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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.2023.1098125</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>Integrated transcriptomic and proteomic analysis of a cytoplasmic male sterility line and associated maintainer line in soybean</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>Wang</surname>
<given-names>Dagang</given-names>
</name>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Wang</surname>
<given-names>Yanan</given-names>
</name>
<uri xlink:href="https://loop.frontiersin.org/people/1677768"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Zhang</surname>
<given-names>Lei</given-names>
</name>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Yang</surname>
<given-names>Yong</given-names>
</name>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Wu</surname>
<given-names>Qian</given-names>
</name>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Hu</surname>
<given-names>Guoyu</given-names>
</name>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Wang</surname>
<given-names>Weihu</given-names>
</name>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Li</surname>
<given-names>Jiekun</given-names>
</name>
<xref ref-type="author-notes" rid="fn001">
<sup>*</sup>
</xref>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Huang</surname>
<given-names>Zhiping</given-names>
</name>
<xref ref-type="author-notes" rid="fn001">
<sup>*</sup>
</xref>
</contrib>
</contrib-group>
<aff id="aff1">
<institution>Key Laboratory of Crop Quality Improvement of Anhui Province, Crop Research Institute, Anhui Academy of Agricultural Sciences</institution>, <addr-line>Hefei, Anhui</addr-line>, <country>China</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>Edited by: Syed Adeel Zafar, University of California, Riverside, United States</p>
</fn>
<fn fn-type="edited-by">
<p>Reviewed by: Yige Luo, University of California, Davis, United States; Viswanathan Satheesh, Iowa State University, United States; Bujin Zhou, Guangxi Academy of Agricultural Science, China</p>
</fn>
<fn fn-type="corresp" id="fn001">
<p>*Correspondence: Zhiping Huang, <email xlink:href="mailto:huangzhiping@aaas.org.cn">huangzhiping@aaas.org.cn</email>; Jiekun Li, <email xlink:href="mailto:jiekunli88@126.com">jiekunli88@126.com</email>
</p>
</fn>
<fn fn-type="other" id="fn002">
<p>This article was submitted to Functional and Applied Plant Genomics, a section of the journal Frontiers in Plant Science</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>02</day>
<month>02</month>
<year>2023</year>
</pub-date>
<pub-date pub-type="collection">
<year>2023</year>
</pub-date>
<volume>14</volume>
<elocation-id>1098125</elocation-id>
<history>
<date date-type="received">
<day>14</day>
<month>11</month>
<year>2022</year>
</date>
<date date-type="accepted">
<day>18</day>
<month>01</month>
<year>2023</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2023 Wang, Wang, Zhang, Yang, Wu, Hu, Wang, Li and Huang</copyright-statement>
<copyright-year>2023</copyright-year>
<copyright-holder>Wang, Wang, Zhang, Yang, Wu, Hu, Wang, Li and Huang</copyright-holder>
<license xlink:href="http://creativecommons.org/licenses/by/4.0/">
<p>This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.</p>
</license>
</permissions>
<abstract>
<sec>
<title>Introduction</title>
<p>Heterosis is a critical phenomenon in crop improvement. Cytoplasmic male sterility (CMS) and Restorer gene (<italic>Rf</italic>) systems are essential components for heterosis-based breeding. However, the molecular mechanism underlying CMS remains largely unclear in soybean.</p>
</sec>
<sec>
<title>Methods</title>
<p>We integrated a morphological investigation with comparative analyses of transcriptomic and proteomic changes in pollen from the CMS line W931A and its maintainer line, W931B, at the uninucleate microspore (UM) and binucleate pollen (BP) stages.</p>
</sec>
<sec>
<title>Results</title>
<p>Compared to W931B, which had healthy, oval pollen grains, W931A showed shrunken or degraded pollen grains with an irregularly thickened endothelium and decreased starch accumulation. Transcriptomic comparisons revealed a total of 865 differentially expressed genes (DEGs) in W931A over the two stages. These genes were primarily associated with pentose and glucuronate interconversions, sphingolipid metabolism, and glycerolipid metabolism. Proteomic analysis revealed 343 differentially expressed proteins (DEPs), which were mainly involved in carbon metabolism, glycolysis/gluconeogenesis, and nitrogen metabolism. Consistently, Gene Ontology (GO) biological process terms related to pollen development were enriched among DEGs at the UM and BP stages. Notably, four genes with demonstrated roles in pollen development were differentially expressed, including AGAMOUS-LIKE 104, PROTEIN-TYROSINE-PHOSPHATASE 1, and PHOSPHOLIPASE A2. A total of 53 genes and the corresponding proteins were differentially expressed in W931A at both the UM and BP stages, and many of these were pectinesterases, polygalacturonases, peroxidases, and ATPases.</p>
</sec>
<sec>
<title>Discussion</title>
<p>The results of this study suggest that pollen development in W931A is likely regulated through suppression of the identified DEGs and DEPs. These findings increase our understanding of the molecular mechanism underlying CMS in soybean, aiding future research into soybean fertility and promoting the efficient use of heterosis for soybean improvement.</p>
</sec>
</abstract>
<kwd-group>
<kwd>soybean</kwd>
<kwd>cytoplasmic male sterility</kwd>
<kwd>uninucleate microspore</kwd>
<kwd>binucleate pollen</kwd>
<kwd>transcriptome</kwd>
<kwd>proteome</kwd>
</kwd-group>
<counts>
<fig-count count="6"/>
<table-count count="1"/>
<equation-count count="0"/>
<ref-count count="59"/>
<page-count count="13"/>
<word-count count="5925"/>
</counts>
</article-meta>
</front>
<body>
<sec id="s1" sec-type="intro">
<title>Introduction</title>
<p>Soybean is one of the most important oilseed crops in the world (<xref ref-type="bibr" rid="B46">Wang et&#xa0;al., 2021</xref>). Heterosis has yielded great economic benefits in grain crop breeding, including in maize, rice, and wheat (<xref ref-type="bibr" rid="B6">Chen and Liu, 2014</xref>; <xref ref-type="bibr" rid="B14">Gupta et&#xa0;al., 2019</xref>). The development of the cytoplasmic male sterility (CMS)/fertility restorer gene (<italic>Rf</italic>) system has been an important step in generating hybrid crop varieties. In rice, application of the CMS/<italic>Rf</italic> three-line system has significantly increased crop yield and improved production efficiency for hybrid seeds (<xref ref-type="bibr" rid="B4">Cheng et&#xa0;al., 2007</xref>; <xref ref-type="bibr" rid="B6">Chen and Liu, 2014</xref>). CMS is widely distributed among higher plants and typically results in a failure to produce viable pollen (<xref ref-type="bibr" rid="B49">Xiao et&#xa0;al., 2020</xref>). Studying CMS is an important way of gaining insights into interactions between the nucleus and the cytoplasm (<xref ref-type="bibr" rid="B51">Yang et&#xa0;al., 2022</xref>).</p>
<p>To elucidate the molecular mechanism underlying CMS, transcriptomic and proteomic approaches have been applied in many higher plants, such as <italic>Brassica napus</italic> (<xref ref-type="bibr" rid="B50">Yan et&#xa0;al., 2013</xref>; <xref ref-type="bibr" rid="B38">Ning et&#xa0;al., 2019</xref>), <italic>Brassica campestris</italic> (<xref ref-type="bibr" rid="B7">Chen et&#xa0;al., 2018</xref>), <italic>Capsicum annuum</italic> (<xref ref-type="bibr" rid="B13">Guo et&#xa0;al., 2017</xref>), <italic>Gossypium hirsutum</italic> (<xref ref-type="bibr" rid="B44">Suzuki et&#xa0;al., 2013</xref>), <italic>Zea mays</italic> (<xref ref-type="bibr" rid="B58">Zhang et&#xa0;al., 2020</xref>), and <italic>Triticum aestivum</italic> (<xref ref-type="bibr" rid="B19">Hao et&#xa0;al., 2021</xref>). Transcriptomic and proteomic analyses of <italic>Brassica napus</italic> Shaan2A anther mitochondria implied that the sterility gene may suppress expression of several nuclear transcription factors (TFs), affecting early anther development (<xref ref-type="bibr" rid="B38">Ning et&#xa0;al., 2019</xref>). <xref ref-type="bibr" rid="B44">Suzuki et&#xa0;al. (2013)</xref> conducted transcriptomic analysis of CMS and restorer lines, which showed that genes related to CMS were primarily involved in cell wall expansion. Anther mitochondrial proteins have also been identified and quantified in a three-line system; the results showed that the proteins involved were mainly related to fatty acid metabolism, amino acid metabolism, and protein processing pathways, indicating that energy deficiency hinders pollen development (<xref ref-type="bibr" rid="B58">Zhang et&#xa0;al., 2020</xref>).</p>
