<label>Figure 2</label>
<caption><p>Aboveground biomass (mean &#x0002B; SE) across the ten invasive plant species in the homogeneous or heterogeneous soil nutrient treatment with or without competition from the native community.</p></caption>
<graphic xlink:href="fevo-08-619861-g0002.tif"/>
</fig>
<fig id="F3" position="float">
<label>Figure 3</label>
<caption><p>Mean relative abundance (mean &#x0002B; SE) across the ten invasive species in the homogeneous and heterogeneous soil nutrient treatments.</p></caption>
<graphic xlink:href="fevo-08-619861-g0003.tif"/>
</fig>
<fig id="F4" position="float">
<label>Figure 4</label>
<caption><p><bold>(A)</bold> Aboveground biomass, <bold>(B)</bold> species diversity, and <bold>(C)</bold> species evenness of the native community under the homogeneous (Ho) and heterogeneous (He) soil nutrient treatment.</p></caption>
<graphic xlink:href="fevo-08-619861-g0004.tif"/>
</fig></sec>
<sec sec-type="discussion" id="s4">
<title>Discussion</title>
<p>Spatial heterogeneity of environmental factors are common in nature (Jackson and Caldwell, <xref ref-type="bibr" rid="B17">1993b</xref>; Alpert and Mooney, <xref ref-type="bibr" rid="B1">1996</xref>; Liu et al., <xref ref-type="bibr" rid="B25">2003</xref>; Liang et al., <xref ref-type="bibr" rid="B24">2007</xref>; Gao et al., <xref ref-type="bibr" rid="B11">2021</xref>), and may influence exotic plant invasions (Keser et al., <xref ref-type="bibr" rid="B22">2015</xref>; Chen et al., <xref ref-type="bibr" rid="B4">2017</xref>; Wang et al., <xref ref-type="bibr" rid="B41">2017</xref>; Liang et al., <xref ref-type="bibr" rid="B23">2020</xref>). However, previous studies testing effects of soil heterogeneity on invasive plants were conducted mostly under competition-free conditions (Keser et al., <xref ref-type="bibr" rid="B21">2014</xref>, <xref ref-type="bibr" rid="B22">2015</xref>; Dong et al., <xref ref-type="bibr" rid="B8">2015</xref>; Wang et al., <xref ref-type="bibr" rid="B41">2017</xref>), and its effects on the invasion success of exotic plant has not been adequately addressed (Liang et al., <xref ref-type="bibr" rid="B23">2020</xref>). Our results suggest that, although soil heterogeneity increased the performance of invasive plant species in the presence of native plant communities, it did not increase the final invasion success of exotic plant species.</p>
<p>We found that biomass of invasive plant species was generally greater in heterogeneous than in homogeneous soil nutrient conditions (<xref ref-type="table" rid="T2">Table 2</xref>; <xref ref-type="fig" rid="F2">Figure 2</xref>). This result is in line with a recent study showing that biomass of the invasive plant <italic>A. philoxeroides</italic> was significantly higher in heterogeneous nutrient treatment than in the homogeneous nutrient treatment, and such an effect did not depend on whether the invasive plant was grown alone or with the native plant <italic>A. sessilis</italic> (Liang et al., <xref ref-type="bibr" rid="B23">2020</xref>). One potential mechanism is that plants usually capture more nutrients in nutrient-rich patches in heterogeneous environments, and thus promote the performance by selectively proliferating roots or concentrating other resource-acquiring organs in nutrient-rich patches (Robinson et al., <xref ref-type="bibr" rid="B34">1999</xref>; Zhou et al., <xref ref-type="bibr" rid="B46">2012</xref>; Gao et al., <xref ref-type="bibr" rid="B13">2014</xref>; Roiloa et al., <xref ref-type="bibr" rid="B35">2014</xref>). The heterogeneity-mediated increase in plant performance suggests that soil nutrient heterogeneity has the potential to improve the invasiveness of alien plant species.</p>
<p>However, we found that soil nutrient heterogeneity had no effect on the invasion succession of exotic plants (<xref ref-type="table" rid="T2">Table 2</xref>; <xref ref-type="fig" rid="F3">Figure 3</xref>), suggesting that heterogeneous soil condition did not significantly shift the competitive balance between alien plants and natives toward the invaders. This is not consistent with previous studies showing that the competitive effects of the invasive species on some native species was greater in heterogeneous than homogeneous soils (Chen et al., <xref ref-type="bibr" rid="B4">2017</xref>; Liang et al., <xref ref-type="bibr" rid="B23">2020</xref>). This discrepancy might be attributed to the differences in the diversity of native competitors (Stachowicz et al., <xref ref-type="bibr" rid="B36">1999</xref>; Kennedy et al., <xref ref-type="bibr" rid="B19">2002</xref>), as previous studies demonstrated that native biodiversity can suppress the success of plant invasion owing to increased resource use, i.e., complementarity of resource use between species results in lower levels of available resources at high diversity (Kennedy et al., <xref ref-type="bibr" rid="B19">2002</xref>; Fargione and Tilman, <xref ref-type="bibr" rid="B10">2005</xref>). The native communities in our experiment, consisting of six different native species, have more species diversity than the previous studies. Thus, the effects of soil nutrient heterogeneity on the competitive ability of invasive species may be more complex and unpredictable for the native community with diverse native species.</p>
