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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.2021.734419</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>Identification of Micro Ribonucleic Acids and Their Targets in Response to <italic>Plasmodiophora brassicae</italic> Infection in <italic>Brassica napus</italic></article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name><surname>Li</surname> <given-names>Qian</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
</contrib>
<contrib contrib-type="author">
<name><surname>Shah</surname> <given-names>Nadil</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/499518/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Zhou</surname> <given-names>Xueqing</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/1475920/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Wang</surname> <given-names>Huiying</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
</contrib>
<contrib contrib-type="author">
<name><surname>Yu</surname> <given-names>Wenlin</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
</contrib>
<contrib contrib-type="author">
<name><surname>Luo</surname> <given-names>Jiajie</given-names></name>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
</contrib>
<contrib contrib-type="author">
<name><surname>Liu</surname> <given-names>Yajun</given-names></name>
<xref ref-type="aff" rid="aff3"><sup>3</sup></xref>
</contrib>
<contrib contrib-type="author">
<name><surname>Li</surname> <given-names>Genze</given-names></name>
<xref ref-type="aff" rid="aff4"><sup>4</sup></xref>
</contrib>
<contrib contrib-type="author">
<name><surname>Liu</surname> <given-names>Chao</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/1364017/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Zhang</surname> <given-names>Chunyu</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/275748/overview"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name><surname>Chen</surname> <given-names>Peng</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="corresp" rid="c001"><sup>&#x0002A;</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/224423/overview"/>
</contrib>
</contrib-group>
<aff id="aff1"><sup>1</sup><institution>College of Plant Science and Technology, Huazhong Agricultural University</institution>, <addr-line>Wuhan</addr-line>, <country>China</country></aff>
<aff id="aff2"><sup>2</sup><institution>Agricultural Technology Extension Station of Linxiang</institution>, <addr-line>Lincang</addr-line>, <country>China</country></aff>
<aff id="aff3"><sup>3</sup><institution>Agricultural Technology Extension Station of Lincang</institution>, <addr-line>Lincang</addr-line>, <country>China</country></aff>
<aff id="aff4"><sup>4</sup><institution>Industrial Crops Institute of Yunnan Academy of Agricultural Sciences</institution>, <addr-line>Kunming</addr-line>, <country>China</country></aff>
<author-notes>
<fn fn-type="edited-by"><p>Edited by: Ryo Fujimoto, Kobe University, Japan</p></fn>
<fn fn-type="edited-by"><p>Reviewed by: Jian Wu, Yangzhou University, China; Honghui Gu, Zhejiang Academy of Agricultural Sciences (ZAAS), China</p></fn>
<corresp id="c001">&#x0002A;Correspondence: Peng Chen <email>chenpeng&#x00040;mail.hzau.edu.cn</email></corresp>
<fn fn-type="other" id="fn001"><p>This article was submitted to Plant Breeding, a section of the journal Frontiers in Plant Science</p></fn></author-notes>
<pub-date pub-type="epub">
<day>28</day>
<month>10</month>
<year>2021</year>
</pub-date>
<pub-date pub-type="collection">
<year>2021</year>
</pub-date>
<volume>12</volume>
<elocation-id>734419</elocation-id>
<history>
<date date-type="received">
<day>01</day>
<month>07</month>
<year>2021</year>
</date>
<date date-type="accepted">
<day>21</day>
<month>09</month>
<year>2021</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x000A9; 2021 Li, Shah, Zhou, Wang, Yu, Luo, Liu, Li, Liu, Zhang and Chen.</copyright-statement>
<copyright-year>2021</copyright-year>
<copyright-holder>Li, Shah, Zhou, Wang, Yu, Luo, Liu, Li, Liu, Zhang and Chen</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>Clubroot disease, which is caused by the soil-borne pathogen <italic>Plasmodiophora brassicae</italic> War (<italic>P. brassicae</italic>), is one of the oldest and most destructive diseases of <italic>Brassica</italic> and cruciferous crops in the world. Plant microRNAs [micro ribonucleic acids (miRNAs)] play important regulatory roles in several developmental processes. Although the role of plant miRNAs in plant-microbe interaction has been extensively studied, there are only few reports on the specific functions of miRNAs in response to <italic>P. brassicae</italic>. This study investigated the roles of miRNAs and their targets during <italic>P. brassicae</italic> infection in a pair of <italic>Brassica napus</italic> near-isogenic lines (NILs), namely clubroot-resistant line 409R and clubroot-susceptible line 409S. Small RNA sequencing (sRNA-seq) and degradome-seq were performed on root samples of 409R and 409S with or without <italic>P. brassicae</italic> inoculation. sRNA-seq identified a total of 48 conserved and 72 novel miRNAs, among which 18 had a significant differential expression in the root of 409R, while only one miRNA was differentially expressed in the root of 409S after <italic>P. brassicae</italic> inoculation. The degradome-seq analysis identified 938 miRNA target transcripts, which are transcription factors, enzymes, and proteins involved in multiple biological processes and most significantly enriched in the plant hormone signal transduction pathway. Between 409R and 409S, we found eight different degradation pathways in response to <italic>P. brassicae</italic> infection, such as those related to fatty acids. By combining published transcriptome data, we identified a total of six antagonistic miRNA-target pairs in 409R that are responsive to <italic>P. brassicae</italic> infection and involved in pathways associated with root development, hypersensitive cell death, and chloroplast metabolic synthesis. Our results reveal that <italic>P. brassicae</italic> infection leads to great changes in miRNA pool and target transcripts. More interestingly, these changes are different between 409R and 409S. Clarification of the crosstalk between miRNAs and their targets may shed new light on the possible mechanisms underlying the pathogen resistance against <italic>P. brassicae</italic>.</p></abstract>
<kwd-group>
<kwd><italic>Plasmodiophora brassicae</italic></kwd>
<kwd>clubroot resistance</kwd>
<kwd>miRNA</kwd>
<kwd>degradome</kwd>
<kwd><italic>Brassica napus</italic></kwd>
</kwd-group>
<counts>
<fig-count count="5"/>
<table-count count="6"/>
<equation-count count="0"/>
<ref-count count="96"/>
<page-count count="16"/>
<word-count count="10719"/>
</counts>
</article-meta>
</front>
<body>
<sec sec-type="intro" id="s1">
<title>Introduction</title>
<p>Rapeseed (<italic>Brassica napus</italic>) is an important oilseed crop in the temperate climate zone of the world, providing edible oil and raw materials for the production of bioenergy (Zajac et al., <xref ref-type="bibr" rid="B91">2016</xref>). China is the second-largest producer of rapeseed, which is the fourth leading cash crop after rice, wheat, and maize (Hu et al., <xref ref-type="bibr" rid="B32">2017</xref>). Rapeseed is also widely cultivated in the European Union, Canada, and other parts of Asia (Zajac et al., <xref ref-type="bibr" rid="B91">2016</xref>).</p>
