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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Plant Sci.</journal-id>
<journal-title>Frontiers in Plant Science</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Plant Sci.</abbrev-journal-title>
<issn pub-type="epub">1664-462X</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fpls.2024.1410372</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Plant Science</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Trait divergence and opposite above- and below-ground strategies facilitate moso bamboo invasion into subtropical evergreen broadleaf forest</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>Yu</surname>
<given-names>Hua</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
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<contrib contrib-type="author">
<name>
<surname>Le</surname>
<given-names>Xingui</given-names>
</name>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
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</contrib>
<contrib contrib-type="author">
<name>
<surname>Pe&#xf1;uelas</surname>
<given-names>Josep</given-names>
</name>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
</xref>
<xref ref-type="aff" rid="aff5">
<sup>5</sup>
</xref>
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</contrib>
<contrib contrib-type="author">
<name>
<surname>Sardans</surname>
<given-names>Jordi</given-names>
</name>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
</xref>
<xref ref-type="aff" rid="aff5">
<sup>5</sup>
</xref>
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</contrib>
<contrib contrib-type="author">
<name>
<surname>Xu</surname>
<given-names>Chaobin</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff6">
<sup>6</sup>
</xref>
<xref ref-type="aff" rid="aff7">
<sup>7</sup>
</xref>
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</contrib>
<contrib contrib-type="author">
<name>
<surname>Zou</surname>
<given-names>Yuxing</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff8">
<sup>8</sup>
</xref>
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</contrib>
<contrib contrib-type="author">
<name>
<surname>Zhang</surname>
<given-names>Xue</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff6">
<sup>6</sup>
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</contrib>
<contrib contrib-type="author">
<name>
<surname>Li</surname>
<given-names>Conghui</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff6">
<sup>6</sup>
</xref>
<role content-type="https://credit.niso.org/contributor-roles/data-curation/"/>
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</contrib>
<contrib contrib-type="author">
<name>
<surname>Mao</surname>
<given-names>Zhenwei</given-names>
</name>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
<role content-type="https://credit.niso.org/contributor-roles/data-curation/"/>
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</contrib>
<contrib contrib-type="author">
<name>
<surname>Cheng</surname>
<given-names>Dongliang</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff6">
<sup>6</sup>
</xref>
<xref ref-type="aff" rid="aff7">
<sup>7</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/686188"/>
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</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Zhong</surname>
<given-names>Quanlin</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff6">
<sup>6</sup>
</xref>
<xref ref-type="aff" rid="aff7">
<sup>7</sup>
</xref>
<xref ref-type="author-notes" rid="fn001">
<sup>*</sup>
</xref>
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</contrib-group>
<aff id="aff1">
<sup>1</sup>
<institution>College of Geographical Science, Fujian Normal University</institution>, <addr-line>Fuzhou, Fujian</addr-line>, <country>China</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>College of Geography and Oceanography, Minjiang University</institution>, <addr-line>Fuzhou, Fujian</addr-line>, <country>China</country>
</aff>
<aff id="aff3">
<sup>3</sup>
<institution>Department of Protection and Management, Administrative Bureau of Yangjifeng National Nature Reserve</institution>, <addr-line>Guixi, Jiangxi</addr-line>, <country>China</country>
</aff>
<aff id="aff4">
<sup>4</sup>
<institution>CSIC, Global Ecology Unit CREAF-CSIC-UAB</institution>, <addr-line>Bellaterra, Barcelona, Catalonia</addr-line>, <country>Spain</country>
</aff>
<aff id="aff5">
<sup>5</sup>
<institution>Ecological and Forestry Applications Research Center (CREAF), Campus Universitat Aut&#xf2;noma de Barcelona, Cerdanyola del Vall&#xe8;s</institution>, <addr-line>Barcelona, Catalonia</addr-line>, <country>Spain</country>
</aff>
<aff id="aff6">
<sup>6</sup>
<institution>Fujian Provincial Key Laboratory of Plant Ecophysiology, Fujian Normal University</institution>, <addr-line>Fuzhou, Fujian</addr-line>, <country>China</country>
</aff>
<aff id="aff7">
<sup>7</sup>
<institution>Key Laboratory of Humid Subtropical Eco-Geographical Process, Ministry  of Education</institution>, <addr-line>Fuzhou, Fujian</addr-line>, <country>China</country>
</aff>
<aff id="aff8">
<sup>8</sup>
<institution>College of Tourism and Resources Environment, Zaozhuang University</institution>, <addr-line>Zaozhuang, Shandong</addr-line>, <country>China</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>Edited by: Rongzhou Man, Ontario Ministry of Northern Development, Mines, Natural Resources and Forestry, Canada</p>
</fn>
<fn fn-type="edited-by">
<p>Reviewed by: Ao Wang, Tsinghua University, China</p>
<p>Jiang Jiang, Nanjing Forestry University, China</p>
</fn>
<fn fn-type="corresp" id="fn001">
<p>*Correspondence: Quanlin Zhong, <email xlink:href="mailto:qlzhong@126.com">qlzhong@126.com</email>
</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>19</day>
<month>07</month>
<year>2024</year>
</pub-date>
<pub-date pub-type="collection">
<year>2024</year>
</pub-date>
<volume>15</volume>
<elocation-id>1410372</elocation-id>
<history>
<date date-type="received">
<day>01</day>
<month>04</month>
<year>2024</year>
</date>
<date date-type="accepted">
<day>27</day>
<month>06</month>
<year>2024</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2024 Yu, Le, Pe&#xf1;uelas, Sardans, Xu, Zou, Zhang, Li, Mao, Cheng and Zhong</copyright-statement>
<copyright-year>2024</copyright-year>
<copyright-holder>Yu, Le, Pe&#xf1;uelas, Sardans, Xu, Zou, Zhang, Li, Mao, Cheng and Zhong</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>Understanding the invasion of moso bamboo (<italic>Phyllostachys edulis</italic>) into adjacent evergreen broadleaf forest based on functional traits is crucial due to its significant influence on ecosystem processes. However, existing research has primarily focused on above- or below-ground traits in isolation, lacking a comprehensive integration of both. In this study, we conducted a trait-based analysis including 23 leaf traits and 11 root traits in three forest types - bamboo forest, mixed bamboo and broadleaf forest, and evergreen broadleaf forest - to investigate trait differences, phenotypic integration, and above- and below-ground resource strategies in bamboo and broadleaf species. Our findings demonstrated significant differences in leaf and root key traits between bamboo and broadleaf species, strongly supporting the &#x201c;phenotypic divergence hypothesis&#x201d;. Bamboo exhibited stronger trait correlations compared to broadleaf species, indicating higher phenotypic integration. Above- and below-ground strategies were characterized by trade-offs rather than coordination, resulting in a multi-dimensional trait syndrome. Specifically, a unidimensional leaf economics spectrum revealed that bamboo with higher leaf N concentrations (LNC), P concentrations (LPC), and specific leaf area (SLA) adopted a &#x201c;fast acquisitive&#x201d; above-ground strategy, while broadleaf species with thicker leaves employed a &#x201c;slow conservative&#x201d; above-ground strategy. A two-dimensional root trait syndrome indicated a &#x201c;conservation&#x201d; gradient with bamboo adopting a &#x201c;slow conservative&#x201d; below-ground strategy associated with higher root tissue density (RTD), and broadleaf species exhibiting a &#x201c;fast acquisitive&#x201d; below-ground strategy linked to higher root N concentrations (RNC) and P concentrations (RPC), and a &#x201c;collaboration&#x201d; gradient probably ranging from broadleaf species with a &#x201c;do-it-yourself&#x201d; strategy characterized by high specific root length (SRL), to bamboo adopting an &#x201c;outsourcing&#x201d; strategy with thicker roots. In conclusion, key trait divergence from coexisting broadleaf species, higher phenotypic integration, and multi-dimensional opposite above- and below-ground resource strategies confer competitive advantages to moso bamboo, shedding light on the mechanistic understanding of its invasion into subtropical evergreen broadleaf forest and providing theoretical guidance for maintaining the stability of subtropical forest ecosystem.</p>
</abstract>
<kwd-group>
<kwd>moso bamboo (<italic>Phyllostachys edulis</italic>) invasion</kwd>
<kwd>trait divergence</kwd>
<kwd>phenotypic integration</kwd>
<kwd>conservation gradient</kwd>
<kwd>collaboration gradient</kwd>
<kwd>evergreen broadleaf forest</kwd>
</kwd-group>
<counts>
<fig-count count="9"/>
<table-count count="2"/>
<equation-count count="1"/>
<ref-count count="85"/>
<page-count count="16"/>
<word-count count="7188"/>
</counts>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-in-acceptance</meta-name>
<meta-value>Functional Plant Ecology</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec id="s1" sec-type="intro">
<label>1</label>
<title>Introduction</title>
