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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.2022.1089445</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>Global whole-genome comparison and analysis to classify subpopulations and identify resistance genes in weedy rice relevant for improving crops</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>Han</surname><given-names>Zhenyun</given-names>
</name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/1786811"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Li</surname><given-names>Fei</given-names>
</name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/1476457"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Qiao</surname><given-names>Weihua</given-names>
</name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/488859"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Zheng</surname><given-names>Xiaoming</given-names>
</name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<xref ref-type="aff" rid="aff3"><sup>3</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/829734"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Cheng</surname><given-names>Yunlian</given-names>
</name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Zhang</surname><given-names>Lifang</given-names>
</name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Huang</surname><given-names>Jingfen</given-names>
</name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Wang</surname><given-names>Yanyan</given-names>
</name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Lou</surname><given-names>Danjing</given-names>
</name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Xing</surname><given-names>Meng</given-names>
</name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Fan</surname><given-names>Weiya</given-names>
</name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Nie</surname><given-names>Yamin</given-names>
</name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Guo</surname><given-names>Wenlong</given-names>
</name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Wang</surname><given-names>Shizhuang</given-names>
</name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Liu</surname><given-names>Ziran</given-names>
</name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Yang</surname><given-names>Qingwen</given-names>
</name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<xref ref-type="author-notes" rid="fn001"><sup>*</sup></xref>
</contrib>
</contrib-group>
<aff id="aff1"><sup>1</sup><institution>National Key Facility for Crop Gene Resources and Genetic Improvement, Institute of Crop Sciences, Chinese Academy of Agricultural Sciences</institution>, <addr-line>Beijing</addr-line>, <country>China</country></aff>
<aff id="aff2"><sup>2</sup><institution>National Nanfan Research Institute (Sanya), Chinese Academy of Agricultural Sciences</institution>, <addr-line>Sanya</addr-line>, <country>China</country></aff>
<aff id="aff3"><sup>3</sup><institution>International Rice Research Institute</institution>, <addr-line>Metro Manila</addr-line>, <country>Philippines</country></aff>
<author-notes>
<fn fn-type="edited-by">
<p>Edited by: Weibiao Liao, Gansu Agricultural University, China</p>
</fn>
<fn fn-type="edited-by">
<p>Reviewed by: Twahira Begum, North East Institute of Science and Technology (CSIR), India; Fantao Zhang, Jiangxi Normal University, China</p>
</fn>
<fn fn-type="corresp" id="fn001">
<p>*Correspondence: Qingwen Yang, <email xlink:href="mailto:yangqingwen@caas.cn">yangqingwen@caas.cn</email>
</p>
</fn>
<fn fn-type="other" id="fn002">
<p>This article was submitted to Plant Breeding, a section of the journal Frontiers in Plant Science</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>10</day>
<month>01</month>
<year>2023</year>
</pub-date>
<pub-date pub-type="collection">
<year>2022</year>
</pub-date>
<volume>13</volume>
<elocation-id>1089445</elocation-id>
<history>
<date date-type="received">
<day>04</day>
<month>11</month>
<year>2022</year>
</date>
<date date-type="accepted">
<day>19</day>
<month>12</month>
<year>2022</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2023 Han, Li, Qiao, Zheng, Cheng, Zhang, Huang, Wang, Lou, Xing, Fan, Nie, Guo, Wang, Liu and Yang</copyright-statement>
<copyright-year>2023</copyright-year>
<copyright-holder>Han, Li, Qiao, Zheng, Cheng, Zhang, Huang, Wang, Lou, Xing, Fan, Nie, Guo, Wang, Liu and Yang</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>Common weedy rice plants are important genetic resources for modern breeding programs because they are the closest relatives to rice cultivars and their genomes contain elite genes. Determining the utility and copy numbers of <italic>WRKY</italic> and nucleotide-binding site (<italic>NBS</italic>) resistance-related genes may help to clarify their variation patterns and lead to crop improvements. In this study, the weedy rice line LM8 was examined at the whole-genome level. To identify the <italic>Oryza sativa japonica</italic> subpopulation that LM8 belongs to, the single nucleotide polymorphisms (SNPs) of 180 cultivated and 23 weedy rice varieties were used to construct a phylogenetic tree and a principal component analysis and STRUCTURE analysis were performed. The results indicated that LM8 with admixture components from <italic>japonica</italic> (GJ) and <italic>indica</italic> (XI) belonged to GJ-admixture (GJ-adm), with more than 60% of its genetic background derived from XI-2 (22.98%), GJ-tropical (22.86%), and GJ-subtropical (17.76%). Less than 9% of its genetic background was introgressed from weedy rice. Our results also suggested LM8 may have originated in a subtropical or tropical geographic region. Moreover, the comparisons with Nipponbare (NIP) and Shuhui498 (R498) revealed many specific structure variations (SVs) in the LM8 genome and fewer SVs between LM8 and NIP than between LM8 and R498. Next, 96 <italic>WRKY</italic> and 464 <italic>NBS</italic> genes were identified and mapped on LM8 chromosomes to eliminate redundancies. Three <italic>WRKY</italic> genes (<italic>ORUFILM02g002693</italic>, <italic>ORUFILM05g002725</italic>, and <italic>ORUFILM05g001757</italic>) in group III and one RNL [including the resistance to powdery mildew 8 (RPW8) domain, NBS, and leucine rich repeats (LRRs)] type <italic>NBS</italic> gene (<italic>ORUFILM12g000772</italic>) were detected in LM8. Among the <italic>NBS</italic> genes, the RPW8 domain was detected only in <italic>ORUFILM12g000772</italic>. This gene may improve plant resistance to pathogens as previously reported. Its classification and potential utility imply LM8 should be considered as a germplasm resource relevant for rice breeding programs.</p>