<p>One caveat is that the effect of soil nutrient heterogeneity on the invasion success of exotic plant may depend on the scale of soil spatial nutrient heterogeneity considered. In our study, the patch scale of soil heterogeneity may be too fine to induce a significant effect on the invasion success of exotic plants. Thus, experiments involving larger scales of soil nutrient heterogeneity should be considered in future studies. Also, the interaction between native species diversity and soil nutrient heterogeneity should also be considered to fully understand the effect of soil nutrient heterogeneity on exotic plant invasions.</p>
<p>We conclude that soil nutrient heterogeneity has a positive effect on the growth of invasive plants in general, but do not support the idea that soil nutrient heterogeneity favors the invasion success of exotic plant species in native plant communities. However, we cannot exclude the possibilities that soil nutrient heterogeneity plays a roles in exotic plant invasions under other scales of soil heterogeneity and different levels of native plant diversity. Further studies should be conducted to test these new hypotheses.</p></sec>
<sec sec-type="data-availability-statement" id="s5">
<title>Data Availability Statement</title>
<p>The raw data supporting the conclusions of this article will be made available by the authors, without undue reservation.</p></sec>
<sec id="s6">
<title>Author Contributions</title>
<p>F-LG and F-HY designed the study and analyzed the data. Q-SH, Y-DZ, and J-HH performed the research and collected the data. F-LG drafted the manuscript. F-HY revised the manuscript.</p>
</sec>
<sec sec-type="COI-statement" id="conf1">
<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>
</body>
<back>
<ack><p>We thank Prof. Yanjie Liu for help with the data analysis using R and two reviewers for their comments.</p>
</ack>
<ref-list>
<title>References</title>
<ref id="B1">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Alpert</surname> <given-names>P.</given-names></name> <name><surname>Mooney</surname> <given-names>H. A.</given-names></name></person-group> (<year>1996</year>). <article-title>Resource heterogeneity generated by shrubs and topography on coastal sand dunes</article-title>. <source>Vegetatio</source> <volume>122</volume>, <fpage>83</fpage>&#x02013;<lpage>93</lpage>. <pub-id pub-id-type="doi">10.1007/BF00052818</pub-id></citation></ref>
<ref id="B2">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Brezina</surname> <given-names>S.</given-names></name> <name><surname>Jandova</surname> <given-names>K.</given-names></name> <name><surname>Pechackova</surname> <given-names>S.</given-names></name> <name><surname>Hadincova</surname> <given-names>V.</given-names></name> <name><surname>Skalova</surname> <given-names>H.</given-names></name> <name><surname>Krahulec</surname> <given-names>F.</given-names></name> <etal/></person-group>. (<year>2019</year>). <article-title>Nutrient patches are transient and unpredictable in an unproductive mountain grassland</article-title>. <source>Plant Ecol</source>. <volume>220</volume>, <fpage>111</fpage>&#x02013;<lpage>123</lpage>. <pub-id pub-id-type="doi">10.1007/s11258-019-00906-3</pub-id></citation></ref>
<ref id="B3">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Cahill</surname> <given-names>J. F.</given-names></name> <name><surname>McNickle</surname> <given-names>G. G.</given-names></name> <name><surname>Haag</surname> <given-names>J. J.</given-names></name> <name><surname>Lamb</surname> <given-names>E. G.</given-names></name> <name><surname>Nyanumba</surname> <given-names>S. M.</given-names></name> <name><surname>Clair</surname> <given-names>C. C. S.</given-names></name></person-group> (<year>2010</year>). <article-title>Plants integrate information about nutrients and neighbors</article-title>. <source>Science</source> <volume>328</volume>, <fpage>1657</fpage>&#x02013;<lpage>1657</lpage>. <pub-id pub-id-type="doi">10.1126/science.1189736</pub-id><pub-id pub-id-type="pmid">20576883</pub-id></citation></ref>
<ref id="B4">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Chen</surname> <given-names>B.-M.</given-names></name> <name><surname>Su</surname> <given-names>J.-Q.</given-names></name> <name><surname>Liao</surname> <given-names>H.-X.</given-names></name> <name><surname>Peng</surname> <given-names>S.-L.</given-names></name></person-group> (<year>2017</year>). <article-title>A greater foraging scale, not a higher foraging precision, may facilitate invasion by exotic plants in nutrient-heterogeneous conditions</article-title>. <source>Ann. Bot.</source> <volume>121</volume>, <fpage>561</fpage>&#x02013;<lpage>569</lpage>. <pub-id pub-id-type="doi">10.1093/aob/mcx172</pub-id><pub-id pub-id-type="pmid">29309538</pub-id></citation></ref>