<p>Plant invasion is a global concern due to its severe impact on threatening economic development, decreasing plant diversity, and impeding the regeneration of native vegetation (<xref ref-type="bibr" rid="B38">Luo et&#xa0;al., 2015</xref>; <xref ref-type="bibr" rid="B65">Shouman et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B20">Helsen et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B21">Juillard et&#xa0;al., 2024</xref>). Plant functional traits play a pivotal role in plants&#x2019; ability to acquire, utilize, and conserve resources, providing deeper insights into their responses to complex environmental changes (<xref ref-type="bibr" rid="B72">Violle et&#xa0;al., 2007</xref>; <xref ref-type="bibr" rid="B20">Helsen et&#xa0;al., 2021</xref>) and shedding light on the mechanisms of plant invasion (<xref ref-type="bibr" rid="B52">Osunkoya et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B38">Luo et&#xa0;al., 2015</xref>; <xref ref-type="bibr" rid="B47">Murphy et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B40">Mathakutha et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B12">D&#xed;az de Le&#xf3;n Guerrero et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B65">Shouman et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B8">Castillo et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B20">Helsen et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B54">Palma et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B62">Rutherford and Archer, 2023</xref>). Specifically, investigations into trait values and phenotypic integration have documented their importance in conferring invasive species competitive advantages over native species (<xref ref-type="bibr" rid="B52">Osunkoya et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B38">Luo et&#xa0;al., 2015</xref>).</p>
<p>Regarding trait values, two opposing hypotheses have been put forward to explain successful invasion for invasive species. The &#x201c;phenotypic convergence hypothesis&#x201d; suggests that successful invaders possess traits similar to coexisting natives due to habitat filtering (<xref ref-type="bibr" rid="B10">Cornwell et&#xa0;al., 2006</xref>), facilitating invasive species preadaption to the local environment and thus invading native habitats more easily (<xref ref-type="bibr" rid="B16">Fridley and Sax, 2014</xref>), which has been supported by substantial evidence (<xref ref-type="bibr" rid="B28">Leishman et&#xa0;al., 2010</xref>; <xref ref-type="bibr" rid="B29">Lemoine et&#xa0;al., 2015</xref>; <xref ref-type="bibr" rid="B36">Lodge et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B66">Sodhi et&#xa0;al., 2019</xref>). Conversely, the &#x201c;phenotypic divergence hypothesis&#x201d;, based on limiting similarity, argues that successful invaders have distinct traits from coexisting natives, enabling them to occupy vacant niches (<xref ref-type="bibr" rid="B50">Ordonez, 2014</xref>). Traits such as higher leaf N and P concentrations (LNC and LPC), leaf area (LA), specific leaf area (SLA), leaf dry matter content (LDMC), mass-based net photosynthetic rate (A<sub>mass</sub>), specific root length (SRL), and root diameter (RD), as well as lower mass-based dark respiration rate (R<sub>mass</sub>) and leaf C:N ratio, have been found to benefit invasive species over native species (<xref ref-type="bibr" rid="B38">Luo et&#xa0;al., 2015</xref>; <xref ref-type="bibr" rid="B47">Murphy et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B19">Heberling and Mason, 2018</xref>; <xref ref-type="bibr" rid="B40">Mathakutha et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B12">D&#xed;az de Le&#xf3;n Guerrero et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B54">Palma et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B74">Wang et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B45">Montesinos, 2022</xref>). Furthermore, phenotypic integration, the pattern of correlations among different functional, developmental, or genetic traits, is essential for alien plants to invade native communities successfully (<xref ref-type="bibr" rid="B51">Osunkoya et&#xa0;al., 2010</xref>, <xref ref-type="bibr" rid="B52">2014</xref>).</p>
<p>However, there is still a lack of consensus and limited understanding of phenotypic integration. While some studies found stronger correlations of leaf traits in invasive vines in South-East Queensland of Australia and <italic>Acer pseudoplatanus</italic> in New Zealand compared to natives (<xref ref-type="bibr" rid="B51">Osunkoya et&#xa0;al., 2010</xref>, <xref ref-type="bibr" rid="B52">2014</xref>; <xref ref-type="bibr" rid="B65">Shouman et&#xa0;al., 2020</xref>), others did not observe higher phenotypic integration in the invasive <italic>Robinia pseudoacacia</italic> than in the native <italic>Sophora japonica</italic> in Shandong province of China (<xref ref-type="bibr" rid="B38">Luo et&#xa0;al., 2015</xref>). Additionally, trait networks that represent correlations among multiple traits, and provide valuable information on overall trait correlation patterns, have been poorly explored in phenotypic integration (<xref ref-type="bibr" rid="B43">Michelaki et&#xa0;al., 2019</xref>). Moreover, existing studies have mainly focused on above-ground traits (e.g., leaf traits) and have paid less attention to below-ground traits (e.g., fine root traits) despite their crucial role in plant and ecosystem functions (<xref ref-type="bibr" rid="B26">Lambers et&#xa0;al., 2006</xref>). Therefore, it is imperative to integrate below-ground traits with above-ground traits in a unified framework to better understand plant invasion.</p>
<p>Furthermore, whether above- and below-ground traits coordinate in response to plant invasion remains unresolved. The plant economics spectrum (PES) posits that above- and below-ground traits are coordinated along a unidimensional axis, ranging from resource acquisition to conservation, owing to biophysical and evolutionary constraints (<xref ref-type="bibr" rid="B60">Reich, 2014</xref>). In other words, a unidimensional root economic spectrum (RES) was observed in conformity with leaf economic spectrum (LES), as below-ground roots are equivalent to above-ground leaves (<xref ref-type="bibr" rid="B64">Shen et&#xa0;al., 2019</xref>). However, conflicting findings suggest that plants may adopt decoupled resource strategies above- and below-ground (<xref ref-type="bibr" rid="B71">Valverde-Barrantes et&#xa0;al., 2015</xref>; <xref ref-type="bibr" rid="B5">Blackman et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B41">Medeiros et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B61">Rodrigues et&#xa0;al., 2022</xref>), indicating that resource allocation varies among organs (<xref ref-type="bibr" rid="B71">Valverde-Barrantes et&#xa0;al., 2015</xref>). A multi-dimensional root trait syndrome has been observed, potentially driven by mycorrhizal associations, adaptive strategies to environmental constraints, or competitive interactions (<xref ref-type="bibr" rid="B78">Weemstra et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B15">Fort et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B70">Valverde-Barrantes et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B77">Wang et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B4">Bergmann et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B7">Carmona et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B1">Asefa et&#xa0;al., 2022</xref>). Therefore, more comprehensive investigations are required to elucidate the coordination of above- and below-ground traits in plant invasion.</p>
<p>Moso bamboo (<italic>Phyllostachys edulis</italic>) is a native giant &#x201c;running&#x201d; bamboo species widely distributed in subtropical China, comprising a significant proportion of bamboo forests (<xref ref-type="bibr" rid="B67">Song et&#xa0;al., 2016</xref>). Its rapid clonal reproduction enables it to expand and invade adjacent communities, leading to declines in plant diversity and alterations in soil fertility and microbial communities (<xref ref-type="bibr" rid="B32">Lima et&#xa0;al., 2012</xref>; <xref ref-type="bibr" rid="B57">Qin et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B82">Wu et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B83">Xu et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B35">Liu et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B53">Ouyang et&#xa0;al., 2022</xref>). As a native invasive species in subtropical regions, studying bamboo invasion provides valuable insights into the invasion process (<xref ref-type="bibr" rid="B9">Catford et&#xa0;al., 2019</xref>).</p>
<p>While previous studies have investigated changes in above- or below-ground traits in response to bamboo invasion, few have integrated both leaf and root traits or explored phenotypic integration comprehensively. Furthermore, existing studies often calculate the mean trait values of all species or dominant species in each sampling plot, neglecting the different contributions of various species to ecological processes and functions. Considering the importance of community-weighted mean trait value (CWM), which accounts for species abundance or important value (IV) in a community, a more comprehensive approach is necessary for plant invasion studies (<xref ref-type="bibr" rid="B17">Fried et&#xa0;al., 2019</xref>).</p>
<p>We employed a trait-based approach to address several critical questions: (1) Whether there are significant differences in functional traits between bamboo and broadleaf species, thus supporting the &#x201c;phenotypic divergence hypothesis&#x201d; or &#x201c;phenotypic convergence hypothesis&#x201d;? (2) Whether bamboo species exhibit stronger correlations of leaf and root traits, thus indicating higher phenotypic integration? (3) Whether above- and below-ground traits coordinate in response to bamboo invasion, thus dominated by a unidimensional plant economics spectrum or a multi-dimensional trait syndrome? Understanding these complex interactions will provide valuable insights into the mechanisms of bamboo invasion and contribute to sustainable development in subtropical evergreen broadleaf forest ecosystem.</p>
</sec>
<sec id="s2" sec-type="materials|methods">
<label>2</label>
<title>Materials and methods</title>
<sec id="s2_1">
<label>2.1</label>
<title>Study area</title>
