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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.2023.1125749</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>Variations of arbuscular mycorrhizal fungi following succession stages in a tropical lowland rainforest ecosystem of South China</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name><surname>Yang</surname> <given-names>Huai</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="author-notes" rid="fn002"><sup>&#x02020;</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/2113493/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Mai</surname> <given-names>Siwei</given-names></name>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<xref ref-type="author-notes" rid="fn002"><sup>&#x02020;</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/2024589/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Liu</surname> <given-names>Wenjie</given-names></name>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/1804489/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Fu</surname> <given-names>Jialin</given-names></name>
<xref ref-type="aff" rid="aff3"><sup>3</sup></xref>
</contrib>
<contrib contrib-type="author">
<name><surname>Yang</surname> <given-names>Qiu</given-names></name>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/639511/overview"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name><surname>Zhang</surname> <given-names>Bin</given-names></name>
<xref ref-type="aff" rid="aff4"><sup>4</sup></xref>
<xref ref-type="corresp" rid="c001"><sup>&#x0002A;</sup></xref>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name><surname>Huang</surname> <given-names>Biao</given-names></name>
<xref ref-type="aff" rid="aff3"><sup>3</sup></xref>
<xref ref-type="corresp" rid="c002"><sup>&#x0002A;</sup></xref>
</contrib>
</contrib-group>
<aff id="aff1"><sup>1</sup><institution>Institute of Tropical Bamboo, Rattan and Flower, Sanya Research Base, International Centre for Bamboo and Rattan</institution>, <addr-line>Sanya</addr-line>, <country>China</country></aff>
<aff id="aff2"><sup>2</sup><institution>School of Ecology and Environment, Hainan University</institution>, <addr-line>Haikou</addr-line>, <country>China</country></aff>
<aff id="aff3"><sup>3</sup><institution>International Centre for Bamboo and Rattan</institution>, <addr-line>Beijing</addr-line>, <country>China</country></aff>
<aff id="aff4"><sup>4</sup><institution>Agricultural Technology Extension Service Center of Sanya</institution>, <addr-line>Sanya</addr-line>, <country>China</country></aff>
<author-notes>
<fn fn-type="edited-by"><p>Edited by: Xiang Liu, Lanzhou University, China</p></fn>
<fn fn-type="edited-by"><p>Reviewed by: Xinwei Guo, Chinese Academy of Tropical Agricultural Sciences, China; Yi Ding, Chinese Academy of Forestry, China</p></fn>
<corresp id="c001">&#x0002A;Correspondence: Bin Zhang &#x02709; <email>al332501575&#x00040;163.com</email></corresp>
<corresp id="c002">Biao Huang &#x02709; <email>huangbiao&#x00040;icbr.ac.cn</email></corresp>
<fn fn-type="other" id="fn001"><p>This article was submitted to Conservation and Restoration Ecology, a section of the journal Frontiers in Ecology and Evolution</p></fn>
<fn fn-type="equal" id="fn002"><p>&#x02020;These authors have contributed equally to this work and share first authorship</p></fn></author-notes>
<pub-date pub-type="epub">
<day>23</day>
<month>02</month>
<year>2023</year>
</pub-date>
<pub-date pub-type="collection">
<year>2023</year>
</pub-date>
<volume>11</volume>
<elocation-id>1125749</elocation-id>
<history>
<date date-type="received">
<day>16</day>
<month>12</month>
<year>2022</year>
</date>
<date date-type="accepted">
<day>26</day>
<month>01</month>
<year>2023</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x000A9; 2023 Yang, Mai, Liu, Fu, Yang, Zhang and Huang.</copyright-statement>
<copyright-year>2023</copyright-year>
<copyright-holder>Yang, Mai, Liu, Fu, Yang, Zhang and Huang</copyright-holder>
<license xlink:href="http://creativecommons.org/licenses/by/4.0/"><p>This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.</p></license>
</permissions>
<abstract>
<sec>
<title>Introduction</title>