<ref id="B5">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Chen</surname> <given-names>D.</given-names></name> <name><surname>Ali</surname> <given-names>A.</given-names></name> <name><surname>Yong</surname> <given-names>X.-H.</given-names></name> <name><surname>Lin</surname> <given-names>C.-G.</given-names></name> <name><surname>Niu</surname> <given-names>X.-H.</given-names></name> <name><surname>Cai</surname> <given-names>A.-M.</given-names></name> <etal/></person-group>. (<year>2019</year>). <article-title>A multi-species comparison of selective placement patterns of ramets in invasive alien and native clonal plants to light, soil nutrient and water heterogeneity</article-title>. <source>Sci. Total Environ</source>. <volume>657</volume>, <fpage>1568</fpage>&#x02013;<lpage>1577</lpage>. <pub-id pub-id-type="doi">10.1016/j.scitotenv.2018.12.099</pub-id><pub-id pub-id-type="pmid">30677922</pub-id></citation></ref>
<ref id="B6">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Day</surname> <given-names>K. J.</given-names></name> <name><surname>Hutchings</surname> <given-names>M. J.</given-names></name> <name><surname>John</surname> <given-names>E. A.</given-names></name></person-group> (<year>2003a</year>). <article-title>The effects of spatial pattern of nutrient supply on the early stages of growth in plant populations</article-title>. <source>J. Ecol</source>. <volume>91</volume>, <fpage>305</fpage>&#x02013;<lpage>315</lpage>. <pub-id pub-id-type="doi">10.1046/j.1365-2745.2003.00763.x</pub-id></citation></ref>
<ref id="B7">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Day</surname> <given-names>K. J.</given-names></name> <name><surname>Hutchings</surname> <given-names>M. J.</given-names></name> <name><surname>John</surname> <given-names>E. A.</given-names></name></person-group> (<year>2003b</year>). <article-title>The effects of spatial pattern of nutrient supply on yield, structure and mortality in plant populations</article-title>. <source>J. Ecol</source>. <volume>91</volume>, <fpage>541</fpage>&#x02013;<lpage>553</lpage>. <pub-id pub-id-type="doi">10.1046/j.1365-2745.2003.00799.x</pub-id></citation></ref>
<ref id="B8">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Dong</surname> <given-names>B.-C.</given-names></name> <name><surname>Wang</surname> <given-names>J.-Z.</given-names></name> <name><surname>Liu</surname> <given-names>R.-H.</given-names></name> <name><surname>Zhang</surname> <given-names>M.-X.</given-names></name> <name><surname>Luo</surname> <given-names>F.-L.</given-names></name> <name><surname>Yu</surname> <given-names>F.-H.</given-names></name></person-group> (<year>2015</year>). <article-title>Soil heterogeneity affects ramet placement of <italic>Hydrocotyle vulgaris</italic></article-title>. <source>J. Plant Ecol</source>. <volume>8</volume>, <fpage>91</fpage>&#x02013;<lpage>100</lpage>. <pub-id pub-id-type="doi">10.1093/jpe/rtu003</pub-id></citation></ref>
<ref id="B9">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Drenovsky</surname> <given-names>R. E.</given-names></name> <name><surname>Martin</surname> <given-names>C. E.</given-names></name> <name><surname>Falasco</surname> <given-names>M. R.</given-names></name> <name><surname>James</surname> <given-names>J. J.</given-names></name></person-group> (<year>2008</year>). <article-title>Variation in resource acquisition and utilization traits between native and invasive perennial forbs</article-title>. <source>Am. J. Bot.</source> <volume>95</volume>, <fpage>681</fpage>&#x02013;<lpage>687</lpage>. <pub-id pub-id-type="doi">10.3732/ajb.2007408</pub-id><pub-id pub-id-type="pmid">21632393</pub-id></citation></ref>
<ref id="B10">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Fargione</surname> <given-names>J. E.</given-names></name> <name><surname>Tilman</surname> <given-names>D.</given-names></name></person-group> (<year>2005</year>). <article-title>Diversity decreases invasion via both sampling and complementarity effects</article-title>. <source>Ecol. Lett</source>. <volume>8</volume>, <fpage>604</fpage>&#x02013;<lpage>611</lpage>. <pub-id pub-id-type="doi">10.1111/j.1461-0248.2005.00753.x</pub-id></citation></ref>
<ref id="B11">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Gao</surname> <given-names>F.-L.</given-names></name> <name><surname>Alpert</surname> <given-names>P.</given-names></name> <name><surname>Yu</surname> <given-names>F.-H.</given-names></name></person-group> (<year>2021</year>). <article-title>Parasitism induces negative effects of physiological integration in a clonal plant</article-title>. <source>New Phytol</source>. <volume>229</volume>, <fpage>585</fpage>&#x02013;<lpage>592</lpage>. <pub-id pub-id-type="doi">10.1111/nph.16884</pub-id><pub-id pub-id-type="pmid">32846015</pub-id></citation></ref>