<p>The fieldwork was conducted in Yangjifeng National Nature Reserve with an approximate area of 10946 ha, located in Jiangxi Province, southeastern China, between 117&#xb0;11&#x2032;30&#x2033; - 117&#xb0;28&#x2032;40&#x2033; E longitude and 27&#xb0;51&#x2032;10&#x2033; - 28&#xb0;02&#x2032;20&#x2033; N latitude (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1</bold>
</xref>). The reserve serves as a significant ecological corridor, connecting various parts of the Wuyi Mountains. The area experiences a typical subtropical monsoon climate, with an average annual temperature of 14.4&#xb0;C, annual precipitation of 2114 mm, relative humidity of 80%, and a frost-free period lasting 268 days (<xref ref-type="bibr" rid="B84">Zhang et&#xa0;al., 2023</xref>). The soil in the study site is classified as a Ferralsol in the FAO soil classification system (<xref ref-type="bibr" rid="B80">IUSS Working Group WRB, 2006</xref>), derived from granite, granite porphyry, and gneiss.</p>
<fig id="f1" position="float">
<label>Figure&#xa0;1</label>
<caption>
<p>Location of the study area in Yangjifeng Nature Reserve in China.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fpls-15-1410372-g001.tif"/>
</fig>
</sec>
<sec id="s2_2">
<label>2.2</label>
<title>Experimental design and plant investigation</title>
<p>The study area within the nature reserve remains relatively free from anthropogenic disturbances. As a suitable species in subtropical China (<xref ref-type="bibr" rid="B35">Liu et&#xa0;al., 2021</xref>), bamboo is widely distributed in the study area, and rapidly invades into adjacent broadleaf forest. Three distinct forest types representing typical stages of bamboo invasion were identified: original evergreen broadleaf forest (EBF, uninvaded native forest), mixed broadleaf and bamboo forest (MF, transitional forest moderately invaded by bamboo), and pure bamboo forest (BF, completely invaded by bamboo).</p>
<p>In April 2017, three parallel transects with at least 10 m intervals along the bamboo invasion pathway from the bamboo forest to the evergreen broadleaf forest were set up, which were situated at elevations ranging from 687 m to 803 m. Three plots representing three forest types under relatively homogeneous environmental conditions (including slope, position, aspect and elevation) were established within each transect, spaced at least 10 m apart. The plot sizes were 10 m &#xd7; 10 m for the bamboo forest given its relatively even distribution and 20 m &#xd7; 20 m for the mixed forest and broadleaf forest. Therefore, a total of 9 plots (3 forest types &#xd7; 3 replicates) were established. As the typical zonal forest, the evergreen broadleaf forest is generally dominated by <italic>Castanopsis eyrie, Schima superba, Quercus glauca, Lithocarpus harlandii</italic> and <italic>Rhododendron latoucheae</italic> (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Table S1</bold>
</xref>). In the mixed broadleaf and bamboo forest, the canopy coverage per unit area of bamboo species was nearly equal to that of the broadleaf species, and is generally dominated by bamboo, <italic>Castanopsis eyrie, Quercus glauca, Schima superba, Loropetalum chinense</italic> (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Table S1</bold>
</xref>). In the bamboo forest, the bamboo was the sole species in both the canopy and shrub layers. All trees and shrubs, including all bamboos and broadleaf species with a diameter at breast height (DBH) &#x2265; 5.0 cm, were measured, labeled, and recorded in terms of tree species, ages, tree height (height under the branch for bamboos), DBH, and crown width. The data collection was repeated in August 2018 (<xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref>).</p>
<table-wrap id="T1" position="float">
<label>Table&#xa0;1</label>
<caption>
<p>Description of sampling plots in different forest types (mean &#xb1; SE).</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="top" align="left">Forest types</th>
<th valign="top" align="left">Plant species</th>
<th valign="top" align="left">Stand density<break/>(stems ha<sup>-1</sup>)</th>
<th valign="top" align="left">Average DBH (cm)</th>
<th valign="top" align="left">Average H (m)</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">BF</td>
<td valign="top" align="left">bamboo</td>
<td valign="top" align="left">4033 &#xb1; 47 a</td>
<td valign="top" align="left">8.4 &#xb1; 0.1 a</td>
<td valign="top" align="left">5.2 &#xb1; 0.5 a</td>
</tr>
<tr>
<td valign="top" align="left">EBF</td>
<td valign="top" align="left">broadleaf species</td>
<td valign="top" align="left">2030 &#xb1; 501 a</td>
<td valign="top" align="left">11.4 &#xb1; 2.0 a</td>
<td valign="top" align="left">7.5 &#xb1; 1.4 a</td>
</tr>
<tr>
<td valign="top" rowspan="2" align="left">MF</td>
<td valign="top" align="left">bamboo</td>
<td valign="top" align="left">2044 &#xb1; 457 b</td>
<td valign="top" align="left">8.9 &#xb1; 0.5 a</td>
<td valign="top" align="left">6.1 &#xb1; 0.5 a</td>
</tr>
<tr>
<td valign="top" align="left">broadleaf species</td>
<td valign="top" align="left">1147 &#xb1; 390 a</td>
<td valign="top" align="left">10.9 &#xb1; 0.7 a</td>
<td valign="top" align="left">7.0 &#xb1; 0.6 a</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>Shown are the mean values and associated standard errors. DBH, diameter at breast height; H, tree height for broadleaf species and height under branch for the bamboo; BF, the bamboo forest; MF, the mixed forest; EBF, the evergreen broadleaf forest. Different small letters in the same column represent significant differences in the same species between two forest types (P&lt; 0.05).</p>
</fn>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="s2_3">
<label>2.3</label>
<title>Sampling</title>
<p>During the growing season in June 2017 and August 2018, leaf and root samples were collected from all plots. As a typical clonal species, bamboo can reproduce at different ages. Hence, the collection was done based on the classification of ages for bamboo and species for broadleaf trees. Bamboo age is represented as &#x201c;du&#x201d; to indicate the number of times it regenerates its leaves (<xref ref-type="bibr" rid="B33">Lin, 2012</xref>), and display the phenomenon of &#x201c;on-year&#x201d; production (<xref ref-type="bibr" rid="B55">Peng et&#xa0;al., 2020</xref>). Bamboo regenerates its leaves once a year in the first year, and once every two years thereafter, resulting in one &#x201c;du&#x201d; (I du) representing 1 year old, two &#x201c;du&#x201d; (II du) representing 2 and 3 years old, three &#x201c;du&#x201d; (III du) corresponding to 4 and 5 years old, and four &#x201c;du&#x201d; (IV du) corresponding to 6 and 7 years old (<xref ref-type="bibr" rid="B33">Lin, 2012</xref>). For this study, the focus was on bamboos of I du, II du, III du, and IV du, and three sample bamboos close to the average DBH of each age were selected from each plot.</p>
<p>Regarding broadleaf species, a total of 53 research objects from 25 species spanning 14 families in the evergreen broadleaf forests and the mixed forests were included (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Table S2</bold>
</xref>). Some species were duplicated in different plots, and each was treated as an independent species resulting from different soil properties (<xref ref-type="bibr" rid="B31">Li et&#xa0;al., 2022</xref>). For each broadleaf species, three sample trees based on average DBH were selected. If there were less than three trees for a certain species in the plot, all available trees were sampled. The leaf samples were taken from the outer layer of the crown, and 5 mature fully expanded healthy leaves were randomly selected from each target individual in each direction to avoid any crown position effects. For root sampling, a soil block with a depth of 0-20 cm and an area of 10 cm &#xd7; 10 cm was carefully excavated at a distance of 50 cm from the target individual in each direction, ensuring the branches of each fine root remained intact. All samples were stored at 4&#xb0;C until they were transported to the laboratory for further analysis.</p>
</sec>
<sec id="s2_4">
<label>2.4</label>
<title>Trait measurement</title>
<p>A total of 34 functional traits were measured in our study. Leaf and fine root (root diameter&lt; 2 mm) samples were scanned using an Epson V37 scanner (Seiko Epson Corporation, Japan). Three leaf thicknesses were measured at the top, middle, and bottom positions on the same side (avoiding primary veins) using a vernier caliper with an accuracy of 0.01 mm, and the average value was calculated as the leaf thickness (LT, mm). Leaf area (LA, cm<sup>2</sup>) was calculated using Image J software (National Institute of Health, Bethesda, Maryland, USA). Root length (RL, cm), root area (RA, cm<sup>2</sup>), root average diameter (RD, mm), and root volume (RV, cm<sup>3</sup>) were determined using WinRHIZO root-scanning software (Regent Instruments Inc., Ottawa, Canada).</p>
<p>An electronic balance with an accuracy of 0.0001 g was used to determine leaf fresh mass (LM<sub>f</sub>, g). Then, leaf samples were soaked in deionized water for 24 h in the dark to determine saturated fresh mass (LM<sub>sf</sub>, g). Subsequently, both leaf and root samples were oven-dried at 75&#xb0;C to a constant mass, and leaf (LM<sub>d</sub>, g) and root dry mass (RM<sub>d</sub>, g) were determined. Specific leaf area (SLA, cm<sup>2</sup> g<sup>-1</sup>), leaf dry matter content (LDMC, mg g<sup>-1</sup>), leaf tissue density (LTD, mg mm<sup>-3</sup>), leaf relative water content (LRWC, %), specific root length (SRL, m g<sup>-1</sup>), specific root area (SRA, cm<sup>2</sup> g<sup>-1</sup>), root tissue density (RTD, mg cm<sup>-3</sup>), and root biomass (RB, kg m<sup>-3</sup>) were calculated using computational formulas (<xref ref-type="table" rid="T2">
<bold>Table&#xa0;2</bold>
</xref>).</p>
<table-wrap id="T2" position="float">
<label>Table&#xa0;2</label>
<caption>
<p>Abbreviations, definitions (computational formulas) and units for 34 functional traits.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="top" align="left">Organ</th>
<th valign="top" align="left">Traits</th>
<th valign="top" align="left">Abbreviations</th>
