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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.2022.1017672</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>Genetic dissection of the soybean dwarf mutant <italic>dm</italic> with integrated genomic, transcriptomic and methylomic analyses</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Song</surname>
<given-names>Jian</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>
<xref ref-type="author-notes" rid="fn003">
<sup>&#x2020;</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1956193"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Wang</surname>
<given-names>Xuewen</given-names>
</name>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
<xref ref-type="author-notes" rid="fn003">
<sup>&#x2020;</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/141362"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Huang</surname>
<given-names>Lan</given-names>
</name>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
</xref>
<xref ref-type="author-notes" rid="fn003">
<sup>&#x2020;</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Li</surname>
<given-names>Zhongfeng</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Ren</surname>
<given-names>Honglei</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="aff" rid="aff5">
<sup>5</sup>
</xref>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Wang</surname>
<given-names>Jun</given-names>
</name>
<xref ref-type="aff" rid="aff6">
<sup>6</sup>
</xref>
<xref ref-type="author-notes" rid="fn001">
<sup>*</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/829386"/>
</contrib>
</contrib-group>
<aff id="aff1">
<sup>1</sup>
<institution>College of Life Science, Yangtze University</institution>, <addr-line>Jingzhou</addr-line>, <country>China</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>National Key Facility for Gene Resources and Genetic Improvement (NFCRI)/Institute of Crop Sciences, Chinese Academy of Agricultural Sciences</institution>, <addr-line>Beijing</addr-line>, <country>China</country>
</aff>
<aff id="aff3">
<sup>3</sup>
<institution>Department of Genetics, University of Georgia</institution>, <addr-line>Athens, AB</addr-line>, <country>United States</country>
</aff>
<aff id="aff4">
<sup>4</sup>
<institution>Department of Computer Science, Yangtze University</institution>, <addr-line>Jingzhou</addr-line>, <country>China</country>
</aff>
<aff id="aff5">
<sup>5</sup>
<institution>Soybean Research Institute, Heilongjiang Academy of Agricultural Sciences</institution>, <addr-line>Harbin</addr-line>, <country>China</country>
</aff>
<aff id="aff6">
<sup>6</sup>
<institution>College of Agriculture, Yangtze University</institution>, <addr-line>Jingzhou</addr-line>, <country>China</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>Edited by: Junfei Gu, Yangzhou University, China</p>
</fn>
<fn fn-type="edited-by">
<p>Reviewed by: Li Liu, Hubei University, China; Javaid Akhter Bhat, Nanjing Agricultural University, China</p>
</fn>
<fn fn-type="corresp" id="fn001">
<p>*Correspondence: Jian Song, <email xlink:href="mailto:songjian@yangtzeu.edu.cn">songjian@yangtzeu.edu.cn</email>; Jun Wang, <email xlink:href="mailto:wangjagri@yangtzeu.edu.cn">wangjagri@yangtzeu.edu.cn</email>
</p>
</fn>
<fn fn-type="equal" id="fn003">
<p>&#x2020;These authors have contributed equally to this work</p>
</fn>
<fn fn-type="other" id="fn002">
<p>This article was submitted to Crop and Product Physiology, a section of the journal Frontiers in Plant Science</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>21</day>
<month>11</month>
<year>2022</year>
</pub-date>
<pub-date pub-type="collection">
<year>2022</year>
</pub-date>
<volume>13</volume>
<elocation-id>1017672</elocation-id>
<history>
<date date-type="received">
<day>12</day>
<month>08</month>
<year>2022</year>
</date>
<date date-type="accepted">
<day>07</day>
<month>10</month>
<year>2022</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2022 Song, Wang, Huang, Li, Ren and Wang</copyright-statement>
<copyright-year>2022</copyright-year>
<copyright-holder>Song, Wang, Huang, Li, Ren and Wang</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>Plant height affects crop production and breeding practices, while genetic control of dwarfism draws a broad interest of researchers. Dwarfism in soybean (<italic>Glycine max</italic>) is mainly unexplored. Here, we characterized a dwarf mutant <italic>dm</italic> screened from ethyl methanesulfonate (EMS) mutated seeds of the soybean cultivar Zhongpin 661(ZP). Phenotypically, <italic>dm</italic> showed shorter and thinner stems, smaller leaves, and more nodes than ZP under greenhouse conditions. Genetically, whole-genome sequencing and comparison revealed that 210K variants of SNPs and InDel in ZP relative to the soybean reference genome Williams82, and EMS mutagenesis affected 636 genes with variants predicted to have a large impact on protein function in <italic>dm</italic>. Whole-genome methylation sequencing found 704 differentially methylated regions in <italic>dm</italic>. Further whole-genome RNA-Seq based transcriptomic comparison between ZP and <italic>dm</italic> leaves revealed 687 differentially expressed genes (DEGs), including 263 up-regulated and 424 down-regulated genes. Integrated omics analyses revealed 11 genes with both differential expressions and DNA variants, one gene with differential expression and differential methylation, and three genes with differential methylation and sequence variation, worthy of future investigation. Genes in cellulose, fatty acids, and energy-associated processes could be the key candidate genes for the dwarf phenotype. This study provides genetic clues for further understanding of the genetic control of dwarfism in soybean. The genetic resources could help to inbreed new cultivars with a desirable dwarf characteristic.</p>
</abstract>
<kwd-group>
<kwd>soybean</kwd>
<kwd>dwarf</kwd>
<kwd>methylation</kwd>
<kwd>DNA variation</kwd>
<kwd>transcriptome</kwd>
<kwd>auxin</kwd>
<kwd>cellulose</kwd>
</kwd-group>
<counts>
<fig-count count="8"/>
<table-count count="2"/>
<equation-count count="0"/>
<ref-count count="78"/>
<page-count count="14"/>
<word-count count="5776"/>
</counts>
</article-meta>
</front>
<body>
<sec id="s1" sec-type="intro">
<title>Introduction</title>
<p>Dwarfism, a reduced plant height, is a desirable characteristic in crop breeding for improved response to fertilizer input, lodging resistance, enhanced light utilization, etc. (<xref ref-type="bibr" rid="B6">Cooper et&#xa0;al., 1995</xref>; <xref ref-type="bibr" rid="B7">Cooper et&#xa0;al., 2003</xref>; <xref ref-type="bibr" rid="B16">Hedden, 2003</xref>; <xref ref-type="bibr" rid="B64">Wei et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B58">Su et&#xa0;al., 2022</xref>). Semi-dwarf varieties have been introduced in many crop species, e.g., wheat, rice, and soybean, such as Hobbit87, Charleston, and Apex (<xref ref-type="bibr" rid="B48">Peng et&#xa0;al., 1999</xref>; <xref ref-type="bibr" rid="B6">Cooper et&#xa0;al., 1995</xref>; <xref ref-type="bibr" rid="B23">Khush, 2001</xref>; <xref ref-type="bibr" rid="B7">Cooper et&#xa0;al., 2003</xref>; <xref ref-type="bibr" rid="B16">Hedden, 2003</xref>). The mechanism of dwarfism in plant is complicated. Studies show that the genetic control of plant height can be regulated by a single dwarf gene or multiple associated genetic loci or genes (<xref ref-type="bibr" rid="B27">Kuraparthy et&#xa0;al., 2008</xref>; <xref ref-type="bibr" rid="B10">Dardick et&#xa0;al., 2013</xref>; <xref ref-type="bibr" rid="B50">Roy et&#xa0;al., 2021</xref>). Some of the dwarf genes are closely related to hormone signal pathways, like gibberellin (GA), brassinosteroids (BRs), auxin (IAA) and/or strigolactone (SLs) (<xref ref-type="bibr" rid="B21">Itoh et&#xa0;al., 2004</xref>; <xref ref-type="bibr" rid="B35">Lin et&#xa0;al., 2009</xref>; <xref ref-type="bibr" rid="B17">Hirano et&#xa0;al., 2010</xref>; <xref ref-type="bibr" rid="B59">Tong et&#xa0;al., 2010</xref>; <xref ref-type="bibr" rid="B57">Sun, 2011</xref>; <xref ref-type="bibr" rid="B68">Yang et&#xa0;al., 2011</xref>; <xref ref-type="bibr" rid="B39">Li et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B76">Zhou et&#xa0;al., 2015</xref>; <xref ref-type="bibr" rid="B31">Li et&#xa0;al., 2018b</xref>; <xref ref-type="bibr" rid="B74">Zhao et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B50">Roy et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B58">Su et&#xa0;al., 2022</xref>; <xref ref-type="bibr" rid="B66">Xu et&#xa0;al., 2022</xref>).</p>