<p>The grasslands in the Nature Reserve of Ganshenling, in the south of Hainan Island, were first formed after deforestation disturbance before a natural restoration of shrubs and secondary forests. However, the stages of grassland and shrubs in some parts of Ganshenling regions could not be naturally restored to secondary forests. In addition, the forest form of the secondary forest after 40 years (40a) of succession was similar to that of the secondary forest of 60 years (60a). However, it was not known whether the microorganisms recovered to the level of the secondary forest of 60a. Arbuscular mycorrhizal fungi (AMF) are plant root symbionts that can improve the nitrogen and phosphorus absorption of plants and play a key role in secondary forest succession. An understanding of the essential role of soil AMF in secondary forest succession of tropical rainforest in Ganshenling regions is still limited.</p>
</sec>
<sec>
<title>Methods</title>
<p>Therefore, the soil of 0&#x02013;10 cm was collected with the help of a 5-point sampling method in grassland, shrubs, and second tropical lowland rainforest of 40a and 60a. We studied community changes in AMF with the succession and explored the impacts of soil physicochemical properties on soil AMF.</p>
</sec>
<sec>
<title>Results</title>
<p>Our findings were as follows: (1) Different successional stages showed divergent effects on soil AMF communities. (2) After 40a recovery, the alpha-diversity indices of AMF recovered to the level of secondary forest of 60a, but the similarity of soil AMF communities only recovered to 25.3%. (3) Species richness of common species, rare species, and all the species of AMF showed a significantly positive correlation with soil nitrogen. (4) OTU10; OTU6, OTU9, and OTU141; OTU3 and OTU38; and OTU2, OTU15, OTU23, and OTU197 were significantly unique AMF for grasslands, shrubs, and secondary forests of 40a and 60a, respectively. (5) The phylogenetic tree and the heatmap of AMF showed that the OTUs in grasslands and shrubs were in contrast to the OTUs in secondary forests of 40a and 60a.</p>
</sec>
<sec>
<title>Discussion</title>
<p>We concluded that the succession of a secondary forest after deforestation disturbance was probably limited by its AMF community.</p>
</sec></abstract>
<kwd-group>
<kwd>arbuscular mycorrhizal fungi</kwd>
<kwd>succession stages</kwd>
<kwd>soil physicochemical properties</kwd>
<kwd>tropical lowland rainforest</kwd>
<kwd>Nature Reserve of Ganshenling</kwd>
</kwd-group>
<contract-sponsor id="cn001">China Postdoctoral Science Foundation<named-content content-type="fundref-id">10.13039/501100002858</named-content></contract-sponsor>
<counts>
<fig-count count="6"/>
<table-count count="0"/>
<equation-count count="0"/>
<ref-count count="50"/>
<page-count count="9"/>
<word-count count="5592"/>
</counts>
</article-meta>
</front>
<body>
<sec id="s1">
<title>1. Introduction</title>
<p>Grasslands (G) and shrubs (S) are formed after deforestation, and are restored to the tropical rainforest by nature (Szefer et al., <xref ref-type="bibr" rid="B41">2020</xref>; Liu et al., <xref ref-type="bibr" rid="B21">2021</xref>). However, the G and S in the Natural Reserve of Ganshenling in the south of Hainan Island do not lead to succession for a long time. This leads to a decline in biomass and degradation in soil fertility, the reason remains unknown.</p>
<p>An estimated 90% of terrestrial plants are associated with mycorrhizal fungi, 80% of these being arbuscular mycorrhizal fungi (AMF), including in tropical lowland rainforests (Haug et al., <xref ref-type="bibr" rid="B13">2021</xref>). AMF play critical roles in facilitating the supply of immobile nutrients (especially nitrogen and phosphorus) and water to the host plants in exchange for photosynthates (Delavaux et al., <xref ref-type="bibr" rid="B8">2017</xref>; Nie et al., <xref ref-type="bibr" rid="B29">2022</xref>). They are sensitive to vegetation as the nature of vegetation along the successional stages of an ecosystem can shape the associated AMF community and vice versa (Asmelash et al., <xref ref-type="bibr" rid="B2">2016</xref>).</p>