</abstract>
<kwd-group>
<kwd>weedy rice</kwd>
<kwd>population classification</kwd>
<kwd>structural variation</kwd>
<kwd>WRKY</kwd>
<kwd>NBS</kwd>
</kwd-group>
<counts>
<fig-count count="5"/>
<table-count count="0"/>
<equation-count count="0"/>
<ref-count count="39"/>
<page-count count="11"/>
<word-count count="5464"/>
</counts>
</article-meta>
</front>
<body>
<sec id="s1" sec-type="intro">
<label>1</label>
<title>Introduction</title>
<p>The genus <italic>Oryza</italic> comprises plants with an evolutionary history spanning 15 million years, during which they underwent both natural selection and artificial selection. Weedy rice (<italic>Oryza sativa</italic> f. <italic>spontanea</italic>), which is a conspecific relative of cultivated rice that commonly grows in close proximity to cultivated rice, has certain wild rice characteristics that combine to form diverse features (<xref ref-type="bibr" rid="B13">Li et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B30">Wu et&#xa0;al., 2021</xref>). Previous research indicated that hybridizations between crops and weeds are relatively uncommon, and alleles for excellent agronomic traits in compatible rice plants may be introgressed into weed populations (<xref ref-type="bibr" rid="B16">Lu et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B17">Merotto et&#xa0;al., 2016</xref>). According to a recent analysis of genome sequencing data, Chinese weedy rice lines independently de-domesticated from locally cultivated rice varieties and were modified by balancing selection during the de-domestication process (<xref ref-type="bibr" rid="B21">Qiu et&#xa0;al., 2017</xref>). Meanwhile, <xref ref-type="bibr" rid="B13">Li et&#xa0;al. (2017)</xref> detected two strains of weedy rice in the USA that originated from Asian <italic>indica</italic> and <italic>aus</italic> rice plants <italic>via</italic> de-domestication events. On the basis of population genomic analyses, weedy rice at high latitudes and weedy rice at middle latitudes were grouped with <italic>japonica</italic> and <italic>indica</italic> accessions, respectively (<xref ref-type="bibr" rid="B26">Sun et&#xa0;al., 2019</xref>). To date, the commonly used rice reference genomes are from Nipponbare (NIP; <xref ref-type="bibr" rid="B10">Kawahara et&#xa0;al., 2013</xref>), 93-11 (<xref ref-type="bibr" rid="B8">International Rice Genome Sequencing Project, 2005</xref>), Shuhui498 (R498; <xref ref-type="bibr" rid="B4">Du et&#xa0;al., 2017</xref>), as well as Zhenshan 97 and Minghui 63 (<xref ref-type="bibr" rid="B36">Zhang J W et&#xa0;al., 2016</xref>). To accelerate the identification of beneficial alleles in weedy rice potentially useful for enhancing cultivated rice, the genomes of WR04-6 (<xref ref-type="bibr" rid="B26">Sun et&#xa0;al., 2019</xref>) and LM8 (<xref ref-type="bibr" rid="B12">Li et&#xa0;al., 2021</xref>), which are two weedy rice lines, have been assembled.</p>
<p>Unlike animals, which can move toward the most appropriate areas within their habitats and avoid diverse stresses, plants are sessile and continuously exposed to various abiotic and biotic stresses. Accordingly, identifying genetic variations in resistant germplasms and clarifying complex pathways regulating resistance are critical for the breeding of resistant crop species. The immunity network and mechanisms underlying the adaptation of plants to adverse environmental stimuli remain to be thoroughly characterized, although WRKY and NBS genes resistance genes are confirmed contributors. Specifically, WRKY-encoding proteins, also as one of transcription factors (TFs), are involved in regulating plant responses to multiple stresses, including pathogen or bacterial infections, drought, cold, freezing, and wounding (<xref ref-type="bibr" rid="B14">Li et&#xa0;al., 2020</xref>). They usually contain a DNA-binding region comprising the highly conserved WRKYGQK sequence (i.e., WRKY domain) at the N-terminus as well as a zinc finger structure (CX<sub>4-5</sub>CX<sub>22-23</sub>HXH) (<xref ref-type="bibr" rid="B6">Eulgem et&#xa0;al., 2000</xref>). Both the W-box region with the consensus sequence (C/T)TGAC(T/C) and the sugar-responsive element comprising TAAAGATTACTAATAGGAA in the downstream target gene promoters are specifically recognized by WRKY TFs, resulting in activated transcription (<xref ref-type="bibr" rid="B27">Sun et&#xa0;al., 2003</xref>). The WRKY TFs in group I contain two WRKY domains, whereas the group II and III members have one WRKY domain. The WRKY TFs in groups II and III may be distinguished by their C<sub>2</sub>H<sub>2</sub> and C<sub>2</sub>HC zinc fingers, respectively (<xref ref-type="bibr" rid="B1">Chen et&#xa0;al., 2017</xref>). The WRKY domain has been detected in two Arabidopsis TIR-NBS-LRR (TNL) proteins (<xref ref-type="bibr" rid="B20">Narusaka et&#xa0;al., 2009</xref>).</p>
<p>In fact, the TIR-NBS-LRR proteins, which are also called TNL proteins, consist of a nucleotide-binding (NB) domain and C-terminal leucine rich repeats (LRRs) along with a Toll/interleukin-1 receptor/resistance (TIR) domain in the N-terminal region (<xref ref-type="bibr" rid="B2">Collier and Moffett, 2009</xref>). The presence of a coiled-coil (CC) domain instead of a TIR domain in the NBS-LRR N-terminal region results in a CC-NBS-LRR (CNL) protein (<xref ref-type="bibr" rid="B2">Collier and Moffett, 2009</xref>). Apart from TNL and CNL genes, RPW8-NBS-LRR (RNL) represent a special N-terminal domain known as RPW8 (resistance to powdery mildew 8) domain containing NBS-LRR region (<xref ref-type="bibr" rid="B37">Zhang  Y M et&#xa0;al., 2016</xref>). The NB and LRR domains are separated by an ARC (Apaf-1, R protein, and CED-4) domain (<xref ref-type="bibr" rid="B2">Collier and Moffett, 2009</xref>). The functional central nucleotide-binding pocket includes the NB and ARC domains (<xref ref-type="bibr" rid="B2">Collier and Moffett, 2009</xref>). During the co-evolution with pathogenic microorganisms, plants evolved a series of resistance (<italic>R</italic>) and avirulence genes that protect against infections. Similar to other crops, rice has evolved two defense strategies, namely pathogen-associated molecular pattern (PAMP)-triggered immunity (PTI) and effector-triggered immunity (ETI) (<xref ref-type="bibr" rid="B3">Dodds and Rathjen, 2010</xref>). Of the known <italic>R</italic> genes, <italic>NBS</italic> genes are the most prevalent and they encode proteins with important roles in the ETI system (<xref ref-type="bibr" rid="B18">Meyers et&#xa0;al., 2003</xref>). The WRKY TFs and NBS proteins in <italic>Oryza</italic> species have been identified and analyzed, including those in cultivated rice and wild rice; however, those in weedy rice species have not been studied (<xref ref-type="bibr" rid="B24">Ross et&#xa0;al., 2007</xref>; <xref ref-type="bibr" rid="B35">Xu et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B23">Rawal et&#xa0;al., 2018</xref>).</p>
