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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Microbiol.</journal-id>
<journal-title>Frontiers in Microbiology</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Microbiol.</abbrev-journal-title>
<issn pub-type="epub">1664-302X</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fmicb.2024.1479934</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Microbiology</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Virome of red imported fire ants by metagenomic analysis in Guangdong, southern China</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" equal-contrib="yes">
<name><surname>Li</surname> <given-names>Qiuxu</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="author-notes" rid="fn0001"><sup>&#x2020;</sup></xref>
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<contrib contrib-type="author" equal-contrib="yes">
<name><surname>Lian</surname> <given-names>Yingjie</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="author-notes" rid="fn0001"><sup>&#x2020;</sup></xref>
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<contrib contrib-type="author" equal-contrib="yes">
<name><surname>Zhang</surname> <given-names>Ketong</given-names></name>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<xref ref-type="author-notes" rid="fn0001"><sup>&#x2020;</sup></xref>
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<contrib contrib-type="author">
<name><surname>Chen</surname> <given-names>Jinchao</given-names></name>
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<name><surname>Chen</surname> <given-names>Long</given-names></name>
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<contrib contrib-type="author">
<name><surname>Wu</surname> <given-names>Jiandong</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
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<contrib contrib-type="author">
<name><surname>Zhang</surname> <given-names>Yangyang</given-names></name>
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<name><surname>Chen</surname> <given-names>Minyi</given-names></name>
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<contrib contrib-type="author">
<name><surname>Zhang</surname> <given-names>Weize</given-names></name>
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<contrib contrib-type="author">
<name><surname>Lu</surname> <given-names>Mengke</given-names></name>
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<contrib contrib-type="author" corresp="yes">
<name><surname>Ma</surname> <given-names>Jun</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="corresp" rid="c001"><sup>&#x002A;</sup></xref>
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<contrib contrib-type="author" corresp="yes">
<name><surname>Bai</surname> <given-names>Aiquan</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
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<aff id="aff1"><sup>1</sup><institution>School of Animal Science and Technology, Foshan University</institution>, <addr-line>Foshan</addr-line>, <country>China</country></aff>
<aff id="aff2"><sup>2</sup><institution>College of Horticulture and Landscape Architecture, Zhongkai University of Agriculture and Engineering</institution>, <addr-line>Guangzhou</addr-line>, <country>China</country></aff>
<author-notes>
<fn fn-type="edited-by" id="fn0002">
<p>Edited by: Subir Sarker, James Cook University, Australia</p>
</fn>
<fn fn-type="edited-by" id="fn0003">
<p>Reviewed by: Pedro Luis Ramos-Gonz&#x00E1;lez, Biological Institute of S&#x00E3;o Paulo, Brazil</p>
<p>Qianzhuo Mao, Ningbo University, China</p>
</fn>
<corresp id="c001">&#x002A;Correspondence: Jun Ma, <email>majun@fosu.edu.cn</email></corresp>
<corresp id="c002">Aiquan Bai, <email>baiaiquan2008@163.com</email></corresp>
<fn fn-type="equal" id="fn0001"><p><sup>&#x2020;</sup>These authors have contributed equally to this work and share first authorship</p></fn>
</author-notes>
<pub-date pub-type="epub">
<day>08</day>
<month>11</month>
<year>2024</year>
</pub-date>
<pub-date pub-type="collection">
<year>2024</year>
</pub-date>
<volume>15</volume>
<elocation-id>1479934</elocation-id>
<history>
<date date-type="received">
<day>13</day>
<month>08</month>
<year>2024</year>
</date>
<date date-type="accepted">
<day>22</day>
<month>10</month>
<year>2024</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x00A9; 2024 Li, Lian, Zhang, Chen, Chen, Wu, Zhang, Chen, Zhang, Lu, Ma and Bai.</copyright-statement>
<copyright-year>2024</copyright-year>
<copyright-holder>Li, Lian, Zhang, Chen, Chen, Wu, Zhang, Chen, Zhang, Lu, Ma and Bai</copyright-holder>
<license xlink:href="http://creativecommons.org/licenses/by/4.0/">
<p>This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.</p>
</license>
</permissions>
<abstract>
<p>The red imported fire ant (RIFA) has made China its habitat for approximately 25&#x2009;years, but few reports have described the species and amount of virus circulating in it. Researchers are currently exploring viruses associated with RIFAs as potential biological control agents against invasive ants. The present meta-transcriptome analysis revealed the virome of red imported fire ants in Guangdong, southern China, which included 17 viruses, including <italic>Solenopsis invicta</italic> virus 4-GD (SINV-4) and Guangdong Polycipiviridae ant virus 1 (GPAV1) in the <italic>Polycipiviridae</italic> family; <italic>Solenopsis invicta</italic> virus 1-GD (SINV-1), and Guangdong Dicistroviridae ant virus 2-3 (GDAV2-3) in the <italic>Dicistroviridae</italic> family; Guangdong Iflaviridae ant virus 4-9 (GIAV4-9) in the <italic>Iflaviridae</italic> family; Guangdong Parvoviridae ant virus 10 (GPAV10) in the <italic>Parvoviridae</italic> family; and Guangdong ant virus 11-15 (GAV11-15). A total of 15 novel viruses and 2 known viruses were identified in this study. These findings reveal the virome of red imported fire ants in Guangdong Province and present a different result from that of a similar study reported in the United States, providing more choices for potential classical biological control agents against red imported fire ants in China.</p>