<p>Soybean (<italic>Glycine max</italic>) is a legume species and has become one of the most important crops for food and studies on symbioses. Soybean genomic sequence is publicly available (<xref ref-type="bibr" rid="B53">Schmutz et&#xa0;al., 2010</xref>). Only a few dwarf genes or loci in the genome have been reported, although the dwarf is preferred in soybean breeding processes (<xref ref-type="bibr" rid="B49">Reinhardt and Kuhlemeier, 2002</xref>; <xref ref-type="bibr" rid="B38">Liu et&#xa0;al., 2020</xref>). Dwarf mutant <italic>dw</italic> harbors a mutation in the <italic>GmDW1</italic> gene, encoding Kaurene Synthase, in the GA biosynthesis pathway (<xref ref-type="bibr" rid="B31">Li et&#xa0;al., 2018b</xref>). A dwarf mutant from fast neutron bombardment has an 803 bp deletion in the first exon of <italic>Glyma15g05831</italic> (<xref ref-type="bibr" rid="B20">Hwang et&#xa0;al., 2015</xref>). The <italic>sdf-1</italic> locus was mapped to an 80.72 kb region on Chr 19 of soybean (<xref ref-type="bibr" rid="B11">Dong et&#xa0;al., 2020</xref>). <italic>GmIAA27</italic> relies on auxin to interact with TIR1, and control a <italic>dmbn</italic> mutant plants (<xref ref-type="bibr" rid="B58">Su et&#xa0;al., 2022</xref>). The challenge of genetic dissection of the dwarf in soybean may result from palaeopolyploid, which makes dwarf gene identification in soybean more complicated.</p>
<p>Only several dwarf soybean mutants have been created with methods like gamma rays, fast neutron radiation, and chemical mutagenesis, e.g., ethyl methanesulfonate (EMS) (<xref ref-type="bibr" rid="B72">Zhang et&#xa0;al., 2014a</xref>; <xref ref-type="bibr" rid="B20">Hwang et&#xa0;al., 2015</xref>; <xref ref-type="bibr" rid="B4">Cheng et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B31">Li et&#xa0;al., 2018b</xref>; <xref ref-type="bibr" rid="B44">Mestanza et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B65">Xiong et&#xa0;al., 2020</xref>). EMS mutagenesis primarily causes single nucleotide mutation and is widely used to create novel mutants and identify mutation associated genes (<xref ref-type="bibr" rid="B78">Zhu et&#xa0;al., 2005</xref>; <xref ref-type="bibr" rid="B8">Cui et&#xa0;al., 2013</xref>; <xref ref-type="bibr" rid="B32">Li et&#xa0;al., 2017</xref>).</p>
<p>Mutation in DNA is the initial cause of dwarf. As an epigenetic modification of DNA, DNA methylation affects gene expression and phenotype (<xref ref-type="bibr" rid="B45">Morgan et&#xa0;al., 2022</xref>; <xref ref-type="bibr" rid="B63">Wei et&#xa0;al., 2022</xref>). Cytosine methylation is the most common modification, in which a methyl group is added to the carbon 5-position of cytosine bases (5mdC) (<xref ref-type="bibr" rid="B5">Cokus et&#xa0;al., 2008</xref>; <xref ref-type="bibr" rid="B52">Saze et&#xa0;al., 2012</xref>; <xref ref-type="bibr" rid="B15">Hardcastle, 2013</xref>). mCG, mCHG, and mCHH are the most common DNA methylations in the genome (<xref ref-type="bibr" rid="B34">Lindroth et&#xa0;al., 2001</xref>; <xref ref-type="bibr" rid="B56">Stroud et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B1">Al Harrasi et&#xa0;al., 2018</xref>). DNA methylation is widespread in plant genomes, dynamically maintains genome stability and regulates gene expression (<xref ref-type="bibr" rid="B71">Zhang et&#xa0;al., 2018</xref>). No matter of DNA mutation or modification, both affect gene&#x2019;s transcription. The advances in high-throughput sequencing technologies enable the detection of genome-scale nucleotide mutation in mutants, measurement of regulation at transcriptional levels <italic>via</italic> RNA-Seq, and detection of methylation level at low cost and in a fast way (<xref ref-type="bibr" rid="B22">Jain et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B33">Lin et&#xa0;al., 2015</xref>; <xref ref-type="bibr" rid="B77">Zhou et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B37">Liu et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B67">Yan et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B40">Li et&#xa0;al., 2018a</xref>; <xref ref-type="bibr" rid="B75">Zhao et&#xa0;al., 2021</xref>).</p>
<p>In this study, a dwarf soybean mutant (<italic>dm</italic>) was isolated from EMS mutagenized lines from the cultivar Zhongpin 661, and phenotypes were characterized. To understand the molecular bases of the dwarf phenotype, we compared the differences between <italic>dm</italic> and Zhongpin 661 with whole genome sequencing analysis, RNA-Seq based transcriptomic analysis, whole genomic methylation analysis, and metabolite contents to target genetic dissection of dwarfism in soybean. Integrated omics analyses were then targeted to dissect the genetic cause of dwarfism in soybean. Results showed that eleven candidate genes in processes of cellulose, fatty acids and energy are associated with the dwarf phenotype. Our results provided a comprehensive comparison and clues for candidate genes for dwarfism in <italic>dm</italic>.</p>
</sec>
<sec id="s2" sec-type="materials|methods">
<title>Materials and methods</title>
<sec id="s2_1">
<title>Plant material, plant growth, and phenotypes</title>
<p>The soybean dwarf mutant M<sub>2</sub> line was selected from EMS-induced mutants of cultivar Zhongpin 661 (<xref ref-type="bibr" rid="B32">Li et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B31">Li et&#xa0;al., 2018b</xref>). Plants were germinated on plate and transplanted into soil in greenhouse with the same growth conditions. Progenies of dwarf mutant and WT control were planted in Changping base of Chinese Academy of Agricultural Science in the summer of 2014. After harvesting seeds, the stems of plants were collected for cellulose content determination. Six plant individuals were phenotyped for plant height, stem, leaf size, branch and node number at different developmental stages. Fresh leaves from the third node were sampled for genome resequencing, RNA-seq analysis, and methyl-seq at V5 stage.</p>
</sec>
<sec id="s2_2">
<title>DNA isolation, library construction, and genomic resequencing analysis</title>