<p>A comprehensive understanding of the physicochemical properties of the interactions of soil AMF with different vegetation types helps in understanding the stability and resilience of the tropical rainforest ecosystem. Numerous studies were conducted to investigate the effect of the composition and diversity of vegetation on soil AMF (&#x00160;milauer et al., <xref ref-type="bibr" rid="B40">2021</xref>; Zhang et al., <xref ref-type="bibr" rid="B48">2021</xref>). Some previous studies showed that soil AMF significantly increased along the successional stages in a tropical rainforest ecosystem (Cowan et al., <xref ref-type="bibr" rid="B7">2022</xref>). In contrast to early successional species, late-successional plant species were highly dependent on AMF (Koziol and Bever, <xref ref-type="bibr" rid="B18">2015</xref>). In addition, the changes in AMF could mediate plant species turnover among successional stages (Koziol and Bever, <xref ref-type="bibr" rid="B19">2016</xref>). However, other studies showed that the soil AMF had no response to the diversity and productivity of vegetation (Bauer et al., <xref ref-type="bibr" rid="B3">2015</xref>). In pasture and secondary natural succession, the biomass and catabolic diversity of soil microbial communities were regulated by soil organic carbon (SOC) and soil nitrogen (SN) (Iyyemperumal et al., <xref ref-type="bibr" rid="B15">2007</xref>; Zhang et al., <xref ref-type="bibr" rid="B49">2022</xref>).</p>
<p>Recently, various studies focused on the changes in soil AMF across various successional stages in temperate and subtropical forest ecosystems. However, less information is available on tropical lowland forest ecosystems. While the importance of AMF for a tropical secondary forest successional stage is well understood (Vasconcellos et al., <xref ref-type="bibr" rid="B42">2013</xref>; Reyes et al., <xref ref-type="bibr" rid="B33">2019</xref>), less is known about the potential impacts of AMF on G and S. Furthermore, the possibility that a limited presence of AMF species could influence secondary forest regrowth dynamics is also less explored (Heilmann-Clausen et al., <xref ref-type="bibr" rid="B14">2015</xref>).</p>
<p>The National Nature Reserve of Ganshenling offers a typical ecosystem that comprises G, S, and secondary forests. Its succession follows a vegetation transect sequence of G, S, the secondary forest of 40a (SF40), and the secondary forest of 60a (SF60). Our geographical study sites differ from those of most other studies on AMF communities in tropical vegetation with their coverage of G and S (Zangaro et al., <xref ref-type="bibr" rid="B47">2012</xref>; Leal et al., <xref ref-type="bibr" rid="B20">2013</xref>). Long-term non-succession of G and S has reduced vegetation diversity and biomass recovery (&#x00160;milauer et al., <xref ref-type="bibr" rid="B39">2020</xref>). This is representative of the future of many more recent G and S regions throughout the tropical lowland rainforests. In this study, soil AMF composition in different successional stages was investigated. We analyzed the influence of topsoil fertility (acidity and nutrient availability) on soil AMF.</p>
<p>The specific objectives of this study were as follows: (1) to explore the characteristics of soil AMF community along the successional stages and (2) to identify the factors that drive the changes in soil AMF community along these successional stages.</p>
</sec>
<sec id="s2">
<title>2. Materials and methods</title>
<sec>
<title>2.1. Study area</title>
<p>This study was carried out at the Natural Reserve of Ganshenling (109&#x000B0;37&#x00027;&#x02212;109&#x000B0;41&#x00027;E, 18&#x000B0;19&#x00027;&#x02212;18&#x000B0;24&#x00027;N), which has a typical tropical lowland rainforest with a tropical marine monsoon climate. The annual average precipitation and temperature are 1,800 mm and 25.4&#x000B0;C, respectively. The dominant plant species in this area include <italic>Hopea reticulata, Vatica mangachapoi, Koilodepas hainanense, Rhodomyrtus tomentosa, Melastoma sanguineum, Scleria elata</italic>, and <italic>Blechnum orientale</italic> (Qi et al., <xref ref-type="bibr" rid="B32">2014</xref>; Mao et al., <xref ref-type="bibr" rid="B25">2021</xref>).</p>
</sec>
<sec>
<title>2.2. Sampling collection and environmental variables</title>
<p>Four successional stages in the Natural Reserve of Ganshenling were selected: (1) G (109&#x000B0;39&#x00027;&#x02212;109&#x000B0;41&#x00027;E, 18&#x000B0;21&#x00027;&#x02212;18&#x000B0;23&#x00027;N); (2) S (109&#x000B0;39&#x00027;&#x02212;109&#x000B0;41&#x00027;E, 18&#x000B0;22&#x00027;&#x02212;18&#x000B0;23&#x00027;N); (3) SF40 (109&#x000B0;39&#x00027;&#x02212;109&#x000B0;40&#x00027;E, 18&#x000B0;21&#x00027;&#x02212;18&#x000B0;23&#x00027;N); and (4) SF60 (109&#x000B0;39&#x00027;&#x02212;109&#x000B0;40&#x00027;E, 18&#x000B0;22&#x00027;&#x02212;18&#x000B0;23&#x00027;N).</p>