</abstract>
<kwd-group>
<kwd>virome</kwd>
<kwd>metagenomic analysis</kwd>
<kwd>RNAseq</kwd>
<kwd>red imported fire ant</kwd>
<kwd>virus</kwd>
</kwd-group>
<counts>
<fig-count count="4"/>
<table-count count="1"/>
<equation-count count="0"/>
<ref-count count="30"/>
<page-count count="10"/>
<word-count count="5224"/>
</counts>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-at-acceptance</meta-name>
<meta-value>Virology</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec sec-type="intro" id="sec1">
<label>1</label>
<title>Introduction</title>
<p>The red imported fire ant (RIFA) is an invasive species originating from South America that exhibits wide adaptability, strong stress resistance, and a rapid reproductive rate it poses significant risks to both humans and animals because of its painful stings and bites, which can cause burns, severe shock, or even death (<xref ref-type="bibr" rid="ref13">Kundrotas, 1993</xref>). This species can damage biodiversity and ecological stability by hunting other insects, small mammals, and birds (<xref ref-type="bibr" rid="ref25">Vinson, 2013</xref>). Moreover, the production of crops, orchards, and horticultural plants is disrupted when red imported fire ant (RIFA) activity is located near farms (<xref ref-type="bibr" rid="ref26">Wan and Yang, 2016</xref>; <xref ref-type="bibr" rid="ref29">Xu et al., 2022</xref>).</p>
<p><italic>Solenopsis invicta,</italic> colloquially known as the red imported fire ant (RIFA), is a species of ant that is notorious for its aggressive behavior and painful stings. It first invaded China in 1999 in the Taiwan Province and then quickly expanded to four cities, with a total area of more than 6,000 hectares (<xref ref-type="bibr" rid="ref14">Lin et al., 2021</xref>). At the end of 2004, the RIFA was transmitted into mainland China and was discovered in Wuchuan city, Guangdong Province (<xref ref-type="bibr" rid="ref30">Zeng et al., 2005</xref>). Presently, their distribution spans the southern and eastern provinces of China, such as Hainan, Guangdong, Guangxi, Fujian, Zhejiang, Guizhou, Yunnan, and Jiangxi (<xref ref-type="bibr" rid="ref3">Bamisile et al., 2023</xref>; <xref ref-type="bibr" rid="ref27">Wang et al., 2023</xref>). According to a Chinese article, between 1998 and 2020, a total of 862 human cases of ant stings were reported from hospitals, mostly from Quanzhou city of Fujian Province, Yangjiang city of Guangdong Province, and Guangzhou city of Guangdong Province. The clinical symptoms mainly include itch pain (100%), ruddy (99.2%), blain (98.8%), and pimple (59.0%), and severe symptoms such as systemic hypersusceptibility (0.8%) and shock (0.8%) rarely occur (<xref ref-type="bibr" rid="ref18">Que Maoqi et al., 2021</xref>).</p>
<p>The exploration and utilization of biological control agents and populations have proven instrumental in the management and suppression of fire ants (<xref ref-type="bibr" rid="ref15">Manfredini et al., 2016</xref>). Viruses are recognized as significant biological control agents against insect populations and have been studied extensively. High-throughput sequencing technology has emerged as a valuable tool for investigating viromes to diagnose unknown infectious diseases (<xref ref-type="bibr" rid="ref19">Shi et al., 2016</xref>). Guangdong Province in China is acknowledged as a global hotspot for emerging zoonotic diseases and vector-borne diseases because of its unique climate, environment, and biodiversity (<xref ref-type="bibr" rid="ref28">Wang et al., 2008</xref>; <xref ref-type="bibr" rid="ref1">Allen et al., 2017</xref>). However, the viromes of RIFAs within Guangdong, southern China, remain inadequately understood.</p>
</sec>
<sec sec-type="materials|methods" id="sec2">
<label>2</label>
<title>Materials and methods</title>
<sec id="sec3">
<label>2.1</label>
<title>Sample collection and preprocessing</title>
<p>Nest soil from ants was collected in September 2022 from villages in Jieyang and Yunfu cities, Guangdong Province, China. After collection, the samples were transported to the laboratory within 24&#x2009;h and stored at &#x2212;80&#x00B0;C immediately. After being extracted from the nest soil, the ants were washed with 95% ethanol. Ant species were morphologically identified by an experienced technician and confirmed by sequencing the mitochondrial 16S ribosomal RNA (16S rRNA) gene. To better identify the viruses present in the samples, the ants from the two locations were synthesized into one group. After being washed with phosphate-buffered saline (PBS), the ants were homogenized in PBS, followed by centrifugation at 2,500&#x2009;&#x00D7;&#x2009;g for 5&#x2009;min at 4&#x00B0;C. The supernatants were collected for RNA extraction with TRIzol LS reagent (Invitrogen, Carlsbad, CA, United States).</p>
</sec>
<sec id="sec4">
<label>2.2</label>
<title>Meta-transcriptomic and bioinformatics analyses</title>
<p>Meta-transcriptome sequencing was conducted as previously described (<xref ref-type="bibr" rid="ref19">Shi et al., 2016</xref>). In brief, after the ribosomal RNA (rRNA) was removed, the RNA was fragmented, reverse-transcribed, and adapted, followed by paired-end (150&#x2009;bp) sequencing on the Illumina HiSeq 2500 platform. All library preparation and sequencing were performed by Tianjin Novogene Bioinformatics Technology Co., Ltd., Tianjin, China.</p>