<th valign="top" align="left">Definitions (Computational formulas)</th>
<th valign="top" align="left">Units</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" rowspan="23" align="left">Leaf</td>
<td valign="top" align="left">Leaf area</td>
<td valign="top" align="left">LA</td>
<td valign="top" align="left">Individual leaf area</td>
<td valign="top" align="left">cm<sup>2</sup>
</td>
</tr>
<tr>
<td valign="top" align="left">Specific leaf area</td>
<td valign="top" align="left">SLA</td>
<td valign="top" align="left">LA/LM<sub>d</sub>
</td>
<td valign="top" align="left">cm<sup>2</sup> g<sup>-1</sup>
</td>
</tr>
<tr>
<td valign="top" align="left">Leaf thickness</td>
<td valign="top" align="left">LT</td>
<td valign="top" align="left">Individual leaf thickness</td>
<td valign="top" align="left">mm</td>
</tr>
<tr>
<td valign="top" align="left">Leaf tissue density</td>
<td valign="top" align="left">LTD</td>
<td valign="top" align="left">LM<sub>d/</sub>(LA &#xd7; LT)</td>
<td valign="top" align="left">mg mm<sup>-3</sup>
</td>
</tr>
<tr>
<td valign="top" align="left">leaf dry matter content</td>
<td valign="top" align="left">LDMC</td>
<td valign="top" align="left">LM<sub>d/</sub>LM<sub>sf</sub>
</td>
<td valign="top" align="left">mg g<sup>-1</sup>
</td>
</tr>
<tr>
<td valign="top" align="left">Leaf C concentration</td>
<td valign="top" align="left">LCC</td>
<td valign="top" align="left">Leaf C concentration per dry mass</td>
<td valign="top" align="left">mg g<sup>-1</sup>
</td>
</tr>
<tr>
<td valign="top" align="left">Leaf N concentration</td>
<td valign="top" align="left">LNC</td>
<td valign="top" align="left">Leaf N concentration per dry mass</td>
<td valign="top" align="left">mg g<sup>-1</sup>
</td>
</tr>
<tr>
<td valign="top" align="left">Leaf P concentration</td>
<td valign="top" align="left">LPC</td>
<td valign="top" align="left">Leaf P concentration per dry mass</td>
<td valign="top" align="left">mg g<sup>-1</sup>
</td>
</tr>
<tr>
<td valign="top" align="left">Leaf C/N</td>
<td valign="top" align="left">LCN</td>
<td valign="top" align="left">Leaf C concentration/N concentration</td>
<td valign="top" align="left">&#x2014;</td>
</tr>
<tr>
<td valign="top" align="left">Leaf C/P</td>
<td valign="top" align="left">LCP</td>
<td valign="top" align="left">Leaf C concentration/P concentration</td>
<td valign="top" align="left">&#x2014;</td>
</tr>
<tr>
<td valign="top" align="left">Leaf N/P</td>
<td valign="top" align="left">LNP</td>
<td valign="top" align="left">Leaf N concentration/P concentration</td>
<td valign="top" align="left">&#x2014;</td>
</tr>
<tr>
<td valign="top" align="left">Mass-based net photosynthetic rate</td>
<td valign="top" align="left">A<sub>mass</sub>
</td>
<td valign="top" align="left">A<sub>area</sub> &#xd7; SLA</td>
<td valign="top" align="left">nmol g<sup>-1</sup> s<sup>-1</sup>
</td>
</tr>
<tr>
<td valign="top" align="left">Mass-based dark respiration rate</td>
<td valign="top" align="left">R<sub>mass</sub>
</td>
<td valign="top" align="left">R<sub>area</sub> &#xd7; SLA</td>
<td valign="top" align="left">nmol g<sup>-1</sup> s<sup>-1</sup>
</td>
</tr>
<tr>
<td valign="top" align="left">Transpiration rate</td>
<td valign="top" align="left">E</td>
<td valign="top" align="left">&#x2014;</td>
<td valign="top" align="left">mmol m<sup>-2</sup> s<sup>-1</sup>
</td>
</tr>
<tr>
<td valign="top" align="left">Stomatal conductance</td>
<td valign="top" align="left">Gs</td>
<td valign="top" align="left">&#x2014;</td>
<td valign="top" align="left">mmol m<sup>-2</sup> s<sup>-1</sup>
</td>
</tr>
<tr>
<td valign="top" align="left">Intercellular carbon dioxide concentration</td>
<td valign="top" align="left">Ci</td>
<td valign="top" align="left">&#x2014;</td>
<td valign="top" align="left">&#x3bc;mol mol <sup>&#x2212;1</sup>
</td>
</tr>
<tr>
<td valign="top" align="left">Stomatal limitation</td>
<td valign="top" align="left">Ls</td>
<td valign="top" align="left">(1- Ci)/air carbon dioxide concentrations</td>
<td valign="top" align="left">&#x2014;</td>
</tr>
<tr>
<td valign="top" align="left">Instantaneous carbon use efficiency</td>
<td valign="top" align="left">ICUE</td>
<td valign="top" align="left">(A<sub>area</sub>/(A<sub>area</sub>+ R<sub>area</sub>)) &#xd7; 100%</td>
<td valign="top" align="left">%</td>
</tr>
<tr>
<td valign="top" align="left">Photosynthetic N use efficiency</td>
<td valign="top" align="left">PNUE</td>
<td valign="top" align="left">(A<sub>area</sub> &#xd7; SLA)/LNC</td>
<td valign="top" align="left">&#xb5;mol g<sup>-1</sup> s<sup>-1</sup>
</td>
</tr>
<tr>
<td valign="top" align="left">Photosynthetic P use efficiency</td>
<td valign="top" align="left">PPUE</td>
<td valign="top" align="left">(A<sub>area</sub> &#xd7; SLA)/LPC</td>
<td valign="top" align="left">&#xb5;mol mg<sup>-1</sup> s<sup>-1</sup>
</td>
</tr>
<tr>
<td valign="top" align="left">Carboxylation efficiency</td>
<td valign="top" align="left">CE</td>
<td valign="top" align="left">A<sub>area</sub>/Ci</td>
<td valign="top" align="left">mol cm<sup>-2</sup> s<sup>-1</sup>
</td>
</tr>
<tr>
<td valign="top" align="left">Leaf relative water content</td>
<td valign="top" align="left">LRWC</td>
<td valign="top" align="left">((LM<sub>f</sub> - LM<sub>d</sub>)/(LM<sub>sf</sub> - LM<sub>d</sub>)) &#xd7;100%</td>
<td valign="top" align="left">%</td>
</tr>
<tr>
<td valign="top" align="left">Instantaneous water use efficiency</td>
<td valign="top" align="left">WUE</td>
<td valign="top" align="left">A<sub>area</sub>/E</td>
<td valign="top" align="left">&#xb5;mol mmol<sup>-1</sup>
</td>
</tr>
<tr>
<td valign="top" rowspan="11" align="left">Root</td>
<td valign="top" align="left">Specific root length</td>
<td valign="top" align="left">SRL</td>
<td valign="top" align="left">RL/RM<sub>d</sub>
</td>
<td valign="top" align="left">m g<sup>-1</sup>
</td>
</tr>
<tr>
<td valign="top" align="left">Specific root area</td>
<td valign="top" align="left">SRA</td>
<td valign="top" align="left">RA/RM<sub>d</sub>
</td>
<td valign="top" align="left">cm<sup>2</sup> g<sup>-1</sup>
</td>
</tr>
<tr>
<td valign="top" align="left">Root diameter</td>
<td valign="top" align="left">RD</td>
<td valign="top" align="left">Root average diameter</td>
<td valign="top" align="left">mm</td>
</tr>
<tr>
<td valign="top" align="left">Root tissue density</td>
<td valign="top" align="left">RTD</td>
<td valign="top" align="left">RM<sub>d</sub>/RV</td>
<td valign="top" align="left">mg cm<sup>-3</sup>
</td>
</tr>
<tr>
<td valign="top" align="left">Root biomass</td>
<td valign="top" align="left">RB</td>
<td valign="top" align="left">RM<sub>d</sub>/soil sampling volume</td>
<td valign="top" align="left">kg m<sup>-3</sup>
</td>
</tr>
<tr>
<td valign="top" align="left">Root C concentration</td>
<td valign="top" align="left">RCC</td>
<td valign="top" align="left">Root C concentration per dry mass</td>
<td valign="top" align="left">mg g<sup>-1</sup>
</td>
</tr>
<tr>
<td valign="top" align="left">Root N concentration</td>
<td valign="top" align="left">RNC</td>
<td valign="top" align="left">Root N concentration per dry mass</td>
<td valign="top" align="left">mg g<sup>-1</sup>
</td>
</tr>
<tr>
<td valign="top" align="left">Root P concentration</td>
<td valign="top" align="left">RPC</td>
<td valign="top" align="left">Root P concentration per dry mass</td>
<td valign="top" align="left">mg g<sup>-1</sup>
</td>
</tr>
<tr>
<td valign="top" align="left">Root C/N</td>
<td valign="top" align="left">RCN</td>
<td valign="top" align="left">Root C concentration/N concentration</td>
<td valign="top" align="left">&#x2014;</td>
</tr>
<tr>
<td valign="top" align="left">Root C/P</td>
<td valign="top" align="left">RCP</td>
<td valign="top" align="left">Root C concentration/P concentration</td>
<td valign="top" align="left">&#x2014;</td>
</tr>
<tr>
<td valign="top" align="left">Root N/P</td>
<td valign="top" align="left">RNP</td>
<td valign="top" align="left">Root N concentration/P concentration</td>
<td valign="top" align="left">&#x2014;</td>
</tr>
</tbody>
</table>
</table-wrap>
<p>The chemical elements were determined after grinding the dried leaves and roots into a fine powder using a sample grinder and screening with a 1mm sieve. Leaf and root C and N concentrations per dry mass (LCC and LNC, RCC and RNC, respectively; mg g<sup>-1</sup>) were determined using a CHNS/O Elemental Analyzer (Vario EL III, Elementar, Germany). The leaf and root P concentrations per dry mass (LPC and RPC, respectively; mg g<sup>-1</sup>) were determined using a Continuous Flow Analytical System (SAN ++, Skalar, Holland) after H<sub>2</sub>SO<sub>4</sub>-HClO<sub>4</sub> digestion. Leaf and root stoichiometric ratios were calculated.</p>
<p>Leaf photosynthetic parameters were measured using a portable LI-6400 photosynthesis system (LI-COR, Lincoln, Nebraska, USA) in June 2017. Measurements were conducted from 09:00 AM to 11:00 AM in the sunny and windless morning to avoid stomatal closure at midday. The measured parameters included area-based net photosynthetic rate (A<sub>area</sub>, &#x3bc;mol m<sup>&#x2212;2</sup> s<sup>&#x2212;1</sup>), transpiration rate (E, mmol m<sup>-2</sup> s<sup>-1</sup>), stomatal conductance (Gs, mmol m<sup>-2</sup> s<sup>-1</sup>), and intercellular carbon dioxide (CO<sub>2</sub>) concentrations (Ci, &#x3bc;mol mol<sup>&#x2212;1</sup>) of the healthy, fully expanded, upper leaves completely exposed to light in four directions from three representative individuals. Area-based dark respiration rate (R<sub>area</sub>, &#xb5;mol m<sup>-2</sup> s<sup>-1</sup>) was measured after at least 30 min of dark adaptation. Mass-based net photosynthetic rate (A<sub>mass</sub>, nmol g<sup>-1</sup> s<sup>-1</sup>), mass-based dark respiration rate (R<sub>mass</sub>, nmol g<sup>-1</sup> s<sup>-1</sup>), stomatal limitation (Ls), instantaneous carbon use efficiency (ICUE, %), photosynthetic N use efficiency (PNUE, &#xb5;mol g<sup>-1</sup> s<sup>-1</sup>), photosynthetic P use efficiency (PPUE, &#xb5;mol mg<sup>-1</sup> s<sup>-1</sup>), carboxylation efficiency (CE, mol cm<sup>-2</sup> s<sup>-1</sup>), and instantaneous water use efficiency (WUE, &#xb5;mol mmol<sup>-1</sup>) were calculated using computational formulas (<xref ref-type="table" rid="T2">