<p>Clubroot is a disease caused by the soil-borne pathogen <italic>Plasmodiophora brassicae</italic> War (<italic>P. brassicae</italic>) and one of the oldest and most destructive diseases of <italic>Brassica</italic> and cruciferous crops in the world (Dixon, <xref ref-type="bibr" rid="B22">2014</xref>; Hirani et al., <xref ref-type="bibr" rid="B31">2016</xref>). It spreads in more than 60 countries and causes more than 20% yield loss in highly infested fields (Diederichsen et al., <xref ref-type="bibr" rid="B20">2009</xref>; Bhattacharya et al., <xref ref-type="bibr" rid="B7">2014</xref>; Chai et al., <xref ref-type="bibr" rid="B12">2014</xref>; Rahman et al., <xref ref-type="bibr" rid="B65">2014</xref>; Wallenhammar et al., <xref ref-type="bibr" rid="B81">2014</xref>). The pathogen can cause the formation of galls or clubs on the roots of susceptible hosts, which prevents water and nutrient uptake from the soil and finally results in stunting, wilting, and immature death (Dixon, <xref ref-type="bibr" rid="B21">2009</xref>; Hwang et al., <xref ref-type="bibr" rid="B34">2011</xref>). Besides, this obligate biotrophic pathogen can survive on soil for more than 20 years, resulting in very difficult control of the disease with chemicals or other mechanical methods (Kageyama and Asano, <xref ref-type="bibr" rid="B42">2009</xref>). Therefore, the development of <italic>P. brassicae</italic>-resistant varieties is considered the most economical and effective approach to control the clubroot disease. To date, a number of clubroot resistant (CR) loci have been identified, such as <italic>CRa, CRb, CRc, CRk</italic> (Matsumoto et al., <xref ref-type="bibr" rid="B55">1998</xref>; Piao et al., <xref ref-type="bibr" rid="B63">2004</xref>; Sakamoto et al., <xref ref-type="bibr" rid="B68">2008</xref>), <italic>Crr1, Crr2, Crr3, Crr4</italic> (Suwabe et al., <xref ref-type="bibr" rid="B75">2003</xref>, <xref ref-type="bibr" rid="B76">2006</xref>; Hirai et al., <xref ref-type="bibr" rid="B30">2004</xref>), <italic>CRd</italic> (Pang et al., <xref ref-type="bibr" rid="B60">2018</xref>), <italic>PbBa3.1, PbBa3.2, PbBa3.3, PbBa1.1, PbBa8.1</italic> (Chen et al., <xref ref-type="bibr" rid="B13">2013</xref>), <italic>Rcr1</italic> (Chu et al., <xref ref-type="bibr" rid="B14">2014</xref>), <italic>Rcr4, Rcr8</italic>, and <italic>Rcr9</italic> (Yu et al., <xref ref-type="bibr" rid="B90">2017</xref>). Among these loci, <italic>CRa</italic> and <italic>Crr1</italic> are isolated from Chinese cabbage and encode toll-interleukin-1 receptor/nucleotide-binding site/leucine-rich-repeat (TNL/TIR-NBS-LRR) proteins (Hatakeyama et al., <xref ref-type="bibr" rid="B29">2013</xref>, <xref ref-type="bibr" rid="B28">2017</xref>). These resistance-related proteins (R proteins) are mostly intracellular receptors that interact with pathogen &#x0201C;effectors&#x0201D; to activate the effect or triggered immunity (ETI) of plants (Jones and Dangl, <xref ref-type="bibr" rid="B41">2006</xref>). However, the specific mechanism for resistance to <italic>P. brassicae</italic> mediated by clubroot resistance (CR) genes remains unclear.</p>
<p>Micro ribonucleic acids (miRNAs) are a class of endogenous non-coding small RNAs usually with a length of 20&#x02013;24 nucleotides (nt). miRNAs have been demonstrated to play important regulatory roles in several plant growth and development processes (Sunkar et al., <xref ref-type="bibr" rid="B74">2012</xref>; Jin et al., <xref ref-type="bibr" rid="B40">2013</xref>; Tang and Chu, <xref ref-type="bibr" rid="B78">2017</xref>; Song et al., <xref ref-type="bibr" rid="B73">2019</xref>). In plants, the miRNA-mediated regulation of gene expression occurs in three ways. First, miRNAs can directly target the messenger RNAs based on near-perfect sequence complementarity and lead to the cleavage of the targets (Song et al., <xref ref-type="bibr" rid="B72">2004</xref>; Baumberger and Baulcombe, <xref ref-type="bibr" rid="B6">2005</xref>; German et al., <xref ref-type="bibr" rid="B25">2008</xref>; Carbonell et al., <xref ref-type="bibr" rid="B11">2012</xref>; Fei et al., <xref ref-type="bibr" rid="B23">2013</xref>). Second, miRNAs can also downregulate gene expression through translational repression that reduces protein level (Brodersen et al., <xref ref-type="bibr" rid="B10">2008</xref>; Iwakawa and Tomari, <xref ref-type="bibr" rid="B36">2013</xref>; Li et al., <xref ref-type="bibr" rid="B47">2013</xref>; Reis et al., <xref ref-type="bibr" rid="B66">2015</xref>). Third, besides the cleavage of target miRNAs and translational repression at the posttranscriptional level, miRNAs can also influence the level of transcripts through DNA methylation (Bao et al., <xref ref-type="bibr" rid="B5">2004</xref>; Wu et al., <xref ref-type="bibr" rid="B87">2010</xref>).</p>
<p>In the past few years, miRNAs have also been demonstrated to play crucial roles in mediating plant immune responses (Song et al., <xref ref-type="bibr" rid="B73">2019</xref>; Kulshrestha et al., <xref ref-type="bibr" rid="B43">2020</xref>). Generally, plants have two types of immune responses upon pathogen attack, which are known as the pathogen-associated molecular pattern (PAMP)-triggered immunity (PTI) and effector-triggered immunity (ETI) pathways (Jones and Dangl, <xref ref-type="bibr" rid="B41">2006</xref>; Boller and Felix, <xref ref-type="bibr" rid="B9">2009</xref>; Dangl, <xref ref-type="bibr" rid="B16">2013</xref>; Peng et al., <xref ref-type="bibr" rid="B62">2018</xref>). So far, at least 21 miRNA-target modules have been found to be involved in plant defense against pathogens through the regulation of PTI and ETI (Song et al., <xref ref-type="bibr" rid="B73">2019</xref>). miR393 is the first miRNA identified in <italic>Arabidopsis</italic> for PTI induced by bacterial flagellin peptide, which negatively regulates auxin signaling by targeting the mRNAs of auxin receptors (Navarro et al., <xref ref-type="bibr" rid="B58">2006</xref>). miR393 and miR166 are induced in the PTI of soybean roots upon infection by the fungus-like pathogen <italic>Phytophthora sojae</italic> (Wong et al., <xref ref-type="bibr" rid="B86">2014</xref>). Hvu-miR398 is regulated by barley R genes <italic>Mla</italic> and <italic>Rom1</italic> and acts as a repressor of HvSOD1 in response to the barley powdery mildew fungus (Xu et al., <xref ref-type="bibr" rid="B88">2014</xref>). miRNA393<sup>&#x0002A;</sup> (derived from the lagging strand of pre-miR393), which is induced by avirulent <italic>P. syringae pv</italic>. Tomato DC3000 mediates the silencing of a Golgi-localized SNARE gene (<italic>MEMB12)</italic> and contributes to ETI in <italic>Arabidopsis</italic> (Zhang et al., <xref ref-type="bibr" rid="B94">2011</xref>). However, R-protein-triggered ETI usually has a fitness cost for plant growth and, thus, is tightly controlled in the absence of pathogen attack and attenuated after defense (Tian et al., <xref ref-type="bibr" rid="B79">2003</xref>; Deng et al., <xref ref-type="bibr" rid="B19">2017</xref>; Greene and Dong, <xref ref-type="bibr" rid="B27">2018</xref>; Wang et al., <xref ref-type="bibr" rid="B82">2018</xref>; Liu et al., <xref ref-type="bibr" rid="B50">2019</xref>; Cui et al., <xref ref-type="bibr" rid="B15">2020</xref>). Recent studies have revealed that several miRNA families target the transcripts of R genes, which triggers the production of 21-nt phased siRNAs (phasiRNA), and prevent R-protein-triggered autoimmunity in the absence of pathogen infection (Zhai et al., <xref ref-type="bibr" rid="B93">2011</xref>; Li et al., <xref ref-type="bibr" rid="B45">2012</xref>; Shivaprasad et al., <xref ref-type="bibr" rid="B71">2012</xref>; Liu et al., <xref ref-type="bibr" rid="B49">2014</xref>; Gonzalez et al., <xref ref-type="bibr" rid="B26">2015</xref>; Deng et al., <xref ref-type="bibr" rid="B18">2018</xref>). Therefore, the miRNA-mediated regulation of R gene expression may be a conserved mechanism underlying pathogen-induced plant immunity (de Vries et al., <xref ref-type="bibr" rid="B17">2015</xref>; Zhang et al., <xref ref-type="bibr" rid="B95">2016</xref>).</p>