<p>CMS was first reported in soybean in 1985 (<xref ref-type="bibr" rid="B8">Davis, 1985</xref>). <xref ref-type="bibr" rid="B28">Li et&#xa0;al. (2015)</xref> analyzed flower buds in a soybean CMS line (NJCMS1A) and its maintainer line (NJCMS1B) <italic>via</italic> RNA-sequencing (RNA-seq), and concluded that male sterility may be related to dysfunction in some key genes and abnormalities in metabolic pathways. In the soybean CMS line, RNA-seq and small RNA-seq analyses were also performed to investigate the functional relevance of microRNAs (miRNAs) and their targets in regulating CMS (<xref ref-type="bibr" rid="B57">Zhang et&#xa0;al., 2021</xref>). It was found that miRNAs likely contribute to the CMS regulatory network by modulating the expression levels of genes involved in soybean CMS. Proteomic analysis was also completed for NJCMS1A and NJCMS1B using a strategy based on isobaric tags for relative and absolute quantification (iTRAQ), which revealed 15 differentially expressed proteins in the joint analysis (<xref ref-type="bibr" rid="B26">Li et&#xa0;al., 2016</xref>).</p>
<p>W931A is a soybean CMS line developed by crossing Zhongyou 89B and W206, followed by continuous backcrossing with W206 (<xref ref-type="bibr" rid="B56">Zhang and Dai, 1997</xref>). W206 is a recurrent parent that has been designated W931B. Cytological studies have revealed that W931A pollen abortion mostly occurs during the uninucleate microspore (UM) period, during which the nucleus and cytoplasm are degenerated and abnormal (<xref ref-type="bibr" rid="B41">Ren, 2005</xref>). However, many of the pollen grains (approximately 10%) contain round or ellipsoidal generative cells and may proceed to the binucleate pollen (BP) stage, although functional pollen cannot be generated (<xref ref-type="bibr" rid="B41">Ren, 2005</xref>). The molecular mechanisms regulating pollen development in W931A remain unknown, hindering its effective use in soybean improvement.</p>
<p>In the present study, we compared anther tissue transcriptomes and proteomes between W931A and W931B at the UM and BP stages. The aims of these analyses were to identify key regulators and metabolic pathways involved in CMS and to elucidate the underlying regulatory mechanisms. This comprehensive comparison provides novel insights into the molecular mechanism associated with soybean CMS.</p>
</sec>
<sec id="s2" sec-type="materials|methods">
<title>Materials and methods</title>
<sec id="s2_1">
<title>Plant materials</title>
<p>W931A and W931B were cultivated under consistent conditions in the test field at the Crop Research Institute, Anhui Academy of Agricultural Sciences (Hefei, Anhui, China). At the UM stage (when flower buds were 1.0-1.5&#xa0;mm) and the BP stage (1.5-2.0&#xa0;mm flower buds) (<xref ref-type="bibr" rid="B35">Li et&#xa0;al., 2005</xref>), anthers were collected and frozen in liquid nitrogen, then stored at -80&#xb0;C prior to further experiments. There were three biological replicates per sample. W931B at the UM stage (W931B_UM) and at the BP stage (W931B_BP) were treated as the controls, whereas W931A at the UM stage (W931A_UM) and at the BP stage (W931A_BP) were considered the experimental samples.</p>
</sec>
<sec id="s2_2">
<title>Observation <italic>via</italic> transmission electron microscopy (TEM)</title>
<p>Anthers from the BP and mature pollen (MP) stages were fixed in 2.5% (w/v) glutaraldehyde in 0.1 mol/L phosphate-buffered saline (PBS) at pH 7.4. After washing twice in PBS, samples were post-fixed in 1.0% OsO4, dehydrated in an ethanol series, and embedded in Epon812 resin as previously described (<xref ref-type="bibr" rid="B11">Fang et&#xa0;al., 2021</xref>). Embedded samples were cut into 2-&#xb5;m-thick sections with an ultramicrotome (LEICA, Germany). Specimens were stained with uranyl acetate followed by lead citrate, then photographed under an H-7650 microscope (Hitachi, Japan) (<xref ref-type="bibr" rid="B39">Ning et&#xa0;al., 2018</xref>).</p>
</sec>
<sec id="s2_3">
<title>RNA extraction, cDNA reverse transcription, and quantitative reverse transcription (qRT)&#x2212;PCR analysis</title>
<p>Total RNA was isolated from three biological replicates of the W931A and W931B samples using RNAiso Plus reagent (TaKaRa, Japan), then treated with RNase-free DNase I (Promega, Madison, WI, USA). Subsequently, 0.5&#xb5;g RNA per sample was used for first-strand cDNA synthesis using a HiScript II 1st Strand cDNA Synthesis kit (Vazyme, Nanjing, China). qRT&#x2212;PCR was performed in technical triplicate on a LightCycler 96 (Roche, Switzerland) using the SYBR Green Premix Ex Taq&#x2122; II quantitative PCR system (TaKaRa, Japan). The amplification program consisted of a denaturation step at 95&#xb0;C for 15&#xa0;min; 40 cycles of 95&#xb0;C for 10 s and 60&#xb0;C for 20 s; and 72&#xb0;C for 30 s. Gene expression was normalized using the 2<sup>&#x2212;&#x394;&#x394;CT</sup> method (<xref ref-type="bibr" rid="B34">Livak and Schmittgen, 2001</xref>) using <italic>TUBULIN1</italic> as the internal reference gene. All primer sequences are listed in <xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Table S1</bold>
</xref>.</p>
</sec>
<sec id="s2_4">
<title>Transcriptomic analysis</title>
<p>RNA samples were sequenced on an Illumina HiSeq 2000 platform, generating 100-bp paired-end reads. The quality of each sample file was measured using FastQC v0.11.9. Illumina adapters, reads containing Ns (indicating that the corresponding bases could not be determined), and low-quality reads (those with Qphred values &#x2264; 20 for more than 50% of the total read length) were removed using Trim-galore v0.6.6, resulting in a set of clean reads. The reference genome file (Gmax_275_v2.0.fa) and the reference annotation file (Gmax_275_Wm82.a2.v1.gene.gtf) were downloaded from Phytozome v12. Clean reads were mapped to the soybean reference genome using Hisat2 v2.2.1. After mapping, reads were counted with HTSeq v0.13.5. Differential expression analysis was performed in the &#x2018;DESeq2&#x2019; (v1.32.0) R package using the following screening criteria: |log2(Fold Change)| &#x2265; 1; <italic>p</italic> &lt; 0.05; and false discovery rate (FDR) &lt; 0.05. Gene ontology (GO) enrichment and Kyoto Encyclopedia of Genes and Genomes (KEGG) biochemical pathway enrichment analyses were performed on the DEGs using the &#x2018;clusterProfiler&#x2019; (v4.0.5) package in R.</p>
</sec>
<sec id="s2_5">
<title>Proteomic analysis</title>
<p>Total protein was extracted as previously described (<xref ref-type="bibr" rid="B26">Li et&#xa0;al., 2016</xref>) from three biological replicates of soybean samples at the UM and BP stages. Precipitated proteins were washed with ice-cold 90% ethanol containing 10 mM dithiothreitol. After drying at room temperature, precipitates were lysed in sodium dodecyl sulfate (SDS). Samples were centrifuged at 12,000 &#xd7; g at room temperature for 10&#xa0;min, then the supernatant was collected. The sample extraction procedure was repeated, and the resulting supernatant for each sample was combined with the supernatant from the first extraction to generate the total protein solution. Bicinchoninic acid reagent (Thermo Fisher Scientific, San Jose, CA, USA) was used to measure the protein content.</p>
<p>Based on the calculated protein content, 100 &#x3bc;g of total protein was removed from each sample and digested with Trypsin Gold (Promega, Madison, WI, USA) using a protein:trypsin ratio of 30:1. Samples were incubated at 37&#xb0;C for 16&#xa0;h. After trypsin digestion, peptides were labeled with iTRAQ tags following the manufacturer&#x2019;s protocol for the 8-plex iTRAQ reagent (Applied Biosystems, Foster City, CA, USA). The labeled peptide mixtures were then pooled and pre-separated with strong cation exchange chromatography using the LC-20AB high-performance liquid chromatography (HPLC) pump system (Shimadzu, Kyoto, Japan). iTRAQ analysis was performed on a TripleTOF 5600 system (AB SCIEX, Concord, ON, Canada) combined with a Famos autosampler (LC Packings) and an LC20-AD Nano HPLC instrument (Shimadzu) as previously reported (<xref ref-type="bibr" rid="B10">Du et&#xa0;al., 2014</xref>). Proteome Discoverer v1.2.0.339 (Thermo Fisher Scientific) was used to transform the raw data into MGF files. Protein identification and quantitation were performed in Mascot v2.3.0 (Matrix Science, London, UK) to compare the iTRAQ data against data in Soybase (<uri xlink:href="https://soybase.org/">https://soybase.org/</uri>). Differentially expressed proteins (DEPs) were classified as those with <italic>p</italic> &lt; 0.05 in a least significant difference test, FDR &lt; 0.05, and &gt; 1.5-fold change between W931A and W931B.</p>