<bold>Table&#xa0;2</bold>
</xref>).</p>
</sec>
<sec id="s2_5">
<label>2.5</label>
<title>Statistical analysis</title>
<p>The community-weighted mean trait value (CWM) was used to measure the functional composition of the community (<xref ref-type="bibr" rid="B36">Lodge et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B66">Sodhi et&#xa0;al., 2019</xref>). In this study, a community is referred to as a sampling plot. Plot-level mean trait values (CWM<sub>plot</sub>) were weighted by the Important Value (IV), manifesting the contribution of one species&#x2019; functional traits to the plot&#x2019;s functional traits:</p>
<disp-formula>
<mml:math display="block" id="M1">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mtext>CWM</mml:mtext>
</mml:mrow>
<mml:mrow>
<mml:mtext>plot</mml:mtext>
</mml:mrow>
</mml:msub>
<mml:mo>=</mml:mo>
<mml:mstyle displaystyle="true">
<mml:munderover>
<mml:mo>&#x2211;</mml:mo>
<mml:mrow>
<mml:mtext>i</mml:mtext>
<mml:mo>=</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
<mml:mtext>n</mml:mtext>
</mml:munderover>
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mtext>IV</mml:mtext>
</mml:mrow>
<mml:mtext>i</mml:mtext>
</mml:msub>
<mml:mo>&#xd7;</mml:mo>
<mml:msub>
<mml:mrow>
<mml:mtext>&#xa0;trait</mml:mtext>
</mml:mrow>
<mml:mtext>i</mml:mtext>
</mml:msub>
</mml:mrow>
</mml:mstyle>
</mml:mrow>
</mml:math>
</disp-formula>
<p>where n is the number of species for broadleaf species and the number of age classes for bamboos in each plot; IV<sub>i</sub> is the important value of species i for broadleaf and that of age i for bamboos, calculated as the mean of the relative abundance, relative significance, and relative height; trait<sub>i</sub> is the trait value of species i for broadleaf and that of age i for bamboos.</p>
<p>Student&#x2019;s t-test was used to compare the differences in leaf and root traits of the bamboo or broadleaf species between two different forest types and between the bamboo and broadleaf species in the mixed forests using SPSS 22 (SPSS Inc., Chicago, IL, USA). Graphs were created using Origin 2018 software (Origin Lab, Northampton, Massachusetts, USA).</p>
<p>Based on autocorrelation among the stoichiometry as well as photosynthetic traits, the C, N and P stoichiometric ratios were eliminated and only two photosynthetic traits (A<sub>mass</sub> and R<sub>mass</sub>) were retained. Then, PCA analysis for the leaf and root was first performed to screen out the key traits, respectively (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figures S1A, B</bold>
</xref>). In the PCA analysis of leaf traits, PC1 explaining 41.6% of the variation indicated strong positive loadings on SLA, LNC and LPC, as well as negative loadings on LT (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figure S1A</bold>
</xref>). PC2 explaining 19.5% of the variation represented the strongest positive loading on LTD (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figure S1A</bold>
</xref>). In the PCA analysis of root traits, PC1 explaining 49.1% of the variation indicated strong positive loading on RTD and negative loadings on RPC and RNC (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figure S1B</bold>
</xref>). PC2 explaining 20.6% of the variation represented the strong positive loading on SRL and negative loading on RD (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figure S1B</bold>
</xref>). Hence, these five analogous trait pairs (LNC-RNC, LPC-RPC, SLA-SRL, LT-RD, and LTD-RTD) were selected as leaf and root key traits. Phenotypic integration was estimated using the key trait network (<xref ref-type="bibr" rid="B42">Messier et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B43">Michelaki et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B58">Rao et&#xa0;al., 2023</xref>; <xref ref-type="bibr" rid="B63">S&#xe1;nchez-Bermejo et&#xa0;al., 2023</xref>), which included the number of significant key trait correlation pairs (<xref ref-type="bibr" rid="B51">Osunkoya et&#xa0;al., 2010</xref>, <xref ref-type="bibr" rid="B52">2014</xref>; <xref ref-type="bibr" rid="B38">Luo et&#xa0;al., 2015</xref>; <xref ref-type="bibr" rid="B85">Zimmermann et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B39">Matesanz et&#xa0;al., 2021</xref>), and correlations of multiple traits between leaf and root traits. In our trait network, leaf and root traits are nodes, and trait-trait relationships are edges. Network estimation was conducted using the &#x201c;qgraph&#x201d; and &#x201c;bootnet&#x201d; packages in R software (v 4.2.1, R Core Development Team, 2022). Least absolute shrinkage and selection operator (LASSO) and extended Bayesian information criteria (EBIC) were applied for shrinking edges of a network, and the tuning parameter was set to 0.5 to sparsify the network (<xref ref-type="bibr" rid="B2">Bai et&#xa0;al., 2022</xref>). Centrality parameters, including closeness centrality, betweenness centrality, strength centrality, and Expected Influence, were calculated using the &#x201c;qgraph&#x201d; package in R (<xref ref-type="bibr" rid="B13">Epskamp et&#xa0;al., 2012</xref>). Considering the identification of hub traits (<xref ref-type="bibr" rid="B23">Kleyer et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B39">Matesanz et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B58">Rao et&#xa0;al., 2023</xref>), traits had the highest connectivity and Expected Influence were identified as hub traits, which play regulatory roles in plant phenotype (<xref ref-type="bibr" rid="B59">Rao et&#xa0;al., 2021</xref>). Pearson&#x2019;s correlation analysis was conducted between the 10 leaf and root key traits to analyze the correlation using the &#x201c;PerformanceAnalytics&#x201d; package in R (<xref ref-type="bibr" rid="B56">Peterson et&#xa0;al., 2020</xref>). Multiple Factor Analysis (MFA), a multivariate ordination method, was used to analyze the correlation between two groups (i.e. leaf and root traits). RV (Robust variance), a between-group correlation coefficient, ranges from 0, representing complete uncorrelation in every variable between two groups, to 1, indicating perfect homotheticity in every variable between two groups (<xref ref-type="bibr" rid="B3">Baraloto et&#xa0;al., 2010</xref>). MFA was performed using the &#x201c;FactoMineR&#x201d; package in R (<xref ref-type="bibr" rid="B27">L&#xea; et&#xa0;al., 2008</xref>).</p>
<p>Principal Component Analysis (PCA) was conducted on leaf, root, and integrated leaf and root traits to identify the resource strategies of the bamboo and broadleaf species using the &#x201c;factoextra&#x201d; package in R (<xref ref-type="bibr" rid="B22">Kassambara and Mundt, 2020</xref>). Permutational multivariate analysis of variance (PERMANOVA) were performed to detect the differences in different forest types and species using &#x201c;adonis&#x201d; function of &#x201c;vegan&#x201d; package (<xref ref-type="bibr" rid="B49">Oksanen et&#xa0;al., 2019</xref>). Visualization was done using the &#x201c;ggplot2&#x201d; and &#x201c;corrplot&#x201d; packages.</p>
</sec>
</sec>
<sec id="s3" sec-type="results">
<label>3</label>
<title>Results</title>
<sec id="s3_1">
<label>3.1</label>
<title>Differences in leaf and root traits</title>
<p>Within the bamboo species, several leaf and root traits showed significant differences between the mixed forests and the bamboo forests. LCC, LNC, LPC, Ls, ICUE, and CE were significantly higher in the mixed forest (<italic>P</italic>&lt; 0.05; <xref ref-type="fig" rid="f2">
<bold>Figures&#xa0;2</bold>
</xref>, <xref ref-type="fig" rid="f3">
<bold>3</bold>
</xref>). Conversely, LCP, LNP, LT, R<sub>mass</sub>, E, Gs, and Ci were lower (<italic>P</italic>&lt; 0.05; <xref ref-type="fig" rid="f2">
<bold>Figures&#xa0;2</bold>
</xref>, <xref ref-type="fig" rid="f3">
<bold>3</bold>
</xref>).</p>
<fig id="f2" position="float">
<label>Figure&#xa0;2</label>
<caption>
<p>Differences in leaf C, N, and P stoichiometry and morphological traits (mean &#xb1; SD). BF, the bamboo forest; MF, the mixed forest; EBF, the evergreen broadleaf forest. ***&lt; 0.001; **&lt; 0.01; *&lt; 0.05; NS indicated no significant difference. See <xref ref-type="table" rid="T2">
<bold>Table&#xa0;2</bold>
</xref> for trait abbreviations.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fpls-15-1410372-g002.tif"/>
</fig>
<fig id="f3" position="float">
<label>Figure&#xa0;3</label>
<caption>
<p>Differences in leaf photosynthetic traits (mean &#xb1; SD). BF, the bamboo forest; MF, the mixed forest; EBF, the evergreen broadleaf forest. ***&lt; 0.001; **&lt; 0.01; *&lt; 0.05; NS indicated no significant difference. See <xref ref-type="table" rid="T2">
<bold>Table&#xa0;2</bold>
</xref> for trait abbreviations.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fpls-15-1410372-g003.tif"/>
</fig>
<p>For the broadleaf species, LNC, LPC, A<sub>mass</sub>, E, and Gs in the evergreen broadleaf forests were higher compared to the mixed forests (<italic>P&lt;</italic> 0.05; <xref ref-type="fig" rid="f2">
<bold>Figures&#xa0;2</bold>
</xref>, <xref ref-type="fig" rid="f3">
<bold>3</bold>
</xref>). Conversely, LCN, LCP, and RTD were significantly lower in the evergreen broadleaf forests (<italic>P</italic>&lt; 0.05; <xref ref-type="fig" rid="f2">
<bold>Figures&#xa0;2</bold>
</xref>, <xref ref-type="fig" rid="f4">
<bold>4</bold>
</xref>).</p>
<fig id="f4" position="float">
<label>Figure&#xa0;4</label>
<caption>
<p>Differences in root traits (mean &#xb1; SD). BF, the bamboo forest; MF, the mixed forest; EBF, the evergreen broadleaf forest. ***&lt; 0.001; **&lt; 0.01; *&lt; 0.05; NS indicated no significant difference. See <xref ref-type="table" rid="T2">
<bold>Table&#xa0;2</bold>
</xref> for trait abbreviations.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fpls-15-1410372-g004.tif"/>
</fig>