<p>The LM8 weedy rice line was named because its pericarp is green until maturity. There is increasing interest in this weedy rice line among breeders because of its green pericarp and small grains, which may be preferred by consumers. In this study, LM8 was used for a whole-genome analysis after a high-quality genome was assembled. The subpopulation classification of LM8 was completed using cultivated <italic>japonica</italic> and <italic>indica</italic> strains. Moreover, a comparative analysis was performed using NIP and R498 reference genomes. In addition, the weedy rice <italic>WRKY</italic> and <italic>NBS</italic> gene family members were identified and collated for a comprehensive genome-wide analysis and comparison with diverse species. Phylogenetic relationships and the conserved motifs among families were investigated to provide useful insights into the conserved regulator. On the basis of our study findings, LM8 may be used to clarify the rice de-domestication process, while also serving as a resource for plant biotechnologists and breeders interested in enhancing rice traits through genetic modifications.</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>Plant materials and data selection</title>
<p>The 203 <italic>Oryza</italic> species used for the subgroup classification of LM8 included 180 cultivated varieties and 23 weedy rice varieties. The <italic>O. sativa</italic> groups <italic>japonica</italic> and <italic>indica</italic> were designated as GJ and XI, respectively. Using the 3K database (<xref ref-type="bibr" rid="B29">Wang et&#xa0;al., 2018</xref>; <uri xlink:href="https://registry.opendata.aws/3kricegenome/">https://registry.opendata.aws/3kricegenome/</uri>), 20 cultivated varieties were randomly selected from the GJ-adm (admixture components within <italic>japonica</italic> and <italic>indica</italic>), GJ-trp (Southeast Asian tropical), GJ-sbtrp (Southeast Asian subtropical), GJ-tmp (primarily East Asian temperate), XI-1A (East Asia), XI-1B (modern varieties of diverse origins), XI-2 (South Asia), XI-3 (Southeast Asia), and XI-adm groups. The NIP and R498 genomes were selected as the representative <italic>japonica</italic> and <italic>indica</italic> reference genomes for the whole-genome comparison with LM8.</p>
</sec>
<sec id="s2_2">
<label>2.2</label>
<title>Detection and annotation of SNPs</title>
<p>The SNP databases for the 180 cultivated varieties are available online (SNP-Seek; <uri xlink:href="http://snp-seek.irri.org">http://snp-seek.irri.org</uri>). Information for 10 straw hull (SH) and 10 black hull awned (BHA) US weedy rice lines and 3 Chinese weedy rice lines was downloaded from the National Center for Biotechnology Information (NCBI) database (SRR4334499). The NIP, R498, and Arabidopsis genome data at the chromosome level were obtained from online databases (<uri xlink:href="http://www.rice.uga.edu/">www.rice.uga.edu/</uri>, <uri xlink:href="http://www.mbkbase.org/R498/">www.mbkbase.org/R498/</uri>, and <uri xlink:href="http://www.ncbi.nlm.nih.gov/data-hub/genome/GCF_000001735.4/">www.ncbi.nlm.nih.gov/data-hub/genome/GCF_000001735.4/</uri>, respectively). Details regarding the LM8 genome are available in the NCBI BioProject database (accession number PRJNA754271).</p>
<p>Variant SNPs and insertions/deletions (InDels) were detected using the GATK (4.2.2.0) software, which was followed by (1) identification of active regions; (2) assembly of plausible haplotypes; (3) estimation of the per read likelihoods using the PairHMM algorithm; and (4) determination of the sample genotype. First, the GATK-HaplotypeCaller tool (versions 4.2.2.0) was used to analyze the bam files to obtain the sample GVCFs, after GATK-GenotypeGVCFs were used to genotype the variants with CombineGVCFs. Second, raw variants generated from the calling steps were filtered to identify the high-quality variants using the following parameters of GATK VariantFiltration: QD &lt;2.0, MQ &lt;40.0, FS &gt;60.0, MQRankSum &lt;&#x2212;12.5, ReadPosRankSum &lt;&#x2212;8.0, and SOR &gt;4.0. After combining the 3K-SNP data, the 5.12 Mb raw variants were filtered again (mis &lt;10% and maf &gt;5%) to generate the 4.03 Mb variant files (<xref ref-type="supplementary-material" rid="SM1"><bold>Table S1</bold></xref>).</p>
</sec>
<sec id="s2_3">
<label>2.3</label>
<title>Population structure and phylogenetic analyses</title>
<p>On the basis of the whole-genome SNPs among the 201 <italic>Oryza</italic> species included in this study, a neighbor-joining phylogenetic tree was constructed using the Treebest (versions 1.9.2) software, with 1,000 bootstrap replicates. As previously described (<xref ref-type="bibr" rid="B11">Lee et&#xa0;al., 2014</xref>), a typical method to construct trees has been: 1) calculating p-distance from all SNP data between two samples, 2) making the p-distance matrix for all samples, 3) constructing and drawing the phylogenetic tree image. The principal component analysis (PCA) of the SNPs was completed using the GCTA software to cluster the principal components into different subsets according to the differences in the individual genome SNPs. The population structure was analyzed using the ADMIXTURE software. Low cross-entropy values reflected high-quality runs. Independent runs were performed for each simulated <italic>K</italic> value (from 2 to 10). The <italic>K</italic> value for which the cross-entropy curve reflected a sensible model was chosen (i.e., based on the likelihood value).</p>
</sec>
<sec id="s2_4">
<label>2.4</label>
<title>Genome comparison and analysis</title>
<p>Two comparisons were completed (LM8 <italic>versus</italic> NIP and LM8 <italic>versus</italic> R498) using the MUMmer (4.0.0rc1) software with the following parameters: nucmer -l 50 -c 100 -mum; delta-filter -i 90 -l 100 -1. According to the results of the collinearity analysis, presence-absence variations (PAVs) and structural variations (SVs) were identified using the SVUM and SYRI programs, respectively. In the final sequence variation files, variant sequences longer than 50 kb were retained, whereas variant sequences in the gap region were eliminated during the original variation test. Each SV was calculated for 1 Mb windows to generate the final Circos results.</p>
</sec>
<sec id="s2_5">
<label>2.5</label>