<p>The sequencing reads were adaptor-and quality-trimmed via the FASTP program, followed by <italic>de novo</italic> assembly via the Megahit program, and the resulting contigs were compared against the nr database via the diamond BLASTX program. The confirmed viral contigs with assembly overlaps, or from the same scaffold, were merged via the SeqMan program (version 7.1, DNAstar, Madison, WI, United States). Nested RT&#x2013;PCR was conducted to fill gaps and verify the obtained sequence. The genomic terminus of the target viruses was determined via 5&#x2032;/3&#x2032; RACE kits (TaKaRa, Dalian, China). The primers used are shown in <xref ref-type="supplementary-material" rid="SM1">Supplementary Table S2</xref>. The reads were mapped to the target contigs via Bowtie 2, and an integrated genomics viewer (IGV) was used to check for assembly faults to validate the assembly results.</p>
</sec>
<sec id="sec5">
<label>2.3</label>
<title>Virus classification</title>
<p>The discovered viruses were classified on the basis of their nucleotide (nt) and amino acid (aa) identities. If the species demarcation criteria remain unclear within a genus, a novel viral species is defined if it holds less than 80% nt identity across the complete genome, or less than 90% aa identity of the RNA-dependent RNA polymerase (RdRp) domain with known viruses. All the novel viruses were named &#x201C;Guangdong ant,&#x201D; followed by common viral names according to their taxonomy. Viruses classified into established taxonomies were marked with &#x201C;Guangdong (GD)&#x201D; to distinguish them from other viral strains.</p>
</sec>
<sec id="sec6">
<label>2.4</label>
<title>Phylogenetic analysis</title>
<p>Reference virus sequences were acquired from the GenBank database and examined via MAFFT v7.450 to determine the phylogenetic relationships of the identified viruses (<xref ref-type="bibr" rid="ref12">Katoh et al., 2019</xref>). After testing with ProtTest 3.4, phylogenetic trees were constructed via the maximum-likelihood method in PhyML v3.0 with the Le and Gascuel substitution model for amino acid sequence analysis, which is based on a bootstrap value of 1,000 replicates (<xref ref-type="bibr" rid="ref7">Darriba et al., 2011</xref>; <xref ref-type="bibr" rid="ref8">Guindon et al., 2005</xref>).</p>
</sec>
</sec>
<sec sec-type="results" id="sec7">
<label>3</label>
<title>Results</title>
<sec id="sec8">
<label>3.1</label>
<title>Viral diversity in ants in Guangdong</title>
<p>A total of 432 ants were collected from two distinct locations within Guangdong Province, China Jieyang (<italic>n</italic>&#x2009;=&#x2009;324) and Yunfu (<italic>n</italic>&#x2009;=&#x2009;108). Species identification was conducted through a comprehensive amalgamation of morphological scrutiny and 16S PCR techniques. Among the collected samples, 411 were unequivocally identified as <italic>Solenopsis invicta</italic>, and the remaining 21 were characterized as <italic>Polyrhachis dives</italic> and were excluded from this study (<xref ref-type="supplementary-material" rid="SM1">Supplementary Table S1</xref>; <xref ref-type="supplementary-material" rid="SM1">Supplementary Figure S1</xref>).</p>
<p>Ants were pooled into one group for RNA library construction and sequencing. After quality control and adapter trimming, a total of 85,900,504 paired-end clean reads were generated in these libraries, resulting in 79,054 viral reads, which accounted for 0.1% of the total RNA reads, and were assembled into 95 viral contigs. After alignment via BLAST, the viral contigs were ultimately annotated to 17 viruses from the viral families <italic>Polycipiviridae</italic>, <italic>Dicistroviridae</italic>, <italic>Iflaviridae</italic>, <italic>Parvoviridae</italic>, and unclassified families. The raw data and obtained virus sequences have been uploaded to NCBI with Bioproject Accessions: PRJNA1061181; Biosample Accessions: SAMN39259552; and SRA accessions: SRR27458542.</p>
</sec>
<sec id="sec9">
<label>3.2</label>
<title>Viral genome organization and phylogenetic characterization</title>
<p>The genomes of 17 viruses, including 15 previously unknown viruses, were obtained through contig-based PCR and rapid amplification of cDNA ends (RACE). The complete genomes of 14 viruses were obtained and named Guangdong Dicistroviridae ant virus 2&#x2013;3 (GDAV2-3), Guangdong Iflaviridae ant virus 4&#x2013;9 (GIAV4-9), Guangdong Parvoviridae ant virus 10 (GPAV10), Guangdong ant virus 12,13,15 (GAV12,13,15), <italic>Solenopsis invicta</italic> virus 1-GD (SINV1 GD) and <italic>Solenopsis invicta</italic> virus 4-GD (SINV4 GD). Additionally, three viruses with partial sequences were identified and named Guangdong Polycipiviridae ant virus 1 (GPAV1), Guangdong ant virus 11 (GAV11) and Guangdong ant virus 14 (GAV14) (<xref ref-type="table" rid="tab1">Table 1</xref>).</p>
<table-wrap position="float" id="tab1">
<label>Table 1</label>
<caption>
<p>Information on the viral genome obtained in this study.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top">Virus name</th>
<th align="left" valign="top">Virus abbreviation</th>
<th align="left" valign="top">Accession number</th>
<th align="left" valign="top">Viral family</th>
<th align="left" valign="top">Genetically closest virus</th>
<th align="left" valign="top">GenBank accession number of genetically closest virus</th>
<th align="center" valign="top">Length of the segment (bp)</th>
<th align="center" valign="top">Identity with relative virus (nt, %)</th>
<th align="left" valign="top">Protein&#x002A;</th>
<th align="center" valign="top">Identity with relative virus (aa, %)</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top" rowspan="5"><italic>Solenopsis invicta</italic> virus 4-GD</td>
<td align="left" valign="top" rowspan="5">SINV4 GD</td>
<td align="left" valign="top" rowspan="5">PP104790</td>
<td align="left" valign="top" rowspan="5"><italic>Polycipiviridae</italic></td>
<td align="left" valign="top" rowspan="5"><italic>Solenopsis invicta</italic> virus 4</td>