<p>From each successional stage, five soil samples of 0&#x02013;10 cm depth were collected by following the 5-point sampling method from five plots of 900 m<sup>2</sup> (30 m &#x000D7; 30 m) in August 2019 (Wang et al., <xref ref-type="bibr" rid="B43">2020</xref>). These samples were divided into two groups: one was stored at &#x02212;80&#x000B0;C until the measurement of soil AMF communities; the other group was used to measure soil physicochemical properties. These soil samples were subsequently air-dried. A 2-mm screen sieve was used to sieve air-dried soil samples for analyzing soil pH, SOC, SN, and soil phosphorus (SP). The SOC was measured with the help of the H<sub>2</sub>SO<sub>4</sub>-K<sub>2</sub>Cr<sub>2</sub>O<sub>7</sub> oxidation method (Bisutti et al., <xref ref-type="bibr" rid="B4">2004</xref>). SN was measured using the Micro-Kjeldahl method (Bremner, <xref ref-type="bibr" rid="B6">1960</xref>), and the available nitrogen was estimated with the help of a micro-diffusion method (Mulvaney and Khan, <xref ref-type="bibr" rid="B27">2001</xref>). SP was measured using an inductively coupled plasma atomic-emission spectrometer (Thermo Jarrell Ash Corporation, Franklin, USA) and HNO<sub>3</sub>-HClO<sub>4</sub> soil solution (McDowell and Sharpley, <xref ref-type="bibr" rid="B26">2001</xref>).</p>
</sec>
<sec>
<title>2.3. DNA extraction and amplicon sequencing</title>
<p>Soil DNA was extracted from 250 mg soil samples with the help of a MO-BIO PowerSoil DNA Isolation Kit (MO BIO Laboratories, Carlsbad, CA, USA). DNA was analyzed and quantified with the help of a NanoDrop ND-2000 Spectrophotometer (Thermo Fisher Scientific, Waltham, MA, USA). A standard concentration of AMF was used for PCR amplification.</p>
<p>For PCR amplification, AMV4.5NF (5&#x02032;-AAGCTCGTAGTTGAATTTCG-3&#x02032;) and AMDGR (5&#x02032;-CCCAACTATCCCTATTAATCAT-3&#x02032;) were used as primers. An AMF library was constructed using two-step PCR amplification. Target fragments were amplified using these primers. Then, an Illumina adapter sequence, a primer pad, and a barcode were added to both the forward and reverse target fragments. A 50-&#x003BC;L reaction volume was used for PCR of each sample, comprising 10 &#x003BC;L of 5x buffer, 1 &#x003BC;L of dNTP (10 m/M), 1 U of Phusion High-Fidelity DNA Polymerase (New England Biolabs, Ipswich, MA, USA), 1 &#x003BC;L of forward and reverse phasing primers, and 3&#x02013;10 ng of target sequencing. The reaction volume was supplemented with 50 &#x003BC;L of RNase-free ultrapure water. An ABI9700 PCR amplifier (Applied Biosystems, Waltham, MA, USA) was used to amplify DNA. The holding temperature was set at 10&#x000B0;C. PCR products were run on an agarose gel and PCR products were purified from the gel with the help of an AxyPrep DNA Gel Recovery Kit (Axygen Biosciences, Corning, NY, USA) and pooled. FTC-3000TM real-time PCR instrument (Richmond Biotechnology Inc., Richmond Hill, Ontario, Canada) was used to quantify purified DNA and mixed it to an equal molar ratio to perform the second PCR amplification, for which the reaction volume changed to 40 &#x003BC;l: 5x buffer (8 &#x003BC;l), dNTP (1&#x003BC;L, 10 m/M), Phusion High-Fidelity DNA Polymerase (0,8 U, New England Biolabs, Ipswich, MA, USA), both forward and reverse primers (1 &#x003BC;l, 5 &#x003BC;mol/L), respectively, and DNA template (5 &#x003BC;l, 100 &#x003BC;g/ml) and RNase-free ultrapure water (5 &#x003BC;l).</p>