<title><italic>WRKY</italic> and <italic>NB-LRR</italic> gene family analysis</title>
<p>To identify the <italic>WRKY</italic> and <italic>NB-LRR</italic> genes, the WRKY and TIR, CC, NBS, or LRR amino acid motifs were searched. The <italic>WRKY</italic> and <italic>NLR</italic> sequences in the LM8, NIP, and Arabidopsis genomes were obtained from database (accession number PRJNA754271 in the NCBI BioProject, <uri xlink:href="http://www.rice.uga.edu">www.rice.uga.edu</uri>, and <uri xlink:href="http://www.ncbi.nlm.nih.gov/data-hub/genome/GCF_000001735.4/">www.ncbi.nlm.nih.gov/data-hub/genome/GCF_000001735.4/</uri>, respectively). The Molecular Evolutionary Genetics Analysis (MEGA; v11) program was used to construct a maximum-likelihood gene family phylogenetic tree, with 1,000 bootstrap replicates. Next, the <italic>WRKY</italic> and <italic>NB-LRR</italic> genes were mapped to 12 chromosomes using MapChart (2.3).</p>
</sec>
</sec>
<sec id="s3" sec-type="results">
<label>3</label>
<title>Results</title>
<sec id="s3_1">
<label>3.1</label>
<title>Subpopulation classification of LM8 in <italic>Oryza</italic> plants</title>
<p>In 2021, Li et&#xa0;al. published the LM8 high-quality genome sequence and revealed LM8 is a <italic>japonica</italic>-type weedy rice line. To further classify LM8 within the <italic>japonica</italic> group, its SNPs as well as those in other weedy rice lines and accessions from the 3K database selected on the basis of the 3K classifications were downloaded to construct a neighbor-joining phylogenetic tree. The <italic>indica</italic> group (XI) served as the control. The phylogenetic tree constructed according to pairwise Nei&#x2019;s genetic distances showed that the 10 subpopulations could be clustered into two groups (<italic>japonica</italic> and <italic>indica</italic>) (<xref ref-type="fig" rid="f1"><bold>Figure&#xa0;1A</bold></xref>). Additionally, LM8 was located in the &#x2018;adm&#x2019; branch (<xref ref-type="fig" rid="f1"><bold>Figure&#xa0;1A</bold></xref>), implying that it was admixed (i.e., between <italic>japonica</italic> and <italic>indica</italic>). Moreover, LM8 was also classified in the <italic>japonica</italic> group. To verify the classification of LM8 in GJ-adm, a PCA was performed using the genome-wide SNPs in domesticated and weedy rice varieties (<xref ref-type="fig" rid="f1"><bold>Figures&#xa0;1B, C</bold></xref>, and <xref ref-type="supplementary-material" rid="SM2"><bold>S1</bold></xref>). The first three principal components (PCs), which explained 36.68% of the variance (<xref ref-type="supplementary-material" rid="SM1"><bold>Table S2</bold></xref>), corresponded to genetic evolutionary factors as follows: PC1 separated the <italic>japonica</italic> (GJ-adm, GJ-trp, GJ-sbtrp, and GJ-tmp) and <italic>indica</italic> (XI-1A, XI-1B, XI-2, XI-3, XI-adm, SH, and BHA) subgroups (<xref ref-type="fig" rid="f1"><bold>Figures&#xa0;1B, C</bold></xref>), whereas PC2 and PC3 distinguished between the weedy rice lines. Consistent with this finding, the weedy rice lines SH and BHA formed two clusters. The centralized subpopulation classification suggested the population clustering according to 3K was accurate. In terms of LM8, PC1 revealed the obvious differences between LM8 and the cultivated (<italic>japonica</italic> and <italic>indica</italic> groups) or weedy rice varieties (<xref ref-type="fig" rid="f1"><bold>Figure&#xa0;1B</bold></xref>).</p>
<fig id="f1" position="float">
<label>Figure&#xa0;1</label>
<caption>
<p>Subpopulation classification of LM8. LM8 was classified and its population structure was determined <italic>via</italic> an analysis of genome-wide SNPs in 203 cultivated and weedy rice lines. <bold>(A)</bold> Maximum-likelihood phylogenetic tree. <bold>(B&#x2013;C)</bold> Principal component analysis. <bold>(D)</bold> Genetic proportions calculated using STRUCTURE ADMIXTURE (<italic>K</italic> = 9). GJ and XI represent the <italic>O. sativa</italic> groups <italic>japonica</italic> and <italic>indica</italic>, respectively. As described by <xref ref-type="bibr" rid="B29">Wang et&#xa0;al. (2018)</xref>, GJ-adm and XI-adm represent admixture components within <italic>japonica</italic> and <italic>indica</italic>. Additionally, GJ-trp, GJ-sbtrp, GJ-tmp, XI-1A, XI-1B, XI-2, and XI-3 represent Southeast Asian tropical, Southeast Asian subtropical, primarily East Asian temperate, East Asia, modern varieties of diverse origins, South Asia, and Southeast Asia, respectively.</p>
</caption>
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</fig>
<p>Next, the STRUCTURE program and an increasing subpopulation (<italic>K</italic>) value (2 to 10) were used to assign individuals to population structures and to explain the PC1-based clustering of LM8. The final population subgroups were determined according to (1) the likelihood value of these models and (2) the previously reported classification of accessions on the basis of the 3K database. When <italic>K</italic> was set to 2, the likelihood value was highest (0.570) and most of the rice accessions were clearly divided into the <italic>indica</italic> and <italic>japonica</italic> groups (<xref ref-type="supplementary-material" rid="SM2"><bold>Figure S3</bold></xref>). Additionally, 50.43% and 49.57% suggested the &#x201c;misplaced&#x201d; LM8 was derived from a <italic>japonica</italic> and <italic>indica</italic> mixture (<xref ref-type="supplementary-material" rid="SM1"><bold>Table S3</bold></xref>). Of the nine runs for <italic>K</italic> = 9, the run with the lowest likelihood value (0.462) was optimal for grouping samples and was selected for assigning the posterior membership coefficients to each accession (<xref ref-type="supplementary-material" rid="SM2"><bold>Figure S3</bold></xref>). These rice accessions were grouped into the following 11 subpopulations: SH, BHA, GJ-adm, GJ-trp, GJ-sbtrp, GJ-tmp, XI-1A, XI-1B, XI-2, XI-3, and XI-adm (<xref ref-type="fig" rid="f1"><bold>Figure&#xa0;1D</bold></xref>). In addition, the <italic>indica</italic>/<italic>japonica</italic> admixture of LM8 was easily identified and was in accordance with the phylogenetic relationships, with 22.98% from XI-2, 22.86% from GJ-trp, 17.76% from GJ- sbtrp, 9.86% from GJ-tmp, 8.63% from XI-3, 8.44% from BHA, 6.59% from XI-1A, 2.36% from XI-1B, and 0.52% from SH (<xref ref-type="supplementary-material" rid="SM1"><bold>Table S3</bold></xref>). Nearly 10% of the genome contained genetic remnants of weedy rice, but in terms of geographical locations, LM8 tended to be similar to the tropical or subtropical accessions. These results suggested that the LM8 admixed genetic background was derived mostly from <italic>indica</italic>/<italic>japonica</italic> hybridizations rather than from weedy rice lines. Furthermore, LM8 is a <italic>japonica</italic>-type weedy rice line.</p>