</sec>
<sec id="s2_6">
<title>Interaction analysis</title>
<p>DEP interaction analysis was conducted using the STRING database (<uri xlink:href="https://string-db.org/">https://string-db.org/</uri>). Both known and predicted protein-protein interactions were included. The option &#x201c;Multiple sequences&#x201d; was selected to analyze interactions among 53 differentially expressed soybean proteins of interest. Protein sequences were downloaded from Soybase.</p>
</sec>
</sec>
<sec id="s3" sec-type="results">
<title>Results</title>
<sec id="s3_1">
<title>Morphological differences between W931A and W931B anthers</title>
<p>W931A is an excellent male sterile line with a strong stem that produces more than twice as many floral buds as regular fertile varieties (<xref ref-type="bibr" rid="B41">Ren, 2005</xref>). To determine the cytological basis of functional deficiencies at the BP stage, we compared the ultramicroscopic structures of developing anthers and pollen grains between W931A and its maintainer line, W931B, using TEM. The results showed that the anthers of W931A and W931B developed similarly; for example, the tapetal layers of both lines were degraded at the BP stage (<xref ref-type="fig" rid="f1">
<bold>Figures&#xa0;1A, D</bold>
</xref>).</p>
<fig id="f1" position="float">
<label>Figure&#xa0;1</label>
<caption>
<p>Transmission electron microscopy (TEM) images of anthers from the cytoplasmic male sterility (CMS) line W931A and its maintainer line, W931B. <bold>(A&#x2013;C)</bold>: Binucleate pollen (BP) grain from the maintainer line W931B at the BP stage. <bold>(D&#x2013;F):</bold> BP grain from the male sterile line W931A at the BP stage. <bold>(G&#x2013;I)</bold>: Mature pollen grain from the maintainer line W931B. <bold>(J&#x2013;L)</bold>: Mature pollen grain from the male sterile line W931A. C, content; E, exine; Ep, elaioplast; ER, endoplasmic reticulum; Ga, germinal aperture; I, intine; N, nucleolus; SG, starch granule; T, tapetum; V, vacuole. Scale bars = 10 &#x3bc;m <bold>(A, D, G, J)</bold>, 5 &#x3bc;m <bold>(B, E, H, K)</bold>, and 2 &#x3bc;m <bold>(C, F, I, L)</bold>.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fpls-14-1098125-g001.tif"/>
</fig>
<p>At the BP stage, W931B pollen grains were filled with condensed cytoplasm. Starch granules and lipid materials were extensively accumulated, and the protectum was smooth (<xref ref-type="fig" rid="f1">
<bold>Figures&#xa0;1A&#x2013;C</bold>
</xref>). In contrast, W931A pollen grains showed an irregular shape and abnormal development (e.g., few starch granules, large vacuoles, irregularly thickened intine, and uneven protectum) (<xref ref-type="fig" rid="f1">
<bold>Figures&#xa0;1D&#x2013;F</bold>
</xref>). At the MP stage, W931B pollen grains were round and exhibited a concentrated cytoplasm, in which a number of elaioplasts and abundant lipid compounds could be observed (<xref ref-type="fig" rid="f1">
<bold>Figures&#xa0;1G&#x2013;I</bold>
</xref>). Comparatively, W931A pollen grains showed severe degeneration and vacuolization of the cytoplasm (<xref ref-type="fig" rid="f1">
<bold>Figures&#xa0;1J&#x2013;L</bold>
</xref>).</p>
</sec>
<sec id="s3_2">
<title>Comparative transcriptomic analysis</title>
<p>To reveal the molecular mechanism underlying CMS, we analyzed the transcriptome and the proteome of developing W931A and W931B pollen grains at the UM and BP stages. In total, 12 cDNA libraries were constructed and sequenced (three biological replicates of two genotypes at two stages). Clean reads were mapped to the Wm82 reference genome, and approximately 468 million reads were aligned, with an average mapping rate of 86.48% per sample. The average GC content was 44.18% (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Table S2</bold>
</xref>).</p>
<p>The transcriptomes were then compared between W931A and W931B pollen grains at the UM and BP stages. A total of 2,259 differentially expressed genes (DEGs) were identified at the UM stage, including 598 genes that were up-regulated and 1,661 that were down-regulated in W931A (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figure S1A</bold>
</xref>, <xref ref-type="supplementary-material" rid="SM1">
<bold>Table S3</bold>
</xref>). In contrast, a total of 1,962 DEGs were identified at the BP stage, including 1,063 up-regulated and 899 down-regulated genes (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figure S1B</bold>
</xref>, <xref ref-type="supplementary-material" rid="SM1">
<bold>Table S4</bold>
</xref>). The expression levels of 15 randomly-selected genes were assessed using qRT-PCR to validate the sequencing results. The coefficient of determination (R<sup>2</sup>) for the two data types was near 1 (R<sup>2</sup> = 0.9304), indicating that the RNA-seq data were robust and suitable for further analysis (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figure S2</bold>
</xref>).</p>
<p>To gain insight into the functions of the DEGs, GO term enrichment (p &lt; 0.05) was assessed, including GO biological process (GBP), cellular component (CC), and molecular function (MF) terms. At the UM stage, GO analysis of the 2,259 DEGs revealed significant enrichment of the GBP terms &#x201c;pectin catabolic process&#x201d;, &#x201c;photosynthesis, light harvesting in photosystem I&#x201d;, &#x201c;cell wall modification&#x201d;, &#x201c;regulation of pH&#x201d;, and &#x201c;response to light stimulus&#x201d; (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Table S5</bold>
</xref>). At the BP stage, the 1,962 DEGs were significantly enriched in the GBP terms &#x201c;pectin catabolic process&#x201d;, &#x201c;photosynthesis, light harvesting in photosystem I&#x201d;, &#x201c;cell wall modification&#x201d;, &#x201c;response to light stimulus&#x201d;, and &#x201c;protein-chromophore linkage&#x201d; (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Table S6</bold>
</xref>). KEGG biochemical pathway enrichment (<italic>p</italic> &lt; 0.05) was also investigated, and revealed enrichment of pathways including &#x201c;pentose and glucuronate interconversions&#x201d;, &#x201c;photosynthesis-antenna proteins&#x201d;, &#x201c;metabolic pathways&#x201d;, &#x201c;plant-pathogen interaction&#x201d;, and &#x201c;ribosome biogenesis in eukaryotes&#x201d; at the UM stage (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Table S8</bold>
</xref>), and &#x201c;metabolic pathways&#x201d;, &#x201c;biosynthesis of secondary metabolites&#x201d;, &#x201c;flavonoid biosynthesis&#x201d;, &#x201c;photosynthesis-antenna proteins&#x201d;, and &#x201c;tyrosine metabolism&#x201d; at the BP stage (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Table S9</bold>
</xref>).</p>
<p>Further analysis showed that a total of 865 DEGs were shared between the two developmental stages (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2A</bold>
</xref>). We also found that most of the DEGs were down-regulated; at the UM stage, there were 10-fold more down-regulated than up-regulated genes; at the BP stage, there were approximately five-fold more down-regulated than up-regulated genes (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2B</bold>
</xref>). To determine the putative functions of the shared DEGs, we conducted a GO enrichment analysis. The 865 DEGs were primarily associated with the GBP terms &#x201c;pectin catabolic process&#x201d;, &#x201c;cell wall modification&#x201d;, &#x201c;photosynthesis, light harvesting in photosystem I&#x201d;, &#x201c;response to light stimulus&#x201d;, &#x201c;protein-chromophore linkage&#x201d;, and, notably, &#x201c;pollen development&#x201d; (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Table S7</bold>
</xref>). The most significantly enriched MF terms were &#x201c;pectinesterase activity&#x201d; and &#x201c;pectinesterase inhibitor activity&#x201d; (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2C</bold>
</xref>, <xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Table S7</bold>