<p>Numerous studies have reported the functions of miRNAs in plant-microbe interactions. However, there have only been relatively few studies concerning the functions of miRNAs in response to <italic>P. brassicae</italic> infection in <italic>B. napus</italic>. Previous studies have reported miRNA expression profiles in <italic>B. napus</italic> or <italic>Brassica rapa</italic> under <italic>P. brassicae</italic> infection (Verma et al., <xref ref-type="bibr" rid="B80">2014</xref>; Tang et al., <xref ref-type="bibr" rid="B77">2015</xref>; Wei et al., <xref ref-type="bibr" rid="B84">2016</xref>). A comparison of miRNA profiles between susceptible and resistant plants can help to dissect the mechanism underlying clubroot resistance. In our previous study, we introduced a dominant clubroot disease resistance locus <italic>(CRb</italic>) into the <italic>B. napus</italic> restorer line Bing 409 and obtained a pair of near-isogenic lines (NILs): a clubroot-resistant line (409R) and a clubroot-susceptible line (409S) (Li et al., <xref ref-type="bibr" rid="B46">2021</xref>). In this study, sRNA-seq and degradome-seq were performed on the roots of 409R and 409S with or without <italic>P. brassicae</italic> infection to identify the critical miRNAs and corresponding target transcripts for clubroot resistance, aiming to establish a model for the miRNA-mediated regulatory network associated with the resistance of <italic>B. napus</italic> to <italic>P. brassicae</italic>.</p>
</sec>
<sec sec-type="materials and methods" id="s2">
<title>Materials and Methods</title>
<sec>
<title>Plant Materials</title>
<p>In our previous study, we have introduced the CRb locus from CR Shinki (a Chinese cabbage material) to Bing409 (a Pol. CMS restorer line of <italic>B. napus</italic>) and obtained a pair of NILs with contrast phenotype of clubroot disease resistance through marker-assisted foreground selection and background selection (Li et al., <xref ref-type="bibr" rid="B46">2021</xref>). The resulting lines, namely, the clubroot-resistant line carrying <italic>CRb</italic> locus (designated as 409R) and clubroot-susceptible line (designated as 409S), were sown and grown under a 16-h photoperiod at 25&#x000B0;C in an artificial growth chamber. The single sequence repeat genotyping of 409R revealed that 97% of the recurrent parent genome was recovered.</p>
</sec>
<sec>
<title><italic>P. brassicae</italic> Inoculation</title>
<p>Rapeseed roots were inoculated with the <italic>P. brassicae</italic> strain collected from Zhijiang (Hubei, China, 30&#x000B0;43&#x00027;00.00 N, &#x0201C;111&#x000B0;77&#x00027;00.00&#x0201D; E). The <italic>P. brassicae</italic> strain we used in this study was collected and characterized as pathotypes 4 and Pb1 according to the Williams and sinitic clubroot differential classification systems, respectively (Williams, <xref ref-type="bibr" rid="B85">1966</xref>; Pang et al., <xref ref-type="bibr" rid="B61">2020</xref>). The homogenate of roots with galls or clubs was mixed with dried culture soil at a mass ratio of 1: 20 and sealed at 25&#x000B0;C for more than 48 h. Subsequently, 20 g of the prepared <italic>P. brassica</italic>-containing soil was put into the culture soil in each hole of the cavity tray, which was then filled with tap water (about 40 ml for each hole) and then sown with one to two seeds.</p>
<p>The inoculated roots (Int409R, Int409S) were collected 20 days post-inoculation (dpi), and un-inoculated roots (Mock409R, Mock409S) were collected as control samples. Tissues were immediately frozen in liquid nitrogen and stored at &#x02212;80&#x000B0;C. The samples were prepared with three biological replicates.</p>
</sec>
<sec>
<title>RNA Extraction and Library Construction for sRNA-seq and Degradome-seq</title>
<p>Total RNA was isolated using the TRIzol (Invitrogen, Carlsbad, CA, United States) reagent according to the instructions of the manufacturer. To ensure the quality of RNA for library construction, an Agilent 2100 Bioanalyzer system was used for RNA quality control. Small RNA (sRNA) was separated from total RNA by NaCl-PEG8000 precipitation, as previously described (Lu et al., <xref ref-type="bibr" rid="B52">2007</xref>). sRNAs in the size range of 18&#x02013;30 nt were gel-purified and ligated to adapters. The sRNA library was generated by reverse transcription and sequenced using an Illumina HiSeq 2000 platform at Shanghai Personal Biotechnology Co., Ltd in China.</p>
<p>Degradome libraries were generated as previously described (Ma et al., <xref ref-type="bibr" rid="B53">2010</xref>; Zhai et al., <xref ref-type="bibr" rid="B92">2014</xref>). Samples from three biological replicates were pooled for degradome library construction. In brief, mRNA fragments with poly (A) sequences were annealed and captured with poly (T) magnetic beads; 5&#x02032; RNA adapters were ligated to RNAs containing 5&#x02032; monophosphates. The ligated products were then purified and reverse-transcribed to cDNA using biotinylated random primers. The cDNA was amplified by PCR to construct the degradome libraries. Sequencing was also performed using the Illumina HiSeq 2000 platform at LC-Bio Technologies Co., Ltd (Hangzhou, China).</p>
</sec>
<sec>
<title>Quality Control and Identification of miRNAs</title>
<p>For sRNA sequencing data, the raw reads were first filtered by removal of low-quality reads to obtain clean reads (sRNAs). The clean reads of each sample were screened within a certain range of length, from 18 to 30, and then mapped to the <italic>B. napus</italic> genome (<ext-link ext-link-type="uri" xlink:href="https://www.ncbi.nlm.nih.gov/genome/?term=brassica&#x0002B;napus">https://www.ncbi.nlm.nih.gov/genome/?term=brassica&#x0002B;napus</ext-link>) using Bowtie to obtain read counts and genomic location information. The sRNAs were also aligned to the GenBank (<ext-link ext-link-type="uri" xlink:href="ftp://ftp.ncbi.nlm.nih.gov/genbank/">ftp://ftp.ncbi.nlm.nih.gov/genbank/</ext-link>) and Rfam 11.0 (<ext-link ext-link-type="uri" xlink:href="http://rfam.janelia.org/">http://rfam.janelia.org/</ext-link>) databases for functional annotation. All sequences annotated as repeat, intron, exon, ribonucleic acid (rRNA), transfer RNA (tRNA), small cytoplasmic RNA (scRNA), small nuclear RNA (snRNA), or small nucleolar RNA (snoRNA) were removed in subsequent miRNA analyses. Unannotated sRNAs were then used to predict the secondary structure using miReap (<ext-link ext-link-type="uri" xlink:href="http://sourceforge.net/projects/mireap/">http://sourceforge.net/projects/mireap/</ext-link>) combined with genome mapping information. sRNAs with classic miRNA secondary structure were then aligned to miRBase 21.0 (<ext-link ext-link-type="uri" xlink:href="http://www.mirbase.org/ftp.shtml">http://www.mirbase.org/ftp.shtml</ext-link>) to identify known miRNAs using miReap. In addition, sRNAs containing classic miRNA secondary structure but not included on miRBase were classified as &#x0201C;novel.&#x0201D; The clean reads for each miRNA were normalized using the following formula: normalized expression (TPM) = mapped read count/total reads <sup>&#x0002A;</sup> 1,000,000. Fold changes between the samples were calculated using log<sub>2</sub> (TPM of sample 1/TPM of sample 2).</p>
</sec>
<sec>
<title>Identification of miRNA Targets</title>