<td align="left" valign="top" rowspan="5">NC 035455</td>
<td align="center" valign="top" rowspan="5">12,102</td>
<td align="center" valign="top" rowspan="5">90.8</td>
<td align="left" valign="top">Putative capsid protein</td>
<td align="center" valign="top">99.3</td>
</tr>
<tr>
<td align="left" valign="top">Hypothetical protein</td>
<td align="center" valign="top">96.4</td>
</tr>
<tr>
<td align="left" valign="top">Putative capsid protein</td>
<td align="center" valign="top">98.88</td>
</tr>
<tr>
<td align="left" valign="top">Putative capsid protein</td>
<td align="center" valign="top">95.28</td>
</tr>
<tr>
<td align="left" valign="top">RNA-dependent RNA polymerase</td>
<td align="center" valign="top">96.13</td>
</tr>
<tr>
<td align="left" valign="top" rowspan="5">Guangdong Polycipiviridae ant virus 1</td>
<td align="left" valign="top" rowspan="5">GPAV1</td>
<td align="left" valign="top" rowspan="5">PP104791</td>
<td align="left" valign="top" rowspan="5">
<italic>Polycipiviridae</italic>
</td>
<td align="left" valign="top" rowspan="5">Polycipiviridae sp.</td>
<td align="left" valign="top" rowspan="5">MZ679315</td>
<td align="center" valign="top" rowspan="5">11,474</td>
<td align="center" valign="top" rowspan="5">83.9</td>
<td align="left" valign="top">Putative RNA-dependent RNA polymerase</td>
<td align="center" valign="top">85.77</td>
</tr>
<tr>
<td align="left" valign="top">Putative capsid protein 1</td>
<td align="center" valign="top">98.2</td>
</tr>
<tr>
<td align="left" valign="top">Putative capsid protein 2</td>
<td align="center" valign="top">94.83</td>
</tr>
<tr>
<td align="left" valign="top">Putative capsid protein 3</td>
<td align="center" valign="top">94.59</td>
</tr>
<tr>
<td align="left" valign="top">Hypothetical protein</td>
<td align="center" valign="top">95.82</td>
</tr>
<tr>
<td align="left" valign="top" rowspan="2"><italic>Solenopsis invicta</italic> virus 1-GD</td>
<td align="left" valign="top" rowspan="2">SINV1 GD</td>
<td align="left" valign="top" rowspan="2">PP104795</td>
<td align="left" valign="top" rowspan="2"><italic>Dicistroviridae</italic></td>
<td align="left" valign="top" rowspan="2"><italic>Solenopsis invicta</italic> virus 1</td>
<td align="left" valign="top" rowspan="2">NC 006559</td>
<td align="center" valign="top" rowspan="2">8,026</td>
<td align="center" valign="top" rowspan="2">94.2</td>
<td align="left" valign="top">Nonstructural polyprotein</td>
<td align="center" valign="top">98.21</td>
</tr>
<tr>
<td align="left" valign="top">Contains capsid proteins; structural polyprotein</td>
<td align="center" valign="top">99.03</td>
</tr>
<tr>
<td align="left" valign="top">Guangdong Dicistroviridae ant virus 2</td>
<td align="left" valign="top">GDAV2</td>
<td align="left" valign="top">PP104803</td>
<td align="left" valign="top"><italic>Dicistroviridae</italic></td>
<td align="left" valign="top">Beihai picorna-like virus 76</td>
<td align="left" valign="top">KX883903</td>
<td align="center" valign="top">5,649</td>
<td align="center" valign="top">62</td>
<td align="left" valign="top">Hypothetical protein</td>
<td align="center" valign="top">61.66</td>
</tr>
<tr>
<td align="left" valign="top" rowspan="2">Guangdong Dicistroviridae ant virus 3</td>
<td align="left" valign="top" rowspan="2">GDAV3</td>
<td align="left" valign="top" rowspan="2">PP104794</td>
<td align="left" valign="top" rowspan="2"><italic>Dicistroviridae</italic></td>
<td align="left" valign="top" rowspan="2">Wuhan arthropod virus 2 strain WHSFII47608</td>
<td align="left" valign="top" rowspan="2">KX884287</td>
<td align="center" valign="top" rowspan="2">9,875</td>
<td align="center" valign="top" rowspan="2">45.9</td>
<td align="left" valign="top">Hypothetical protein 1</td>
<td align="center" valign="top">64.87</td>
</tr>
<tr>
<td align="left" valign="top">Hypothetical protein 2</td>
<td align="center" valign="top">66.94</td>
</tr>
<tr>
<td align="left" valign="top">Guangdong Iflaviridae ant virus 4</td>
<td align="left" valign="top">GIAV4</td>
<td align="left" valign="top">PP104799</td>
<td align="left" valign="top"><italic>Iflaviridae</italic></td>
<td align="left" valign="top">Infectious flacherie virus</td>
<td align="left" valign="top">NC 003781</td>
<td align="center" valign="top">9,650</td>
<td align="center" valign="top">60.8</td>
<td align="left" valign="top">Polyprotein</td>
<td align="center" valign="top">58.95</td>
</tr>
<tr>
<td align="left" valign="top">Guangdong Iflaviridae ant virus 5</td>
<td align="left" valign="top">GIAV5</td>
<td align="left" valign="top">PP104801</td>
<td align="left" valign="top"><italic>Iflaviridae</italic></td>
<td align="left" valign="top">King virus</td>
<td align="left" valign="top">NC 031749</td>
<td align="center" valign="top">10,193</td>
<td align="center" valign="top">58.2</td>
<td align="left" valign="top">Polyprotein</td>
<td align="center" valign="top">44.01</td>
</tr>
<tr>
<td align="left" valign="top">Guangdong Iflaviridae ant virus 6</td>
<td align="left" valign="top">GIAV6</td>
<td align="left" valign="top">PP104798</td>
<td align="left" valign="top"><italic>Iflaviridae</italic></td>
<td align="left" valign="top">Opsiphanes invirae iflavirus 1</td>
<td align="left" valign="top">NC 027917</td>
<td align="center" valign="top">9,855</td>
<td align="center" valign="top">47</td>
<td align="left" valign="top">Polyprotein</td>
<td align="center" valign="top">51.2</td>
</tr>
<tr>
<td align="left" valign="top" rowspan="2">Guangdong Iflaviridae ant virus 7</td>
<td align="left" valign="top" rowspan="2">GIAV7</td>
<td align="left" valign="top" rowspan="2">PP104802</td>
<td align="left" valign="top" rowspan="2"><italic>Iflaviridae</italic></td>
<td align="left" valign="top" rowspan="2"><italic>Lampyris noctiluca</italic> iflavirus 1</td>
<td align="left" valign="top" rowspan="2">MH620811</td>