</xref>). Many of the shared DEGs that had those MF annotations encoded pectinesterases (PMEs)/PME inhibitors and pectate lyases. For example, <italic>Rfk1</italic> encodes a PME/PME inhibitor protein that is involved in pectin metabolism and regulates fertility restoration in wheat (<xref ref-type="bibr" rid="B5">Chen et&#xa0;al., 2021</xref>). <italic>Glyma.09G042200</italic> encoded a PME/PME inhibitor enzyme that was strongly down-regulated in W931A at both the UM and BP stages. qRT-PCR results also showed marked down-regulation of three PME/PME inhibitor genes in W931A compared to W931B (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3</bold>
</xref>).</p>
<fig id="f2" position="float">
<label>Figure&#xa0;2</label>
<caption>
<p>Analysis of differentially expressed genes (DEGs) in W931A at the uninucleate microspore (UM) and binucleate pollen (BP) stages. <bold>(A)</bold> Venn diagram showing the number of unique and overlapping DEGs at the UM stage (group1) and the BP stage (group2). <bold>(B)</bold> Number of up-regulated and down-regulated genes at the UM and BP stages, respectively. <bold>(C)</bold> Most highly enriched Gene Ontology (GO) terms among the DEGs.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fpls-14-1098125-g002.tif"/>
</fig>
<fig id="f3" position="float">
<label>Figure&#xa0;3</label>
<caption>
<p>Expression levels of candidate genes with the &#x201c;pectinesterase&#x201d; molecular function annotation as determined with quantitative reverse transcription (qRT)-PCR. Relative expression levels are shown for the uninucleate microspore (UM) stage (group1) and for the binucleate pollen (BP) stage (group2).</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fpls-14-1098125-g003.tif"/>
</fig>
<p>In W931A, 1,394 and 1,097 DEGs were uniquely expressed at the UM and BP stages, respectively (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Tables S3, S4</bold>
</xref>). GO term analysis of the 1,394 unique DEGs at the UM stage revealed enrichment of the GBP terms &#x201c;mitochondrion organization&#x201d;, &#x201c;hydrogen peroxide catabolic process&#x201d;, &#x201c;positive regulation of mitochondrial translation&#x201d;, &#x201c;response to oxidative stress&#x201d;, and &#x201c;cell wall modification&#x201d; (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Table S5</bold>
</xref>), whereas the 1,097 DEGs unique to the BP stage were significantly enriched in the GBP terms &#x201c;auxin-activated signaling pathway&#x201d;, &#x201c;defense response to other organism&#x201d;, &#x201c;flavonoid biosynthetic process&#x201d;, &#x201c;fatty acid biosynthetic process&#x201d;, and &#x201c;brassinosteroid metabolic process&#x201d; (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Table S6</bold>
</xref>). These data indicated that many genes expressed in the pollen had unique spatiotemporal expression patterns.</p>
</sec>
<sec id="s3_3">
<title>Comparative proteomic analysis</title>
<p>We next carried out a proteomic analysis to identify factors involved in soybean CMS at the protein level. To analyze DEPs between W931A and W931B, proteins expressed in the anthers of W931A and W931B plants at the UM and BP stage were analyzed using iTRAQ technology. A total of 630 DEPs were identified in W931A compared to W931B at the UM stage, with 305 up-regulated and 325 down-regulated (<xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4A</bold>
</xref>; <xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Table S11</bold>
</xref>). At the BP stage, 242 proteins were up-regulated in W931A compared to W931B, whereas 384 were down-regulated (<xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4A</bold>
</xref>; <xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Table S12</bold>
</xref>).</p>
<fig id="f4" position="float">
<label>Figure&#xa0;4</label>
<caption>
<p>Expression patterns of differentially expressed proteins (DEPs) in W931A at the uninucleate microspore (UM) and binucleate pollen (BP) stages. <bold>(A)</bold> Venn diagram showing unique and overlapping DEPs in W931A at the UM and BP stages (group3 and group4, respectively). <bold>(B)</bold> There were 343 DEPs shared between the UM and BP stages.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fpls-14-1098125-g004.tif"/>
</fig>
<p>GO term enrichment analysis revealed that the GBP terms &#x201c;glycolytic process&#x201d;, &#x201c;one-carbon metabolic process&#x201d;, &#x201c;carbohydrate metabolic process&#x201d;, &#x201c;response to toxic substance&#x201d;, and &#x201c;cell wall modification&#x201d; were significantly enriched in W931A at the UM stage (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Table S14</bold>
</xref>). At the BP stage, markedly enriched GBP terms included &#x201c;glycolytic process&#x201d;, &#x201c;glucose metabolic process&#x201d;, &#x201c;one-carbon metabolic process&#x201d;, &#x201c;pectin catabolic process&#x201d;, and &#x201c;cell wall modification&#x201d; (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Table S15</bold>
</xref>). However, several key molecular functions were also enriched at the UM stage, such as &#x201c;nuclear import signal receptor activity&#x201d;, &#x201c;glutathione transferase activity&#x201d; and &#x201c;NAD binding&#x201d;, indicating that enzymes with these functions tended to be more active during UM development (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Table S14</bold>
</xref>). In contrast, GO terms that were specifically enriched at the BP stage included &#x201c;electron carrier activity&#x201d;, &#x201c;structural constituent of ribosome&#x201d;, &#x201c;mRNA binding&#x201d;, and &#x201c;phosphatidic acid binding&#x201d; (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Table S15</bold>
</xref>), indicating that proteins associated with these MF terms played important roles at the BP stage.</p>
<p>Further analysis revealed 343 DEPs in common between the two plant developmental stages (<xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4B</bold>
</xref>; <xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Table S13</bold>
</xref>). Enriched GO terms in the shared DEP set included &#x201c;glycolytic process&#x201d;, &#x201c;cell wall modification&#x201d;, &#x201c;pectin catabolic process&#x201d;, &#x201c;glucose metabolic process&#x201d;, and &#x201c;carbohydrate metabolic process&#x201d; (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Table S16</bold>
</xref>). The largest category of enriched MF GO terms was &#x201c;pectinesterase activity&#x201d; (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Table S16</bold>
</xref>). The shared DEPs were mapped to a total of 31 KEGG pathways (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Table S18</bold>
</xref>). The most significantly enriched pathway was &#x201c;metabolic pathways&#x201d;, followed by &#x201c;carbon metabolism&#x201d; and &#x201c;glycolysis/gluconeogenesis&#x201d;. The primary physiological function of carbohydrate metabolism in an organism is to provide carbon sources. Some proteins related to monosaccharide and polysaccharide metabolic pathways were also evidently expressed; proteins with the pathway annotations &#x201c;galactose metabolism&#x201d;, &#x201c;fructose and mannose metabolism&#x201d;, and &#x201c;starch and sucrose metabolism&#x201d; were enriched in W931A (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Table S18</bold>
</xref>).</p>
</sec>
<sec id="s3_4">
<title>DEG and DEP correlation analysis</title>
<p>To identify whether there was general concordance between mRNA and associated protein levels during pollen development, the transcriptomic and proteomic data were compared by conducting a correlation analysis between the DEGs and DEPs. One hundred and forty-four common-DEGs and DEPs were expressed at the UM stage (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Tables S3, S11</bold>
</xref>). Seventy-eight common-DEGs and DEPs were expressed at the BP stage (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Tables S4, S12</bold>
</xref>). The expression profiles of 53 sets of DEGs and associated DEPs found at both the UM and BP stages are shown in <xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figure S3</bold>
</xref> and <xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref>. Further analysis of the 53 shared DEGs with similar corresponding protein expression showed that they primarily encoded PMEs/PME inhibitors, polygalacturonases (PGs), peroxidases, ATPases, and sugar transport proteins.</p>