</sec>
<sec id="s3_2">
<label>3.2</label>
<title>Whole-genome comparisons with NIP and R498</title>
<p>Considering a considerable proportion of its admixture components was from XI and GJ, LM8 may be a novel rice resource with a complementary gene pool. To further explore genome-wide diversity, the PAVs and SVs in the genomes of NIP (a typical <italic>japonica</italic> variety), R498 (a typical <italic>indica</italic> variety), and LM8 were detected and examined. Next, the deletion (DELs), insertion (INSs), inversion (INVs), translocations (TRANS) and duplication (DUPs) were identified between LM8 and NIP (as reference) and between LM8 and R498 (as reference; <xref ref-type="fig" rid="f2"><bold>Figure&#xa0;2</bold></xref>). No matter comparing to NIP or R498, DELs and INSs were distributed relatively evenly across 12 chromosomes in the LM8 genome (<xref ref-type="fig" rid="f2"><bold>Figures&#xa0;2A, B</bold></xref>). In contrast, INVs, TRANS and DUPs were unevenly distributed across 12 chromosomes in LM8, with many of them detected on chromosomes 2, 5, 6, 7, 8, 10, 11, and 12 (<xref ref-type="fig" rid="f2"><bold>Figures&#xa0;2A, B</bold></xref>). Comparisons to NIP, the higher variation density of INVs were detected in the position of Chromosome 3 (20000001-21000000), Chromosome 5 (16000001-17000000), Chromosome 6 (12000001-19000000), Chromosome 8 (6000001-8000000 and 12000001-13000000), Chromosome 11 (18000001-19000000) and Chromosome 12 (14000001-15000000; <xref ref-type="fig" rid="f2"><bold>Figure&#xa0;2A</bold></xref>, <xref ref-type="supplementary-material" rid="SM1"><bold>Table S4</bold></xref>). Besides, there was a sharp peak in the 5000001-6000000 region of chromosome 8 and 78 variation density of TRANSs (<xref ref-type="fig" rid="f2"><bold>Figure&#xa0;2A</bold></xref>, <xref ref-type="supplementary-material" rid="SM1"><bold>Table S4</bold></xref>). Also, the obvious variation density peak of DUPs were detected in the position of Chromosome 3 (20000001-21000000), Chromosome 5 (15000001-16000000), Chromosome 6 (12000001-20000000), Chromosome 7 (11000001-14000000), Chromosome 8 (5000001-15000000), Chromosome 11 (9000001-10000000), Chromosome 12 (14000001-18000000; <xref ref-type="fig" rid="f2"><bold>Figure&#xa0;2A</bold></xref>, <xref ref-type="supplementary-material" rid="SM1"><bold>Table S4</bold></xref>). Differently, the maximum value of TRANSs located the 12000001-13000000 position on Chromosome 12 in the comparison of LM8 and R498 group (<xref ref-type="fig" rid="f2"><bold>Figure&#xa0;2B</bold></xref>, <xref ref-type="supplementary-material" rid="SM1"><bold>Table S5</bold></xref>). And comparisons to R498, the distinct peak value of INVs and DUPs were detected in the 14000001-16000000, 9000001-12000000, 12000001-14000000, 14000001-15000000, 11000001-15000000 region of chromosome 6, 7, 8, 10, 11, respectively (<xref ref-type="fig" rid="f2"><bold>Figure&#xa0;2B</bold></xref>, <xref ref-type="supplementary-material" rid="SM1"><bold>Table S5</bold></xref>). According to the result of the above description, there were significant correlation between INVs and DUPs of distribution in both LM8 <italic>versus</italic> NIP and LM8 <italic>versus</italic> R498 comparisons.</p>
<fig id="f2" position="float">
<label>Figure&#xa0;2</label>
<caption>
<p>Whole-genome comparisons between LM8 and NIP and between LM8 and R498. <bold>(A)</bold> Circular diagram of the variation distribution and density on 12 chromosomes in LM8 revealed by the LM8 <italic>vs</italic> NIP comparison. <bold>(B)</bold> Circular diagram of the variation distribution and density on 12 chromosomes in LM8 revealed by the LM8 <italic>vs</italic> R498 comparison. <bold>(C)</bold> Venn diagram analysis of the number of variations. DEL, deletion; INS, insertion; INV inversion; TRANS, translocation; DUP, duplication.</p>
</caption>
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</fig>
<p>As expected, there were fewer SVs between LM8 and NIP than between LM8 and R498. The LM8 <italic>vs</italic> NIP comparison revealed 27,125 SVs, of which 9,806 were DELs, 11,209 were INSs, 1,040 were INVs, 3,783 were TRANSs, and 1,287 were DUPs in LM8 (<xref ref-type="fig" rid="f2"><bold>Figures&#xa0;2A, C</bold></xref>). Among the 36,760 SVs detected by the LM8 <italic>vs</italic> R498 comparison, 12,121 were DELs, 15,105 were INSs, 984 were INVs, 6,879 were TRANSs, and 1,671 were DUPs in LM8 (<xref ref-type="fig" rid="f2"><bold>Figures&#xa0;2B, C</bold></xref>). We defined the SVs exclusive to NIP or R498 as specific SVs, whereas the SVs in both NIP and R498 were designated as common SVs. Of the 63,885 SVs revealed by the two comparisons, 9,739 were common SVs (15.24%), including 4,773 DELs, 3,608 INSs, 240 INVs, 991 TRANSs, and 127 DUPs in LM8. In contrast, 27.21% (17,386/63,885) and 42.29% (27,021/63,885) of the SVs were specific to the LM8 <italic>vs</italic> NIP and LM8 <italic>vs</italic> R498 comparisons, respectively.</p>
</sec>
<sec id="s3_3">
<label>3.3</label>
<title>WRKY transcription factor families</title>
<p>The WRKY TFs have core functions affecting plant hormone crosstalk and processes influencing plant growth and development (e.g., stress responses). It is unclear whether the abundant SVs in LM8 affect <italic>WRKY</italic> gene responses to various biotic and abiotic stresses under natural conditions. To identify <italic>WRKY</italic> genes and determine their chromosomal distribution, 96 <italic>WRKY</italic> genes in the LM8 and NIP genomes and 73 <italic>WRKY</italic> genes in the Arabidopsis genome were analyzed (<xref ref-type="supplementary-material" rid="SM2"><bold>Figure S4</bold></xref>). Details regarding these genes, such as their gene IDs and WRKY domains and positions, are listed in <xref ref-type="supplementary-material" rid="SM1"><bold>Table S6</bold></xref>. In LM8, <italic>WRKY</italic> genes were detected on 12 chromosomes, some of which were included in four clusters comprising at least four genes (<xref ref-type="fig" rid="f3"><bold>Figure&#xa0;3A</bold></xref>). These clusters were distinct from those in Arabidopsis (<xref ref-type="supplementary-material" rid="SM2"><bold>Figure S5</bold></xref>), with cluster 1 on chromosome 1 (35,398,161-35,468,751), cluster 2 on chromosome 5 (28,617,903-28,933,603), cluster 3 on chromosome 11 (756,297-803,420), and cluster 4 on chromosome 12 (854,961-904,182; <xref ref-type="supplementary-material" rid="SM1"><bold>Table S6</bold></xref> and <xref ref-type="fig" rid="f3"><bold>Figure&#xa0;3A</bold></xref>). Interestingly, 15 of the 18 <italic>WRKY</italic> genes in the four clusters belonged to group III. More specifically, the comparison with Arabidopsis indicated 13 of these 15 genes were clustered in subgroup IIIb (<xref ref-type="fig" rid="f3"><bold>Figure&#xa0;3B</bold></xref>). These 13 <italic>WRKY</italic> genes were identified as follows: <italic>ORUFILM01g003806</italic>, <italic>ORUFILM01g003807</italic>, <italic>ORUFILM01g003809</italic>, <italic>ORUFILM01g003811</italic>, <italic>ORUFILM11g002299</italic>, <italic>ORUFILM11g002300</italic>, <italic>ORUFILM11g002301</italic>, <italic>ORUFILM11g002302</italic>, <italic>ORUFILM11g002303</italic>, <italic>ORUFILM12g001262</italic>, <italic>ORUFILM12g001263</italic>, <italic>ORUFILM12g001266</italic>, and <italic>ORUFILM12g001268</italic>.</p>