<p>Barcodes were used to identify sequences of different samples in a parallel sequencing test. The sequence with a complete barcode was regarded as valid and extracted to a dataset stored in the FASTQ format. Quality assurance and splicing were performed on such valid sequences and included the following steps: (1) Poorly overlapped and low-quality sequences (quality score &#x0003C;20 and window size &#x0003C;5) were removed with the help of the Trimmomatic program (Bolger et al., <xref ref-type="bibr" rid="B5">2014</xref>); (2) paired reads were merged into a sequence, where the overlap of PEreads (&#x0003E;10 bp) was evaluated with the help of the FLASH program (Magoc and Salzberg, <xref ref-type="bibr" rid="B23">2011</xref>); and (3) merged sequences were screened according to an error ratio (&#x0003C;0.2). Mothur V.1.39.5 was used for quality control of merged reads by removing sequences that were ambiguous, homologous, or chimeras generated during PCR amplification (Schloss et al., <xref ref-type="bibr" rid="B35">2009</xref>). Further analysis of information on species and clustering of operational taxonomic units (OTUs) was based on the clean tags. OTUs were selected with the help of UPARSE with a cutoff of 97% similarity (Edgar, <xref ref-type="bibr" rid="B9">2013</xref>). The dataset was screened for chimeric reads using UCHIME in a reference database mode (Edgar et al., <xref ref-type="bibr" rid="B10">2011</xref>). Through USEARCH global, all sequences were compared to OTU representative sequences to obtain the OTU abundance table. The identity of OTU taxonomy was determined with BLAST (Ye et al., <xref ref-type="bibr" rid="B46">2006</xref>) by comparing them to representative sequences in the MaarjAM database (Zhang et al., <xref ref-type="bibr" rid="B50">2000</xref>; Opik et al., <xref ref-type="bibr" rid="B30">2010</xref>). The taxonomy of an OTU was obtained for the species that had the highest similarity or identity with OTU representative sequences in the MaarjAM database. Some OTUs didnot contain any species information and were therefore marked as &#x0201C;Nomatch&#x0201D;. The library preparation and sequencing were performed by TinyGene Bio-Tech (Shanghai, China). Raw sequence data were submitted to NCBI&#x00027;s Sequence Read Archives (SRP399604).</p>
</sec>
<sec>
<title>2.4. Bioinformatics and environmental correlation analyses</title>
<p>We analyzed the overall AMF species richness and diversity (Shannon H&#x00027; and Simpson indices) and equitability (Pielou J&#x00027;). Following the classification proposed by Logares et al. (<xref ref-type="bibr" rid="B22">2014</xref>), we classified species&#x00027; relative abundances within each successional stage as &#x0201C;dominant&#x0201D; (&#x0003E;1%), &#x0201C;common&#x0201D; (1&#x02013;0.01%), and &#x0201C;rare&#x0201D; (&#x0003C;0.01%) (Galand et al., <xref ref-type="bibr" rid="B12">2009</xref>).</p>
<p>OTUs that included an unknown genus and contained &#x0003C;5 sequences were not used for bioinformatics analysis. The species diversity was calculated in R package &#x0201C;vegan.&#x0201D; The principal coordinate analysis (PCoA) was performed using Bray&#x02013;Curtis distances with 999 permutations with the help of R 4.2.2. The linear discriminant analysis effect size (LEfSe) and linear discriminant analysis (LDA) were performed with R 4.2.2 (Sirova et al., <xref ref-type="bibr" rid="B38">2018</xref>; Nauta et al., <xref ref-type="bibr" rid="B28">2020</xref>). The phylogenetic tree and heatmap of AMF were analyzed with the help of R 4.2.2.</p>
</sec>
</sec>
<sec id="s3">
<title>3. Results</title>
<sec>
<title>3.1. AMF community and Bray&#x02013;Curtis similarity</title>
<p>Bray&#x02013;Curtis-based PCoA showed that successional stages had different effects on AMF communities (<xref ref-type="fig" rid="F1">Figure 1</xref>). The AMF communities clustered according to different successional stages, demonstrating that there were large differences between G and S, as well as between SF40 and SF60 (<xref ref-type="fig" rid="F1">Figure 1</xref>).</p>
<fig id="F1" position="float">
<label>Figure 1</label>
<caption><p>Principal coordinate analyses of Bray&#x02013;Curtis distances of AMF. G: grasslands; S: shrubs; SF40: secondary forest of 40a; and SF60: secondary forest of 60a.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fevo-11-1125749-g0001.tif"/>
</fig>
<p>The PERMANOVAs of Bray&#x02013;Curtis distances also revealed significant differences among the AMF communities at different successional stages (<italic>P</italic> = 0.001). Additionally, our beta-diversity results were not significant (<italic>P</italic> = 0.149), indicating that our groups had the same dispersions. This fact also confirmed that our PERMANOVA results were reliable. Successional stages had a significant effect on the overall AMF community, which contributed to 33.7% of the total variation (<xref ref-type="fig" rid="F1">Figure 1</xref>).</p>