<p>In the mixed forests after bamboo expansion, several leaf and root traits of bamboo species exhibited significant differences compared to the broadleaf species. Specifically, LNC, LPC, SLA, A<sub>mass</sub>, R<sub>mass</sub>, RCN, RD, and RB in the bamboo species were significantly higher (<italic>P</italic>&lt; 0.05; <xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Table S3</bold>
</xref>; <xref ref-type="fig" rid="f2">
<bold>Figures&#xa0;2</bold>
</xref>&#x2013;<xref ref-type="fig" rid="f4">
<bold>4</bold>
</xref>). On the other hand, LCN, LCP, LNP, LA, LT, Gs, RNC, RPC, SRL, and SRA were significantly lower (<italic>P</italic>&lt; 0.05; <xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Table S3</bold>
</xref>; <xref ref-type="fig" rid="f2">
<bold>Figures&#xa0;2</bold>
</xref>&#x2013;<xref ref-type="fig" rid="f4">
<bold>4</bold>
</xref>).</p>
</sec>
<sec id="s3_2">
<label>3.2</label>
<title>Correlations between leaf and root traits</title>
<p>The bamboos demonstrated stronger correlations between leaf and root traits compared to the broadleaf species (<xref ref-type="fig" rid="f5">
<bold>Figures&#xa0;5</bold>
</xref>, <xref ref-type="fig" rid="f6">
<bold>6</bold>
</xref>; <xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figures S2</bold>
</xref>, <xref ref-type="supplementary-material" rid="SM1">
<bold>S3</bold>
</xref>). Specifically, there were 16 pairs of significantly correlated leaf and root traits for the bamboo species (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figure S2</bold>
</xref>) and 11 pairs for the broadleaf species (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figure S3</bold>
</xref>) at a significance level of <italic>P</italic>&lt; 0.05. The bamboos exhibited significant between-group correlations between leaf and root traits (<italic>P</italic>&lt; 0.05; <xref ref-type="fig" rid="f6">
<bold>Figures&#xa0;6A, C</bold>
</xref>), while the broadleaf species did not show significant between-group correlations (<italic>P</italic> &gt; 0.05; <xref ref-type="fig" rid="f6">
<bold>Figures&#xa0;6B, D</bold>
</xref>). These findings indicate that the bamboo species had higher phenotypic integration compared to the broadleaf species. Notably, among the traits studied, LNC was identified as the hub trait in our analysis (<xref ref-type="fig" rid="f5">
<bold>Figure&#xa0;5</bold>
</xref>; <xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figures S4</bold>
</xref>, <xref ref-type="supplementary-material" rid="SM1">
<bold>S5</bold>
</xref>).</p>
<fig id="f5" position="float">
<label>Figure&#xa0;5</label>
<caption>
<p>Traits&#x2019; correlation networks among the 10 leaf and root key traits. <bold>(A)</bold> Network analysis on the bamboo and <bold>(B)</bold> the broadleaf species. Light blue and light salmon nodes represent leaf and root traits, respectively. Green and red edges manifest the positive and negative correlations (<italic>P</italic>&lt; 0.05), respectively. Thicker edges indicate stronger associations between two nodes. See <xref ref-type="table" rid="T2">
<bold>Table&#xa0;2</bold>
</xref> for trait abbreviations.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fpls-15-1410372-g005.tif"/>
</fig>
<fig id="f6" position="float">
<label>Figure&#xa0;6</label>
<caption>
<p>Multiple factor analysis between leaf and root traits. <bold>(A)</bold> MFA of 23 leaf traits and 11 root traits on the bamboo and <bold>(B)</bold> the broadleaf species; <bold>(C)</bold> MFA of 10 leaf and root key traits on the bamboo and <bold>(D)</bold> the broadleaf species. The gradient bar from dark blue to dark red indicates the RV (Robust variance) values ranging from 1 to -1. Numerical values in the graphs indicate the RV, and significant RV values are asterisked with red. The size of the sector in the pie chart represents the RV values. Blue in the pie chart represents positive RV values, and the darker the blue, the closer the RV values are to 1. **&lt; 0.01; *&lt; 0.05.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fpls-15-1410372-g006.tif"/>
</fig>
</sec>
<sec id="s3_3">
<label>3.3</label>
<title>Plant strategies</title>
<p>Considering the forest type, PERMANOVA analysis indicated no significant differences on leaf, root and the integrated leaf and root traits between forest types within the bamboo species (<italic>P</italic> = 0.183, <italic>P</italic> = 0.054 and <italic>P</italic> = 0.169, respectively) (<xref ref-type="fig" rid="f7">
<bold>Figures&#xa0;7A&#x2013;C</bold>
</xref>), and within the broadleaf species (<italic>P</italic> = 0.566, <italic>P</italic> = 0.069 and <italic>P</italic> = 0.510, respectively) (<xref ref-type="fig" rid="f8">
<bold>Figures&#xa0;8A&#x2013;C</bold>
</xref>).</p>
<fig id="f7" position="float">
<label>Figure&#xa0;7</label>
<caption>
<p>Bioplot of principal component analysis on key traits of bamboo species in different forests. <bold>(A)</bold> PCA on the leaf traits, <bold>(B)</bold> the root traits, and <bold>(C)</bold> the integrated leaf and root traits. BF, the bamboo forest; MF, the mixed forest. See <xref ref-type="table" rid="T2">
<bold>Table&#xa0;2</bold>
</xref> for trait abbreviations.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fpls-15-1410372-g007.tif"/>
</fig>
<fig id="f8" position="float">
<label>Figure&#xa0;8</label>
<caption>
<p>Bioplot of principal component analysis on key traits of broadleaf species in different forests. <bold>(A)</bold> PCA on the leaf traits, <bold>(B)</bold> the root traits, and <bold>(C)</bold> the integrated leaf and root traits. EBF, the evergreen broadleaf forest; MF, the mixed forest. See <xref ref-type="table" rid="T2">
<bold>Table&#xa0;2</bold>
</xref> for trait abbreviations.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fpls-15-1410372-g008.tif"/>
</fig>
<p>Considering the species, significant differences on leaf, root and the integrated leaf and root traits between bamboo and broadleaf species were detected (<italic>P</italic> = 0.001) (<xref ref-type="fig" rid="f9">
<bold>Figures&#xa0;9A&#x2013;C</bold>
</xref>). In the leaf PCA analysis, the first and second principal components (PC1 and PC2) explained 70.3% and 20.2% of the total variance, respectively (<xref ref-type="fig" rid="f9">
<bold>Figure&#xa0;9A</bold>
</xref>). PC1 represented a variation along the leaf economics spectrum (LES) and was characterized by negative values, indicating high values of traits such as LNC, LPC, and SLA, which are associated with the acquisitive strategy of the bamboo species (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Table S4</bold>
</xref>). On the other hand, positive values along PC1 were related to high LT, representing the conservative strategy of the broadleaf species (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Table S4</bold>
</xref>). PC2 was primarily determined by LTD, showing a variation in leaf tissue density (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Table S4</bold>
</xref>). Regarding the root traits, two principal components summarized the five traits and accounted for 80.1% of the total variance (<xref ref-type="fig" rid="f9">
<bold>Figure&#xa0;9B</bold>
</xref>). PC1, explaining 49.2% of the variance, was chiefly influenced by RPC, RNC, and RTD, representing a variation in nutrient traits and root tissue density along the root economics spectrum (RES) (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Table S4</bold>
</xref>). Negative values along PC1, with high RPC and RNC, were associated with the acquisitive strategy of the broadleaf species, while positive values, with high RTD, indicated the conservative strategy of the bamboos (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Table S4</bold>
</xref>). PC2, explaining 30.9% of the variance, was primarily loaded on RD and SRL, reflecting a variation in root thickness (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Table S4</bold>
</xref>). The integration of all 10 leaf and root traits was expressed by three dimensions, accounting for 78.2% of the total variance (<xref ref-type="fig" rid="f9">
<bold>Figure&#xa0;9C</bold>
</xref>). The first dimension (48.8% variance) was mainly influenced by LPC, SLA, LNC, and LT, reflecting leaf economy (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Table S4</bold>
</xref>). The second dimension (16.3% variance) was primarily loaded on RD and SRL, indicating root morphology (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Table S4</bold>
</xref>). The third dimension (13.1% variance) was chiefly loaded on RPC and RNC, related to root nutrient traits (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Table S4</bold>
</xref>).</p>
<fig id="f9" position="float">
<label>Figure&#xa0;9</label>
<caption>
<p>Bioplot of principal component analysis on key traits of bamboo and broadleaf species. <bold>(A)</bold> PCA on the leaf traits, <bold>(B)</bold> the root traits, and <bold>(C)</bold> the integrated leaf and root traits. See <xref ref-type="table" rid="T2">
<bold>Table&#xa0;2</bold>
</xref> for trait abbreviations.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fpls-15-1410372-g009.tif"/>
</fig>
</sec>
</sec>
<sec id="s4" sec-type="discussion">
<label>4</label>
<title>Discussion</title>
<sec id="s4_1">
<label>4.1</label>
<title>&#x201c;Phenotypic convergence&#x201d; or &#x201c;phenotypic divergence&#x201d;?</title>
<p>Our results indicated significant differences in most leaf and root key traits (i.e. LNC, LPC, LCN, LCP, LNP, SLA, LA, LT, A<sub>mass</sub>, R<sub>mass</sub>, Gs, RNC, RPC, RCN, SRL, SRA, RD, and RB) between bamboo and broadleaf species, providing strong support for the &#x201c;phenotypic divergence hypothesis&#x201d;.</p>