<p>For degradome sequencing data, the raw reads were filtered to remove reads with adapters. Clean reads were aligned to the GenBank and Rfam 11.0 databases to obtain the annotation information for rRNA, tRNA, scRNA, snRNA, and snoRNA. sRNAs not associated with these annotated reads were further mapped to the <italic>B. napus</italic> genome (v2.0, <ext-link ext-link-type="uri" xlink:href="https://www.ncbi.nlm.nih.gov/genome/?term=brassica&#x0002B;napus">https://www.ncbi.nlm.nih.gov/genome/?term=brassica&#x0002B;napus</ext-link>) to obtain the cDNA sense and antisense reads using Bowtie. The reads mapped to cDNA or mRNA sequences were then used to predict the sites of cleavage. Two software programs were used to predict the sites of cleavage of the targets: psRNATarget (<ext-link ext-link-type="uri" xlink:href="http://plantgrn.noble.org/psRNATarget/">http://plantgrn.noble.org/psRNATarget/</ext-link>) was used to predict miRNA targets; and CleaveLand3 (<ext-link ext-link-type="uri" xlink:href="http://axtell-lab-psu.weebly.com/cleaveland.html">http://axtell-lab-psu.weebly.com/cleaveland.html</ext-link>) was used to summarize the information of cleaved sites, define categories (containing 0&#x02013;4 categories), and plot T-plot figures.</p>
</sec>
<sec>
<title>Quantitative RT-PCR and Validation of miRNA Expression</title>
<p>The quantification of miRNAs was performed using miRcute Plus miRNA First-Strand cDNA Synthesis Kit (TIANGEN, China) according to the instructions of the manufacturer. Briefly, 2 &#x003BC;g of total RNA was mixed with an RT RNA reaction buffer and an RT Enzyme mix in a total volume of 20 &#x003BC;l. The reaction system was incubated at 42&#x000B0;C for 60 min and stopped at 95&#x000B0;C for 3 min. quantitative reverse transcription (qRT)-PCR was carried out using the miRcute Plus miRNA qPCR Detection Kit (TIANGEN Biotech Co Ltd, Beijing, China), with miRNA-specific forward primers (<xref ref-type="supplementary-material" rid="SM9">Supplementary Table 9</xref>) and a universal reverse primer. Briefly, 7.5 &#x003BC;l 2 &#x000D7; miRcute Plus miRNA Premix, 0.3 &#x003BC;l miRNA-specific forward primers, 0.3 &#x003BC;l universal reverse primer, and 6.9 &#x003BC;l 20 &#x000D7; diluted cDNA template were mixed in a total of 15 &#x003BC;l reaction volume. The Bio-Rad CFX96 Realtime System (Bio-Rad, Hercules, CA, United States) was used with the following PCR cycling parameters: 95&#x000B0;C for 15 min; 45 cycles of 94&#x000B0;C for 20 s followed by 60&#x000B0;C for 34 s. Reactions were performed in triplicates, and U6 rRNA was used as the internal reference. The relative expression of miRNAs was calculated according to a previous study (Livak and Schmittgen, <xref ref-type="bibr" rid="B51">2001</xref>). The student&#x00027;s <italic>t</italic>-test was performed for the significance test.</p>
</sec>
</sec>
<sec sec-type="results" id="s3">
<title>Results</title>
<sec>
<title>Differences in miRNA Pool Between Resistant and Susceptible <italic>B. napus</italic> Upon <italic>P. brassicae</italic> Infection</title>
<p>To identify the miRNAs involved in the response of B. napus to <italic>P. brassicae</italic> infection in the resistant line 409R and the susceptible line 409S, 12 sRNA libraries generated from the <italic>P. brassicae</italic> inoculated roots at 20 dpi (Int409R and Int409S) and mock roots (Mock409R and Mock409S) were sequenced with the Illumina Solexa high-throughput sequencing technology. We obtained ca. 1G raw data per sample by SE50 mode (single end, read length 50 nt), with an average of 20.95 million reads (ranging from 17.5 to 40.5 million) for each library (<xref ref-type="table" rid="T1">Table 1</xref>). About 76.4% of the reads were mapped to the <italic>B. napus</italic> genome, resulting in an average of 16 million clean reads and million repeat reads (<xref ref-type="table" rid="T1">Table 1</xref>). The reads matched with rRNA, tRNA, snRNA, and snoRNA accounted for 34.25% of the sequences (<xref ref-type="table" rid="T1">Table 1</xref>). Besides the t/r/sn/snoRNAs, 2.03 million sRNA reads on average were identified from each library (<xref ref-type="table" rid="T1">Table 1</xref>). Reads corresponding to 18&#x02013;30 nt sRNAs were selected for further analysis, with the majority of sRNAs exhibiting lengths of 21 and 24 nt (<xref ref-type="fig" rid="F1">Figure 1A</xref>). 409R had relatively more 18-nt and 19-nt sRNAs than 409S; similarly, the inoculated samples (Int409R and Int409S) had more 21-nt sRNAs than the control samples (Mock409R or Mock409S), indicating that <italic>P. brassicae</italic> infection could induce some changes in the sRNA pool of <italic>B. napus</italic> (<xref ref-type="fig" rid="F1">Figure 1A</xref>).</p>
<table-wrap position="float" id="T1">
<label>Table 1</label>
<caption><p>Statistics for small ribonucleic acid (sRNA) sequencing data.</p></caption>
<table frame="hsides" rules="groups">
<thead><tr>
<th valign="top" align="left"><bold>Sample</bold></th>
<th valign="top" align="center"><bold>Clean reads</bold></th>
<th valign="top" align="center"><bold>Mapped reads</bold></th>
<th valign="top" align="center"><bold>Unique reads</bold></th>
<th valign="top" align="center"><bold>rRNA</bold></th>
<th valign="top" align="center"><bold>snRNA</bold></th>
<th valign="top" align="center"><bold>snoRNA</bold></th>
<th valign="top" align="center"><bold>sRNA</bold></th>
<th valign="top" align="center"><bold>Known miRNA</bold></th>
<th valign="top" align="center"><bold>Novel miRNA</bold></th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">Int409R1</td>
<td valign="top" align="center">16,859,089</td>
<td valign="top" align="center">12,241,995</td>
<td valign="top" align="center">2,758,364</td>
<td valign="top" align="center">1,486,968</td>
<td valign="top" align="center">19,291</td>
<td valign="top" align="center">172,035</td>
<td valign="top" align="center">1,653,701</td>
<td valign="top" align="center">82,770</td>
<td valign="top" align="center">21,027</td>
</tr>
<tr>
<td valign="top" align="left">Int409R2</td>
<td valign="top" align="center">19,437,857</td>
<td valign="top" align="center">13,583,672</td>
<td valign="top" align="center">4,032,739</td>
<td valign="top" align="center">1,211,671</td>
<td valign="top" align="center">21,381</td>
<td valign="top" align="center">111,524</td>
<td valign="top" align="center">2,383,874</td>
<td valign="top" align="center">113,822</td>
<td valign="top" align="center">25,952</td>
</tr>
<tr>
<td valign="top" align="left">Int409R3</td>
<td valign="top" align="center">21,045,591</td>
<td valign="top" align="center">14,970,123</td>
<td valign="top" align="center">3,579,575</td>
<td valign="top" align="center">1,445,208</td>
<td valign="top" align="center">20,273</td>
<td valign="top" align="center">125,781</td>
<td valign="top" align="center">1,935,638</td>
<td valign="top" align="center">97,756</td>
<td valign="top" align="center">21,985</td>
</tr>
<tr>
<td valign="top" align="left">Int409S1</td>
<td valign="top" align="center">19,151,421</td>
<td valign="top" align="center">12,602,830</td>
<td valign="top" align="center">2,799,605</td>
<td valign="top" align="center">1,863,049</td>
<td valign="top" align="center">7,194</td>
<td valign="top" align="center">157,600</td>
<td valign="top" align="center">1,350,982</td>
<td valign="top" align="center">23,185</td>
<td valign="top" align="center">5,227</td>
</tr>
<tr>
<td valign="top" align="left">Int409S2</td>
<td valign="top" align="center">19,510,896</td>
<td valign="top" align="center">13,667,504</td>
<td valign="top" align="center">3,262,226</td>
<td valign="top" align="center">1,374,644</td>
<td valign="top" align="center">14,476</td>
<td valign="top" align="center">107,191</td>
<td valign="top" align="center">1,917,801</td>
<td valign="top" align="center">81,051</td>
<td valign="top" align="center">19,851</td>
</tr>
<tr>
<td valign="top" align="left">Int409S3</td>