<p>To further elucidate the trend in recovery of the AMF communities during successional stages, the similarity of community composition at the OTU level between different successional stages and SF60 was calculated. There was an average Bray&#x02013;Curtis similarity of 35.6% between all AMF communities and SF60. The average Bray&#x02013;Curtis similarity of AMF community between the different successional stages and SF60 was 21.0% for G, 16.0% for S, and 25.3% for SF40, respectively (<xref ref-type="fig" rid="F2">Figure 2</xref>). This suggested that there was a trend of increasing similarity of soil AMF communities from S and G to SF40 compared to SF60.</p>
<fig id="F2" position="float">
<label>Figure 2</label>
<caption><p>Bray&#x02013;Curtis similarity of AMF on the basis of OTUs between other successional stages and secondary forest of 60a. G: grasslands; S: shrubs; SF40: secondary forest of 40a; and SF60: secondary forest of 60a.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fevo-11-1125749-g0002.tif"/>
</fig>
</sec>
<sec>
<title>3.2. Phylogenetic diversity and composition of soil AMF community</title>
<p>The alpha-diversity indices that were based on phylogenetic species richness and phylogenetic diversity of soil AMF communities exhibited different trends (<xref ref-type="supplementary-material" rid="SM1">Supplementary Figure S1</xref>). AMF phylogenetic species richness and phylogenetic diversity of G were significantly lower than those of SF60 (<italic>P</italic> &#x0003C; 0.01). However, these parameters showed no significant differences between SF40 and SF60 (<xref ref-type="supplementary-material" rid="SM1">Supplementary Figure S1</xref>).</p>
<p>The dominant orders of AMF communities among all samples were Glomerales (42.8 &#x000B1; 3.8%; means &#x000B1; SD), followed by Paraglomerales (29.1 &#x000B1; 5.1%), Archaeosporales (0.8 &#x000B1; 0.3%), and Diversisporales (0.8 &#x000B1; 0.2%). Together, these accounted for more than 73.5% of the total AMF sequences in all the samples (<xref ref-type="supplementary-material" rid="SM1">Supplementary Table S1</xref>). The relative abundance of Paraglomerales was significantly increased along the successional stages (<xref ref-type="fig" rid="F3">Figure 3</xref>). Interestingly, the lowest relative abundances of Glomerales and Archaeosporales were found in SF40. However, these relative abundances had no significant differences among the successional stages (<xref ref-type="fig" rid="F3">Figure 3</xref>; <xref ref-type="supplementary-material" rid="SM1">Supplementary Table S1</xref>). These findings indicated a partial recovery of AMF communities at the order levels (Paraglomerales increasing, while Glomerales and Archaeosporales were decreasing) through the 40a recovery after deforestation disturbance.</p>
<fig id="F3" position="float">
<label>Figure 3</label>
<caption><p>The relative abundance of dominant AMF orders along successional stages. Error bars denote the standard deviation. A: Archaeosporales; D: Diversisporales; G: Glomerales; P: Paraglomerales; G: grassland; S: shrubs; SF40: secondary forest of 40a; and SF60: secondary forest of 60a. Different lowercase letters represent signicant differences along successional stages. Glomerales:a,a,a,a; Paraglomerales:b,b,a,ab; Archaeosporales:a,a,a,a; and Diversisporales:a,a,a,a.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fevo-11-1125749-g0003.tif"/>
</fig>
<p>The AMF were mainly distributed in the orders Glomerales (42.8% of the total AMF reads) and Paraglomerales (29.1% of the total AMF reads). The relative abundances of Glomerales were no significant differences among the successional stages (<xref ref-type="fig" rid="F3">Figure 3</xref>). In addition, no significant changes were observed at the family or lower levels, except for OTU13, OTU15, OTU23, and OTU28 (<xref ref-type="supplementary-material" rid="SM1">Supplementary Table S1</xref>).</p>
</sec>
<sec>
<title>3.3. Relationship between AMF community composition and soil factors</title>