<ref id="B12">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Gao</surname> <given-names>Y.</given-names></name> <name><surname>Xing</surname> <given-names>F.</given-names></name> <name><surname>Jin</surname> <given-names>Y. J.</given-names></name> <name><surname>Nie</surname> <given-names>D. D.</given-names></name> <name><surname>Wang</surname> <given-names>Y.</given-names></name></person-group> (<year>2012</year>). <article-title>Foraging responses of clonal plants to multi-patch environmental heterogeneity: spatial preference and temporal reversibility</article-title>. <source>Plant Soil</source> <volume>359</volume>, <fpage>137</fpage>&#x02013;<lpage>147</lpage>. <pub-id pub-id-type="doi">10.1007/s11104-012-1148-0</pub-id></citation></ref>
<ref id="B13">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Gao</surname> <given-names>Y.</given-names></name> <name><surname>Yu</surname> <given-names>H.-W.</given-names></name> <name><surname>He</surname> <given-names>W.-M.</given-names></name></person-group> (<year>2014</year>). <article-title>Soil space and nutrients differentially promote the growth and competitive advantages of two invasive plants</article-title>. <source>J. Plant Ecol</source>. <volume>7</volume>, <fpage>396</fpage>&#x02013;<lpage>402</lpage>. <pub-id pub-id-type="doi">10.1093/jpe/rtt050</pub-id></citation></ref>
<ref id="B14">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Gazol</surname> <given-names>A.</given-names></name> <name><surname>Tamme</surname> <given-names>R.</given-names></name> <name><surname>Price</surname> <given-names>J. N.</given-names></name> <name><surname>Hiiesalu</surname> <given-names>I.</given-names></name> <name><surname>Laanisto</surname> <given-names>L.</given-names></name> <name><surname>P&#x000E4;rtel</surname> <given-names>M.</given-names></name></person-group> (<year>2013</year>). <article-title>A negative heterogeneity-diversity relationship found in experimental grassland communities</article-title>. <source>Oecologia</source> <volume>173</volume>, <fpage>545</fpage>&#x02013;<lpage>555</lpage>. <pub-id pub-id-type="doi">10.1007/s00442-013-2623-x</pub-id><pub-id pub-id-type="pmid">23468237</pub-id></citation></ref>
<ref id="B15">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Heckman</surname> <given-names>R. W.</given-names></name> <name><surname>Carr</surname> <given-names>D. E.</given-names></name></person-group> (<year>2016</year>). <article-title>Effects of soil nitrogen availability and native grass diversity on exotic forb dominance</article-title>. <source>Oecologia</source> <volume>182</volume>, <fpage>803</fpage>&#x02013;<lpage>813</lpage>. <pub-id pub-id-type="doi">10.1007/s00442-016-3692-4</pub-id><pub-id pub-id-type="pmid">27411925</pub-id></citation></ref>
<ref id="B16">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Jackson</surname> <given-names>R. B.</given-names></name> <name><surname>Caldwell</surname> <given-names>M. M.</given-names></name></person-group> (<year>1993a</year>). <article-title>The scale of nutrient heterogeneity around individual plants and its quantification with geostatistics</article-title>. <source>Ecology</source> <volume>74</volume>, <fpage>612</fpage>&#x02013;<lpage>614</lpage>. <pub-id pub-id-type="doi">10.2307/1939320</pub-id></citation></ref>
<ref id="B17">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Jackson</surname> <given-names>R. B.</given-names></name> <name><surname>Caldwell</surname> <given-names>M. M.</given-names></name></person-group> (<year>1993b</year>). <article-title>Geostatistical pattern of soil heterogeneity around individual perennial plants</article-title>. <source>J. Ecol</source>. <volume>81</volume>, <fpage>683</fpage>&#x02013;<lpage>692</lpage>. <pub-id pub-id-type="doi">10.2307/2261666</pub-id></citation></ref>
<ref id="B18">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>James</surname> <given-names>J. J.</given-names></name> <name><surname>Mangold</surname> <given-names>J. M.</given-names></name> <name><surname>Sheley</surname> <given-names>R. L.</given-names></name> <name><surname>Svejcar</surname> <given-names>T.</given-names></name></person-group> (<year>2009</year>). <article-title>Root plasticity of native and invasive Great Basin species in response to soil nitrogen heterogeneity</article-title>. <source>Plant Ecol</source>. <volume>202</volume>, <fpage>211</fpage>&#x02013;<lpage>220</lpage>. <pub-id pub-id-type="doi">10.1007/s11258-008-9457-3</pub-id></citation></ref>
<ref id="B19">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Kennedy</surname> <given-names>T. A.</given-names></name> <name><surname>Naeem</surname> <given-names>S.</given-names></name> <name><surname>Howe</surname> <given-names>K. M.</given-names></name> <name><surname>Knops</surname> <given-names>J. M. H.</given-names></name> <name><surname>Tilman</surname> <given-names>D.</given-names></name> <name><surname>Reich</surname> <given-names>P.</given-names></name></person-group> (<year>2002</year>). <article-title>Biodiversity as a barrier to ecological invasion</article-title>. <source>Nature</source> <volume>417</volume>, <fpage>636</fpage>&#x02013;<lpage>638</lpage>. <pub-id pub-id-type="doi">10.1038/nature00776</pub-id><pub-id pub-id-type="pmid">12050662</pub-id></citation></ref>
<ref id="B20">