<td align="center" valign="top" rowspan="2">10,339</td>
<td align="center" valign="top" rowspan="2">46.1</td>
<td align="left" valign="top">Putative polyprotein</td>
<td align="center" valign="top">34.94</td>
</tr>
<tr>
<td align="left" valign="top">Putative polyprotein</td>
<td align="center" valign="top">33.93</td>
</tr>
<tr>
<td align="left" valign="top">Guangdong Iflaviridae ant virus 8</td>
<td align="left" valign="top">GIAV8</td>
<td align="left" valign="top">PP104793</td>
<td align="left" valign="top"><italic>Iflaviridae</italic></td>
<td align="left" valign="top">Moku virus isolate Big Island</td>
<td align="left" valign="top">NC 031338</td>
<td align="center" valign="top">10,056</td>
<td align="center" valign="top">36.0</td>
<td align="left" valign="top">Polyprotein</td>
<td align="center" valign="top">56.05</td>
</tr>
<tr>
<td align="left" valign="top">Guangdong Iflaviridae ant virus 9</td>
<td align="left" valign="top">GIAV9</td>
<td align="left" valign="top">PP104792</td>
<td align="left" valign="top"><italic>Iflaviridae</italic></td>
<td align="left" valign="top">Moku virus isolate Big Island</td>
<td align="left" valign="top">NC 031338</td>
<td align="center" valign="top">10,056</td>
<td align="center" valign="top">36.3</td>
<td align="left" valign="top">Polyprotein</td>
<td align="center" valign="top">54.78</td>
</tr>
<tr>
<td align="left" valign="top" rowspan="5">Guangdong Parvoviridae ant virus 10</td>
<td align="left" valign="top" rowspan="5">GPAV10</td>
<td align="left" valign="top" rowspan="5">PP104806</td>
<td align="left" valign="top" rowspan="5"><italic>Parvoviridae</italic></td>
<td align="left" valign="top" rowspan="5"><italic>Periplaneta fuliginosa</italic> densovirus</td>
<td align="left" valign="top" rowspan="5">NC 000936</td>
<td align="center" valign="top" rowspan="5">5,454</td>
<td align="center" valign="top" rowspan="5">65.7</td>
<td align="left" valign="top">Structural protein</td>
<td align="center" valign="top">53.04</td>
</tr>
<tr>
<td align="left" valign="top">Structural protein</td>
<td align="center" valign="top">56.8</td>
</tr>
<tr>
<td align="left" valign="top">Nonstructural protein</td>
<td align="center" valign="top">67.85</td>
</tr>
<tr>
<td align="left" valign="top">Hypothetical protein PfdVgp6</td>
<td align="center" valign="top">61.51</td>
</tr>
<tr>
<td align="left" valign="top">Hypothetical protein PfdVgp6</td>
<td align="center" valign="top">26.73</td>
</tr>
<tr>
<td align="left" valign="top">Guangdong ant virus 11</td>
<td align="left" valign="top">GAV11</td>
<td align="left" valign="top">PP104805</td>
<td align="left" valign="top">unclassified <italic>Dicistroviridae</italic></td>
<td align="left" valign="top">Dicistroviridae sp. 1</td>
<td align="left" valign="top">MZ394716</td>
<td align="center" valign="top">6,015</td>
<td align="center" valign="top">49</td>
<td align="left" valign="top">Putative structural protein</td>
<td align="center" valign="top">90.98</td>
</tr>
<tr>
<td align="left" valign="top">Guangdong ant virus 12</td>
<td align="left" valign="top">GAV12</td>
<td align="left" valign="top">PP104800</td>
<td align="left" valign="top">unclassified RNA viruses</td>
<td align="left" valign="top">Beihai picorna-like virus 70</td>
<td align="left" valign="top">NC 032249</td>
<td align="center" valign="top">9,214</td>
<td align="center" valign="top">44</td>
<td align="left" valign="top">Hypothetical protein</td>
<td align="center" valign="top">31.95</td>
</tr>
<tr>
<td align="left" valign="top" rowspan="2">Guangdong ant virus 13</td>
<td align="left" valign="top" rowspan="2">GAV13</td>
<td align="left" valign="top" rowspan="2">PP104797</td>
<td align="left" valign="top" rowspan="2">unclassified viruses</td>
<td align="left" valign="top" rowspan="2">Vespa velutina associated acypi-like virus</td>
<td align="left" valign="top" rowspan="2">MN565042</td>
<td align="center" valign="top" rowspan="2">9,900</td>
<td align="center" valign="top" rowspan="2">46.3</td>
<td align="left" valign="top">P1 protein</td>
<td align="center" valign="top">98.88</td>
</tr>
<tr>
<td align="left" valign="top">P2 protein</td>
<td align="center" valign="top">98.04</td>
</tr>
<tr>
<td align="left" valign="top">Guangdong ant virus 14</td>
<td align="left" valign="top">GAV14</td>
<td align="left" valign="top">PP104804</td>
<td align="left" valign="top">unclassified <italic>Picornavirales</italic></td>
<td align="left" valign="top"><italic>Lycopersicon esculentum</italic> picorna-like virus</td>
<td align="left" valign="top">MN832456</td>
<td align="center" valign="top">9,157</td>
<td align="center" valign="top">45.3</td>
<td align="left" valign="top">Hypothetical protein</td>
<td align="center" valign="top">21.8</td>
</tr>
<tr>
<td align="left" valign="top">Guangdong ant virus 15</td>
<td align="left" valign="top">GAV15</td>
<td align="left" valign="top">PP104796</td>
<td align="left" valign="top">unclassified RNA viruses</td>
<td align="left" valign="top">Changjiang crawfish virus 6</td>
<td align="left" valign="top">NC 032801</td>
<td align="center" valign="top">9,743</td>
<td align="center" valign="top">44.9</td>
<td align="left" valign="top">Glycoprotein</td>
<td align="center" valign="top">36.5</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
<sec id="sec10">
<label>3.3</label>
<title><italic>Polycipiviridae</italic>: SINV4 GD, GPAV1</title>
<p>Metagenomic analysis revealed that approximately 2.2% (1,722/79,054) and 0.2% (195/79,054) of the total reads mapped to the genomes of SINV4 GD and GAV7, respectively (<xref ref-type="supplementary-material" rid="SM1">Supplementary Table S3</xref>). We obtained two complete viral genomes belonging to <italic>Polycipiviridae</italic> and designated them SINV4 GD and GAV7.</p>