<table-wrap id="T1" position="float">
<label>Table&#xa0;1</label>
<caption>
<p>The expression profiles of 53 common-DEGs and DEPs at both the UM and BP stages.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="bottom" align="center">ID</th>
<th valign="bottom" align="center">log<sub>2</sub>FC(group1)</th>
<th valign="bottom" align="center">log<sub>2</sub>FC(group2)</th>
<th valign="bottom" align="center">Log<sub>2</sub>FC(group3)</th>
<th valign="bottom" align="center">Log<sub>2</sub>FC(group4)</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="bottom" align="center">Glyma.09G042200</td>
<td valign="bottom" align="center">-13.71</td>
<td valign="bottom" align="center">-3.66</td>
<td valign="bottom" align="center">-2.00</td>
<td valign="bottom" align="center">-2.77</td>
</tr>
<tr>
<td valign="bottom" align="center">Glyma.09G042100</td>
<td valign="bottom" align="center">-11.87</td>
<td valign="bottom" align="center">-2.63</td>
<td valign="bottom" align="center">-2.31</td>
<td valign="bottom" align="center">-3.78</td>
</tr>
<tr>
<td valign="bottom" align="center">Glyma.01G066000</td>
<td valign="bottom" align="center">-11.56</td>
<td valign="bottom" align="center">-3.05</td>
<td valign="bottom" align="center">-2.00</td>
<td valign="bottom" align="center">-2.45</td>
</tr>
<tr>
<td valign="bottom" align="center">Glyma.01G066100</td>
<td valign="bottom" align="center">-10.23</td>
<td valign="bottom" align="center">-2.42</td>
<td valign="bottom" align="center">-2.81</td>
<td valign="bottom" align="center">-3.89</td>
</tr>
<tr>
<td valign="bottom" align="center">Glyma.17G172700</td>
<td valign="bottom" align="center">-9.88</td>
<td valign="bottom" align="center">-3.05</td>
<td valign="bottom" align="center">-2.48</td>
<td valign="bottom" align="center">-3.20</td>
</tr>
<tr>
<td valign="bottom" align="center">Glyma.01G027000</td>
<td valign="bottom" align="center">-8.49</td>
<td valign="bottom" align="center">-1.74</td>
<td valign="bottom" align="center">-1.82</td>
<td valign="bottom" align="center">-2.07</td>
</tr>
<tr>
<td valign="bottom" align="center">Glyma.01G145900</td>
<td valign="bottom" align="center">-8.42</td>
<td valign="bottom" align="center">-2.50</td>
<td valign="bottom" align="center">-2.48</td>
<td valign="bottom" align="center">-3.39</td>
</tr>
<tr>
<td valign="bottom" align="center">Glyma.09G035100</td>
<td valign="bottom" align="center">-8.34</td>
<td valign="bottom" align="center">-1.75</td>
<td valign="bottom" align="center">-2.50</td>
<td valign="bottom" align="center">-3.36</td>
</tr>
<tr>
<td valign="bottom" align="center">Glyma.04G143200</td>
<td valign="bottom" align="center">-8.29</td>
<td valign="bottom" align="center">-3.00</td>
<td valign="bottom" align="center">-3.01</td>
<td valign="bottom" align="center">-4.53</td>
</tr>
<tr>
<td valign="bottom" align="center">Glyma.10G198100</td>
<td valign="bottom" align="center">-8.23</td>
<td valign="bottom" align="center">-2.57</td>
<td valign="bottom" align="center">-2.36</td>
<td valign="bottom" align="center">-2.99</td>
</tr>
<tr>
<td valign="bottom" align="center">Glyma.02G037800</td>
<td valign="bottom" align="center">-8.03</td>
<td valign="bottom" align="center">-2.56</td>
<td valign="bottom" align="center">-1.71</td>
<td valign="bottom" align="center">-1.97</td>
</tr>
<tr>
<td valign="bottom" align="center">Glyma.02G080000</td>
<td valign="bottom" align="center">-7.99</td>
<td valign="bottom" align="center">-3.22</td>
<td valign="bottom" align="center">-1.62</td>
<td valign="bottom" align="center">-2.20</td>
</tr>
<tr>
<td valign="bottom" align="center">Glyma.14G006100</td>
<td valign="bottom" align="center">-7.85</td>
<td valign="bottom" align="center">-2.15</td>
<td valign="bottom" align="center">-2.38</td>
<td valign="bottom" align="center">-3.16</td>
</tr>
<tr>
<td valign="bottom" align="center">Glyma.14G074000</td>
<td valign="bottom" align="center">-7.82</td>
<td valign="bottom" align="center">-2.57</td>
<td valign="bottom" align="center">-1.73</td>
<td valign="bottom" align="center">-2.11</td>
</tr>
<tr>
<td valign="bottom" align="center">Glyma.07G003000</td>
<td valign="bottom" align="center">-7.80</td>
<td valign="bottom" align="center">-1.63</td>
<td valign="bottom" align="center">-2.35</td>
<td valign="bottom" align="center">-2.89</td>
</tr>
<tr>
<td valign="bottom" align="center">Glyma.16G154000</td>
<td valign="bottom" align="center">-6.98</td>
<td valign="bottom" align="center">-1.24</td>
<td valign="bottom" align="center">-2.38</td>
<td valign="bottom" align="center">-2.25</td>
</tr>
<tr>
<td valign="bottom" align="center">Glyma.16G083700</td>
<td valign="bottom" align="center">-6.98</td>
<td valign="bottom" align="center">-3.15</td>
<td valign="bottom" align="center">-2.60</td>
<td valign="bottom" align="center">-4.08</td>
</tr>
<tr>
<td valign="bottom" align="center">Glyma.19G070900</td>
<td valign="bottom" align="center">-6.94</td>
<td valign="bottom" align="center">-3.06</td>
<td valign="bottom" align="center">-1.92</td>
<td valign="bottom" align="center">-2.22</td>
</tr>
<tr>
<td valign="bottom" align="center">Glyma.06G207300</td>
<td valign="bottom" align="center">-6.89</td>
<td valign="bottom" align="center">-2.53</td>
<td valign="bottom" align="center">-2.38</td>
<td valign="bottom" align="center">-3.41</td>
</tr>
<tr>
<td valign="bottom" align="center">Glyma.09G261800</td>
<td valign="bottom" align="center">-6.57</td>
<td valign="bottom" align="center">-2.26</td>
<td valign="bottom" align="center">-3.10</td>
<td valign="bottom" align="center">-3.43</td>
</tr>
<tr>
<td valign="bottom" align="center">Glyma.05G206500</td>
<td valign="bottom" align="center">-6.42</td>
<td valign="bottom" align="center">-2.07</td>
<td valign="bottom" align="center">-1.78</td>
<td valign="bottom" align="center">-1.87</td>
</tr>
<tr>
<td valign="bottom" align="center">Glyma.10G235500</td>
<td valign="bottom" align="center">-6.18</td>
<td valign="bottom" align="center">-1.43</td>
<td valign="bottom" align="center">-1.93</td>
<td valign="bottom" align="center">-2.04</td>
</tr>
<tr>
<td valign="bottom" align="center">Glyma.04G022800</td>
<td valign="bottom" align="center">-6.05</td>
<td valign="bottom" align="center">-2.60</td>
<td valign="bottom" align="center">-2.60</td>
<td valign="bottom" align="center">-3.12</td>
</tr>
<tr>
<td valign="bottom" align="center">Glyma.09G252700</td>
<td valign="bottom" align="center">-5.78</td>
<td valign="bottom" align="center">3.04</td>
<td valign="bottom" align="center">-4.69</td>
<td valign="bottom" align="center">-4.23</td>
</tr>
<tr>
<td valign="bottom" align="center">Glyma.10G249400</td>
<td valign="bottom" align="center">-5.62</td>
<td valign="bottom" align="center">-1.28</td>
<td valign="bottom" align="center">-3.34</td>
<td valign="bottom" align="center">-5.54</td>
</tr>
<tr>
<td valign="bottom" align="center">Glyma.15G082300</td>
<td valign="bottom" align="center">-5.45</td>
<td valign="bottom" align="center">-1.96</td>
<td valign="bottom" align="center">-1.99</td>
<td valign="bottom" align="center">-2.41</td>
</tr>
<tr>
<td valign="bottom" align="center">Glyma.18G063400</td>
<td valign="bottom" align="center">-5.32</td>
<td valign="bottom" align="center">-1.84</td>
<td valign="bottom" align="center">-2.53</td>
<td valign="bottom" align="center">-2.81</td>
</tr>
<tr>
<td valign="bottom" align="center">Glyma.13G230300</td>
<td valign="bottom" align="center">-5.03</td>
<td valign="bottom" align="center">-1.54</td>
<td valign="bottom" align="center">-2.38</td>
<td valign="bottom" align="center">-3.36</td>
</tr>
<tr>
<td valign="bottom" align="center">Glyma.03G133600</td>
<td valign="bottom" align="center">-4.99</td>
<td valign="bottom" align="center">-1.52</td>
<td valign="bottom" align="center">-2.75</td>
<td valign="bottom" align="center">-2.99</td>
</tr>
<tr>
<td valign="bottom" align="center">Glyma.07G226000</td>
<td valign="bottom" align="center">-4.45</td>
<td valign="bottom" align="center">-1.46</td>
<td valign="bottom" align="center">-2.35</td>
<td valign="bottom" align="center">-3.48</td>
</tr>
<tr>
<td valign="bottom" align="center">Glyma.10G054500</td>
<td valign="bottom" align="center">-4.22</td>
<td valign="bottom" align="center">-1.39</td>
<td valign="bottom" align="center">-2.07</td>
<td valign="bottom" align="center">-2.81</td>
</tr>
<tr>
<td valign="bottom" align="center">Glyma.10G229600</td>
<td valign="bottom" align="center">-3.96</td>
<td valign="bottom" align="center">-1.84</td>
<td valign="bottom" align="center">-2.62</td>