<citation citation-type="book"><person-group person-group-type="author"><name><surname>Kent</surname> <given-names>M.</given-names></name> <name><surname>Coker</surname> <given-names>P.</given-names></name></person-group> (<year>1992</year>). <source>Vegetation Description and Analysis</source>. <publisher-loc>London</publisher-loc>: <publisher-name>Belhaven</publisher-name>.</citation></ref>
<ref id="B21">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Keser</surname> <given-names>L. H.</given-names></name> <name><surname>Dawson</surname> <given-names>W.</given-names></name> <name><surname>Song</surname> <given-names>Y.-B.</given-names></name> <name><surname>Yu</surname> <given-names>F.-H.</given-names></name> <name><surname>Fischer</surname> <given-names>M.</given-names></name> <name><surname>Dong</surname> <given-names>M.</given-names></name> <etal/></person-group>. (<year>2014</year>). <article-title>Invasive clonal plant species have a greater root-foraging plasticity than non-invasive ones</article-title>. <source>Oecologia</source> <volume>174</volume>, <fpage>1055</fpage>&#x02013;<lpage>1064</lpage>. <pub-id pub-id-type="doi">10.1007/s00442-013-2829-y</pub-id><pub-id pub-id-type="pmid">24352844</pub-id></citation></ref>
<ref id="B22">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Keser</surname> <given-names>L. H.</given-names></name> <name><surname>Visser</surname> <given-names>E. J. W.</given-names></name> <name><surname>Dawson</surname> <given-names>W.</given-names></name> <name><surname>Song</surname> <given-names>Y.-B.</given-names></name> <name><surname>Yu</surname> <given-names>F.-H.</given-names></name> <name><surname>Fischer</surname> <given-names>M.</given-names></name> <etal/></person-group>. (<year>2015</year>). <article-title>Herbaceous plant species invading natural areas tend to have stronger adaptive root foraging than other naturalized species</article-title>. <source>Front. Plant Sci</source>. <volume>6</volume>:<fpage>273</fpage>. <pub-id pub-id-type="doi">10.3389/fpls.2015.00273</pub-id><pub-id pub-id-type="pmid">25964790</pub-id></citation></ref>
<ref id="B23">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Liang</surname> <given-names>J.-F.</given-names></name> <name><surname>Yuan</surname> <given-names>W.-Y.</given-names></name> <name><surname>Gao</surname> <given-names>J.-Q.</given-names></name> <name><surname>Roiloa</surname> <given-names>S. R.</given-names></name> <name><surname>Song</surname> <given-names>M.-H.</given-names></name> <name><surname>Zhang</surname> <given-names>X.-Y.</given-names></name> <etal/></person-group>. (<year>2020</year>). <article-title>Soil resource heterogeneity competitively favors an invasive clonal plant over a native one</article-title>. <source>Oecologia</source> <volume>193</volume>, <fpage>155</fpage>&#x02013;<lpage>165</lpage>. <pub-id pub-id-type="doi">10.1007/s00442-020-04660-6</pub-id><pub-id pub-id-type="pmid">32356013</pub-id></citation></ref>
<ref id="B24">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Liang</surname> <given-names>S.-C.</given-names></name> <name><surname>Zhang</surname> <given-names>S.-M.</given-names></name> <name><surname>Yu</surname> <given-names>F.-H.</given-names></name> <name><surname>Dong</surname> <given-names>M.</given-names></name></person-group> (<year>2007</year>). <article-title>Small-scale spatial cross-correlation between ramet population variables of <italic>Potentilla reptans var. sericophylla</italic> and soil available phosphorus</article-title>. <source>Chin. J. Plant Ecolo</source>. <volume>31</volume>, <fpage>613</fpage>&#x02013;<lpage>618</lpage>. <pub-id pub-id-type="doi">10.17521/cjpe.2007.0078</pub-id></citation></ref>
<ref id="B25">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Liu</surname> <given-names>J.</given-names></name> <name><surname>Zhu</surname> <given-names>X.-W.</given-names></name> <name><surname>Yu</surname> <given-names>F.-H.</given-names></name> <name><surname>Dong</surname> <given-names>M.</given-names></name> <name><surname>Zhang</surname> <given-names>S.-M.</given-names></name> <name><surname>Wang</surname> <given-names>R.-Q.</given-names></name></person-group> (<year>2003</year>). <article-title>Spatial heterogeneity of <italic>Ulmus pumila</italic> open forest ecosystem in Otindag sandy land</article-title>. <source>Environ. Sci</source>. <volume>24</volume>, <fpage>29</fpage>&#x02013;<lpage>34</lpage>. <pub-id pub-id-type="doi">10.13227/j.hjkx.2003.04.006</pub-id><pub-id pub-id-type="pmid">14551953</pub-id></citation></ref>
<ref id="B26">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Liu</surname> <given-names>L.</given-names></name> <name><surname>Alpert</surname> <given-names>P.</given-names></name> <name><surname>Dong</surname> <given-names>B.-C.</given-names></name> <name><surname>Li</surname> <given-names>J.-M.</given-names></name> <name><surname>Yu</surname> <given-names>F.-H.</given-names></name></person-group> (<year>2020</year>). <article-title>Modification by earthworms of effects of soil heterogeneity and root foraging in eight species of grass</article-title>. <source>Sci. Total Environ</source>. <volume>708</volume>:<fpage>134941</fpage>. <pub-id pub-id-type="doi">10.1016/j.scitotenv.2019.134941</pub-id><pub-id pub-id-type="pmid">31796271</pub-id></citation></ref>