<p>The genome of SINV4 GD includes five ORFs (<xref ref-type="fig" rid="fig1">Figure 1</xref>) encoding the RdRp and RNA helicase. The length of the SINV4 GD is 11,965&#x2009;bp, and it shares high identity (96.1% of the RdRp aa sequence, 90.8% of the complete nt sequence) with <italic>Solenopsis invicta</italic> virus 4, which was identified in the United States (<xref ref-type="bibr" rid="ref17">Olendraite et al., 2017</xref>). The GPAV1 genome is 10,504&#x2009;bp in length, and its RdRp gene shares 83.9 and 85.8% nt and deduced aa sequence identity with the closest viral strain, Polycipiviridae sp., which was identified in China (<xref ref-type="bibr" rid="ref4">Chen et al., 2022</xref>). Phylogenetically, both SINV4 GD and GPAV1 identified in this study were grouped into the <italic>Polycipiviridae</italic> family.</p>
<fig position="float" id="fig1">
<label>Figure 1</label>
<caption>
<p>Genome characterization and phylogenetic analysis of <italic>Polycipiviridae.</italic> (A) Genome organization and putative coding regions of <italic>Solenopsis invicta</italic> virus 4-GD (SINV4) and Guangdong Polycipiviridae ant virus 1 (GPAV1). Both viral genomes include RNA helicases and RNA-dependent RNA polymerase (RdRp). (B) Phylogenetic analyses of <italic>Polycipiviridae</italic>. Phylogenetic trees were constructed on the basis of the RdRp amino acid sequences of representative viruses in the family <italic>Polycipiviridae</italic>. The viruses obtained in this study are highlighted in red. The scale bar at the bottom indicates the amino acid substitutions per site. The vertical color bars at the right of the tree indicate the order of the virus host. The vertical black line at the right of the tree indicates the virus genus.</p>
</caption>
<graphic xlink:href="fmicb-15-1479934-g001.tif"/>
</fig>
</sec>
<sec id="sec11">
<label>3.4</label>
<title><italic>Dicistroviridae</italic>: SINV1 GD, GDAV2, and GDAV3</title>
<p>In total, 28,419 reads (35.9%; 28,419/79,054) were mapped to viruses in the <italic>Dicistroviridae</italic> family. A total of 0.3% of the reads (209/79,054) in the pools were matched with SINV1 GD, 0.2% of the reads (261/79,054) were mapped with GDAV2, and 35.4% of the reads (27,994/79,054) were matched with GDAV3 (<xref ref-type="supplementary-material" rid="SM1">Supplementary Table S4</xref>).</p>
<p>The length of the SINV1 GD was 9,944&#x2009;bp, with high identity (98.2% of the RdRp aa sequence and 94.2% of the complete nt sequence) to <italic>Solenopsis invicta</italic> virus 1, which was identified in the United States (<xref ref-type="bibr" rid="ref23">Valles et al., 2013</xref>). The length of GDAV3 is 10,144&#x2009;bp, and its RdRp gene shares 45.9 and 66.9% nt and deduced aa sequence identity, respectively, with the Wuhan arthropod virus 2 strain WHSFII47608 (<xref ref-type="bibr" rid="ref19">Shi et al., 2016</xref>). The length of GDAV2 was 7,418&#x2009;bp, and its RdRp gene shares 62.0 and 61.7% nt and deduced aa sequence identity with the strain Beihai picorna-like virus 76 (<xref ref-type="supplementary-material" rid="SM1">Supplementary Table S4</xref>).</p>
<p>Phylogenetically, the SINV1 GD, GDAV2, and GDAV3 genes identified in this study were grouped within the <italic>Dicistroviridae</italic> clade (<xref ref-type="fig" rid="fig2">Figure 2</xref>).</p>
<fig position="float" id="fig2">
<label>Figure 2</label>
<caption>
<p>The genome structure and phylogenetic analysis of <italic>Dicistroviridae</italic>. (A) Genome organization and putative coding regions of <italic>Solenopsis invicta</italic> virus 1-GD (SINV1), Guangdong Dicistroviridae ant virus 2 (GDAV2), and Guangdong Dicistroviridae ant virus 3 (GDAV3). The viral genome contains segments encoding the RdRp and RNA helicases. (B) Phylogenetic analyses of <italic>Dicistroviridae</italic>. Phylogenetic trees were constructed on the basis of the RdRp protein sequences of representative viruses in the family <italic>Dicistroviridae</italic>. The viruses obtained in this study are highlighted in red. The scale bar at the bottom indicates the amino acid substitutions per site. The vertical color bars at the right of the tree indicate the order of the virus host. The vertical color lines at the right of the tree indicate the virus genera.</p>
</caption>
<graphic xlink:href="fmicb-15-1479934-g002.tif"/>
</fig>
</sec>
<sec id="sec12">
<label>3.5</label>
<title><italic>Iflaviridae</italic>: GIAV4-9</title>
<p>Metagenomic analysis revealed that a total of 6.8% (5,408/79,054) of the viral reads mapped to the genomes of the iflavirus, which included 1.4% (1,114/79,054) GIAV4, 0.4% (345/79,054) GIAV5, 0.2% (172/79,054) GIAV6, 0.6% (506/79,054) GIAV7, 2.2% (1,743/79,054) GIAV8, and 1.9% GIAV9 (1,528/79,054) reads.</p>
<p>The length of GIAV4 is 9,727&#x2009;bp, and its RdRp gene shares 61 and 59% nt and deduced aa sequence identity with the infectious flounder virus strain (<xref ref-type="bibr" rid="ref11">Isawa et al., 1998</xref>). The length of GIAV5 was 8,459&#x2009;bp, and its RdRp gene shares 58.2 and 44% nt and deduced aa sequence identity with the strain King virus. The length of GIAV6 is 9,827&#x2009;bp, and its RdRp gene shares 47 and 51.2% nt and deduced aa sequence identity with the strain Opsiphanes invirae iflavirus 1 (<xref ref-type="bibr" rid="ref20">Silva et al., 2015</xref>). The length of GIAV7 is 7,799&#x2009;bp, and the RdRp gene of GIAV7 is 46.1% nucleotide and has amino acid sequence identities with the <italic>Lampyris noctiluca</italic> iflavirus 1 strain, with amino acid identities ranging from 33.9 to 34.9%. Compared with those of the Moku virus isolate Big Island, the lengths of GIAV8 and GIAV9 are 10,320&#x2009;bp and 10,336&#x2009;bp, indicating nucleotide identities of 36 and 36.3%, respectively, and amino acid identities of 56.1 and 54.8%, respectively, in the RdRp region (<xref ref-type="supplementary-material" rid="SM1">Supplementary Table S5</xref>) (<xref ref-type="bibr" rid="ref16">Mordecai et al., 2016</xref>).</p>