<td valign="bottom" align="center">-3.34</td>
</tr>
<tr>
<td valign="bottom" align="center">Glyma.18G240000</td>
<td valign="bottom" align="center">-3.94</td>
<td valign="bottom" align="center">3.80</td>
<td valign="bottom" align="center">-4.86</td>
<td valign="bottom" align="center">-4.44</td>
</tr>
<tr>
<td valign="bottom" align="center">Glyma.13G141600</td>
<td valign="bottom" align="center">-3.62</td>
<td valign="bottom" align="center">-1.11</td>
<td valign="bottom" align="center">-2.04</td>
<td valign="bottom" align="center">-2.28</td>
</tr>
<tr>
<td valign="bottom" align="center">Glyma.05G163300</td>
<td valign="bottom" align="center">-3.54</td>
<td valign="bottom" align="center">-1.06</td>
<td valign="bottom" align="center">-2.22</td>
<td valign="bottom" align="center">-2.27</td>
</tr>
<tr>
<td valign="bottom" align="center">Glyma.13G050000</td>
<td valign="bottom" align="center">-3.23</td>
<td valign="bottom" align="center">5.14</td>
<td valign="bottom" align="center">-3.01</td>
<td valign="bottom" align="center">-2.93</td>
</tr>
<tr>
<td valign="bottom" align="center">Glyma.09G284200</td>
<td valign="bottom" align="center">-3.19</td>
<td valign="bottom" align="center">5.34</td>
<td valign="bottom" align="center">-3.32</td>
<td valign="bottom" align="center">-4.06</td>
</tr>
<tr>
<td valign="bottom" align="center">Glyma.15G004300</td>
<td valign="bottom" align="center">-2.86</td>
<td valign="bottom" align="center">1.94</td>
<td valign="bottom" align="center">-1.95</td>
<td valign="bottom" align="center">-2.23</td>
</tr>
<tr>
<td valign="bottom" align="center">Glyma.19G079400</td>
<td valign="bottom" align="center">-2.79</td>
<td valign="bottom" align="center">-2.10</td>
<td valign="bottom" align="center">-1.72</td>
<td valign="bottom" align="center">-1.89</td>
</tr>
<tr>
<td valign="bottom" align="center">Glyma.08G162100</td>
<td valign="bottom" align="center">-2.61</td>
<td valign="bottom" align="center">-2.09</td>
<td valign="bottom" align="center">-1.88</td>
<td valign="bottom" align="center">-2.06</td>
</tr>
<tr>
<td valign="bottom" align="center">Glyma.08G068100</td>
<td valign="bottom" align="center">-2.46</td>
<td valign="bottom" align="center">2.35</td>
<td valign="bottom" align="center">-2.46</td>
<td valign="bottom" align="center">-3.12</td>
</tr>
<tr>
<td valign="bottom" align="center">Glyma.03G238800</td>
<td valign="bottom" align="center">-2.37</td>
<td valign="bottom" align="center">-1.76</td>
<td valign="bottom" align="center">-1.77</td>
<td valign="bottom" align="center">-2.33</td>
</tr>
<tr>
<td valign="bottom" align="center">Glyma.15G265500</td>
<td valign="bottom" align="center">-2.15</td>
<td valign="bottom" align="center">-2.48</td>
<td valign="bottom" align="center">-2.07</td>
<td valign="bottom" align="center">-2.35</td>
</tr>
<tr>
<td valign="bottom" align="center">Glyma.05G090100</td>
<td valign="bottom" align="center">-2.14</td>
<td valign="bottom" align="center">2.00</td>
<td valign="bottom" align="center">-1.95</td>
<td valign="bottom" align="center">-3.86</td>
</tr>
<tr>
<td valign="bottom" align="center">Glyma.07G181700</td>
<td valign="bottom" align="center">-2.14</td>
<td valign="bottom" align="center">1.95</td>
<td valign="bottom" align="center">-3.16</td>
<td valign="bottom" align="center">-3.89</td>
</tr>
<tr>
<td valign="bottom" align="center">Glyma.05G178300</td>
<td valign="bottom" align="center">-1.97</td>
<td valign="bottom" align="center">-1.39</td>
<td valign="bottom" align="center">-1.61</td>
<td valign="bottom" align="center">-1.80</td>
</tr>
<tr>
<td valign="bottom" align="center">Glyma.20G081400</td>
<td valign="bottom" align="center">-1.94</td>
<td valign="bottom" align="center">5.57</td>
<td valign="bottom" align="center">-3.01</td>
<td valign="bottom" align="center">-3.16</td>
</tr>
<tr>
<td valign="bottom" align="center">Glyma.04G172800</td>
<td valign="bottom" align="center">-1.32</td>
<td valign="bottom" align="center">3.20</td>
<td valign="bottom" align="center">-2.51</td>
<td valign="bottom" align="center">-3.41</td>
</tr>
<tr>
<td valign="bottom" align="center">Glyma.08G082900</td>
<td valign="bottom" align="center">1.53</td>
<td valign="bottom" align="center">-2.12</td>
<td valign="bottom" align="center">1.82</td>
<td valign="bottom" align="center">1.67</td>
</tr>
<tr>
<td valign="bottom" align="center">Glyma.11G247600</td>
<td valign="bottom" align="center">1.81</td>
<td valign="bottom" align="center">1.49</td>
<td valign="bottom" align="center">3.89</td>
<td valign="bottom" align="center">1.93</td>
</tr>
<tr>
<td valign="bottom" align="center">Glyma.04G123800</td>
<td valign="bottom" align="center">2.52</td>
<td valign="bottom" align="center">3.39</td>
<td valign="bottom" align="center">2.46</td>
<td valign="bottom" align="center">2.08</td>
</tr>
<tr>
<td valign="bottom" align="center">Glyma.06G193500</td>
<td valign="bottom" align="center">3.49</td>
<td valign="bottom" align="center">2.37</td>
<td valign="bottom" align="center">3.07</td>
<td valign="bottom" align="center">1.83</td>
</tr>
<tr>
<td valign="bottom" align="center">Glyma.03G003900</td>
<td valign="bottom" align="center">4.29</td>
<td valign="bottom" align="center">4.89</td>
<td valign="bottom" align="center">-1.88</td>
<td valign="bottom" align="center">-2.39</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
<sec id="s3_5">
<title>GO and KEGG enrichment analysis of DEGs and DEPs</title>
<p>A total set of 53 DEGs/DEPs that were differentially expressed at both the UM and BP stages were identified as genes/proteins that affect biological processes during soybean pollen development. GO term analysis of this set showed marked enrichment of the GBP terms &#x201c;cell wall modification&#x201d;, &#x201c;pectin catabolic process&#x201d;, &#x201c;carbohydrate metabolic process&#x201d;, &#x201c;hydrogen peroxide catabolic process&#x201d;, and &#x201c;response to oxidative stress&#x201d; (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Table S19</bold>
</xref>). The MF terms &#x201c;pectinesterase activity&#x201d;, &#x201c;carboxylic ester hydrolase activity&#x201d;, &#x201c;polygalacturonase activity&#x201d;, &#x201c;carbohydrate binding&#x201d;, and &#x201c;peroxidase activity&#x201d; were also enriched (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Table S19</bold>
</xref>). Analysis of the transcriptomic and proteomic data demonstrated consistent activation of PMEs/PME inhibitors at the mRNA and protein levels, indicating the importance of these proteins in regulating soybean fertility. In addition, the KEGG pathways &#x201c;pentose and glucuronate interconversions&#x201d;, &#x201c;metabolic pathways&#x201d;, &#x201c;biosynthesis of amino acids&#x201d;, &#x201c;biosynthesis of secondary metabolites&#x201d;, and &#x201c;glycolysis/gluconeogenesis&#x201d; were significantly enriched (<xref ref-type="fig" rid="f5">
<bold>Figure&#xa0;5A</bold>
</xref>; <xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Table S20</bold>
</xref>).</p>
<fig id="f5" position="float">
<label>Figure&#xa0;5</label>
<caption>
<p>Biological pathway analysis of differentially expressed genes (DEGs) and differentially expressed genes (DEPs) shared between the uninucleate microspore (UM) and binucleate pollen (BP) stages. <bold>(A)</bold> Enriched Kyoto Encyclopedia of Genes and Genomes (KEGG) biochemical pathway terms among the shared DEGs and DEPs. <bold>(B)</bold> Heatmap illustrating the expression levels of selected pectinesterases (PMEs) and polygalacturonases (PGs) involved in cell wall and pollen tube development. Group1, DEGs in W931A compared to W931B at the UM stage; group2, DEGs in W931A at the BP stage; group3, DEPs in W931A at the UM stage; group4, DEPs in W931A at the BP stage.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fpls-14-1098125-g005.tif"/>
</fig>
</sec>
<sec id="s3_6">
<title>Metabolic pathways in pollen development</title>
<p>Pollen development is an intensely energy-consuming process (<xref ref-type="bibr" rid="B18">Hanson and Bentolila, 2004</xref>; <xref ref-type="bibr" rid="B30">Linke and B&#xf6;rner, 2005</xref>; <xref ref-type="bibr" rid="B12">Geng et&#xa0;al., 2018</xref>). The process of carbon fixation is primarily responsible for generating usable carbon for plants (<xref ref-type="bibr" rid="B42">Saxena et&#xa0;al., 2020</xref>). Here, transcriptomic analysis revealed 30 DEGs in pollen that participated in pentose and glucuronate interconversions (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Table S10</bold>