<p>Genomic DNA was isolated from collected leaves of the mutant and Zhongpin 661 with a genomic DNA purification kit (Thermo Fisher Scientific Inc., United States) according to the manufacturer&#x2019;s protocol. DNA samples were quantified using a Quawell Q5000 spectrophotometer (Quawell Technology, Inc., United States). The DNA from the dwarf mutant and Zhongpin661 were used to construct paired-end sequencing libraries, which were sequenced on an Illumina HiSeq-2500 platform independently. After removing adapters and low-quality sequence reads, the clean reads were further rechecked for quality with FastQC (<uri xlink:href="https://www.bioinformatics.babraham.ac.uk/projects/fastqc/">https://www.bioinformatics.babraham.ac.uk/projects/fastqc/</uri>). High-quality reads were aligned and mapped to the Glycine max Wm82.a2.v1 reference genome (<xref ref-type="bibr" rid="B53">Schmutz et&#xa0;al., 2010</xref>) downloaded from Phytozome (<uri xlink:href="http://phytozome.jgi.doe.gov/pz/portal.html#!info?alias=Org_Gmax">http://phytozome.jgi.doe.gov/pz/portal.html#!info?alias=Org_Gmax</uri>)with BWA (version 0.7.1) with default parameters (<xref ref-type="bibr" rid="B30">Li and Durbin, 2009</xref>). GATK (Genome Analysis Toolkit, version 4) was used to call SNPs and small InDels (&lt; 50 bp) across the mutant pool and wild type pool with a minimum read coverage great than two (<xref ref-type="bibr" rid="B43">Mckenna et&#xa0;al., 2010</xref>).</p>
</sec>
<sec id="s2_3">
<title>RNA isolation, library construction, and transcriptomic analysis</title>
<p>Around 3 &#x3bc;g RNA extracted by TriZol (ThermoFisher, Cat. 15596026) was used for sequencing library preparation with NEBNext<sup>&#xae;</sup> Ultra&#x2122; RNA Library Prep Kit for Illumina<sup>&#xae;</sup> (NEB, USA) according to the manufacturer&#x2019;s recommendations. The libraries were sequenced on an Illumina HiSeq 2500 platform and 100 bp paired-end raw reads were generated.</p>
<p>Raw reads were firstly processed to filter out adapter, ploy-N, and low-quality reads. The clean reads with high quality were mapped to the soybean genome (<xref ref-type="bibr" rid="B53">Schmutz et&#xa0;al., 2010</xref>) with TopHat 2 (<xref ref-type="bibr" rid="B24">Kim et&#xa0;al., 2013</xref>). The read counts of each gene were adjusted with EdgeR through one scaling normalized factor (<xref ref-type="bibr" rid="B46">Mortazavi et&#xa0;al., 2008</xref>). Differential expression analysis between mutant and WT was performed with the DEGseq R package (1.12.0) (<xref ref-type="bibr" rid="B62">Wang et&#xa0;al., 2010</xref>). The P-values were adjusted using the Benjamini &amp; Hochberg method. Corrected P-value less than 0.005 and fold changes greater than two were set as the threshold for significantly differential expression.</p>
</sec>
<sec id="s2_4">
<title>Methylation determination</title>
<p>MethylC-seq which differentiates cytosine from 5-methylcytosine was used to examine the methylation in a DNA sample (<xref ref-type="bibr" rid="B60">Urich et&#xa0;al., 2015</xref>). DNA was extracted by CTAB and then quantified using Qubit<sup>&#xae;</sup> DNA Assay Kit in Qubit<sup>&#xae;</sup> 2.0 Fluorometer (Life Technologies, CA, USA). For library construction, fragmented DNA of 200-300 bp in length was obtained by sonication of a total amount of 5.2 &#x3bc;g genomic DNA on Covaris S220, followed by end repair and adenylation. Then these DNA fragments were treated twice with bisulfite with EZ DNA Methylation-Gold Kit&#x2122; (Zymo Research). Then the single-strand fragments were enriched by PCR amplification with KAPA HiFi HotStart Uracil + ReadyMix(2X). The libraries were sequenced on an Illumina HiSeq-2500 platform to generate 100-bp paired-end raw reads.</p>
<p>Raw reads were processed to remove adaptor sequence, oligo-N containing sequence (&gt;10%), and low quality (PHRED score&lt;=5, and percentage of the low-quality bases &gt;=50%) to create clean reads. These clean reads were aligned to the indexed soybean reference genome (As above) using Bowtie2 (<xref ref-type="bibr" rid="B28">Langmead and Salzberg, 2012</xref>) and Bismark (version 0.12.5; (<xref ref-type="bibr" rid="B25">Krueger and Andrews, 2011</xref>). The alignments were both performed in bisulfite-converted format with C-to-T and G-to-A.</p>
<p>To estimate the methylation level, we identified the methylation site using <inline-formula>
<mml:math display="inline" id="im1">
<mml:mrow>
<mml:msubsup>
<mml:mi>s</mml:mi>
<mml:mrow>
<mml:mi>i</mml:mi>
<mml:mo>,</mml:mo>
<mml:mi>j</mml:mi>
</mml:mrow>
<mml:mo>+</mml:mo>
</mml:msubsup>
<mml:mo>~</mml:mo>
<mml:mi>B</mml:mi>
<mml:mi>i</mml:mi>
<mml:mi>n</mml:mi>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mrow>
<mml:msubsup>
<mml:mi>s</mml:mi>
<mml:mrow>
<mml:mi>i</mml:mi>
<mml:mo>,</mml:mo>
<mml:mi>j</mml:mi>
</mml:mrow>
<mml:mo>+</mml:mo>
</mml:msubsup>
<mml:mo>+</mml:mo>
<mml:msubsup>
<mml:mi>s</mml:mi>
<mml:mrow>
<mml:mi>i</mml:mi>
<mml:mo>,</mml:mo>
<mml:mi>j</mml:mi>
</mml:mrow>
<mml:mo>&#x2212;</mml:mo>
</mml:msubsup>
<mml:mo>,</mml:mo>
<mml:msub>
<mml:mtext>r</mml:mtext>
<mml:mrow>
<mml:mi>i</mml:mi>
<mml:mo>,</mml:mo>
<mml:mi>j</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
</mml:mrow>
</mml:math>
</inline-formula>, in which the sum(<inline-formula>
<mml:math display="inline" id="im2">
<mml:mrow>
<mml:msubsup>
<mml:mi>s</mml:mi>
<mml:mrow>
<mml:mi>i</mml:mi>
<mml:mo>,</mml:mo>
<mml:mi>j</mml:mi>
</mml:mrow>
<mml:mo>+</mml:mo>
</mml:msubsup>
</mml:mrow>
</mml:math>
</inline-formula>) of methylated counts was modeled as a binomial (Bin) random variable with methylation rate(r<sub>
<italic>i</italic>,<italic>j</italic>
</sub> ). A sliding-window approach with window size of 3,000 bp and step size of 600 bp was used to calculate the sum of methylated and unmethylated read counts (<xref ref-type="bibr" rid="B55">Smallwood et&#xa0;al., 2014</xref>). Methylation level (ML) for each C site shows the fraction of methylated Cs, and is defined as &#xa0;<italic>ML</italic>(C)=<italic>reads</italic>(mC)/[<italic>reads</italic>(<italic>m</italic>C)+<italic>reads</italic>(C)] . ML was then corrected by &#xa0;<italic>ML</italic>
<sub>(<italic>corrected</italic>)</sub>=(<italic>ML</italic>&#x2212;<italic>r</italic>)/(1&#x2212;<italic>r</italic>) , where r represents the bisulfite non-conversion rate according a previous description (<xref ref-type="bibr" rid="B36">Lister et&#xa0;al., 2013</xref>).</p>
</sec>
<sec id="s2_5">
<title>GO enrichment analysis of differentially expressed genes</title>
<p>Gene Ontology (GO) enrichment analysis of differentially expressed genes was conducted with the GOseq R package, in which gene length bias was corrected (<xref ref-type="bibr" rid="B69">Young et&#xa0;al., 2010</xref>). Corrected <italic>P</italic>-value less than 0.05 were regarded as significantly enriched.</p>
</sec>
<sec id="s2_6">
<title>Fiber content determination</title>
<p>The cellulose associated compounds in the stem were measured for ZP661 and dwarf mutant according to the national and agriculture standards. Briefly, the crude fiber was measured with methods described in GB/T6434-2006/ISO6865:2000 (<xref ref-type="bibr" rid="B14">GB/T6434, 2006</xref>); the acidic detergent fiber in GB/T20805-2006 (<xref ref-type="bibr" rid="B12">GB/T20805, 2006</xref>) and neutral detergent fiber were measured with methods described in GB/T20806-2006 (<xref ref-type="bibr" rid="B13">GB/T20806, 2006</xref>).</p>
</sec>
<sec id="s2_7">
<title>CpG island (CGI) prediction</title>
<p>To predict CpG island region of DEGs, genomic sequence of a given gene, spanning from promoter sequence (-2000 bp) to 3&#x2019; UTR, was extracted from the soybean genome (<italic>Wm82.a2.v1</italic>). Then CGI region in the extracted sequence was predicted with the online tool Newcpgreport (<uri xlink:href="http://www.ebi.ac.uk/Tools/seqstats/emboss_newcpgreport/">http://www.ebi.ac.uk/Tools/seqstats/emboss_newcpgreport/</uri>). Methylation site in each context within CGI region was counted for further analysis.</p>
</sec>
</sec>
<sec id="s3" sec-type="results">