<ref id="B27">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Liu</surname> <given-names>L.</given-names></name> <name><surname>Dong</surname> <given-names>B.-C.</given-names></name> <name><surname>Alpert</surname> <given-names>P.</given-names></name> <name><surname>Yu</surname> <given-names>F.-H.</given-names></name></person-group> (<year>2017</year>). <article-title>Effects of soil substrate heterogeneity and moisture on interspecific competition between <italic>Alternanthera philoxeroides</italic> and four native species</article-title>. <source>J. Plant Ecol</source>. <volume>10</volume>, <fpage>528</fpage>&#x02013;<lpage>537</lpage>. <pub-id pub-id-type="doi">10.1093/jpe/rtw052</pub-id></citation></ref>
<ref id="B28">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Mommer</surname> <given-names>L.</given-names></name> <name><surname>van Ruijven</surname> <given-names>J.</given-names></name> <name><surname>Jansen</surname> <given-names>C.</given-names></name> <name><surname>van de Steeg</surname> <given-names>H. M.</given-names></name> <name><surname>de Kroon</surname> <given-names>H.</given-names></name></person-group> (<year>2012</year>). <article-title>Interactive effects of nutrient heterogeneity and competition: implications for root foraging theory?</article-title> <source>Funct. Ecol</source>. <volume>26</volume>, <fpage>66</fpage>&#x02013;<lpage>73</lpage>. <pub-id pub-id-type="doi">10.1111/j.1365-2435.2011.01916.x</pub-id></citation></ref>
<ref id="B29">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Mommer</surname> <given-names>L.</given-names></name> <name><surname>Visser</surname> <given-names>E. J. W.</given-names></name> <name><surname>van Ruijven</surname> <given-names>J.</given-names></name> <name><surname>de Caluwe</surname> <given-names>H.</given-names></name> <name><surname>Pierik</surname> <given-names>R.</given-names></name> <name><surname>de Kroon</surname> <given-names>H.</given-names></name></person-group> (<year>2011</year>). <article-title>Contrasting root behaviour in two grass species: a test of functionality in dynamic heterogeneous conditions</article-title>. <source>Plant Soil</source> <volume>344</volume>, <fpage>347</fpage>&#x02013;<lpage>360</lpage>. <pub-id pub-id-type="doi">10.1007/s11104-011-0752-8</pub-id></citation></ref>
<ref id="B30">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Parepa</surname> <given-names>M.</given-names></name> <name><surname>Fischer</surname> <given-names>M.</given-names></name> <name><surname>Bossdorf</surname> <given-names>O.</given-names></name></person-group> (<year>2013</year>). <article-title>Environmental variability promotes plant invasion</article-title>. <source>Nat. Commun</source>. <volume>4</volume>:<fpage>1604</fpage>. <pub-id pub-id-type="doi">10.1038/ncomms2632</pub-id><pub-id pub-id-type="pmid">23511469</pub-id></citation></ref>
<ref id="B31">
<citation citation-type="web"><person-group person-group-type="author"><name><surname>Pinheiro</surname> <given-names>J.</given-names></name> <name><surname>Bates</surname> <given-names>D.</given-names></name> <name><surname>DebRoy</surname> <given-names>S.</given-names></name> <name><surname>Sarkar</surname> <given-names>D.</given-names></name> <collab>R Core Team</collab></person-group> (<year>2016</year>). <article-title>nlme: linear and nonlinear mixed effects models</article-title>. R package version 3.1-128. Retrieved from: <ext-link ext-link-type="uri" xlink:href="https://CRAN.R-project.org/package=nlme">https://CRAN.R-project.org/package=nlme</ext-link><pub-id pub-id-type="pmid">24302486</pub-id></citation></ref>
<ref id="B32">
<citation citation-type="web"><person-group person-group-type="author"><collab>R Core Team</collab></person-group> (<year>2019</year>). <article-title>R: a language and environment for statistical computing</article-title>. <publisher-loc>Vienna, Austria</publisher-loc>: <publisher-name>R foundation for statistical computing</publisher-name>. Retrieved from: <ext-link ext-link-type="uri" xlink:href="https://www.R-project.org/">https://www.R-project.org/</ext-link></citation></ref>
<ref id="B33">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Rajaniemi</surname> <given-names>T. K.</given-names></name> <name><surname>Reynolds</surname> <given-names>H. L.</given-names></name></person-group> (<year>2004</year>). <article-title>Root foraging for patchy resources in eight herbaceous plant species</article-title>. <source>Oecologia</source> <volume>141</volume>, <fpage>519</fpage>&#x02013;<lpage>525</lpage>. <pub-id pub-id-type="doi">10.1007/s00442-004-1666-4</pub-id><pub-id pub-id-type="pmid">15278432</pub-id></citation></ref>