<fig id="f3" position="float">
<label>Figure&#xa0;3</label>
<caption>
<p><italic>WRKY</italic> gene family analysis. <bold>(A)</bold> Distribution of <italic>WRKY</italic> genes across 12 chromosomes in the LM8 genome. <bold>(B)</bold> Phylogenetic tree containing <italic>WRKY</italic> genes from Arabidopsis, Nipponbare, and LM8. Ath, <italic>Arabidopsis thaliana</italic>; Osa, <italic>Oryza sativa</italic>. Nipponbare was selected as a typical cultivated rice variety, whereas Ath and Osa served as controls. The conserved WRKY structural domains were used to classify the <italic>WRKY</italic> genes, which are indicated by three red circles.</p>
</caption>
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</fig>
<p>The maximum-likelihood phylogenetic tree constructed using the <italic>WRKY</italic> gene sequences in LM8, NIP, and Arabidopsis and MEGA (v11) (<xref ref-type="fig" rid="f3"><bold>Figure&#xa0;3B</bold></xref>) divided the genes into subgroups Ia, Ib, IIa, IIb, IIc, IId, IIIa, IIIb, and IV, which was in accordance with previously reported classifications (<xref ref-type="bibr" rid="B24">Ross et&#xa0;al., 2007</xref>). The group IV WRKYs lack a complete zinc-finger motif (<xref ref-type="bibr" rid="B6">Eulgem et&#xa0;al., 2000</xref>). An earlier study indicated japonica contains relatively few group IV WRKY TFs (<xref ref-type="bibr" rid="B24">Ross et&#xa0;al., 2007</xref>). In another study, <xref ref-type="bibr" rid="B34">Xie et&#xa0;al. (2005)</xref> proposed that group IV genes may be incorrectly annotated because of genome sequencing errors or they might be pseudogenes that lack biological functions. Thus, the three main groups of WRKY family genes (i.e., I, II, and III) are indicated by three red circles in <xref ref-type="fig" rid="f3"><bold>Figure&#xa0;3B</bold></xref>. The phylogenetic analysis suggested group I diverged into two clades (subgroups Ia and Ib), whereas group II diverged into four clades, with subgroups IIa and IIb clustered in one clade and subgroups IIc and IId in another (<xref ref-type="fig" rid="f3"><bold>Figure&#xa0;3B</bold></xref>). Group III was the largest, with subgroup IIIa and IIIb in two clades (<xref ref-type="fig" rid="f3"><bold>Figure&#xa0;3B</bold></xref>). One of the subgroup IIIb members in LM8 was related to a gene in NIP (<xref ref-type="fig" rid="f3"><bold>Figure&#xa0;3B</bold></xref>). In the phylogenetic tree, the following three genes were clustered with Arabidopsis genes and not NIP genes: <italic>ORUFILM02g002693</italic> (chromosome 2: 26,334,166-26,346,714), <italic>ORUFILM05g002725</italic> (chromosome 5: 1,733,309-1,734,147), and <italic>ORUFILM05g001757</italic> (chromosome 5: 15,083,202-15,087,922) (<xref ref-type="fig" rid="f3"><bold>Figure&#xa0;3B</bold></xref>). Moreover, they were specifically detected in the LM8 genome and not in the NIP genome (<xref ref-type="fig" rid="f3"><bold>Figure&#xa0;3A</bold></xref>). According to the constructed tree, <italic>ORUFILM02g002693</italic> is most closely related to <italic>AT2G44745</italic>, whereas <italic>ORUFILM05g002725</italic> and <italic>ORUFILM05g001757</italic> are most closely related to <italic>AT2G23320</italic> and <italic>AT2G40740</italic>, respectively (<xref ref-type="fig" rid="f3"><bold>Figure&#xa0;3B</bold></xref>).</p>
</sec>
<sec id="s3_4">
<label>3.4</label>
<title><italic>NBS</italic> gene families</title>
<p>To clarify the pathogen resistance associated with sequence variants that may be applicable for breeding, the NBS-encoding genes in LM8, NIP, and Arabidopsis were downloaded and analyzed. The NIP genome had the most <italic>NBS</italic> genes (496), followed by the genomes of LM8 (464) and Arabidopsis (165) (<xref ref-type="supplementary-material" rid="SM1"><bold>Table S7</bold></xref> and <xref ref-type="supplementary-material" rid="SM2"><bold>Figure S6</bold></xref>). The <italic>NBS</italic> genes in Arabidopsis were detected on 5 chromosomes, while the <italic>NBS</italic> genes in LM8 and NIP were on 12 chromosomes. In Arabidopsis, the <italic>NBS</italic> genes were mainly designated as CNL and TNL types (<xref ref-type="bibr" rid="B19">Mondrag&#xf3;n-Palomino et&#xa0;al., 2002</xref>), according to <xref ref-type="bibr" rid="B32">Xiang et&#xa0;al. (2017)</xref>, which followed by CN, NBS, NL, RN, RNL, and TN types (<xref ref-type="fig" rid="f4"><bold>Figure&#xa0;4</bold></xref>). With the exception of one RNL-encoding gene (<italic>ORUFILM12g000772</italic>) in LM8, the <italic>NBS</italic> genes in the LM8 and NIP genomes were mainly CN, CNL, NBS, NL, and TN types (<xref ref-type="fig" rid="f4"><bold>Figure&#xa0;4</bold></xref>). These results are consistent with the findings of an earlier study, in which CN- and CNL-encoding genes were identified in <italic>Oryza</italic> species (i.e., non-TNLs) (<xref ref-type="bibr" rid="B39">Zhou et&#xa0;al., 2004</xref>). In the LM8 and NIP genomes, there were three TN-encoding genes that lacked the LRR domain (<xref ref-type="fig" rid="f4"><bold>Figure&#xa0;4</bold></xref>). Compared with the NIP genome, the LM8 genome had fewer CN-encoding genes, but more CNL-encoding genes (<xref ref-type="fig" rid="f4"><bold>Figure&#xa0;4</bold></xref>). To elucidate the evolutionary relationships among the predicted <italic>NBS</italic> genes, a phylogenetic tree were constructed based on the fact the diversity of the protein domain was generally consistent with that of the NBS region (<xref ref-type="fig" rid="f5"><bold>Figure&#xa0;5</bold></xref>). The tree revealed a lack of specific clustering, with the <italic>NBS</italic> genes divided into almost 200 groups. One of the clades included most of the CN-encoding genes in LM8 and NIP and the TNL-encoding genes in Arabidopsis, implying they may share a common origin and may be functionally similar. Furthermore, the phylogenetic tree indicated the <italic>NBS</italic> genes in Arabidopsis and rice (LM8 and NIP) formed distinct clusters, unlike the <italic>WRKY</italic> genes (<xref ref-type="fig" rid="f3"><bold>Figures&#xa0;3</bold></xref>, <xref ref-type="fig" rid="f5"><bold>5</bold></xref>).</p>