<title>Results</title>
<sec id="s3_1">
<title>Phenotype of dwarf soybean mutant</title>
<p>A soybean dwarf mutant (<italic>dm</italic>) was screened from an M2 population derived from EMS mutagenized cultivar Zhongping661 (ZP) seed lines. This <italic>dm</italic> showed a stunted growth with a much shorter plant height (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1C</bold>
</xref>), thinner stem (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1C</bold>
</xref>), and smaller leaf size (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1D</bold>
</xref>) than the control ZP. Interestingly two branches and three leaves were juxtaposed at the fourth node of <italic>dm</italic>, and the lengths of the two branches were almost the same as the main stem (<xref ref-type="fig" rid="f1">
<bold>Figures&#xa0;1A&#x2013;C</bold>
</xref>), as compared with control with only one trifoliolate and without branch on the fourth node. The node number of M3 plants of this dwarf mutant was significantly greater than that of the control (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1E</bold>
</xref>). No other difference was found between the mutant <italic>dm</italic> and control ZP.</p>
<fig id="f1" position="float">
<label>Figure&#xa0;1</label>
<caption>
<p>Phenotypic characterization of soybean dwarf mutant. <bold>(A)</bold> Two branches and three petioles on the fourth node of dwarf mutant (V6 stage), as indicated by white arrows. <bold>(B)</bold> Top view of branches from the fourth node (V6 stage), as indicated by black arrows. <bold>(C)</bold> Full view of dwarf mutant and control (R2 stage). Stem thickness was shown for the third node in the left rectangle; Branches of dwarf mutant was enlarged in the right rectangle, and branch apexes were indicated by white arrows. <bold>(D)</bold> leaf size of the ninth node (R5 stage), scale bar =5 cm. <bold>(E)</bold> Comparison of node number of M<sub>3</sub> plants of the dwarf mutant and control, n=9,*** represents Student&#x2019;s t-test P&lt; 0.001.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fpls-13-1017672-g001.tif"/>
</fig>
</sec>
<sec id="s3_2">
<title>Genomic DNA variation between dwarf mutant and control</title>
<p>The whole genomic sequence of soybean ZP is not available so the generation of the DNA sequence of this cultivar is needed. To understand the DNA variation caused by EMS, DNA in the <italic>dm</italic> and control plant ZP were sequenced with an Illumina HiSeq 2500 platform to generate ~10 x average depth of short sequencing reads (<xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref>). We focused on SNP and InDel variants resulting from EMS mutagenesis. After mapping reads to soybean reference genome Williams82, ~210,000 SNPs in total were identified with GATK (<xref ref-type="bibr" rid="B43">Mckenna et&#xa0;al., 2010</xref>) from both the <italic>dm</italic> and control compared with Williams82, suggesting lots of differences from Williams82. However, only 32,231 SNPs (~34 kb/SNP) were presented between the <italic>dm</italic> and the control, which should come from mutagenesis. Approximate 94.6% of these SNPs remained heterozygous. Transition (A&#x2194;G or T&#x2194;C) overtook transversion (A&#x2194;T or G&#x2194;C) with Ti/Tv =1.43 in the dwarf mutant (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Table&#xa0;1</bold>
</xref>). Relative to annotated gene models in <italic>Wm82.a2.v1</italic>, most of these SNPs (76.78%) were distributed among intergenic regions; however, only a small number of SNPs (0.29%) caused gene structure variation <italic>via</italic> synonymous or nonsynonymous substitution, transcriptional start site gained or lost, stop codon gained or lost, and splice site acceptor or donor change (first 2 bp or last 2 bp of an exon) etc. In total, these SNPs resulted in 600 nonsynonymous substitutions and 18 alternative splicing within genes (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2</bold>
</xref>). Most of these genes were unequally scattered on 20 chromosomes, with the most mutated genes (96) on Chr03 (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2D</bold>
</xref>; <xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Table&#xa0;2</bold>
</xref>). It is interesting that around 11.7% of SNPs are located within 5 kb of 3&#x2019; prime downstream of genes.</p>
<table-wrap id="T1" position="float">
<label>Table&#xa0;1</label>
<caption>
<p>Statistical summary of sequencing datasets.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="top" align="left">Dataset</th>
<th valign="top" align="center">Items</th>
<th valign="top" align="center">Control</th>
<th valign="top" align="center">Dwarf mutant</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" rowspan="4" align="left">RNA-seq</td>
<td valign="top" align="left">Total reads</td>
<td valign="top" align="center">61,470,696</td>
<td valign="top" align="center">65,527,760</td>
</tr>
<tr>
<td valign="top" align="left">Mapped ratio (%)</td>
<td valign="top" align="center">93.1</td>
<td valign="top" align="center">93.3</td>
</tr>
<tr>
<td valign="top" align="left">Multiple mapped ratio (%)</td>
<td valign="top" align="center">2.5</td>
<td valign="top" align="center">2.2</td>
</tr>
<tr>
<td valign="top" align="left">Uniquely mapped ratio (%)</td>
<td valign="top" align="center">90.6</td>
<td valign="top" align="center">91.1</td>
</tr>
<tr>
<td valign="top" rowspan="5" align="left">Resequencing</td>
<td valign="top" align="left">Total reads</td>
<td valign="top" align="center">121,650,152</td>
<td valign="top" align="center">109,272,844</td>
</tr>
<tr>
<td valign="top" align="left">Quality value &gt;30% ratio (%)</td>
<td valign="top" align="center">90.94</td>
<td valign="top" align="center">89.25</td>
</tr>
<tr>
<td valign="top" align="left">Mapped ratio (%)</td>
<td valign="top" align="center">95.4</td>
<td valign="top" align="center">95.1</td>
</tr>
<tr>
<td valign="top" align="left">Average sequencing depth</td>
<td valign="top" align="center">11&#xd7;</td>
<td valign="top" align="center">10&#xd7;</td>
</tr>
<tr>
<td valign="top" align="left">Coverage ratio (%)</td>
<td valign="top" align="center">98.3</td>
<td valign="top" align="center">97.8</td>
</tr>
<tr>
<td valign="top" rowspan="5" align="left">MethylC-seq</td>
<td valign="top" align="left">Total reads</td>
<td valign="top" align="center">137,500,853</td>
<td valign="top" align="center">127,681,600</td>
</tr>
<tr>
<td valign="top" align="left">Mapping rate (%)</td>
<td valign="top" align="center">66.5</td>
<td valign="top" align="center">72.2</td>
</tr>
<tr>
<td valign="top" align="left">Bisulfite conversion rate (%)</td>
<td valign="top" align="center">99.96</td>
<td valign="top" align="center">99.97</td>
</tr>
<tr>
<td valign="top" align="left">1&#xd7; C coverage (%)</td>
<td valign="top" align="center">93.4</td>
<td valign="top" align="center">93.0</td>
</tr>
<tr>
<td valign="top" align="left">5&#xd7; C coverage (%)</td>
<td valign="top" align="center">88.0</td>
<td valign="top" align="center">87.5</td>
</tr>
</tbody>
</table>
</table-wrap>
<fig id="f2" position="float">
<label>Figure&#xa0;2</label>
<caption>
<p>SNPs and indels in gene models and on chromosomes. <bold>(A)</bold> Relative location of SNPs to gene model. <bold>(B)</bold> Relative location of indels to gene model. <bold>(C)</bold> Indels size-frequency distribution. <bold>(D)</bold> Distribution of mutated genes caused by SNPs (Nonsynonymous substitution and alternative splicing) and indels (codon insertion/deletion, frame shift and alternative splicing) on soybean chromosomes. <bold>(E)</bold> Distribution of SNPs and indels on soybean chromosomes.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fpls-13-1017672-g002.tif"/>