<ref id="B34">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Robinson</surname> <given-names>D.</given-names></name> <name><surname>Hodge</surname> <given-names>A.</given-names></name> <name><surname>Griffiths</surname> <given-names>B. S.</given-names></name> <name><surname>Fitter</surname> <given-names>A. H.</given-names></name></person-group> (<year>1999</year>). <article-title>Plant root proliferation in nitrogen-rich patches confers competitive advantage</article-title>. <source>P Roy Soc. B-Biol. Sci</source>. <volume>266</volume>, <fpage>431</fpage>&#x02013;<lpage>435</lpage>. <pub-id pub-id-type="doi">10.1098/rspb.1999.0656</pub-id></citation></ref>
<ref id="B35">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Roiloa</surname> <given-names>S. R.</given-names></name> <name><surname>S&#x000E1;nchez-Rodr&#x000ED;guez</surname> <given-names>P.</given-names></name> <name><surname>Retuerto</surname> <given-names>R.</given-names></name></person-group> (<year>2014</year>). <article-title>Heterogeneous distribution of soil nutrients increase intra-specific competition in the clonal plant <italic>Glechoma hederacea</italic></article-title>. <source>Plant Ecol</source>. <volume>215</volume>, <fpage>863</fpage>&#x02013;<lpage>873</lpage>. <pub-id pub-id-type="doi">10.1007/s11258-014-0338-7</pub-id></citation></ref>
<ref id="B36">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Stachowicz</surname> <given-names>J. J.</given-names></name> <name><surname>Whitlatch</surname> <given-names>R. B.</given-names></name> <name><surname>Osman</surname> <given-names>R. W.</given-names></name></person-group> (<year>1999</year>). <article-title>Species diversity and invasion resistance in a marine ecosystem</article-title>. <source>Science</source> <volume>286</volume>, <fpage>1577</fpage>&#x02013;<lpage>1579</lpage>. <pub-id pub-id-type="doi">10.1126/science.286.5444.1577</pub-id><pub-id pub-id-type="pmid">10567267</pub-id></citation></ref>
<ref id="B37">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Stein</surname> <given-names>A.</given-names></name> <name><surname>Gerstner</surname> <given-names>K.</given-names></name> <name><surname>Kreft</surname> <given-names>H.</given-names></name></person-group> (<year>2014</year>). <article-title>Environmental heterogeneity as a universal driver of species richness across taxa, biomes and spatial scales</article-title>. <source>Ecol. Lett</source>. <volume>17</volume>, <fpage>866</fpage>&#x02013;<lpage>880</lpage>. <pub-id pub-id-type="doi">10.1111/ele.12277</pub-id><pub-id pub-id-type="pmid">24751205</pub-id></citation></ref>
<ref id="B38">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Tamme</surname> <given-names>R.</given-names></name> <name><surname>Gazol</surname> <given-names>A.</given-names></name> <name><surname>Price</surname> <given-names>J. N.</given-names></name> <name><surname>Hiiesalu</surname> <given-names>I.</given-names></name> <name><surname>P&#x000E4;rtel</surname> <given-names>M.</given-names></name></person-group> (<year>2016</year>). <article-title>Co-occurring grassland species vary in their responses to fine-scale soil heterogeneity</article-title>. <source>J. Veg. Sci</source>. <volume>27</volume>, <fpage>1012</fpage>&#x02013;<lpage>1022</lpage>. <pub-id pub-id-type="doi">10.1111/jvs.12431</pub-id></citation></ref>
<ref id="B39">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Tsunoda</surname> <given-names>T.</given-names></name> <name><surname>Kachi</surname> <given-names>N.</given-names></name> <name><surname>Suzuki</surname> <given-names>J. I.</given-names></name></person-group> (<year>2014</year>). <article-title>Interactive effects of soil nutrient heterogeneity and belowground herbivory on the growth of plants with different root foraging traits</article-title>. <source>Plant Soil</source> <volume>384</volume>, <fpage>327</fpage>&#x02013;<lpage>334</lpage>. <pub-id pub-id-type="doi">10.1007/s11104-014-2215-5</pub-id></citation></ref>
<ref id="B40">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Vil&#x000E0;</surname> <given-names>M.</given-names></name> <name><surname>Espinar</surname> <given-names>J. L.</given-names></name> <name><surname>Hejda</surname> <given-names>M.</given-names></name> <name><surname>Hulme</surname> <given-names>P. E.</given-names></name> <name><surname>Jaro&#x00161;&#x000ED;k</surname> <given-names>V.</given-names></name> <name><surname>Maron</surname> <given-names>J. L.</given-names></name> <etal/></person-group>. (<year>2011</year>). <article-title>Ecological impacts of invasive alien plants: a meta-analysis of their effects on species, communities and ecosystems</article-title>. <source>Ecol. Lett</source>. <volume>14</volume>, <fpage>702</fpage>&#x02013;<lpage>708</lpage>. <pub-id pub-id-type="doi">10.1111/j.1461-0248.2011.01628.x</pub-id><pub-id pub-id-type="pmid">21592274</pub-id></citation></ref>
<ref id="B41">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Wang</surname> <given-names>Y.-J.</given-names></name> <name><surname>M&#x000FC;ller-Sch&#x000E4;rer</surname> <given-names>H.</given-names></name> <name><surname>van Kleunen</surname> <given-names>M.</given-names></name> <name><surname>Cai</surname> <given-names>A.-M.</given-names></name> <name><surname>Zhang</surname> <given-names>P.</given-names></name> <name><surname>Yan</surname> <given-names>R.</given-names></name> <etal/></person-group>. (<year>2017</year>). <article-title>Invasive alien plants benefit more from clonal integration in heterogeneous environments than natives</article-title>. <source>New Phytol</source>. <volume>216</volume>, <fpage>1072</fpage>&#x02013;<lpage>1078</lpage>. <pub-id pub-id-type="doi">10.1111/nph.14820</pub-id><pub-id pub-id-type="pmid">28944478</pub-id></citation></ref>