</xref>) proteomic analysis showed that there were 26 DEPs associated with carbon metabolism, 19 related to glycolysis/gluconeogenesis, 10 related to pentose and glucuronate interconversions, six associated with galactose metabolism, six related to fructose and mannose metabolism, eight associated with starch and sucrose metabolism, and four related to the pentose phosphate pathway (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Table S18</bold>
</xref>).</p>
<p>We also found that five DEPs were involved in the tricarboxylic acid (TCA) cycle, with three of these proteins up-regulated in W931A and two down-regulated (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Table S17</bold>
</xref>). The two down-regulated DEPs associated with the TCA cycle were phosphoenolpyruvate carboxykinase (ATP) proteins. We also found that seven DEPs were associated with oxidative phosphorylation, with five up-regulated and two down-regulated in W931A compared to W931B (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Table S17</bold>
</xref>). The two down-regulated proteins were components of ATPase 9.</p>
</sec>
<sec id="s3_7">
<title>Putative DEGs and DEPs related to pollen development</title>
<p>MADS-box genes encode TFs that have important biological functions in the formation of male flower organs (<xref ref-type="bibr" rid="B31">Linke et&#xa0;al., 2003</xref>). In <italic>Arabidopsis thaliana</italic>, <italic>AGL104</italic> (<italic>At1g22130</italic>) is expressed specifically in the pollen (<xref ref-type="bibr" rid="B1">Adamczyk and Fernandez, 2009</xref>). Two agamous-like MADS-box (<italic>AGL</italic>) genes with the GBP &#x201c;pollen development&#x201d; were markedly expressed at both the UM and BP stages (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Table S7</bold>
</xref>). <italic>Glyma.13G086400</italic> (log<sub>2</sub>(FC) = -5.83) and <italic>Glyma.14G168700</italic> (log<sub>2</sub>(FC) = -5.99) were clearly down-regulated in W931A at the UM stage (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Table S3</bold>
</xref>) and similarly down-regulated at the BP stage (log<sub>2</sub>(FC) = -2.09 and -2.48, respectively) (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Table S4</bold>
</xref>). <italic>AGL104</italic> expression levels changed during anther abortion, suggesting that <italic>AGL104</italic> may have an important molecular function in pollen production. Moreover, the <italic>Arabidopsis</italic> gene <italic>tyrosine-phosphatase 1 (PTEN1)</italic> encodes a pollen-specific phosphatase that is essential for pollen development (<xref ref-type="bibr" rid="B15">Gupta et&#xa0;al., 2002</xref>). Phospholipase A2 (PLA2) plays critical roles in <italic>Arabidopsis</italic> pollen development, germination, and tube growth (<xref ref-type="bibr" rid="B24">Kim et&#xa0;al., 2011</xref>). In the present study, two genes with the GBP &#x201c;pollen development&#x201d;, <italic>Glyma.08G241500</italic> (<italic>PTEN1</italic>) and <italic>Glyma.07G127900</italic> (<italic>PLA2-like</italic>), were also down-regulated at both the UM and BP stages (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Tables S3, S4</bold>
</xref>). They were significantly expressed at the transcriptional level, but not at the protein level, indicating that a complex post-transcriptional regulatory network may exist in W931A to regulate male sterility.</p>
<p>Pectin is one of the most important polysaccharides for plant cell wall growth (<xref ref-type="bibr" rid="B58">Zhang et&#xa0;al., 2020</xref>). We found that pectin catabolic processes occurred at both the transcriptional and protein levels. In W931A at the UM stage, 39 DEGs (two up-regulated and 37 down-regulated) had annotations associated with pectin catabolic processes (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Table S5</bold>
</xref>). Similarly, there were 34 DEGs (seven up-regulated and 27 down-regulated) in W931A at the BP stage encoded pectate lyases or PMEs (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Table S6</bold>
</xref>), and seven DEPs (all down-regulated) at the UM stage (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Table S14</bold>
</xref>), and 10 DEPs (all down-regulated) at the BP stage that were pectate lyases or PMEs (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Table S15</bold>
</xref>). Five PMEs were also identified in the set of 53 shared DEGs and DEPs; these were down-regulated at both the mRNA and protein levels (<xref ref-type="fig" rid="f5">
<bold>Figure&#xa0;5B</bold>
</xref>). Furthermore, among the 53 candidate DEGs were three DEGs encoding PGs (<italic>Glyma.06G207300</italic>, <italic>Glyma.14G006100</italic>, and <italic>Glyma.04G143200</italic>), three DEGs encoding peroxidases (<italic>Glyma.02G037800</italic>, <italic>Glyma.01G027000</italic>, and <italic>Glyma.10G198100</italic>), one DEG encoding tubulin alpha-3 (<italic>Glyma.16G154000</italic>), and one DEG encoding ATPase 9 (<italic>Glyma.15G004300</italic>) (<xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref>).</p>
</sec>
<sec id="s3_8">
<title>Predicted interactions between candidate genes</title>
<p>Interactions between the candidate proteins corresponding to the 53 shared DEGs and DEPs were next predicted using STRING 10.0. The results indicated that these proteins may form a complex network regulating pollen development in W931 CMS (<xref ref-type="fig" rid="f6">
<bold>Figure&#xa0;6</bold>
</xref>). The putative protein regulatory network included PME, &#x3b2;-galactosidase, actin-depolymerizing factor, and S-adenosylmethionine synthetases as core proteins involved in pollen development (<xref ref-type="fig" rid="f6">
<bold>Figure&#xa0;6</bold>
</xref>). There was a potential interaction mechanism between four PME proteins (PME28, PME58, and two PME1s) and &#x3b2;-galactosidase 15 (BGAL 15). The PMEs and BGAL 15 may be involved in the cell wall loosening associated with pollen expansion during microspore development. In okra (<italic>Abelmoschus esculentus</italic>), <italic>AeADF1</italic> has been shown to promote pollen germination and pollen tube growth (<xref ref-type="bibr" rid="B9">Dong et&#xa0;al., 2021</xref>). Here, actin depolymerizing factor 7 (GmADF7) and its interacting proteins were significantly down-regulated in W931A, indicating that they may inhibit pollen germination and thus cause soybean sterility.</p>
<fig id="f6" position="float">
<label>Figure&#xa0;6</label>
<caption>
<p>Predicted interaction network for 53 proteins that may be involved in cytoplasmic male sterility. Line color indicates the type of interaction evidence. Bright blue, known interaction (curated database); pink, known interaction (experimentally determined); green, predicted interaction (gene neighborhood); red, predicted interaction (gene fusion); dark blue, predicted interaction (gene co-occurrence); green, potential interaction (text mining); black, potential interaction (co-expression); light blue, potential interaction (protein homology).</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fpls-14-1098125-g006.tif"/>
</fig>
</sec>
</sec>
<sec id="s4" sec-type="discussion">
<title>Discussion</title>
<p>CMS is a maternally-inherited trait that prevents pollination due to pollen abortion (<xref ref-type="bibr" rid="B17">Hanson, 1991</xref>). Understanding the entire process and the molecular mechanisms involved in pollen development are the bases for exploration of male sterility and will allow it to be used in soybean improvement. CMS is known to occur in more than 200 plant species and has been used extensively in crop hybrid breeding (<xref ref-type="bibr" rid="B27">Li et&#xa0;al., 2017</xref>), including in soybean, the most abundantly cultivated oilseed crop. However, heterosis has not yet been universally applied in soybean breeding, partially because the mechanism controlling CMS is unclear. In the present study, we analyzed the molecular mechanism underlying soybean CMS through comprehensive transcriptomic and proteomic analyses at the two major stages that are critical for pollen development (<xref ref-type="bibr" rid="B37">Mascarenhas, 1990</xref>). We revealed marked changes in the expression of genes and proteins involved in pollen development and cell wall modification (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Tables S7, S16, S19</bold>