</fig>
<p>A total of 2716 small InDels (&lt; 50 bp), including 1356 insertions and 1350 deletions, were detected between the <italic>dm</italic> and the control (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2C</bold>
</xref>). The indels were distributed on 19 chromosomes except for Chr12 (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2E</bold>
</xref>). Interestingly, the utmost indels are located on Chr03, which coincides with SNPs. Most of these indels are located on intergenic regions (~59.2%). For genic indels, around 27.98% preferentially occurred in a gene&#x2019;s downstream region (&lt; 5 kb) on the 3&#x2019; prime, and ~9.5% within introns. Only ~1.4% are located within exon, which led to codon change and alternative splicing of 33 genes (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Table&#xa0;3</bold>
</xref>).</p>
<p>Of these mutated genes with SNPs and indels, 15 contained two types of critical mutations of nonsynonymous substitution, alternative splicing, and codon change (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3A</bold>
</xref>). Taken together, genomic variation resulted in 636 mutated genes. Of those, 44.2% (281 out of 636 genes) genes had known GOs, and their molecular function of GOs were enriched in binding activity toward protein, ADP, nucleotide/nucleoside, purine ribonucleotide/ribonucleoside, and adenyl ribonucleotide/ribonucleoside (<xref ref-type="fig" rid="f3">
<bold>Figures&#xa0;3B, C</bold>
</xref>).</p>
<fig id="f3" position="float">
<label>Figure&#xa0;3</label>
<caption>
<p>Gene Ontology (GO) analysis of mutated genes with InDels and SNPs. <bold>(A)</bold> Venn graph shows the number of genes in three types of predicted effects from mutations. <bold>(B)</bold> GO terms enriched by Fisher test at significance level&lt; 0.05 and 5 minimum number of mapping entry. <bold>(C)</bold> Hierarchy structure of enriched GO terms.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fpls-13-1017672-g003.tif"/>
</fig>
</sec>
<sec id="s3_3">
<title>Transcriptomic regulation in leaf between dwarf mutant and control</title>
<p>To obtain transcriptional regulation on the dwarf phenotype, we performed RNA-Seq analysis of transcriptomes in leaves from the third node of the <italic>dm</italic> and the control at the six unfolded trifoliolate leaves (V6) stage. Over 60 Mb clean Illumina paired-end short reads were generated from the dwarf mutant and control ZP independently. After mapping these reads to the soybean reference genome (<italic>Williams82.a2.v1</italic>), the gene&#x2019;s expression level was evaluated by calculating Fragment Per Kilo bases per Million reads (FPKM) (<xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref>). In total, 424 down-regulated and 263 up-regulated differentially expressed genes (DEGs) were identified in the <italic>dm</italic> relative to the control with at least two folds of expressional change and corrected P-value&lt; 0.005 (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figure S1</bold>
</xref>). GO analysis revealed that these up-regulated DEGs were significantly (Fisher test P<italic>&lt;</italic> 0.01 and FDR&lt; 0.01) enriched in 34 GOs, which were mostly related to cell glucan, cellulose and polysaccharide metabolism, biosynthesis, and energy associated activities(<xref ref-type="fig" rid="f4">
<bold>Figures&#xa0;4A, B</bold>
</xref>; <xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Table&#xa0;4</bold>
</xref>). In contrast, down-regulated DEGs were mostly enriched in 16 GO categories (Fisher test P&lt; 0.01 and FDR&lt; 0.01), mostly related to fatty acid synthesis <xref ref-type="fig" rid="f4">
<bold>Figures&#xa0;4C, D</bold>
</xref>; <xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Table&#xa0;5</bold>
</xref>).</p>
<fig id="f4" position="float">
<label>Figure&#xa0;4</label>
<caption>
<p>Categorization of differentially expressed genes between dwarf mutant and control. <bold>(A, C)</bold> GO enriched categories of up- and down-regulated DEGs, respectively. 470 out of 686 input genes were annotated with GO terms. <bold>(B, D)</bold> Directed acyclic graph (DAG) of biological process enriched by GO analysis of up- and down-regulated DEGs, respectively. DAG of the biological processes was reconstructed using top 10 enriched GO categories; the significant level of each category was labelled on map, each node for a GO term, and the color represents enrichment degree, the darker the higher enrichment.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fpls-13-1017672-g004.tif"/>
</fig>
</sec>
<sec id="s3_4">
<title>Changes in DNA methylation in dwarf mutant</title>
<p>To evaluate epigenetic regulation, we measured the genome-wide DNA methylation status in leaves, the same material used for RNA-seq and DNA sequencing, of the dwarf mutant <italic>dm</italic> and control. In total, ~137.5 Mb and ~127.7 Mb clean reads were generated for each line, meaning ~16 x coverage of soybean genome on average (<xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref>
<italic>;</italic> <xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figure S2</bold>
</xref>). Comparison analysis found that the DNA methylation level in the dwarf mutant was slightly lower than that in control although ~11% of all cytosines in genome had been methylated in both samples (<xref ref-type="fig" rid="f5">
<bold>Figure&#xa0;5</bold>
</xref>). Generally, ~57.6% (C:58.96%, M:56.24%), ~32.8% (C:34.12%, M:31.47%) and ~2.6% (C:2.48%, M:2.73%) of cytosines were methylated in CG, CHG and CHH context, respectively (<xref ref-type="fig" rid="f5">
<bold>Figure&#xa0;5</bold>
</xref>). The dwarf mutant had slightly fewer methylated cytosines at CG and CHG sites but more at CHH than control, in terms of both methylation levels or relative percentage of methylation in each context (<xref ref-type="fig" rid="f5">
<bold>Figure&#xa0;5</bold>
</xref>). A total of 704 differentially methylated regions (DMR) spanning from 45 bp to 21.89 kb were identified between <italic>dm</italic> and control, among which 119 and 343 genes were predicted on chromosomes and unanchored scaffolds, respectively. The unanchored scaffolds are mostly repeat sequence-like transposons, so those genes will most likely not affect the dwarf phenotype. These 119 chromosomal genes&#x2019; transcription could be affected by methylation alternation, theoretically inhibited, which we further investigated.</p>
<fig id="f5" position="float">
<label>Figure&#xa0;5</label>
<caption>
<p>Genome-wide methylation status in dwarf mutant and control. <bold>(A)</bold> Relative methylation level defined as the ratio of methylated cytosines to total cytosines in each context. <bold>(B)</bold> Ratio (%) of methylated cytosines in different contexts to total methylated cytosines; genome-wide methylated cytosine is set as 100%. mC, mCG, mCHG, mCHG represents methylated cytosine in C (genome-wide), CG, CHG, CHH context, respectively.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fpls-13-1017672-g005.tif"/>
</fig>
</sec>
<sec id="s3_5">
<title>Integrated effects of variants, transcriptome and methylome on dwarf</title>
<p>To better understand the crossing molecular regulation in the dwarf mutant <italic>dm</italic>, we further checked the genes affected by any two combinations of variants, transcriptome, and methylome. Eleven genes, ~1.6% of DEGs, were found to have both nonsynonymous mutations and differential expression, which suggested that these genes&#x2019; expression was most likely directly regulated by mutations (<xref ref-type="fig" rid="f6">