<ref id="B42">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Wijesinghe</surname> <given-names>D. K.</given-names></name> <name><surname>John</surname> <given-names>E. A.</given-names></name> <name><surname>Hutchings</surname> <given-names>M. J.</given-names></name></person-group> (<year>2005</year>). <article-title>Does pattern of soil resource heterogeneity determine plant community structure? An experimental investigation</article-title>. <source>J. Ecol</source>. <volume>93</volume>, <fpage>99</fpage>&#x02013;<lpage>112</lpage>. <pub-id pub-id-type="doi">10.1111/j.0022-0477.2004.00934.x</pub-id></citation></ref>
<ref id="B43">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Xi</surname> <given-names>N. X.</given-names></name> <name><surname>Zhang</surname> <given-names>C. H.</given-names></name> <name><surname>Bloor</surname> <given-names>J. M. G.</given-names></name></person-group> (<year>2017</year>). <article-title>Species richness alters spatial nutrient heterogeneity effects on above-ground plant biomass</article-title>. <source>Biol. Lett</source> <volume>13</volume>:<fpage>20170510</fpage>. <pub-id pub-id-type="doi">10.1098/rsbl.2017.0510</pub-id><pub-id pub-id-type="pmid">29237812</pub-id></citation></ref>
<ref id="B44">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Xue</surname> <given-names>W.</given-names></name> <name><surname>Huang</surname> <given-names>L.</given-names></name> <name><surname>Yu</surname> <given-names>F.-H.</given-names></name> <name><surname>Bezemer</surname> <given-names>T. M.</given-names></name></person-group> (<year>2018</year>). <article-title>Intraspecific aggregation and soil heterogeneity: competitive interactions of two clonal plants with contrasting spatial architecture</article-title>. <source>Plant Soil</source> <volume>425</volume>, <fpage>231</fpage>&#x02013;<lpage>240</lpage>. <pub-id pub-id-type="doi">10.1007/s11104-018-3578-9</pub-id></citation></ref>
<ref id="B45">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Zhang</surname> <given-names>P.</given-names></name> <name><surname>Li</surname> <given-names>B.</given-names></name> <name><surname>Wu</surname> <given-names>J. H.</given-names></name> <name><surname>Hu</surname> <given-names>S. J.</given-names></name></person-group> (<year>2019</year>). <article-title>Invasive plants differentially affect soil biota through litter and rhizosphere pathways: a meta-analysis</article-title>. <source>Ecol. Lett</source>. <volume>22</volume>, <fpage>200</fpage>&#x02013;<lpage>210</lpage>. <pub-id pub-id-type="doi">10.1111/ele.13181</pub-id><pub-id pub-id-type="pmid">30460738</pub-id></citation></ref>
<ref id="B46">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Zhou</surname> <given-names>J.</given-names></name> <name><surname>Dong</surname> <given-names>B.-C.</given-names></name> <name><surname>Alpert</surname> <given-names>P.</given-names></name> <name><surname>Li</surname> <given-names>H.-L.</given-names></name> <name><surname>Zhang</surname> <given-names>M.-X.</given-names></name> <name><surname>Lei</surname> <given-names>G.-C.</given-names></name> <etal/></person-group>. (<year>2012</year>). <article-title>Effects of soil nutrient heterogeneity on intraspecific competition in the invasive, clonal plant <italic>Alternanthera philoxeroides</italic></article-title>. <source>Ann. Bot</source>. <volume>109</volume>, <fpage>813</fpage>&#x02013;<lpage>818</lpage>. <pub-id pub-id-type="doi">10.1093/aob/mcr314</pub-id><pub-id pub-id-type="pmid">22207612</pub-id></citation></ref>
<ref id="B47">
<citation citation-type="book"><person-group person-group-type="author"><name><surname>Zuur</surname> <given-names>A.</given-names></name> <name><surname>Ieno</surname> <given-names>E.</given-names></name> <name><surname>Walker</surname> <given-names>N.</given-names></name> <name><surname>Saveliev</surname> <given-names>A.</given-names></name> <name><surname>Smith</surname> <given-names>G.</given-names></name></person-group> (<year>2009</year>). <source>Mixed Effects Models and Extensions in Ecology With R</source>. <publisher-loc>New York, NY</publisher-loc>: <publisher-name>Springer</publisher-name>. <pub-id pub-id-type="doi">10.1007/978-0-387-87458-6</pub-id></citation></ref>
</ref-list>
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<fn fn-type="financial-disclosure"><p><bold>Funding.</bold> This study was supported by the Ten-Thousand Talent Program of Zhejiang Province (2018R52016), the Joint Fund of Zhejiang Provincial Natural Science Foundation (LTZ20C030001), and a Startup Project for Doctor&#x00027;s Scientific Research of Binzhou University (2019Y35).</p>
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