<td valign="top" align="center">20,746,687</td>
<td valign="top" align="center">11,014,507</td>
<td valign="top" align="center">2,798,106</td>
<td valign="top" align="center">1,095,158</td>
<td valign="top" align="center">9,442</td>
<td valign="top" align="center">72,987</td>
<td valign="top" align="center">1,391,531</td>
<td valign="top" align="center">48,203</td>
<td valign="top" align="center">10,476</td>
</tr>
<tr>
<td valign="top" align="left">Mock409R1</td>
<td valign="top" align="center">40,544,489</td>
<td valign="top" align="center">38,503,590</td>
<td valign="top" align="center">4,241,862</td>
<td valign="top" align="center">6,659,234</td>
<td valign="top" align="center">25,051</td>
<td valign="top" align="center">104,159</td>
<td valign="top" align="center">3,113,301</td>
<td valign="top" align="center">42,488</td>
<td valign="top" align="center">11,810</td>
</tr>
<tr>
<td valign="top" align="left">Mock409R2</td>
<td valign="top" align="center">19,357,053</td>
<td valign="top" align="center">12,378,257</td>
<td valign="top" align="center">3,447,958</td>
<td valign="top" align="center">1,540,456</td>
<td valign="top" align="center">14,423</td>
<td valign="top" align="center">113,443</td>
<td valign="top" align="center">1,823,459</td>
<td valign="top" align="center">43,758</td>
<td valign="top" align="center">15,757</td>
</tr>
<tr>
<td valign="top" align="left">Mock409R3</td>
<td valign="top" align="center">20,253,468</td>
<td valign="top" align="center">17,466,642</td>
<td valign="top" align="center">3,452,723</td>
<td valign="top" align="center">2,277,865</td>
<td valign="top" align="center">22,780</td>
<td valign="top" align="center">143,708</td>
<td valign="top" align="center">2,313,145</td>
<td valign="top" align="center">91,820</td>
<td valign="top" align="center">25,996</td>
</tr>
<tr>
<td valign="top" align="left">Mock409S1</td>
<td valign="top" align="center">17,482,155</td>
<td valign="top" align="center">13,689,066</td>
<td valign="top" align="center">3,305,874</td>
<td valign="top" align="center">2,014,105</td>
<td valign="top" align="center">12,946</td>
<td valign="top" align="center">103,905</td>
<td valign="top" align="center">1,904,936</td>
<td valign="top" align="center">47,190</td>
<td valign="top" align="center">10,243</td>
</tr>
<tr>
<td valign="top" align="left">Mock409S2</td>
<td valign="top" align="center">17,722,621</td>
<td valign="top" align="center">15,665,194</td>
<td valign="top" align="center">3,068,502</td>
<td valign="top" align="center">1,307,612</td>
<td valign="top" align="center">30,046</td>
<td valign="top" align="center">245,728</td>
<td valign="top" align="center">2,172,936</td>
<td valign="top" align="center">84,126</td>
<td valign="top" align="center">24,971</td>
</tr>
<tr>
<td valign="top" align="left">Mock409S3</td>
<td valign="top" align="center">19,267,299</td>
<td valign="top" align="center">16,255,438</td>
<td valign="top" align="center">3,708,198</td>
<td valign="top" align="center">1,260,635</td>
<td valign="top" align="center">27,666</td>
<td valign="top" align="center">115,800</td>
<td valign="top" align="center">2,383,375</td>
<td valign="top" align="center">91,333</td>
<td valign="top" align="center">30,239</td>
</tr>
<tr>
<td valign="top" align="left">Average</td>
<td valign="top" align="center">20,948,219</td>
<td valign="top" align="center">16,003,152</td>
<td valign="top" align="center">3,371,311</td>
<td valign="top" align="center">1,961,384</td>
<td valign="top" align="center">18,747</td>
<td valign="top" align="center">131,155</td>
<td valign="top" align="center">2,028,723</td>
<td valign="top" align="center">70,625</td>
<td valign="top" align="center">18,628</td>
</tr>
</tbody>
</table>
</table-wrap>
<fig id="F1" position="float">
<label>Figure 1</label>
<caption><p>Identification and characterization of micro ribonucleic acids (miRNAs) in resistant and susceptible <italic>Brassica napus</italic> upon <italic>Plasmodiophora brassicae</italic> infection. Distribution of <bold>(A)</bold> Small RNA (sRNA) length in 12 sRNA libraries and <bold>(B)</bold> length distribution of miRNAs, <bold>(C)</bold> Venn diagram of the number of miRNAs in 409R and 409S with or without <italic>P. brassicae</italic> infection, <bold>(D)</bold> preference of the first nucleotide for 21 or 24-nt miRNAs, and <bold>(E)</bold> heat map of 60 highly expressed miRNAs. &#x00394; and &#x025A1; mark some miRNAs with different expression patterns between 409R and 409S in response to <italic>P. brassicae</italic> infection.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fpls-12-734419-g0001.tif"/>
</fig>
<p>Based on a filtering pipeline designed to distinguish plant miRNAs (Zhai et al., <xref ref-type="bibr" rid="B93">2011</xref>), a total of 120 miRNA precursors were identified, namely, 72 novel miRNAs and 48 known miRNAs (<xref ref-type="fig" rid="F1">Figures 1B,C</xref>, <xref ref-type="supplementary-material" rid="SM1">Supplementary Table 1</xref>). The lengths of mature miRNAs ranged from 18 to 24 nt, and 21-nt miRNAs (39 known and 34 novel) and 24-nt miRNAs (1 known and 21 novel) were the two most abundant types (<xref ref-type="fig" rid="F1">Figure 1B</xref>). An analysis of nucleotide preference revealed that &#x0201C;U&#x0201D; was preferred by the 21-nt miRNAs, while &#x0201C;A&#x0201D; was preferred by the majority of 24-nt miRNAs (<xref ref-type="fig" rid="F1">Figure 1D</xref>). According to the miRbase database, the 44 known miRNAs belonged to 25 conserved miRNA families across diverse plant species (<xref ref-type="supplementary-material" rid="SM1">Supplementary Table 1a</xref>). Seventeen novel miRNAs were new members of 11 known miRNA families. For example, novel_147, novel_172, novel_202, novel_207, and novel_222 were new members of the MIR169_2 family (<xref ref-type="supplementary-material" rid="SM1">Supplementary Table 1b</xref>). A total of 55 novel miRNAs could not be associated with any known miRNA families, and were, thus, defined as &#x0201C;new miRNA candidates&#x0201D; (<xref ref-type="supplementary-material" rid="SM1">Supplementary Table 1c</xref>). Moreover, five miRNAs (bna-miR1140, bna-miR6032, bna-miR161, bna-miR860, and bna-miR824), which belonged to five miRNA families (MIR1140, MIR6032, MIR161, MIR860, and MIR824), were specifically present in <italic>Brassica</italic> (<xref ref-type="table" rid="T2">Table 2</xref>, <xref ref-type="supplementary-material" rid="SM2">Supplementary Table 2</xref>).</p>
<table-wrap position="float" id="T2">
<label>Table 2</label>
<caption><p>Five micro ribonucleic acids (miRNAs) belonging to miRNA families specific for <italic>Brassica</italic>.</p></caption>
<table frame="hsides" rules="groups">
<thead><tr>
<th valign="top" align="left"><bold>Mature</bold></th>
<th valign="top" align="left"><bold>Precursor</bold></th>
<th valign="top" align="left"><bold>miRNA</bold></th>
<th valign="top" align="left"><bold>Mature sequence</bold></th>
<th valign="top" align="center"><bold>Length</bold></th>
<th valign="top" align="left"><bold>Brassica species</bold></th>
</tr>
<tr>
<th valign="top" align="left"><bold>ID</bold></th>
<th valign="top" align="left"><bold>ID</bold></th>
<th valign="top" align="left"><bold>Family</bold></th>
<th/>
<th valign="top" align="center"><bold>(nt)</bold></th>
<th/>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">bna-miR1140</td>
<td valign="top" align="left">bna-MIR1140</td>
<td valign="top" align="left">MIR1140</td>
<td valign="top" align="left">ACAGCCUAAACCAAUCGGAGC</td>
<td valign="top" align="center">21</td>
<td valign="top" align="left"><italic>Brassica napus</italic></td>
</tr>
<tr>
<td/>
<td/>
<td/>
<td/>
<td/>
<td valign="top" align="left"><italic>Brassica rapa</italic></td>