<bold>Figure&#xa0;6A</bold>
</xref>). Thus, these genes were worthy of further investigation. The remaining 675 DEGs (98%), except one DEG, didn&#x2019;t have nonsynonymous mutation and didn&#x2019;t belong to DMR; therefore, they may be indirectly regulated by others, e.g., the cascaded signal of mutated genes. Three DMRs were found to also contain genes with nonsynonymous mutation(s), which were also important candidates for this dwarf phenotype (<xref ref-type="fig" rid="f6">
<bold>Figure&#xa0;6A</bold>
</xref>). All these mentioned genes were further checked in terms of expression level and functional prediction. Among these, a cellulose synthase gene (<italic>Glyma.15G157100</italic>) was included, which is known to catalyze beta-1,4-glucan cellulose microfibril for the secondary cell wall formation in the plant cellulose biosynthesis and in glycan metabolism (<xref ref-type="bibr" rid="B42">Mcfarlane et&#xa0;al., 2014</xref>). This gene expression in the dwarf mutant was increased by 3.5 folds (<xref ref-type="table" rid="T2">
<bold>Table&#xa0;2</bold>
</xref>). However, a previous study showed that a mutation in this gene reduced cellulose levels and caused a dwarf phenotype (<xref ref-type="bibr" rid="B18">Holland et&#xa0;al., 2000</xref>). So a further chemical analysis of cellulose related compounds was conducted and revealed that acidic detergent fiber, neutral detergent fiber, crude fiber, cellulose and lignin in the stem of the dwarf mutant were 19.6%, 13.3%, 2.5%, 20% and 17.3%, and were higher than that of control, respectively, but hemicellulose content was 2.8% lower than that in control (<xref ref-type="fig" rid="f6">
<bold>Figure&#xa0;6B</bold>
</xref>). We hypothesized that the mutation may affect the cellulose balance in <italic>dm</italic>, which led to dwarfism.</p>
<fig id="f6" position="float">
<label>Figure&#xa0;6</label>
<caption>
<p>Integrative analysis among variants, transcriptome, and methylome. <bold>(A)</bold> Venn map showing the distribution of genes with nonsynonymous mutation in resequencing dataset, differentially expressed gene in transcriptome dataset and differentially methylated regions in methylome dataset. <bold>(B)</bold> Comparison of fiber contents between dwarf mutant and control.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fpls-13-1017672-g006.tif"/>
</fig>
<table-wrap id="T2" position="float">
<label>Table&#xa0;2</label>
<caption>
<p>Expression level of common genes identified from resequencing, transcriptome and methylome datasets.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="top" align="left">Classification</th>
<th valign="top" align="center">Gene ID</th>
<th valign="top" align="center">Control</th>
<th valign="top" align="center">Dwarf mutant</th>
<th valign="top" align="center">Logic (fold change)</th>
<th valign="top" align="center">
<italic>P</italic>-value</th>
<th valign="top" align="center">Corrected <italic>P-</italic>value</th>
<th valign="top" align="center">Functional description</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" rowspan="11" align="left">R vs T</td>
<td valign="top" align="center">Glyma.02G287400</td>
<td valign="top" align="center">20.37</td>
<td valign="top" align="center">0.00</td>
<td valign="top" align="center">-6.90</td>
<td valign="top" align="center">3.34E-06</td>
<td valign="top" align="center">2.10E-04</td>
<td valign="top" align="left">protodermal factor 1</td>
</tr>
<tr>
<td valign="top" align="center">Glyma.03G148300</td>
<td valign="top" align="center">11.78</td>
<td valign="top" align="center">40.02</td>
<td valign="top" align="center">1.76</td>
<td valign="top" align="center">8.68E-05</td>
<td valign="top" align="center">3.73E-03</td>
<td valign="top" align="left">alpha/beta-Hydrolases superfamily protein</td>
</tr>
<tr>
<td valign="top" align="center">Glyma.07G126600</td>
<td valign="top" align="center">71.62</td>
<td valign="top" align="center">3.25</td>
<td valign="top" align="center">-4.46</td>
<td valign="top" align="center">6.08E-18</td>
<td valign="top" align="center">1.43E-15</td>
<td valign="top" align="left">myo-inositol oxygenase 2/myo-inositol oxygenase 4</td>
</tr>
<tr>
<td valign="top" align="center">Glyma.08G263200</td>
<td valign="top" align="center">5.23</td>
<td valign="top" align="center">28.50</td>
<td valign="top" align="center">2.44</td>
<td valign="top" align="center">3.97E-05</td>
<td valign="top" align="center">1.89E-03</td>
<td valign="top" align="left">DNA glycosylase superfamily protein</td>
</tr>
<tr>
<td valign="top" align="center">Glyma.08G329900</td>
<td valign="top" align="center">75.75</td>
<td valign="top" align="center">23.92</td>
<td valign="top" align="center">-1.66</td>
<td valign="top" align="center">4.61E-08</td>
<td valign="top" align="center">4.14E-06</td>
<td valign="top" align="left">FASCICLIN-like arabinogalactan 1</td>
</tr>
<tr>
<td valign="top" align="center">Glyma.09G188600</td>
<td valign="top" align="center">76.89</td>
<td valign="top" align="center">21.94</td>
<td valign="top" align="center">-1.81</td>
<td valign="top" align="center">5.61E-09</td>
<td valign="top" align="center">5.84E-07</td>
<td valign="top" align="left">Leucine-rich repeat (LRR) family protein</td>
</tr>
<tr>
<td valign="top" align="center">Glyma.10G019000</td>
<td valign="top" align="center">185.60</td>
<td valign="top" align="center">453.26</td>
<td valign="top" align="center">1.29</td>
<td valign="top" align="center">3.39E-25</td>
<td valign="top" align="center">1.40E-22</td>
<td valign="top" align="left">multidrug resistance-associated protein 4</td>
</tr>
<tr>
<td valign="top" align="center">Glyma.13G312900</td>
<td valign="top" align="center">61.04</td>
<td valign="top" align="center">153.91</td>
<td valign="top" align="center">1.33</td>
<td valign="top" align="center">5.07E-10</td>
<td valign="top" align="center">6.03E-08</td>
<td valign="top" align="left">BEL1-like homeodomain 1</td>
</tr>
<tr>
<td valign="top" align="center">Glyma.15G157100</td>
<td valign="top" align="center">21.18</td>
<td valign="top" align="center">74.94</td>
<td valign="top" align="center">1.82</td>
<td valign="top" align="center">3.86E-08</td>
<td valign="top" align="center">3.52E-06</td>
<td valign="top" align="left">cellulose synthase A4</td>
</tr>
<tr>
<td valign="top" align="center">Glyma.16G172600</td>
<td valign="top" align="center">59.59</td>
<td valign="top" align="center">10.32</td>
<td valign="top" align="center">-2.53</td>
<td valign="top" align="center">3.23E-10</td>
<td valign="top" align="center">3.92E-08</td>
<td valign="top" align="left">multidrug resistance-associated protein 14</td>
</tr>
<tr>
<td valign="top" align="center">Glyma.17G138300</td>
<td valign="top" align="center">62.95</td>
<td valign="top" align="center">23.41</td>
<td valign="top" align="center">-1.43</td>
<td valign="top" align="center">7.67E-06</td>
<td valign="top" align="center">4.49E-04</td>
<td valign="top" align="left">Cupredoxin superfamily protein</td>
</tr>
<tr>
<td valign="top" align="left">T vs M</td>
<td valign="top" align="center">Glyma.04G196400</td>
<td valign="top" align="center">13.79</td>
<td valign="top" align="center">46.13</td>
<td valign="top" align="center">1.74</td>
<td valign="top" align="center">2.98E-05</td>
<td valign="top" align="center">1.48E-03</td>
<td valign="top" align="left">unknown protein</td>
</tr>
<tr>
<td valign="top" rowspan="3" align="left">R vs M</td>