<p>It is well recognized that differences in leaf and root traits between plant life forms (e.g., bamboo and broadleaf species belonging to monocotyledons of Poaceae and woody plants, respectively) lead to variations in resource demand and utilization, such as light, water, and nutrients. SLA, which characterizes a plant&#x2019;s ability to capture light and assimilate CO<sub>2</sub>, has been shown to distinguish invasive and native species effectively. The higher SLA with thinner leaves in bamboo species enhances CO<sub>2</sub> assimilation capacity at a relatively low cost, while lower Gs facilitates more effective stomatal control, contributing to their competitive advantage over broadleaf species. Notably, bamboo leaf anatomy was found to differ from typical &#x201c;kranz anatomy&#x201d; observed in other gramineous plants with C4 photosynthetic pathway but resembled that of broadleaf species with C3 photosynthetic pathway. However, bamboo species displayed significantly higher A<sub>mass</sub> and R<sub>mass</sub> compared to broadleaf species, indicating superior assimilate production capacity and photosynthetic efficiency, consistent with findings from other bamboo species (<italic>Chusquea ramosissima</italic> and <italic>Chusquea tenella</italic>) (<xref ref-type="bibr" rid="B46">Montti et&#xa0;al., 2014</xref>). Besides, bamboo can benefit from its competitive advantages not only in full light environment, but also in light-limited environment (<xref ref-type="bibr" rid="B73">Wang et&#xa0;al., 2016</xref>). Therefore, it can hinder broadleaf species from capturing light resources, forming a shadowing effect and thus inhibiting the growth and regeneration of broadleaf species. Bamboo species also exhibited higher leaf N and P concentrations, photosynthetic, and respiration rates than broadleaf species, similar to what has been documented for most invasive species (<xref ref-type="bibr" rid="B19">Heberling and Mason, 2018</xref>; <xref ref-type="bibr" rid="B40">Mathakutha et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B12">D&#xed;az de Le&#xf3;n Guerrero et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B54">Palma et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B74">Wang et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B45">Montesinos, 2022</xref>). These traits demonstrate elevated leaf nutrient status and photosynthetic potential, supporting their competitive advantage. However, bamboo species showed lower root N and P concentrations, as suggested in previous research (<xref ref-type="bibr" rid="B48">Ning et&#xa0;al., 2017</xref>), where bamboo species as monocotyledons of Poaceae are typically characterized by lower root N and P but higher root C:N ratio.</p>
<p>The contrasting N and P concentrations between leaves and roots may result from the differences in organ structure and function during the growing season (<xref ref-type="bibr" rid="B44">Minden and Kleyer, 2014</xref>). Vigorous photosynthesis in the growing season without water limitation requires a large amount of N and P for the production of photosynthetic proteins and chlorophyll, as well as for ATP synthesis and enzyme catalysis. As a result, bamboo species allocate more N and P to leaves than to roots in comparison to broadleaf species, suggesting fast above-ground growth to gather more light in the understory. As a shade-tolerant species (<xref ref-type="bibr" rid="B73">Wang et&#xa0;al., 2016</xref>), bamboos species have low light compensation point, beneficial to capturing low light. Therefore, it seems that under the mixed canopy, bamboo species are considered to be good competitors in low-light conditions (<xref ref-type="bibr" rid="B73">Wang et&#xa0;al., 2016</xref>). Roots, on the other hand, encounter more complex soil habitats, leading to greater variability and uncertainty in root traits compared to leaf traits. Thicker roots with lower specific root length and specific root area in bamboo species facilitate penetration of harder soils (<xref ref-type="bibr" rid="B40">Mathakutha et&#xa0;al., 2019</xref>), reduce hydraulic failure (<xref ref-type="bibr" rid="B37">Lozano et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B1">Asefa et&#xa0;al., 2022</xref>), and acquire more soil resources via fungal extraradical hyphae (<xref ref-type="bibr" rid="B70">Valverde-Barrantes et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B11">de la Riva et&#xa0;al., 2018</xref>). This trait divergence allows bamboo species to access vacant niches in recipient communities, potentially facilitating their invasion into broadleaf forests. Therefore, establishment of broadleaf species with key traits similar to bamboo species may confer the resistance of bamboo invasion and maintain subtropical forest ecosystem function.</p>
<p>However, some traits may fluctuate during the growing season, particularly if resources also fluctuate (<xref ref-type="bibr" rid="B75">Wang et&#xa0;al., 2022</xref>). Additionally, it was reported that trait divergence was habitat-dependent, strongly influencing by environmental conditions (<xref ref-type="bibr" rid="B68">Tecco et&#xa0;al., 2010</xref>; <xref ref-type="bibr" rid="B38">Luo et&#xa0;al., 2015</xref>). As a result, the &#x201c;phenotypic divergence hypothesis&#x201d; may not work in stressful environments.</p>
</sec>
<sec id="s4_2">
<label>4.2</label>
<title>Higher phenotypic integration for the bamboos?</title>
<p>In our study, we estimated phenotypic integration using a trait network (<xref ref-type="bibr" rid="B42">Messier et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B43">Michelaki et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B58">Rao et&#xa0;al., 2023</xref>; <xref ref-type="bibr" rid="B63">S&#xe1;nchez-Bermejo et&#xa0;al., 2023</xref>) and individual trait-pair correlations between leaf and root traits (<xref ref-type="bibr" rid="B51">Osunkoya et&#xa0;al., 2010</xref>, <xref ref-type="bibr" rid="B52">2014</xref>; <xref ref-type="bibr" rid="B38">Luo et&#xa0;al., 2015</xref>; <xref ref-type="bibr" rid="B85">Zimmermann et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B39">Matesanz et&#xa0;al., 2021</xref>). The results showed stronger trait correlations and more significant correlations between individual leaf and root traits in bamboo species compared to broadleaf species, in conformity with previous studies on invasive vines (<xref ref-type="bibr" rid="B51">Osunkoya et&#xa0;al., 2010</xref>, <xref ref-type="bibr" rid="B52">2014</xref>) and <italic>Acer pseudoplatanus</italic> (<xref ref-type="bibr" rid="B65">Shouman et&#xa0;al., 2020</xref>). These findings indicated higher phenotypic integration in bamboo species. Highly integrated phenotypes in plants allow for better adaptation to environmental changes, enabling efficient acquisition of resources and response to environmental stresses (<xref ref-type="bibr" rid="B18">Gianoli and Palacio-L&#xf3;pez, 2009</xref>; <xref ref-type="bibr" rid="B38">Luo et&#xa0;al., 2015</xref>). Consequently, higher phenotypic integration in bamboos contributes to their superior performance and facilitates invasion into broadleaf forests. Specifically, LNC characterized by the highest Expected Influence and connectivity (<xref ref-type="bibr" rid="B58">Rao et&#xa0;al., 2023</xref>), was identified as the hub trait, further supporting the concept of phenotypic integration. Our findings emphasized the importance of phenotypic integration in regulating bamboo invasion. Broadleaf species with higher trait correlation can be selected to enhance invasion resistance.</p>
<p>Interestingly, while previous literature emphasized the roles of SLA and LNC as primary traits coordinating with others in the leaf economic spectrum (<xref ref-type="bibr" rid="B81">Wright et&#xa0;al., 2004</xref>), our trait network did not emphasize SLA. This discrepancy may be due to weak correlations between SLA and other traits in bamboo species, as identified by <xref ref-type="bibr" rid="B42">Messier et&#xa0;al. (2017)</xref>. Moreover, our study revealed differences in the relationship between leaf and root traits among bamboo and broadleaf species, indicating that plant phylogeny, including evolution and taxonomy, can have a greater impact on functional traits than environmental factors (<xref ref-type="bibr" rid="B14">Figueroa and Armesto, 2001</xref>; <xref ref-type="bibr" rid="B77">Wang et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B34">Liu et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B76">Wang et&#xa0;al., 2024</xref>). The weak correlation between leaf and root traits in broadleaf species suggests that broadleaf species integrate traits in various ways to improve their fitness in response to bamboo invasion.</p>
</sec>
<sec id="s4_3">
<label>4.3</label>
<title>Does a unidimensional plant economic spectrum or a multi-dimensional trait syndrome dominate above- and below-ground strategies?</title>
<p>Our results indicated strong trade-off among leaf traits, representing a unidimensional leaf economic spectrum (<xref ref-type="bibr" rid="B81">Wright et&#xa0;al., 2004</xref>). The leaf &#x201c;conservation&#x201d; gradient of the LES, which describes a trade-off between leaf traits associated with a &#x201c;slow&#x201d; to &#x201c;fast&#x201d; return on resource investment, is evident in bamboo species with higher SLA, LNC, LPC, A<sub>mass</sub>, and R<sub>mass</sub>, and lower LA and LT. This acquisitive strategy enables bamboo species to effectively capture light and absorb nutrients and water resources, providing them with a competitive edge over broadleaf species. In contrast, the evergreen broadleaf species in our study, with lower SLA, larger leaf area, and thicker leaves, display a &#x201c;slow investment - return&#x201d; strategy, investing more biomass in leaf tissue toughness and stem growth.</p>