</tr>
<tr>
<td valign="top" align="left">bna-miR6032</td>
<td valign="top" align="left">bna-MIR6032</td>
<td valign="top" align="left">MIR6032</td>
<td valign="top" align="left">UGGAGCAUCAACAGAUCUCGG</td>
<td valign="top" align="center">21</td>
<td valign="top" align="left"><italic>Brassica napus</italic></td>
</tr>
<tr>
<td/>
<td/>
<td/>
<td/>
<td/>
<td valign="top" align="left"><italic>Brassica rapa</italic></td>
</tr>
<tr>
<td valign="top" align="left">bna-miR161</td>
<td valign="top" align="left">bna-MIR161</td>
<td valign="top" align="left">MIR161</td>
<td valign="top" align="left">UCAAUGCACUGAAAGUGACUA</td>
<td valign="top" align="center">21</td>
<td valign="top" align="left"><italic>Brassica napus</italic></td>
</tr>
<tr>
<td/>
<td/>
<td/>
<td/>
<td/>
<td valign="top" align="left"><italic>Brassica rapa</italic></td>
</tr>
<tr>
<td/>
<td/>
<td/>
<td/>
<td/>
<td valign="top" align="left"><italic>Arabidopsis thaliana</italic></td>
</tr>
<tr>
<td/>
<td/>
<td/>
<td/>
<td/>
<td valign="top" align="left"><italic>Arabidopsis lyrata</italic></td>
</tr>
<tr>
<td valign="top" align="left">bna-miR860</td>
<td valign="top" align="left">bna-MIR860</td>
<td valign="top" align="left">MIR860</td>
<td valign="top" align="left">UCAAUACAUUGGACUACAUAU</td>
<td valign="top" align="center">21</td>
<td valign="top" align="left"><italic>Brassica napus</italic></td>
</tr>
<tr>
<td/>
<td/>
<td/>
<td/>
<td/>
<td valign="top" align="left"><italic>Brassica rapa</italic></td>
</tr>
<tr>
<td/>
<td/>
<td/>
<td/>
<td/>
<td valign="top" align="left"><italic>Arabidopsis thaliana</italic></td>
</tr>
<tr>
<td/>
<td/>
<td/>
<td/>
<td/>
<td valign="top" align="left"><italic>Arabidopsis lyrata</italic></td>
</tr>
<tr>
<td valign="top" align="left">bna-miR824</td>
<td valign="top" align="left">bna-MIR824</td>
<td valign="top" align="left">MIR824</td>
<td valign="top" align="left">UAGACCAUUUGUGAGAAGGGA</td>
<td valign="top" align="center">21</td>
<td valign="top" align="left"><italic>Brassica napus</italic></td>
</tr>
<tr>
<td/>
<td/>
<td/>
<td/>
<td/>
<td valign="top" align="left"><italic>Brassica oleracea</italic></td>
</tr>
<tr>
<td/>
<td/>
<td/>
<td/>
<td/>
<td valign="top" align="left"><italic>Brassica rapa</italic></td>
</tr>
<tr>
<td/>
<td/>
<td/>
<td/>
<td/>
<td valign="top" align="left"><italic>Arabidopsis thaliana</italic></td>
</tr>
<tr>
<td/>
<td/>
<td/>
<td/>
<td/>
<td valign="top" align="left"><italic>Arabidopsis lyrata</italic></td>
</tr>
</tbody>
</table>
</table-wrap>
<p>There were considerable differences in the expression levels of miRNAs detected in this study (<xref ref-type="fig" rid="F1">Figure 1E</xref>), including highly expressed miRNAs (22.47%) with read numbers of more than 200 across all samples and lowly expressed miRNAs (26.59%) with read numbers below five, while the majority of miRNAs showed read numbers between 5 and 200 (<xref ref-type="supplementary-material" rid="SM10">Supplementary Figure 1</xref>). Based on the normalized expression of miRNAs, 60 highly expressed miRNAs were selected to construct the heat map for comparing the changes in the miRNAs upon <italic>P. brassicae</italic> infection (<xref ref-type="fig" rid="F1">Figure 1E</xref>). The data revealed that the expression profiles of miRNAs differed greatly between 409R and 409S upon pathogen infection (<xref ref-type="fig" rid="F1">Figure 1E</xref>). For example, bna-miR168b, bna-miR167, bna-miR166, bna-miR824, bna-miR6030, novel_53, novel_260, and novel_246 were upregulated in 409R upon infection, while an opposite trend was observed for 409S (<xref ref-type="fig" rid="F1">Figure 1E</xref>). On the contrary, bna-miR156, novel_261, novel_237, novel_254, novel_221, and novel_283 were downregulated in 409R after infection, while their expression exhibited no change in 409S after <italic>P. brassicae</italic> infection (<xref ref-type="fig" rid="F1">Figure 1E</xref>). Furthermore, 18 miRNAs were significantly differentially expressed in 409R upon <italic>P. brassicae</italic> infection, including nine upregulated (miR168b, miR169m, miR169n, novel98, novel246, novel_75, novel_180, novel_106, and novel_162) and nine downregulated (miR395d, miR6029, novel_221, novel_147, novel_237, novel_295, novel_254, novel_261, and novel_266) (<xref ref-type="table" rid="T3">Table 3</xref>). In 409S, only one miRNA (novel_1) was found to be upregulated upon <italic>P. brassicae</italic> infection (<xref ref-type="table" rid="T3">Table 3</xref>).</p>
<table-wrap position="float" id="T3">
<label>Table 3</label>
<caption><p>Differentially expressed miRNAs in response to <italic>P. brassicae</italic> infection (<italic>p</italic> &#x0003C; 0.05, |log<sub>2</sub>FC| &#x0003E; 1).</p></caption>
<table frame="hsides" rules="groups">
<thead><tr>
<th valign="top" align="left"><bold>Index</bold></th>
<th valign="top" align="left"><bold>miRNA ID</bold></th>
<th valign="top" align="center"><bold>Length</bold></th>
<th valign="top" align="center" colspan="2" style="border-bottom: thin solid #000000;"><bold>Int409R vs. Mock409R</bold></th>
<th valign="top" align="center" colspan="2" style="border-bottom: thin solid #000000;"><bold>Int409S vs. Mock409S</bold></th>
</tr>
<tr>
<th/>
<th/>
<th valign="top" align="center"><bold>(nt)</bold></th>
<th valign="top" align="center"><bold>log<sub><bold>2</bold></sub>FC</bold></th>
<th valign="top" align="center"><bold><italic>P<sub><bold><italic>adj</italic></bold></sub></italic></bold></th>
<th valign="top" align="center"><bold>log<sub><bold>2</bold></sub>FC</bold></th>
<th valign="top" align="center"><bold><italic>P<sub><bold><italic>adj</italic></bold></sub></italic></bold></th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">1</td>
<td valign="top" align="left"><bold>novel_1<xref ref-type="table-fn" rid="TN1"><sup>&#x0002A;</sup></xref></bold></td>
<td valign="top" align="center">18</td>
<td/>
<td/>
<td valign="top" align="center">1.36</td>
<td valign="top" align="center">5.36E-03</td>
</tr>
<tr>
<td valign="top" align="left">2</td>
<td valign="top" align="left">novel_98</td>
<td valign="top" align="center">20</td>
<td valign="top" align="center">2.29</td>
<td valign="top" align="center">4.17E-03</td>
<td/>
<td/>
</tr>
<tr>
<td valign="top" align="left">3</td>
<td valign="top" align="left">novel_221</td>
<td valign="top" align="center">20</td>
<td valign="top" align="center">&#x02212;2.14</td>
<td valign="top" align="center">6.08E-03</td>
<td/>
<td/>
</tr>
<tr>
<td valign="top" align="left">4</td>
<td valign="top" align="left">novel_246</td>
<td valign="top" align="center">20</td>
<td valign="top" align="center">1.04</td>
<td valign="top" align="center">3.66E-02</td>
<td/>
<td/>
</tr>
<tr>
<td valign="top" align="left">5</td>
<td valign="top" align="left">bna-miR168b</td>
<td valign="top" align="center">21</td>
<td valign="top" align="center">1.31</td>
<td valign="top" align="center">4.32E-02</td>
<td/>
<td/>
</tr>
<tr>
<td valign="top" align="left">6</td>
<td valign="top" align="left"><bold>bna-miR169m<xref ref-type="table-fn" rid="TN1"><sup>&#x0002A;</sup></xref></bold></td>
<td valign="top" align="center">21</td>
<td valign="top" align="center">1.41</td>
<td valign="top" align="center">1.07E-02</td>
<td/>
<td/>
</tr>
<tr>
<td valign="top" align="left">7</td>
<td valign="top" align="left">bna-miR169n</td>
<td valign="top" align="center">21</td>
<td valign="top" align="center">2.37</td>
<td valign="top" align="center">1.53E-02</td>
<td/>
<td/>
</tr>
<tr>
<td valign="top" align="left">8</td>
<td valign="top" align="left"><bold>Bna-miR395d<xref ref-type="table-fn" rid="TN1"><sup>&#x0002A;</sup></xref></bold></td>
<td valign="top" align="center">21</td>
<td valign="top" align="center">&#x02212;1.59</td>