<td valign="top" align="center">Glyma.U005000</td>
<td valign="top" align="center">0.00</td>
<td valign="top" align="center">0.00</td>
<td valign="top" align="center">0.44</td>
<td valign="top" align="center">9.31E-01</td>
<td valign="top" align="center">1.00E+00</td>
<td valign="top" align="left">TMV resistance protein N-like</td>
</tr>
<tr>
<td valign="top" align="center">Glyma.U032800</td>
<td valign="top" align="center">10.26</td>
<td valign="top" align="center">11.86</td>
<td valign="top" align="center">0.21</td>
<td valign="top" align="center">7.90E-01</td>
<td valign="top" align="center">1.00E+00</td>
<td valign="top" align="left">unknown protein</td>
</tr>
<tr>
<td valign="top" align="center">Glyma.U043000</td>
<td valign="top" align="center">NA</td>
<td valign="top" align="center">NA</td>
<td valign="top" align="center">NA</td>
<td valign="top" align="center">NA</td>
<td valign="top" align="center">NA</td>
<td valign="top" align="left">unknown protein</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>Resequencing (R), transcriptome (T) and methylome (M), Control and dwarf mutant represents read count in each sample. Pvalue&lt;0.05 and corrected Pvalue&lt;0.001 is regarded as significant. The P-value is calculated by the binomial distribution test.</p>
</fn>
<p>NA, Not Applicable.</p>
</table-wrap-foot>
</table-wrap>
<p>Methylation of CpG island (CGI) affects the targeting capability of transcriptional factors, which can change gene expression (<xref ref-type="bibr" rid="B3">Candaele et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B73">Zhang et&#xa0;al., 2014b</xref>). To better elucidate the possible correlation between CGI methylation and gene expression level in our study, CGI was predicted for each DEG (-2000 bp to 3&#x2019;UTR) with Newcpgreport. CGI was found in 71 up-regulated and 105 down-regulated DEGs, of which ~33.7% (32) and ~66.3% (63) showed opposite methylation patterns (<xref ref-type="fig" rid="f7">
<bold>Figure&#xa0;7A</bold>
</xref>), namely up-regulated genes with down methylation level and vice versa. These results suggested that these DE genes might be regulated by methylation status alteration on CGI. CHH was the most abundant methylation within CGI regions followed by CG and CHG (<xref ref-type="fig" rid="f7">
<bold>Figure&#xa0;7B</bold>
</xref>).</p>
<fig id="f7" position="float">
<label>Figure&#xa0;7</label>
<caption>
<p>CGI prediction and correlation between methylation and expression of differentially expressed genes (DEGs). <bold>(A)</bold> Number of DEGs and DEGs with CGI prediction. <bold>(B)</bold> Methylation frequency of up-regulated and down-regulated DEGs. *, **, *** represents significant level of Student&#x2019;s <italic>t-</italic>test of 0.05, 0.01, 0.001, respectively. Enriched GO categories of correlated DEGs are listed.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fpls-13-1017672-g007.tif"/>
</fig>
<p>Within these CGI-containing DEGs, <italic>Glyma.13G312900</italic>, encoding a BEL-1 protein, was modified at all three levels of transcript, methylation, and variants. BEL-1 was previously reported to interact with STM, ATH1, PNY, and PNF protein in the shoot apical meristem organogenesis and differentiation (<xref ref-type="bibr" rid="B51">Rutjens et&#xa0;al., 2010</xref>). The CGI sites in exon 1 of this gene were down methylated in all three contexts (CG, CHG, and CHH, <xref ref-type="fig" rid="f8">
<bold>Figure&#xa0;8</bold>
</xref>) and transcriptionally up-regulated in dwarf mutant. At the variant level, three nonsynonymous mutations (Ser107Gly, Ala111Thr, and Thr112Ala) were identified in this gene in the dwarf mutant relative to control, but they were located outside of the conserved domains of POX domain and Homebox KN domain (<xref ref-type="fig" rid="f8">
<bold>Figure&#xa0;8</bold>
</xref>). However, the function of BEL-1 still could be impaired. These three nonsynonymous mutations were heterozygous in control and homozygous in the dwarf mutant, which may be recessive mutations. Recessive mutations had a higher chance of loss of function than homozygous mutations. Together, these results suggested that <italic>Glyma.13G312900</italic> may cause the dwarf mutant phenotype and is of high priority in our future investigation.</p>
<fig id="f8" position="float">
<label>Figure&#xa0;8</label>
<caption>
<p>Differences of Glyma.13G312990 between dwarf mutant and control at methylation, transcriptional and genomic level. M for the dm mutant, and c for the control cultivar ZP.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fpls-13-1017672-g008.tif"/>
</fig>
</sec>
</sec>
<sec id="s4" sec-type="discussion">
<title>Discussion</title>
<p>Dwarfism of a plant is extensively characterized in model plants like Arabidopsis but not in soybean. Dwarfism is a preferred practical phenotype for improved yield, mechanical harvesting, etc. Artificial DNA mutation will speed up the introduction and selection of dwarf phenotypes with novel genetic variants (<xref ref-type="bibr" rid="B19">Holme et&#xa0;al., 2019</xref>). Here, the dwarf mutant <italic>dm</italic> was created from the EMS mutagenesis, and this mutant has an interesting dwarf phenotype. Our multiple omics characterization revealed some candidate genes or loci associated with this phenotype, which is regulated by DNA composition, gene expression and epigenetic modification. We demonstrated the multi-omics method is a helpful solution to narrow down candidates or regions for the causal mutation and regulation in soybean. Thus, the gene candidates here provide genetic clues for further understanding genetic control on dwarfism in soybean.</p>
<p>Genetic variants are of theoretical and applied importance in plants. Here, we revealed nucleotide differences between soybean ZP and reference genome Williams82 (<xref ref-type="bibr" rid="B53">Schmutz et&#xa0;al., 2010</xref>). A large number of SNPs and InDels suggested rich genetic differences from the reference genome Williams82. The genetic variants could serve as additional resources to the existing genetic variant dataset for breeding and scientific research in the soybean community (<xref ref-type="bibr" rid="B61">Valliyodan et&#xa0;al., 2021</xref>). The variants are mostly heterozygous, which may be responsible for the hybrid vigor in ZP. However, it causes difficulty in genetic dissection due to too many hybrid sites in one individual. The genetic purification of <italic>dm</italic> may also include a backcross and self-pollination.</p>