<p>SOC, SN, carbon/nitrogen ratio (C/N), and pH had significant differences among the successional stages (<xref ref-type="supplementary-material" rid="SM1">Supplementary Table S2</xref>). The species richness of common species, rare species, and all species of AMF exhibited a significantly positive relationship with SN (<xref ref-type="fig" rid="F4">Figure 4</xref>). However, species richness of all species of AMF, species richness, Shannon H&#x00027;, Simpson, and Pielou J&#x00027; indices of rare species of AMF showed a significantly negative relationship with C/N (<xref ref-type="fig" rid="F4">Figure 4</xref>).</p>
<fig id="F4" position="float">
<label>Figure 4</label>
<caption><p>The relationship between diversity indices of AMF and soil physicochemical properties. Y and R<sup>2</sup> represent the diversity indices of AMF and the coefficient of determination for this regression equation, respectively. Diagrams of all species of AMF: <bold>(A, D)</bold>; Diagrams of rare species of AMF: <bold>(B, E&#x02013;H)</bold>; Diagrams of common species of AMF: <bold>(C)</bold>; TN, soil nitrogen; C/N, carbon/nitrogen ratio.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fevo-11-1125749-g0004.tif"/>
</fig>
</sec>
<sec>
<title>3.4. The LEfSe of AMF</title>
<p>The LEfSe of AMF at successional stages were OTU10 for G; OTU6, OTU9, and OTU141 for S; OTU3 and OTU38 for SF40; and OTU2, OTU15, OTU23, and OTU197 for SF60, respectively (<xref ref-type="fig" rid="F5">Figure 5</xref>).</p>
<fig id="F5" position="float">
<label>Figure 5</label>
<caption><p>The LEfSe of soil AMF communities along successional stages. G: grasslands; S: shrubs; SF40: secondary forest of 40a; and SF60: secondary forest of 60a.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fevo-11-1125749-g0005.tif"/>
</fig>
</sec>
<sec>
<title>3.5. The phylogenetic tree and heatmap of AMF</title>
<p>The most dominant orders of AMF communities among successional stages were Glomerales and Paraglomerales. The distribution of OTUs of G was similar to that of S, whereas this was in contrast to those of SF40 and SF60 (<xref ref-type="fig" rid="F6">Figure 6</xref>).</p>
<fig id="F6" position="float">
<label>Figure 6</label>
<caption><p>The phylogenetic tree and heatmap of soil AMF along successional stages, drawn on the basis of the top 30 OUTs. G: grasslands; S: shrubs; SF40: secondary forest of 40a; and SF60: secondary forest of 60a.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fevo-11-1125749-g0006.tif"/>
</fig>
</sec>
</sec>
<sec id="s4">
<title>4. Discussion</title>
<sec>
<title>4.1. The differences in AMF composition across successional stages</title>
<p>Significant differences were observed in AMF communities between G and S, as well as between SF40 and SF60. Previous studies demonstrated that changes in fungal composition occurred during field successions, where late-successional plant species were highly dependent on AMF as compared to the early-successional plant species, which were not observed in the study of Koziol and Bever (<xref ref-type="bibr" rid="B18">2015</xref>). As many the mid- and late-successional plant species were shown to have a high overall beneficial response to AMF, these species were also likely to be more sensitive to the presence of particular beneficial AMF in their environment (Maitra et al., <xref ref-type="bibr" rid="B24">2021</xref>). The changes in AMF composition could mediate plant species turnover during successional periods, which could be particularly important for the establishment and subsequent dynamics of late-successional plants (Koziol and Bever, <xref ref-type="bibr" rid="B19">2016</xref>). AMF have played an important role in secondary forest successions (Heilmann-Clausen et al., <xref ref-type="bibr" rid="B14">2015</xref>). Differences in AMF species composition along the successional stages were also found in the eastern periphery of Amazonia (Reyes et al., <xref ref-type="bibr" rid="B33">2019</xref>), which confirmed the results of Pereira et al. (<xref ref-type="bibr" rid="B31">2014</xref>) in Atlantic rainforest areas of Northeast Brazil and those of Leal et al. (<xref ref-type="bibr" rid="B20">2013</xref>) in western Amazonia.</p>
</sec>
<sec>
<title>4.2. The relationship between AMF and soil physicochemical properties</title>