<p>Phylogenetically, the six viruses identified in this study were grouped into the <italic>Iflaviridae</italic> clade (<xref ref-type="fig" rid="fig3">Figure 3</xref>).</p>
<fig position="float" id="fig3">
<label>Figure 3</label>
<caption>
<p>The genome structure and phylogenetic analysis of <italic>Iflaviridae</italic>. (A) Genome organization and putative coding regions of Guangdong Iflaviridae ant virus 4&#x2013;9 (GIAV4-9). The viral genome contains segments that encode RdRp, rhv-like, and RNA helicases. (B) Phylogenetic analyses of members of the family <italic>Iflaviridae</italic>. Phylogenetic trees were constructed on the basis of the RdRp protein sequences of representative viruses in the family <italic>Iflaviridae</italic>. The viruses obtained in this study are highlighted in red. The scale bar at the bottom indicates the amino acid substitutions per site. The vertical color bars at the right of the tree indicate the order of the virus host. The vertical black line at the right of the tree indicates the virus genus.</p>
</caption>
<graphic xlink:href="fmicb-15-1479934-g003.tif"/>
</fig>
</sec>
<sec id="sec13">
<label>3.6</label>
<title><italic>Parvoviridae</italic>: GPAV10</title>
<p>Approximately 44.4% of the reads (35,116/79,054) were mapped to the genome of Guangdong Parvoviridae ant virus 8 (GPAV10), which is located in the genus <italic>Pefuambidensovirus</italic> in the phylogenetic tree. We designated this virus GPAV10, whose genome shares 65.7% and 26.7&#x2009;~&#x2009;67.9% nt and deduced aa sequence identity with <italic>Periplaneta fuliginosa</italic> densovirus (<xref ref-type="bibr" rid="ref9">Guo et al., 2000</xref>) (<xref ref-type="fig" rid="fig4">Figure 4</xref>).</p>
<fig position="float" id="fig4">
<label>Figure 4</label>
<caption>
<p>The genome structure and phylogenetic analysis of <italic>Parvoviridae</italic>. (A) Genome organization and putative coding regions of Guangdong ant Parvoviridae virus 8 (GPAV10). The viral genome contains segments that encode NS1, VP4, and phospholip A2. (B) Phylogenetic analyses of <italic>Parvoviridae</italic>. Phylogenetic trees were constructed on the basis of the NS1 protein sequences of representative viruses in the <italic>Parvoviridae</italic> family. The viruses obtained in this study are highlighted in red. The scale bar at the bottom indicates the amino acid substitutions per site. The vertical color bars at the right of the tree indicate the order of the virus host. The vertical color lines at the right of the tree indicate the virus genera.</p>
</caption>
<graphic xlink:href="fmicb-15-1479934-g004.tif"/>
</fig>
</sec>
<sec id="sec14">
<label>3.7</label>
<title>Unclassified viruses: GAV11-15</title>
<p>The length of GAV11 is 5,249&#x2009;bp, and its RdRp gene shares 49 and 91% nt and deduced aa sequence identity with the strain Dicistroviridae sp. 1. The length of GAV14 is 7,345&#x2009;bp, and its genome shares 45.3% nt identity with that of the <italic>Lycopersicon esculentum</italic> picorna-like virus. The length of GAV12 is 9,640&#x2009;bp, and its RdRp gene shares 44% nt and 32% nt and deduced aa sequence identity with the strain Beihai picorna-like virus 70 (<xref ref-type="bibr" rid="ref19">Shi et al., 2016</xref>). For GAV11, GAV14 and GAV12 may only have partial RdRp information or high diversity with their closest viruses; thus, these viruses were deemed unclassified viruses in this study.</p>
<p>Vespa velutina-associated acypi-like virus, first discovered in the Asian yellow-legged hornet Vespa velutina nigrithorax, is an unclassified virus (<xref ref-type="bibr" rid="ref6">Dalmon et al., 2019</xref>). In this study, a total of 344 (0.4%, 344/79,054) reads were mapped to the Vespa velutina-associated acypi-like virus. We named this virus Guangdong ant virus 13 (GAV13), which has 9,860&#x2009;nt and shares 46.3% and 98&#x2009;~&#x2009;98.9% nt and deduced aa sequence similarity with the Vespa velutina-associated acypi-like virus.</p>
<p>Changjiang crawfish virus 6 is an unclassified RNA virus (<xref ref-type="bibr" rid="ref19">Shi et al., 2016</xref>). In this study, a total of 3,214 (4.1%, 3,214/79,054) reads were mapped with the Changjiang crawfish virus 6. We named this virus Guangdong ant virus 15 (GAV15), whose genome is 9,901&#x2009;nt long and shares 44.9 and 36.5% nt and whose aa sequence similarity is with that of the Changjiang crawfish virus 6.</p>
</sec>
</sec>
<sec sec-type="discussion" id="sec15">
<label>4</label>
<title>Discussion</title>
<p>RIFA originates from South America, but studies indicate that the United States may be the main source of its invasion in China (<xref ref-type="bibr" rid="ref2">Ascunce et al., 2011</xref>). This species can be transported to new areas through human transport, such as ships, trains and trucks (<xref ref-type="bibr" rid="ref26">Wan and Yang, 2016</xref>). This study reported the results of a metagenomic analysis of RNA viruses associated with RIFA in Guangdong, southern China, revealing high viral diversity within this region, which is different from the results of a similar study reported in the United States (<xref ref-type="bibr" rid="ref24">Valles and Rivers, 2019</xref>) (<xref ref-type="supplementary-material" rid="SM1">Supplementary Table S6</xref>). Seventeen different viruses belonging to four families, namely, <italic>Polycipiviridae</italic>, <italic>Dicistroviridae</italic>, <italic>Iflaviridae</italic>, <italic>Parvoviridae</italic>, and unclassified families, were identified.</p>