<td valign="top" align="center">8.95E-03</td>
<td/>
<td/>
</tr>
<tr>
<td valign="top" align="left">9</td>
<td valign="top" align="left">bna-miR6029</td>
<td valign="top" align="center">21</td>
<td valign="top" align="center">&#x02212;1.62</td>
<td valign="top" align="center">1.63E-02</td>
<td/>
<td/>
</tr>
<tr>
<td valign="top" align="left">10</td>
<td valign="top" align="left">novel_75</td>
<td valign="top" align="center">21</td>
<td valign="top" align="center">1.04</td>
<td valign="top" align="center">1.32E-02</td>
<td/>
<td/>
</tr>
<tr>
<td valign="top" align="left">11</td>
<td valign="top" align="left"><bold>novel_147<xref ref-type="table-fn" rid="TN1"><sup>&#x0002A;</sup></xref></bold></td>
<td valign="top" align="center">21</td>
<td valign="top" align="center">&#x02212;1.97</td>
<td valign="top" align="center">3.25E-04</td>
<td/>
<td/>
</tr>
<tr>
<td valign="top" align="left">12</td>
<td valign="top" align="left">novel_180</td>
<td valign="top" align="center">21</td>
<td valign="top" align="center">2.08</td>
<td valign="top" align="center">1.64E-03</td>
<td/>
<td/>
</tr>
<tr>
<td valign="top" align="left">13</td>
<td valign="top" align="left">novel_237</td>
<td valign="top" align="center">21</td>
<td valign="top" align="center">&#x02212;3.08</td>
<td valign="top" align="center">3.78E-03</td>
<td/>
<td/>
</tr>
<tr>
<td valign="top" align="left">14</td>
<td valign="top" align="left">novel_295</td>
<td valign="top" align="center">21</td>
<td valign="top" align="center">&#x02212;1.49</td>
<td valign="top" align="center">2.57E-02</td>
<td/>
<td/>
</tr>
<tr>
<td valign="top" align="left">15</td>
<td valign="top" align="left">novel_106</td>
<td valign="top" align="center">21</td>
<td valign="top" align="center">1.45</td>
<td valign="top" align="center">9.83E-03</td>
<td/>
<td/>
</tr>
<tr>
<td valign="top" align="left">16</td>
<td valign="top" align="left">novel_162</td>
<td valign="top" align="center">21</td>
<td valign="top" align="center">2.34</td>
<td valign="top" align="center">3.13E-04</td>
<td/>
<td/>
</tr>
<tr>
<td valign="top" align="left">17</td>
<td valign="top" align="left">novel_254</td>
<td valign="top" align="center">24</td>
<td valign="top" align="center">&#x02212;1.34</td>
<td valign="top" align="center">1.37E-02</td>
<td/>
<td/>
</tr>
<tr>
<td valign="top" align="left">18</td>
<td valign="top" align="left">novel_261</td>
<td valign="top" align="center">24</td>
<td valign="top" align="center">&#x02212;1.39</td>
<td valign="top" align="center">1.77E-02</td>
<td/>
<td/>
</tr>
<tr>
<td valign="top" align="left">19</td>
<td valign="top" align="left">novel_266</td>
<td valign="top" align="center">24</td>
<td valign="top" align="center">&#x02212;2.73</td>
<td valign="top" align="center">3.98E-04</td>
<td/>
<td/>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn id="TN1">
<label>&#x0002A;</label>
<p><italic>miRNAs in bold were experimentally verified by quantitative reverse transcription (qRT)-polymerase chain reaction (PCR)</italic>.</p></fn>
</table-wrap-foot>
</table-wrap>
<p>These results suggested that <italic>P. brassicae</italic> infection could cause global changes in the miRNA pool of <italic>B. napus</italic> and that there are substantial differences between the resistant (409R) and susceptible (409S) lines. The differential expression of miRNAs may lead to subsequent changes in target transcripts, which may explain the phenotype differences in plant immune response to <italic>P. brassicae</italic> infection.</p>
</sec>
<sec>
<title>Quantitative RT-PCR Validation of miRNA Expression</title>
<p>To validate these results, we examined the expression dynamics of miRNAs at different time points (15, 20, and 25 days) post <italic>P. brassicae</italic> infection by qRT-PCR. The expression levels of four miRNAs were analyzed, and the results are presented in <xref ref-type="fig" rid="F2">Figure 2</xref>. Phase- and species-dependent changes were observed for specific miRNAs. For example, although bna-miR395d was downregulated in both 409R and 409S at 25 dpi, the tendency was different at 20 dpi between 409R and 409S (<xref ref-type="fig" rid="F2">Figure 2A</xref>). In both 409R and 409S, the relative abundance of novel_147 decreased from 15 to 20 dpi and then increased from 20 to 25 dpi, but at each time point upon infection, novel_147 abundance decreased significantly in 409R, while the changes in 409S were not significant (<xref ref-type="fig" rid="F2">Figure 2B</xref>), which was also consistent with the sRNA-seq data (<xref ref-type="table" rid="T3">Table 3</xref>). Overall, these results indicated dynamic changes in miRNA expression upon <italic>P. brassicae</italic> infection.</p>
<fig id="F2" position="float">
<label>Figure 2</label>
<caption><p>Validation of the relative expression level of <bold>(A)</bold> miRNA395d and <bold>(B)</bold> novel_147 in 409R and 409S in response to <italic>P. brassicae</italic> infection. Y-axis, relative expression level; X-axis, days post-inoculation (dpi). Data were obtained from at least three biological replicates. Bars represent SD (STDEV). &#x0002A;<italic>p</italic> &#x02264; 0.05, &#x0002A;&#x0002A;<italic>p</italic> &#x02264; 0.01 by Student&#x00027;s <italic>t</italic>-test. MockR, 409R without inoculation; IntR, 409R with inoculation; MockS, 409S, without inoculation; IntS, 409S with inoculation.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fpls-12-734419-g0002.tif"/>
</fig>
</sec>
<sec>
<title>Identification of the Downstream Targets of miRNAs by Degradome Sequencing</title>
<p>Target identification is important for understanding the regulatory function of miRNAs. We constructed four degradome libraries using RNAs derived from Int409R, Int409S, Mock409R, and Mock409S roots to identify the target transcripts of critical miRNAs involved in the progression of clubroot disease. Sequencing of these libraries generated a total of 28 million raw reads and 9 million unique reads on average; 99.52% of the unique reads could be matched to the <italic>B. napus</italic> genome (<xref ref-type="supplementary-material" rid="SM3">Supplementary Table 3</xref>). As a result, a total of 1,513 miRNA target pairs involving 83 miRNAs (47 known and 36 novel) and 938 target transcripts were identified (<xref ref-type="table" rid="T4">Table 4</xref>, <xref ref-type="supplementary-material" rid="SM4">Supplementary Table 4</xref>). The number of target transcripts for a particular miRNA ranged from 1 to 81 (<xref ref-type="supplementary-material" rid="SM5">Supplementary Table 5</xref>). Interestingly, in some cases, target transcripts could be identified for a subset of miRNAs in 409R but not in 409S and vice versa (<xref ref-type="supplementary-material" rid="SM5">Supplementary Table 5</xref>). About 63.43% (595/938) of target transcripts showed a one-to-one association with miRNAs, while the rest had two to six matching miRNAs (<xref ref-type="supplementary-material" rid="SM10">Supplementary Figure 2</xref>). The miRNAs associated with the same transcript usually belonged to the same family (<xref ref-type="supplementary-material" rid="SM6">Supplementary Table 6</xref>).</p>
<table-wrap position="float" id="T4">
<label>Table 4</label>
<caption><p>Numbers of target transcripts and miRNA-target pairs identified through sequencing.</p></caption>
<table frame="hsides" rules="groups">
<thead><tr>
<th valign="top" align="left"><bold>Library</bold></th>
<th valign="top" align="center"><bold>miRNAs</bold></th>
<th valign="top" align="center"><bold>Transcripts</bold></th>
<th valign="top" align="left"><bold>miRNA-Target pairs</bold></th>
<th valign="top" align="center"><bold>Category 0</bold></th>
<th valign="top" align="center"><bold>Category 1</bold></th>