<p>In this study, the SOC, SN, C/N, and pH showed significant differences with succession, and the species richness of common species, rare species, and all species of AMF indicated a significantly positive relationship with SN. Whereas, the species richness of all species of AMF showed a significantly negative relationship with C/N. Some previous studies reported that SOC and SN were increased along with proceeding successions (Allison et al., <xref ref-type="bibr" rid="B1">2007</xref>; Eisenhauer et al., <xref ref-type="bibr" rid="B11">2010</xref>). In addition, C/N in S was significantly lower than those of other successional stages (Xue et al., <xref ref-type="bibr" rid="B45">2017</xref>). Both SOC and SN were increased along with the succession from G to other stages, which stimulated microbial metabolisms and changed bacterial and fungal community structure by increasing soil amino sugars (Shao et al., <xref ref-type="bibr" rid="B36">2017</xref>). The C/N could significantly affect the structure of the soil microbial community and the nitrogen supply of plants (Waring et al., <xref ref-type="bibr" rid="B44">2013</xref>).</p>
<p>The soil nutrient availability had been proven to be the key determinant that regulated the assembly of AMF communities (Johnson et al., <xref ref-type="bibr" rid="B17">2015</xref>; Jiang et al., <xref ref-type="bibr" rid="B16">2018</xref>) and vice versa (Rillig et al., <xref ref-type="bibr" rid="B34">2015</xref>). The SN could directly drive the change in the AMF community in mixed roots (Shi et al., <xref ref-type="bibr" rid="B37">2022</xref>). The change in SN indirectly regulated the species composition of the AMF community by driving plant species richness at both the whole-community scale and the individual plant species scale (Shi et al., <xref ref-type="bibr" rid="B37">2022</xref>).</p>
</sec>
</sec>
<sec id="s5">
<title>5. Conclusion</title>
<p>The changes in AMF along the successional stages were examined in this study. We found that successional stages had different effects on AMF communities. After 40a recovery, the alpha-diversity indices of AMF had recovered to the level of SF60, but the species of AMF had not recovered. The species richness of common species, rare species, and all species of AMF was found to be significantly positively associated with SN. The vegetation succession after deforestation was likely limited by the AMF community. Further research will need to be focused on exploring the effects of soil physicochemical properties on the AMF function diversity along the successional stages in tropical lowland rainforest ecosystems.</p>
</sec>
<sec sec-type="data-availability" id="s6">
<title>Data availability statement</title>
<p>The datasets presented in this study can be found in online repositories. The names of the repository/repositories and accession number(s) can be found below: <ext-link ext-link-type="uri" xlink:href="https://www.ncbi.nlm.nih.gov/sra/PRJNA927263">https://www.ncbi.nlm.nih.gov/sra/PRJNA927263</ext-link>.</p>
</sec>
<sec sec-type="author-contributions" id="s7">
<title>Author contributions</title>
<p>The study was conceived and designed by HY and SM. The lab work and the analysis were done by SM and JF. HY wrote the main text of the manuscript. Insightful discussions were contributed by WL, BH, BZ, and QY. All authors reviewed and approved the manuscript.</p>
</sec>
</body>
<back>
<sec sec-type="funding-information" id="s8">
<title>Funding</title>
<p>This study was jointly supported by the Fundamental Research Funds of ICBR (1632020022), the Fundamental Research Funds of Sanya Research Base, ICBR (1630032022006), and the China Postdoctoral Science Foundation (2018M631414; 2019T120073).</p>
</sec>
<ack><p>We thank all the colleagues and the staff who were involved in maintaining the field maps and collecting samples. We also greatly thank the staff of the Sanya Research Base, International Center for Bamboo and Rattan who provided help in this research work.</p>
</ack>
<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>
<sec sec-type="disclaimer" id="s9">
<title>Publisher&#x00027;s note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
<sec sec-type="supplementary-material" id="s10">
<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/fevo.2023.1125749/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fevo.2023.1125749/full#supplementary-material</ext-link></p>
<supplementary-material xlink:href="Data_Sheet_1.pdf" id="SM1" mimetype="application/pdf" xmlns:xlink="http://www.w3.org/1999/xlink"/>
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