</xref>). Genes that are expressed early in pollen development primarily encode cytoskeletal proteins and proteins involved in cell wall synthesis or starch accumulation, whereas genes that are expressed late during pollen development are considered necessary for pollen maturation or pollen tube growth (<xref ref-type="bibr" rid="B16">Guyon et&#xa0;al., 2000</xref>). Supporting the results of our analyses, studies in most species have confirmed that a large amount of the RNA required for pollen tube growth accumulates in pollen grains prior to germination (<xref ref-type="bibr" rid="B16">Guyon et&#xa0;al., 2000</xref>).</p>
<p>PMEs regulate the mechanical and chemical properties of cell walls <italic>via</italic> methyl esterification of cell wall pectin (<xref ref-type="bibr" rid="B29">Li et&#xa0;al., 2002</xref>; <xref ref-type="bibr" rid="B23">Jiang et&#xa0;al., 2005</xref>; <xref ref-type="bibr" rid="B20">Hepler et&#xa0;al., 2013</xref>). PMEs play important roles in plant cell wall synthesis and metabolism; abnormal cell wall development affects pollen vitality and can lead to male sterility (<xref ref-type="bibr" rid="B5">Chen et&#xa0;al., 2021</xref>). In the wheat line CMS-K, abnormal changes in the pollen intine wall structure and the ATPase activity response are likely important in pollen grain abortion (<xref ref-type="bibr" rid="B52">Yao et&#xa0;al., 2002</xref>; <xref ref-type="bibr" rid="B5">Chen et&#xa0;al., 2021</xref>). In Chinese cabbage-pak-choi (<italic>Brassica rapa ssp. chinensis, syn. B. campestris ssp. chinensis</italic>), <italic>BcMF3</italic> encoding a PME. Transgenic Arabidopsis expressing <italic>BcMF3</italic> produce some deformed pollen grains and exhibit the abnormal phenomenon of pollen tube rupture during pollen germination (<xref ref-type="bibr" rid="B32">Liu et&#xa0;al., 2006</xref>). The PME-encoding genes <italic>Glyma.09G042200</italic>, <italic>Glyma.09G042100, Glyma.09G035100, Glyma.01G066100</italic>, and <italic>Glyma.01G066000</italic> (<xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref>) were markedly down-regulated in W931A at both the mRNA and protein levels, indicating that these genes play important roles in pollen development. In addition to PMEs, other DEGs that had functions associated with cell wall biosynthesis and regulation and that were expressed specifically in the pollen may also have been involved in pollen development (<xref ref-type="bibr" rid="B2">Becker et&#xa0;al., 2003</xref>; <xref ref-type="bibr" rid="B43">Shi et&#xa0;al., 2015</xref>), such as the gene encoding a PG (<xref ref-type="bibr" rid="B21">Hocq et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B53">Ye et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B48">Wu et&#xa0;al., 2022</xref>). PG is a cell wall hydrolysis and loosening enzyme that plays a role in pollen maturation and pollen tube growth by degrading pectin. The PG gene family is specifically expressed in the pollen of <italic>Arabidopsis</italic>, maize (<xref ref-type="bibr" rid="B22">Honys and Twell, 2003</xref>; <xref ref-type="bibr" rid="B36">Lu et&#xa0;al., 2021</xref>), and Chinese cabbage (<xref ref-type="bibr" rid="B47">Wang et&#xa0;al., 2005</xref>). Three PGs, Glyma.06G207300, Glyma.14G006100, and Glyma.04G143200, were significantly down-regulated at both the mRNA and protein levels (<xref ref-type="fig" rid="f5">
<bold>Figure&#xa0;5B</bold>
</xref>), suggesting that they may have important roles in regulating soybean fertility.</p>
<p>Pollen specifically expressed tubulin genes have been demonstrated in some species, such as <italic>Oryza sativa</italic>, <italic>Picea wilsonii</italic>, <italic>Populus tremuloides</italic>, and <italic>Arabidopsis thaliana</italic> (<xref ref-type="bibr" rid="B3">Cheng et&#xa0;al., 2001</xref>; <xref ref-type="bibr" rid="B54">Yoshikawa et&#xa0;al., 2003</xref>; <xref ref-type="bibr" rid="B40">Oakley et&#xa0;al., 2007</xref>; <xref ref-type="bibr" rid="B55">Yu et&#xa0;al., 2009</xref>). Of the six &#x3b1;-tubulin genes in <italic>Arabidopsis</italic>, one (<italic>TUA1</italic>) is preferentially expressed in pollen (<xref ref-type="bibr" rid="B25">Kopczak et&#xa0;al., 1992</xref>). Eight &#x3b1;-tubulin genes are expressed in poplar, but <italic>PtTUA6</italic> and <italic>PtTUA8</italic> are only abundantly expressed in pollen (<xref ref-type="bibr" rid="B40">Oakley et&#xa0;al., 2007</xref>). In soybean, <italic>Glyma.16G154000</italic> is predicted to encode a TUA3 protein and has the GBP annotations &#x201c;microtubule-based process&#x201d;, &#x201c;mitotic cell cycle&#x201d;, and &#x201c;microtubule cytoskeleton organization&#x201d; (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Table S19</bold>
</xref>). In the CMS line W931A, TUA3 was down-regulated at both the mRNA and protein levels (<xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref>), indicating that it may affect pollen development by regulating microtubule formation. Such genes identified in this study require further analysis to determine their roles and functions in soybean CMS.</p>
<p>An insufficient energy supply can damage male gamete development, leading to male sterility (<xref ref-type="bibr" rid="B6">Chen and Liu, 2014</xref>). Compared with normal lines, CMS lines have a lower level of energy metabolism (<xref ref-type="bibr" rid="B45">Teixeira et&#xa0;al., 2005</xref>), and genes related to energy metabolism directly contribute to the recovery of fertility in plant CMS lines (<xref ref-type="bibr" rid="B33">Liu et&#xa0;al., 2018</xref>). At the metabolic level, W931A showed decreased glycolysis/gluconeogenesis, carbon metabolism, starch and sucrose metabolism, and TCA cycle activity during microspore development (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Tables S17, S18</bold>
</xref>). A collection of such abnormalities in the energy metabolism system can lead to a shortage of energy formation and supply in the anthers, thus affecting microsporogenesis and pollen development (<xref ref-type="bibr" rid="B6">Chen and Liu, 2014</xref>).</p>
</sec>
<sec id="s5" sec-type="conclusions">
<title>Conclusions</title>
<p>We here performed transcriptomic and proteomic analyses to understand the molecular mechanisms regulating CMS in soybean. Soybean pollen abortion in W931A was likely regulated by multiple pathways involved in pollen development, pectin catabolism, responses to oxidative stress, carbon metabolism, the TCA cycle, and oxidative phosphorylation. We established a number of DEGs and DEPs that may be involved in these processes, such as PGs and PMEs. Our results provide novel insights and candidate genes for further studies into the mechanism underlying CMS in soybean; this will ultimately promote the application of W931A in soybean heterosis and breeding.</p>
</sec>
<sec id="s6" sec-type="data-availability">
<title>Data availability statement</title>
<p>The original contributions presented in the study are publicly available. This data can be found here: NCBI, PRJNA895173.</p>
</sec>
<sec id="s7" sec-type="author-contributions">
<title>Author contributions</title>
<p>ZH and JL conceived the concept of the review. DW, YW, LZ, YY, QW, GH, and WW compiled the literature. DW and YW designed the figures. DW and YW wrote the paper. All authors contributed to the article and approved the submitted version.</p>
</sec>
</body>
<back>
<sec id="s8" sec-type="funding-information">
<title>Funding</title>
<p>This work was supported by the Program on Industrial Technology System of National Soybean (CARS-04-PS07), the National Key Research and Development Program of China (Grant No. 2016YFD0101503), the Key R&amp;D Program of Anhui Province (202004a06020034), and Talent Program of Anhui Academy of Agricultural Sciences (QNYC-201909).</p>
</sec>
<sec id="s9" sec-type="COI-statement">
<title>Conflict of interest</title>
<p>The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec id="s10" sec-type="disclaimer">
<title>Publisher&#x2019;s note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
<sec id="s11" sec-type="supplementary-material">
<title>Supplementary material</title>
<p>The Supplementary Material for this article can be found online at: <ext-link ext-link-type="uri" xlink:href="https://www.frontiersin.org/articles/10.3389/fpls.2023.1098125/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fpls.2023.1098125/full#supplementary-material</ext-link>
</p>
<supplementary-material xlink:href="DataSheet_1.zip" id="SM1" mimetype="application/zip"/>
</sec>
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