<p>However, our study also revealed a two-dimensional root trait syndrome, indicating a trade-off between root traits in bamboo and broadleaf species. The significantly negative correlation between RNC and RTD represents a &#x201c;conservation&#x201d; gradient, indicating the classical root economics spectrum characterized by root acquisition-conservation trade-off. Bamboo species exhibit lower RNC and RPC and higher RTD, representing a &#x201c;slow conservative&#x201d; strategy, whereas broadleaf species displayed a &#x201c;fast acquisitive&#x201d; strategy with higher RNC and RPC and lower RTD, indicating that bamboo species develop acquisitive leaf traits for photosynthesis maximization and conservative root traits for water and nutrient storage. This trade-off between above- and below-ground strategies supports the notion that above-ground resource utilization strategies may not necessarily correspond to below-ground strategies. It was documented that root &#x201c;fast-slow&#x201d; trade-off was influenced by soil nutrient limitation (<xref ref-type="bibr" rid="B30">Li et&#xa0;al., 2019</xref>). In our study, the average total N, total P and available P concentrations in bamboo rhizosphere soil were lower than those in broadleaf rhizosphere soil (our unpublished data). Besides, soil in subtropical China is deficient in P (<xref ref-type="bibr" rid="B69">Tian et&#xa0;al., 2010</xref>). Hence, bamboo species adopt &#x201c;slow conservative&#x201d; strategy to conserve water and nutrient resources in poor soil conditions. The strong negative correlation between SRL and RD indicates the existence of a &#x201c;collaboration&#x201d; gradient, ranging from a &#x201c;do-it-yourself&#x201d; strategy associated with high SRL to an &#x201c;outsourcing&#x201d; strategy related to thick roots (<xref ref-type="bibr" rid="B4">Bergmann et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B79">Weigelt et&#xa0;al., 2021</xref>). Fagaceae species, dominant in the broadleaf and mixed forests in our study, are characterized by ectomycorrhizal (EcM) (<xref ref-type="bibr" rid="B24">Kong et&#xa0;al., 2014</xref>). Accordingly, it seems that broadleaf species with higher SRL more likely colonized by EcM fungi are apt to occupy the extreme of &#x201c;do-it-yourself&#x201d;, while bamboo species with thicker roots preferred by arbuscular mycorrhizal (AM) fungi are inclined to be &#x201c;outsourcing&#x201d; (<xref ref-type="bibr" rid="B25">Lalibert&#xe9;, 2017</xref>; <xref ref-type="bibr" rid="B4">Bergmann et&#xa0;al., 2020</xref>). Ample evidence suggests that EcM species characterized by high SRL probably stem not only from the nature of the EcM symbiosis depending less on the cortex area of their roots, but also from their more recent evolution, on account of young species associated with thinner roots evolutionarily (<xref ref-type="bibr" rid="B6">Brundrett, 2002</xref>; <xref ref-type="bibr" rid="B70">Valverde-Barrantes et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B4">Bergmann et&#xa0;al., 2020</xref>). Therefore, the phylogenetic differences between bamboo and broadleaf species probably further support the observed root trait syndrome, and suggest that bamboo species colonize a distinct niche in forests not occupied, at least in part, by broadleaf species.</p>
<p>On the whole, our findings suggest that multiple resource utilization dimensions should be considered for understanding plant ecological strategies, with a multi-dimensional trait syndrome dominating above- and below-ground strategies, rather than a unidimensional plant economic spectrum.</p>
</sec>
</sec>
<sec id="s5" sec-type="conclusions">
<label>5</label>
<title>Conclusion</title>
<p>In conclusion, our study investigated the leaf and root traits of bamboo and broadleaf species, aiming to understand whether phenotypic convergence or phenotypic divergence occurred between these two groups. Our results revealed significant differences in most leaf and root key traits, including LNC, LPC, LCN, LCP, LNP, SLA, LA, LT, A<sub>mass</sub>, R<sub>mass</sub>, Gs, RNC, RPC, RCN, SRL, SRA, RD, and RB. These findings strongly supported the &#x201c;phenotypic divergence hypothesis&#x201d; rather than the &#x201c;phenotypic convergence hypothesis&#x201d;.</p>
<p>Furthermore, we explored the level of phenotypic integration between leaf and root traits in both bamboo and broadleaf species. Bamboos exhibited stronger trait correlations and more significant correlations between individual leaf and root traits, indicating higher phenotypic integration and providing them with competitive advantages. Interestingly, we identified LNC as the hub trait characterized by the highest Expected Influence in the trait network.</p>
<p>However, we found that above- and below-ground traits were not coordinated, and a multi-dimensional trait syndrome was observed. It was characterized by LNC, LPC, SLA and LT contributing to leaf &#x201c;conservation&#x201d; gradient, RNC and RTD contributing to root &#x201c;conservation&#x201d; gradient, as well as SRL and RD contributing to &#x201c;collaboration&#x201d; gradient. Our results demonstrated a unidimensional leaf economic spectrum with bamboo species showing acquisitive leaf strategies, characterized by higher LNC, LPC, and SLA, occupying the &#x201c;fast investment - return&#x201d; extreme, while broadleaf species exhibited conservative leaf strategies with thicker leaves at the &#x201c;slow investment - return&#x201d; extreme. Notably, this unidimensional LES was counterbalanced by a two-dimensional root trait syndrome. Bamboos displayed &#x201c;slow conservative&#x201d; root strategies with higher RTD, compensating for their acquisitive leaf traits. In contrast, broadleaf species exhibited &#x201c;fast acquisitive&#x201d; root strategies with higher RNC and RPC, counteracting their conservative leaf strategies. This trade-off between above- and below-ground strategies provided additional insights into plant resource allocation, revealing a &#x201c;conservation&#x201d; gradient. Another &#x201c;collaboration&#x201d; gradient probably ranged from a broadleaf &#x201c;do-it-yourself&#x201d; strategy associated with higher SRL to a bamboo &#x201c;outsourcing&#x201d; strategy related to thicker roots.</p>
<p>We predict that bamboos are more efficient understory species able to coexist with broadleaf species, but when invasive bamboos dominate the regenerative niches in the sense that bamboos are better competitors for light in the understory, making the regeneration of broadleaf species difficult. Thus, if there is not a catastrophic perturbation, with the passing of time when adult broadleaf species die, the mixed forests will be converted into bamboo forests. Therefore, in order to efficiently prevent bamboo invasion and maintain the sustainable development of evergreen broadleaf forests, plant functional traits should be taken into account. Effective controlling measures should be adopted to screen out key traits indicating bamboo superior to broadleaf species, or select broadleaf species based on trait similarity characterized by high phenotypic integration to coexist with bamboo species. Overall, our findings deepen the understanding of bamboo invasion into adjacent evergreen broadleaf forests and provide scientific guidance for promoting the sustainable development of subtropical forest ecosystems. For future research, we will integrate more above- and below-ground traits and anatomically identify mycorrhiza types of broadleaf species to acquire a comprehensive understanding of plant ecological strategies and their ecological implications.</p>
</sec>
<sec id="s6" sec-type="data-availability">
<title>Data availability statement</title>
<p>The original contributions presented in the study are included in the article/<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Material</bold>
</xref>. Further inquiries can be directed to the corresponding authors.</p>
</sec>
<sec id="s7" sec-type="author-contributions">
<title>Author contributions</title>
<p>HY: Conceptualization, Data curation, Formal analysis, Funding acquisition, Methodology, Software, Visualization, Writing &#x2013; original draft, Writing &#x2013; review &amp; editing. XL: Data curation, Investigation, Writing &#x2013; review &amp; editing. JP: Supervision, Writing &#x2013; review &amp; editing. JS: Supervision, Writing &#x2013; review &amp; editing. CX:&#xa0;Data curation, Investigation, Writing &#x2013; review &amp; editing. YZ: Investigation, Software, Writing &#x2013; review &amp; editing. ZX: Data curation, Investigation, Writing &#x2013; review &amp; editing. CL: Data&#xa0;curation, Investigation, Writing &#x2013; review &amp; editing. ZM: Data curation, Investigation, Writing &#x2013; review &amp; editing. DC: Funding acquisition, Supervision, Writing &#x2013; review &amp; editing. QZ: Funding acquisition, Methodology, Supervision, Writing &#x2013; review &amp; editing.</p>
</sec>
</body>
<back>
<sec id="s8" sec-type="funding-information">
<title>Funding</title>
<p>The author(s) declare financial support was received for the research, authorship, and/or publication of this article. This work was supported by the National Natural Science Foundation of China (31971643, 32071555, 32371859), the Natural Science Foundation of Fujian Province of China (2022J011138), the Central Finance Forestry Science and Technology Demonstration Project of Fujian Province of China (2023TG29), the Industry-University Cooperation Project of Department of Science and Technology of Fujian Province of China (2023N5006), Forestry Bureau Project of Fujian Province of China (2021FKJ29, 2023FKJ29), and Research Startup Project of Minjiang University of China (MJY22036).</p>
</sec>
<ack>
<title>Acknowledgments</title>
<p>The authors deeply thank Liujuan Chen, Jiajing Chen, Wenting Zheng, Xiaoping Chen, Zhihao Zhang, and Mengke Sun for their assistance during the fieldwork. We sincerely thank the editors and reviewers for their valuable comments to improve our manuscript.</p>
</ack>
<sec id="s9" sec-type="COI-statement">
<title>Conflict of interest</title>
<p>The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec id="s10" sec-type="disclaimer">
<title>Publisher&#x2019;s note</title>
<p>All claims expressed in this article are solely those of the authors&#xa0;and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
<sec id="s11" sec-type="supplementary-material">
<title>Supplementary material</title>
<p>The Supplementary Material for this article can be found online at: <ext-link ext-link-type="uri" xlink:href="https://www.frontiersin.org/articles/10.3389/fpls.2024.1410372/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fpls.2024.1410372/full#supplementary-material</ext-link>
</p>
<supplementary-material xlink:href="DataSheet_1.docx" id="SM1" mimetype="application/vnd.openxmlformats-officedocument.wordprocessingml.document"/>
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