<p><italic>Polycipiviridae</italic> is a family of picorna-like viruses with nonsegmented, linear, positive-sense RNA genomes of approximately 10&#x2009;~&#x2009;12&#x2009;kb. All the members of the species within the family have been derived from arthropods, mostly from ants (<xref ref-type="bibr" rid="ref17">Olendraite et al., 2017</xref>). The <italic>Solenopsis invicta</italic> virus 4 found in Guangdong Province is closely related to the virus found in the United States, and this result is consistent with the previous conclusion that RIFAs in China are from the United States (<xref ref-type="bibr" rid="ref2">Ascunce et al., 2011</xref>). We also found that a novel virus, GPAV1, clustered in the <italic>Polycipiviridae</italic> family, and formed a distinct group from other polycipiviruses discovered in ants in the phylogenetic tree.</p>
<p><italic>Dicistroviridae</italic> is a family of small nonenveloped viruses with RNA genomes of approximately 8&#x2009;~&#x2009;10 kilobases (<xref ref-type="bibr" rid="ref21">Valles et al., 2017a</xref>). Two novel viruses, GDAV2 and GDAV3, were identified and phylogenetically clustered in the <italic>Dicistroviridae</italic> family. The genome of <italic>Solenopsis invicta</italic> virus 1 identified in this study is highly similar to that of strains reported in the United States, and is considered a potential tool for preventing the expansion of RIFAs (<xref ref-type="bibr" rid="ref10">Hashimoto and Valles, 2007</xref>; <xref ref-type="bibr" rid="ref24">Valles and Rivers, 2019</xref>).</p>
<p><italic>Iflaviridae</italic> is a family of small nonenveloped viruses with RNA genomes of approximately 9&#x2009;~&#x2009;11 kilobases in length encoding a single polyprotein. Currently, iflaviruses are identified mainly from arthropods and primarily from insects (<xref ref-type="bibr" rid="ref22">Valles et al., 2017b</xref>). In this study, six novel viruses belonging to this family were identified in Guangdong, China, suggesting that diverse iflaviruses circulate in RIFAs in this area.</p>
<p><italic>Parvoviridae</italic> is a family of nonenveloped, round, icosahedral symmetric viruses with an approximately 4-to 6-kb-long single-stranded DNA genome (<xref ref-type="bibr" rid="ref5">Cotmore et al., 2019</xref>). In the ICTV classification, <italic>Parvoviridae</italic> is divided into two subfamilies: <italic>Parvovirinae</italic>, which infect mammals and birds, and <italic>Densovirinae</italic>, which infect arthropods. In this study, we found that a novel virus, GPAV10, which is phylogenetically located in <italic>Densovirinae</italic>, occupied approximately half of the viral reads in the pool of RIFAs. This result may indicate that GPAV10 is highly infectious to RIFAs.</p>
</sec>
<sec sec-type="conclusions" id="sec16">
<label>5</label>
<title>Conclusion</title>
<p>This study investigated the virome of red imported fire ants in Guangdong, southern China, and detected 17 viruses, including 14 viruses with complete genomes and 3 viruses with partial genomes. A total of 15 novel viruses and 2 known viruses were identified in this study. These findings provide information on viruses circulating in red imported fire ants in Guangdong Province and offer more options for potential classical biological control agents against red imported fire ants.</p>
</sec>
</body>
<back>
<sec sec-type="data-availability" id="sec17">
<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 in the article/<xref ref-type="supplementary-material" rid="SM1">Supplementary material</xref>.</p>
</sec>
<sec sec-type="ethics-statement" id="sec18">
<title>Ethics statement</title>
<p>Ethical approval was not required for the study involving animals in accordance with the local legislation and institutional requirements because given that our research solely involved data analysis and did not conduct any animal experimentation, we were exempt from requiring ethical review, according to the guidelines stipulating ethical approval is primarily necessary for studies involving human or animal subjects.</p>
</sec>
<sec sec-type="author-contributions" id="sec19">
<title>Author contributions</title>
<p>QL: Data curation, Formal analysis, Investigation, Validation, Writing &#x2013; original draft, Writing &#x2013; review &#x0026; editing. YL: Data curation, Formal analysis, Software, Writing &#x2013; review &#x0026; editing. KZ: Resources, Writing &#x2013; review &#x0026; editing. JC: Formal analysis, Software, Writing &#x2013; review &#x0026; editing. LC: Writing &#x2013; review &#x0026; editing. JW: Writing &#x2013; review &#x0026; editing. YZ: Writing &#x2013; review &#x0026; editing. MC: Writing &#x2013; review &#x0026; editing. WZ: Writing &#x2013; review &#x0026; editing. ML: Writing &#x2013; review &#x0026; editing. JM: Conceptualization, Methodology, Resources, Writing &#x2013; review &#x0026; editing. AB: Resources, Writing &#x2013; review &#x0026; editing.</p>
</sec>
<sec sec-type="funding-information" id="sec20">
<title>Funding</title>
<p>The author(s) declare that financial support was received for the research, authorship, and/or publication of this article. This research was funded by the Guangdong Modern Agricultural Industry Technology System Innovation Team Construction Project 2023, grant number BKS209152, and the Guangdong Basic and Applied Basic Research Foundation, grant number 2022A1515110357.</p>
</sec>
<sec sec-type="COI-statement" id="sec21">
<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 conflicts of interest.</p>
</sec>
<sec sec-type="disclaimer" id="sec22">
<title>Publisher&#x2019;s note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
<sec sec-type="supplementary-material" id="sec23">
<title>Supplementary material</title>
<p>The Supplementary material for this article can be found online at: <ext-link xlink:href="https://www.frontiersin.org/articles/10.3389/fmicb.2024.1479934/full#supplementary-material" ext-link-type="uri">https://www.frontiersin.org/articles/10.3389/fmicb.2024.1479934/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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