<fig id="f4" position="float">
<label>Figure&#xa0;4</label>
<caption>
<p>Number of different types of <italic>NBS</italic> genes in the LM8 genome. Ath, <italic>Arabidopsis thaliana</italic>; Osa, <italic>Oryza sativa</italic>. Nipponbare was selected as a typical cultivated rice variety, whereas Ath and Osa served as controls.</p>
</caption>
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</fig>
<fig id="f5" position="float">
<label>Figure&#xa0;5</label>
<caption>
<p>Phylogenetic analysis of <italic>WRKY</italic> genes in Arabidopsis, Nipponbare, and LM8. Ath, <italic>Arabidopsis thaliana</italic>; Osa, <italic>Oryza sativa</italic>. Nipponbare was selected as a typical cultivated rice variety, whereas Ath and Osa served as controls.</p>
</caption>
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</sec>
</sec>
<sec id="s4" sec-type="discussion">
<label>4</label>
<title>Discussion</title>
<p><italic>Oryza sativa</italic> has been divided into two major groups (<italic>indica</italic> and <italic>japonica</italic>). Advances in biotechnology-based research have clarified the differences among these two groups and other varietal types at the isozyme, DNA, and genome levels. The diverse 3K-RG accessions of Asian rice cultivars were classified into the XI-1A, XI-1B, XI-2, XI-3, XI-adm, GJ-adm, GJ-trp, GJ-sbtrp, and GJ-tmp subpopulations following a neighbor-joining method-based phylogenetic analysis of genomic SNPs. The results of the current study are consistent with previously reported findings regarding <italic>japonica</italic> rice (<xref ref-type="bibr" rid="B29">Wang et&#xa0;al., 2018</xref>), while also demonstrating that LM8 is closely related to GJ-adm subpopulations and may have originated in tropical or subtropical regions. Moreover, consistent with a previous report (<xref ref-type="bibr" rid="B13">Li et&#xa0;al., 2017</xref>), the weedy rice lines SH and BHA were included in the indica group and they were closely related to the XI-1A and XI-2 subpopulations, respectively (<xref ref-type="fig" rid="f1"><bold>Figure&#xa0;1A</bold></xref>). These results directly supported the findings of earlier research on rice evolution and further indirectly confirmed the accuracy of our result that LM8 belongs to GJ-adm. Accordingly, LM8 may be a source of heat resistance genes that can be exploited by breeders. As expected, the LM8 genetic background was mostly derived from cultivated rice varieties and was generally not altered by selective breeding, thereby avoiding problems associated with distant hybridizations. In terms of the genome SVs, 27.21% and 42.29% of the specific SVs were revealed by the LM8 <italic>vs</italic> NIP and LM8 <italic>vs</italic> R498 comparisons, respectively. This may explain the detection of LM8 between <italic>japonica</italic> and <italic>indica</italic> during the PCA (PC1-3). Additionally, there were more specific SVs than common SVs, reflecting the clear difference between the evolution of LM8 and the evolution of NIP and R498. Besides, considering of yield-related traits in rice, the small grain is another representative characterize to LM8. As a results, the quantitative trait loci for grain length were localized to chromosome 3 (<xref ref-type="bibr" rid="B12">Li et&#xa0;al., 2021</xref>) in LM8. The detected sequence variations on chromosome 3 (18,000,001-19,000,000, <xref ref-type="supplementary-material" rid="SM1"><bold>Table S4</bold></xref>, <xref ref-type="supplementary-material" rid="SM1"><bold>S5</bold></xref>) suggested that the SVs of DELs or INSs may be associated with the production of short grains (<xref ref-type="fig" rid="f2"><bold>Figures&#xa0;2A, B</bold></xref>). However, the almost identical positions of the INVs and DUPs will need to be further analyzed to uncover additional evolutionary relationships and functions.</p>
<p>Similar to other weedy rice lines, LM8 grows in rice fields. It has also survived because of stochastic introduction. Thus, the genetic resistance of LM8 and other weedy rice lines to biotic and abiotic stresses developed under complex environmental conditions (<xref ref-type="bibr" rid="B7">Guan et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B9">Jia and Gealy, 2018</xref>). Many plant <italic>R</italic> genes have been studied. For example, there are hundreds of representative <italic>NBS</italic> genes that confer resistance to a wide range of plant pathogens, including bacteria (<xref ref-type="bibr" rid="B38">Zhao et&#xa0;al., 2005</xref>), fungi (<xref ref-type="bibr" rid="B15">Li et&#xa0;al., 2018</xref>), nematodes (<xref ref-type="bibr" rid="B5">Esmenjaud et&#xa0;al., 1996</xref>), and viruses (<xref ref-type="bibr" rid="B25">Seo et&#xa0;al., 2006</xref>), as well as insects (<xref ref-type="bibr" rid="B22">Quisenberry and Clement, 2002</xref>). In addition, <italic>NBS</italic> genes belong to the most important class of resistance-related gene families and they encode proteins that recognize pathogen-secreted factors, thereby activating downstream signaling pathways leading to defense responses. To activate defense activities following the perception of pathogen signals, TFs (e.g., WRKYs) bind to plant-specific cis-regulatory elements and activate gene expression. Furthermore, diverse plant processes may be responsive to various WRKY TF family members during exposures to a variety of stresses (<xref ref-type="bibr" rid="B28">Viana et&#xa0;al., 2018</xref>). Hence, genome-wide analyses of <italic>NBS</italic> and <italic>WRKY</italic> genes may expand our understanding of the effects of the proteins encoded by these genes on stress resistance, but future investigations will need to further clarify the functions of these proteins under natural conditions and/or the complex network of associated responses.</p>