<p>Plant has developed a series of adaptive strategies in response to abiotic stresses. EMS mutagenesis, as a chemical or lethal stress, usually leads to single nucleotide variants and small InDels, which should be the initial cause of the dwarf phenotype. Here, the results of detected SNPs and small InDels fall into the expected types of mutations from EMS, which suggests multiple random mutations during mutagenesis are still present in an M2 plant. In response to abiotic stresses, methylome alteration exhibits variable patterns among plant species. However, these patterns are inconsistent, especially in perennial species. Here in soybean, among the 704 detected DMRs, i.e., fewer methylation sites at CG and CHG while more at CHH indicated that the EMS mutagenesis alternated methylation. Since mutation is usually deleterious and breaks the stability of the genome and gene network, the observed methylation could function for protection or repair in our mutant <italic>dm</italic>. DNA methylation regulates critical cellular processes in eukaryotes. Changes in DNA methylation are usually associated with transposon activation and expressional alterations during plant growth and development (<xref ref-type="bibr" rid="B52">Saze et&#xa0;al., 2012</xref>; <xref ref-type="bibr" rid="B2">Bennetzen and Wang, 2018</xref>). Methylation changes inhibited gene expression in most cases (424 down-regulation) as well as enhanced gene expression (263 up-regulation) in a few instances in mutant <italic>dm</italic>, as expected for most methylation sites in other plants (<xref ref-type="bibr" rid="B15">Hardcastle, 2013</xref>; <xref ref-type="bibr" rid="B39">Li et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B56">Stroud et&#xa0;al., 2014</xref>). Thus, methylation in mutant <italic>dm</italic> most likely also contributes to the dwarf phenotype. Together, this suggested that EMS mutation is not only nucleotide composition but also methylation level, in which the nucleotide composition should be the initial change while the methylation could be the derivative regulation. However, this complicated the determination of the critically causal mutation for dwarfism. Precision mapping the gene or region for this dwarf mutant still needs a series of future works, such as backcrossing the mutant to ZP several runs to remove non-causing mutations not responsible for the dwarf phenotype.</p>
<p>The genes identified from two omics will be the most likely candidates responsible for the mutant <italic>dm</italic>, especially 11 genes with both differential expressions and sequence variations, one gene with differential expression and differential methylation, three genes with differential methylation and sequence variations. The integrated effects of a mutation should finally be reflected at the gene expressional level as tested here. Our results showed that DEGs in <italic>dm</italic>, relative to ZP, may not have nonsynonymous mutations. Therefore, the expressional change may not directly result from mutated genes, which also complicates the screening of precision mutation for this dwarf phenotype. At the current stage, all these DEGs could be candidate genes. Previously study reported that mutation in gene <italic>Glyma.15G157100</italic> reduced cellulose levels and caused a dwarf phenotype (<xref ref-type="bibr" rid="B18">Holland et&#xa0;al., 2000</xref>). The cell wall related biological processes were enriched in mutant <italic>dm</italic>. The cellulose synthase gene <italic>Glyma.15G157100</italic> could be one of the key candidates, worthy of further investigation. However, in this mutant <italic>dm</italic>, only hemicellulose content, instead of cellulose, was 2.8% lower than that in control. Whether the phenotype is only affected by <italic>Glyma.15G157100</italic> could be validated in a backcross population in future works. In addition, we found that omics data analysis provides more information but still faces great challenges in interpreting the contribution to a single phenotype.</p>
<p>Genes in plant hormone signal pathways regulate the soybean height or dwarfism. These hormones including BR, SLs, GA and IAA, may also be involved in regulating plant height (<xref ref-type="bibr" rid="B21">Itoh et&#xa0;al., 2004</xref>; <xref ref-type="bibr" rid="B35">Lin et&#xa0;al., 2009</xref>; <xref ref-type="bibr" rid="B17">Hirano et&#xa0;al., 2010</xref>; <xref ref-type="bibr" rid="B59">Tong et&#xa0;al., 2010</xref>; <xref ref-type="bibr" rid="B57">Sun, 2011</xref>; <xref ref-type="bibr" rid="B68">Yang et&#xa0;al., 2011</xref>; <xref ref-type="bibr" rid="B39">Li et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B76">Zhou et&#xa0;al., 2015</xref>; <xref ref-type="bibr" rid="B31">Li et&#xa0;al., 2018b</xref>; <xref ref-type="bibr" rid="B50">Roy et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B58">Su et&#xa0;al., 2022</xref>; <xref ref-type="bibr" rid="B70">Zegeye et&#xa0;al., 2022</xref>). Our results also identified DEGs in hormone and signal transduction pathways, including <italic>Glyma.06G063500</italic> (KEGG ID: ARR-B, panther ID: TWO-COMPONENT RESPONSE REGULATOR ARR18), <italic>Glyma.03G148300</italic> (KEGG ID: GID1, panther ID: GIBBERELLIN RECEPTOR GID1B), <italic>Glyma.14G041500</italic> (KEGG ID: EIN3, panther ID: ETHYLENE INSENSITIVE 3-LIKE 1 PROTEIN-RELATED). These hormone related DEGs are worthy of further characterization in offspring of <italic>dm</italic>. Another enrichment of DEGs is the energy associated activities, e.g., ATPase. The ATPase mutation affecting energy efficiency could lead to dwarf of a plant, such as mutations in vacuolar-type H<sup>+</sup>-ATPases and <italic>ala3</italic> mutants with membrane trafficking problems (<xref ref-type="bibr" rid="B54">Schumacher et&#xa0;al., 1999</xref>; <xref ref-type="bibr" rid="B47">Padmanaban et&#xa0;al., 2004</xref>; <xref ref-type="bibr" rid="B26">Kumari et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B41">L&#xf3;pez-Marqu&#xe9;s et&#xa0;al., 2020</xref>). For the downregulated expressed genes, fatty acid associated GOs were enriched, which could affect plant growth. The loss function of fatty acid desaturase 2 (FAD2) mutant displayed a dwarf phenotype (<xref ref-type="bibr" rid="B9">Dar et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B29">Lee et&#xa0;al., 2021</xref>). However, in another way, the fatty acid associated genes may be just at the downstreams of key causal genes such as energy associated genes. All these genes are good candidates, but their functions still need to be proved by experiments in the future.</p>
</sec>
<sec id="s5">
<title>Conclusion</title>
<p>A dwarf mutant <italic>dm</italic> has been screened from ethyl methanesulfonate mutated seeds of the soybean cultivar Zhongpin 661. Omics analysis of whole-genome sequencing, methylation sequencing, and transcriptomic RNA-Seq revealed eleven candidate causal genes involved in cellulose, fatty acids, and energy-associated processes. The candidate genes and mutant <italic>dm</italic> provide theoretical and practical resources for plant-height breeding improvement.</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: Figshare, DOI: <ext-link ext-link-type="doi" xlink:href="10.6084/m9.figshare.21571374">10.6084/m9.figshare.21571374</ext-link>.</p>
</sec>
<sec id="s7" sec-type="author-contributions">
<title>Author contributions</title>
<p>JS, JW, conceived and designed of this study. JS, XW, and LH conducted the data analysis, genomic comparative analysis and wrote the manuscript. ZL conceived the mutant. HR supervised the project, and reviewed the manuscript. JW revised the manuscript. All authors contributed to the article and approved the submitted version.</p>
</sec>
<sec id="s8" sec-type="acknowledgement">
<title>Acknowledgments</title>
<p>This work was supported by the National Natural Scientific Foundation of China (Grant No.: 32072016). The mutant material was obtained by Prof. Lijuan Qiu, Institute of Crop Sciences, Chinese Academy of Agricultural Sciences, and its genome was sequenced.</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>
</body>
<back>
<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.2022.1017672/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fpls.2022.1017672/full#supplementary-material</ext-link>
</p>
<supplementary-material xlink:href="DataSheet_1.docx" id="SM1" mimetype="application/vnd.openxmlformats-officedocument.wordprocessingml.document"/>
</sec>
<sec id="s12">
<title>Abbreviations</title>
<p>EMS, ethyl methanesulfonate; DEG, differentially expressed gene; CGI, CpG island.</p>
</sec>
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