<p>Many WRKY TF-encoding genes have been identified in the genomes of <italic>Oryza</italic> relatives. For example, <xref ref-type="bibr" rid="B24">Ross et&#xa0;al. (2007)</xref> mapped non-redundant <italic>WRKY</italic> genes to individual chromosomes, which resulted in the identification of 102 and 98 <italic>WRKY</italic> genes in <italic>indica</italic> and <italic>japonica</italic>, respectively. A total of 89 <italic>WRKY</italic> genes in NIP (<italic>japonica</italic>) and 97 <italic>WRKY</italic> genes in the <italic>Oryza nivara</italic> genome have been identified and mapped to the corresponding chromosomes. <xref ref-type="bibr" rid="B31">Wu et&#xa0;al. (2005)</xref> detected 102 putative <italic>WRKY</italic> genes in the rice genome and compared them with Arabidopsis genes. Future research on <italic>WRKY</italic> genes may further elucidate their genetic diversity and contributions to stress resistance. In this study, 96 <italic>WRKY</italic> genes were identified in the weedy rice line LM8 and then clustered into nine groups. The distribution of the <italic>WRKY</italic> genes on 12 chromosomes resulted from a long de-domestication process and the evolution of <italic>Oryza</italic> species. Our findings suggest that the group III rice <italic>WRKY</italic> gene family expanded more quickly than the other gene families. This phenomenon likely contributed to the adaptive responses of rice to complex environmental conditions. By using an online resource (<uri xlink:href="https://www.arabidopsis.org/">https://www.arabidopsis.org/</uri>), three genes in LM8 (<italic>ORUFILM02g002693</italic>, <italic>ORUFILM05g002725</italic>, and <italic>ORUFILM05g001757</italic>) were predicted to affect the flowering stage, embryo cotyledonary stage, and vascular leaf senescence stage.</p>
<p>The <italic>NBS</italic> genes encode proteins responsible for plant immune responses to pathogens. Most of these genes in rice were identified in earlier genome-wide re-sequencing analyses. In 2004, Zhou et&#xa0;al. identified 535 NB domain-encoding sequences in the NIP genome, but genes encoding TIR-NB-LRR proteins were not reported. The <italic>NB-LRR</italic> genes in the genomes of <italic>O. rufipogon</italic> Griff. wild rice lines Huaye 1 and Huaye 2 reportedly differ from the corresponding genes in two reference genomes. More than 108 of these genes were revealed by different comparisons (Huaye 1 <italic>vs</italic> 93-11, Huaye 2 <italic>vs</italic> 93-11, Huaye 1 <italic>vs</italic> NIP, and Huaye 2 <italic>vs</italic> NIP). Furthermore, these <italic>NB-LRR</italic> genes were mainly localized to chromosomes 2 and 11. In an earlier investigation, 2,688 <italic>NB-LRR</italic> genes served as queries for a BLAST search; these genes were anchored to 12 chromosomes in three rice cultivars and eight wild rice accessions (<xref ref-type="bibr" rid="B23">Rawal et&#xa0;al., 2018</xref>). In the present study, we determined that LM8 contains one RNL-encoding gene (<italic>ORUFILM12g000772</italic>). This gene includes sequences for the CC, NB-ARC, and LRR domains. The ORUFILM12g000772 protein sequence was downloaded and aligned with LOC_Os12g39620, At5g66900, At5g66910, and AtRWP8.1 (<xref ref-type="supplementary-material" rid="SM2"><bold>Figure S7</bold></xref>). The analysis of the five alternatively spliced sequences of LOC_Os12g39620 (<xref ref-type="supplementary-material" rid="SM2"><bold>Figure S7A</bold></xref>) suggested amino acids 1-251 may correspond to the Arabidopsis RPW8 domain (<xref ref-type="supplementary-material" rid="SM2"><bold>Figure S7B, C</bold></xref>). As previously reported for Arabidopsis, the <italic>RPW8</italic> loci, including <italic>RPW8.1</italic> and <italic>RPW8.2</italic>, mediate the resistance to the oomycete and fungal pathogens responsible for downy mildew and powdery mildew, respectively (<xref ref-type="bibr" rid="B33">Xiao et&#xa0;al., 2001</xref>). <xref ref-type="bibr" rid="B15">Li et&#xa0;al. (2018)</xref> confirmed that the ectopic expression of <italic>RPW8.1</italic> leads to increased resistance to the blast fungus <italic>Pyricularia oryzae</italic> and the bacterial pathogen <italic>Xanthomonas oryzae</italic> pv. <italic>oryzae</italic>. The <italic>ORUFILM12g000772</italic> gene described herein will need to be functionally characterized to assess whether LM8 may be useful for breeding novel rice varieties with enhanced resistance to various diseases.</p>
<p>Although the weedy rice line LM8 is one of many Oryza resources, its diverse genetic background and GJ-adm subpopulation closely related to rice cultivars should be considered by rice breeders. The results of our whole-genome analysis of LM8 and the comparison with the NIP and R498 genomes revealed specific SVs, indicative of genes that may be useful for distinguishing between rice accessions. Perhaps not surprisingly, four unique resistance genes were identified, among which the RNL-encoding gene may confer broad resistance to multiple pathogens. Hence, global whole-genome comparisons and analyses may facilitate the classification of subpopulations and the identification of elite genes that may be exploited by rice breeding programs.</p>
</sec>
<sec id="s5" sec-type="data-availability">
<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"><bold>Supplementary Material</bold></xref>.</p>
</sec>
<sec id="s6" sec-type="author-contributions">
<title>Author contributions</title>
<p>ZYH performed the research, analyzed the sequencing data, and wrote the first draft of the manuscript. QWY designed the study and edited the manuscript. WHQ and XMZ supervised the project and provided experimental advice. FL, YLC and LFZ prepared the supplementary materials. JFH, YYW, DJL, MX, WYF, YMN, WLG, SZW and ZRL retrieved and reviewed the relevant literature and downloaded publicly available data. All authors contributed to and approved the final manuscript.</p>
</sec>
</body>
<back>
<ack>
<title>Acknowledgments</title>
<p>The study was supported by the National Key R&amp;D Program of China (2021YFD1200102-004), the Scientific and Technological Innovation Project (2060302), the National Natural Science Foundation of China (31970237), the 2020 Research Program of Sanya Yazhou Bay Science and Technology City (SKJC-2020-02-001), and the China Postdoctoral Science Foundation (2021M693466). We thank Liwen Bianji (Edanz) (<uri xlink:href="http://www.liwenbianji.cn">www.liwenbianji.cn</uri>) for editing the English text of a draft of this manuscript.</p>
</ack>
<sec id="s7" 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="s8" sec-type="disclaimer">
<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 id="s9" 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.2022.1089445/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fpls.2022.1089445/full#supplementary-material</ext-link>
</p>
<supplementary-material xlink:href="Table_1.xlsx" id="SM1" mimetype="application/vnd.openxmlformats-officedocument.spreadsheetml.sheet"/>
<supplementary-material xlink:href="Image_1.pdf" id="SM2" mimetype="application/pdf"/>
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</back>
</article>