<th valign="top" align="center"><bold>Category 2</bold></th>
<th valign="top" align="center"><bold>Category 3</bold></th>
<th valign="top" align="center"><bold>Category 4</bold></th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">Int409R</td>
<td valign="top" align="center">76</td>
<td valign="top" align="center">693</td>
<td valign="top" align="left">1,141</td>
<td valign="top" align="center">532</td>
<td valign="top" align="center">45</td>
<td valign="top" align="center">350</td>
<td valign="top" align="center">31</td>
<td valign="top" align="center">183</td>
</tr>
<tr>
<td valign="top" align="left">Mock409R</td>
<td valign="top" align="center">73</td>
<td valign="top" align="center">608</td>
<td valign="top" align="left">1,019</td>
<td valign="top" align="center">438</td>
<td valign="top" align="center">56</td>
<td valign="top" align="center">295</td>
<td valign="top" align="center">19</td>
<td valign="top" align="center">211</td>
</tr>
<tr>
<td valign="top" align="left">Int409S</td>
<td valign="top" align="center">74</td>
<td valign="top" align="center">613</td>
<td valign="top" align="left">1,054</td>
<td valign="top" align="center">474</td>
<td valign="top" align="center">31</td>
<td valign="top" align="center">292</td>
<td valign="top" align="center">25</td>
<td valign="top" align="center">232</td>
</tr>
<tr>
<td valign="top" align="left">Mock409S</td>
<td valign="top" align="center">73</td>
<td valign="top" align="center">619</td>
<td valign="top" align="left">1,012</td>
<td valign="top" align="center">466</td>
<td valign="top" align="center">22</td>
<td valign="top" align="center">304</td>
<td valign="top" align="center">24</td>
<td valign="top" align="center">196</td>
</tr>
<tr>
<td valign="top" align="left">All</td>
<td valign="top" align="center">83</td>
<td valign="top" align="center">938</td>
<td valign="top" align="left">1,513</td>
<td valign="top" align="center">/</td>
<td valign="top" align="center">/</td>
<td valign="top" align="center">/</td>
<td valign="top" align="center">/</td>
<td valign="top" align="center">/</td>
</tr>
</tbody>
</table>
</table-wrap>
<p>According to gene function annotation, about 45% (421/938) of the target transcripts were related to transcription regulation (<xref ref-type="fig" rid="F3">Figure 3A</xref>), including transcription factors such as auxin response factors (ARFs), growth-regulating factors (GRFs), ethylene-responsive transcription factors (AP2, TOE, and RAP), myeloblastosis (MYBs), basic helix-loop-helix, Teosinte Branched1-Cycloidea-Pcf, nuclear transcription factor Y subunit As (NFYAs), squamosa promoter-binding-like proteins (SPLs), scarecrow-like proteins (SCLs), and NAC domain-containing proteins (NACs) (<xref ref-type="supplementary-material" rid="SM6">Supplementary Table 6</xref>). In addition to transcription factors, a variety of enzymes (22.5%; 211/938) and proteins (12.5%; 117/938) involved in several biological processes were also detected by the degradome sequencing (<xref ref-type="fig" rid="F3">Figure 3A</xref>, <xref ref-type="supplementary-material" rid="SM6">Supplementary Table 6</xref>). These enzymes or proteins participate in diverse cellular processes, namely, signal transduction, lipid transport and metabolism, inorganic ion transport and metabolism, RNA processing, and modification (<xref ref-type="fig" rid="F3">Figure 3A</xref>, <xref ref-type="supplementary-material" rid="SM6">Supplementary Table 6</xref>).</p>
<fig id="F3" position="float">
<label>Figure 3</label>
<caption><p>Function annotation and enrichment analysis of target transcripts. <bold>(A)</bold> Functional classification of all detected targets, <bold>(B)</bold> Venn diagram of the number of Gene Ontology (GO) terms, <bold>(C)</bold> GO enrichment, and <bold>(D)</bold> Kyoto Encyclopedia of Genes and Genomes (KEGG) enrichment analyses in comparison between susceptible material (409S) and resistant material (409R) after <italic>P. brassicae</italic> inoculation. Numbers represent the number of target transcripts significantly enriched in the corresponding pathway. The red line means <italic>p</italic> = 0.01.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fpls-12-734419-g0003.tif"/>
</fig>
<p>Gene Ontology (GO) and Kyoto Encyclopedia of Genes and Genomes (KEGG) enrichment analyses were performed to clarify the functions of the targets (<xref ref-type="fig" rid="F3">Figures 3B&#x02013;D</xref>). In total, 147 and 170 GO terms were significantly enriched in 409R and 409S, respectively, among which 30 and 53 GO terms were differentially enriched upon infection (<xref ref-type="fig" rid="F3">Figure 3B</xref>). The GO enrichment analysis indicated that most of the enriched targets participate in diverse biological processes. The GO terms shared by 409R and 409S included DNA binding, metal ion binding, protein binding, and abscisic acid (ABA)- and auxin-activated signaling pathways. The GO terms specifically enriched in 409S included long-chain fatty acid metabolic process, cell differentiation, lateral root development, peroxidase activity, and ABA signaling pathways (<xref ref-type="fig" rid="F3">Figure 3C</xref>), while different sets of GO terms were found for 409R, such as protein export from the nucleus, nuclear pore, and innate immune response (<xref ref-type="fig" rid="F3">Figure 3C</xref>). These differences between 409R and 409S were also revealed by the KEGG enrichment analysis (<xref ref-type="fig" rid="F3">Figure 3D</xref>). The most significantly enriched KEGG term was &#x0201C;plant hormone signal transduction,&#x0201D; which included 130 and 134 targets in 409R and 409S, respectively (<xref ref-type="fig" rid="F3">Figure 3D</xref>). Seven pathways were uniquely identified for 409S after <italic>P. brassicae</italic> inoculation, namely, &#x0201C;phenylpropanoid biosynthesis, peroxisome, aminoacyl-tRNA biosynthesis, endocytosis, fatty acid biosynthesis, pyruvate and sulfur metabolism, and RNA degradation,&#x0201D; while &#x0201C;ribosome&#x0201D; was the only specific pathway enriched for 409R (<xref ref-type="fig" rid="F3">Figure 3D</xref>, <xref ref-type="table" rid="T5">Table 5</xref>).</p>
<table-wrap position="float" id="T5">
<label>Table 5</label>
<caption><p>Micro ribonucleic acids and targets involved in differential enrichment pathways between resistant and susceptible materials.</p></caption>
<table frame="hsides" rules="groups">
<thead><tr>
<th valign="top" align="left"><bold>Pathway</bold></th>
<th valign="top" align="left"><bold>miRNA</bold></th>
<th valign="top" align="left"><bold>Target</bold></th>
<th valign="top" align="left"><bold>Annotation</bold></th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">Fatty acid biosynthesis</td>
<td valign="top" align="left">novel_51</td>
<td valign="top" align="left">CAC3</td>
<td valign="top" align="left"><italic>Brassica napus</italic> acetyl-coenzyme A carboxylase carboxyl transferase subunit alpha, chloroplastic</td>
</tr>
<tr>
<td/>
<td valign="top" align="left">novel_149</td>
<td valign="top" align="left">LACS6</td>
<td valign="top" align="left"><italic>Brassica napus</italic> long chain acyl-CoA synthetase 6, peroxisomal</td>
</tr>
<tr>
<td valign="top" align="left">Fatty acid metabolism</td>
<td valign="top" align="left">novel_51</td>
<td valign="top" align="left">CAC3</td>
<td valign="top" align="left"><italic>Brassica napus</italic> acetyl-coenzyme A carboxylase carboxyl transferase subunit alpha, chloroplastic</td>
</tr>
<tr>
<td/>
<td valign="top" align="left">novel_149</td>
<td valign="top" align="left">LACS6</td>
<td valign="top" align="left"><italic>Brassica napus</italic> long chain acyl-CoA synthetase 6, peroxisomal</td>
</tr>
<tr>
<td valign="top" align="left">Fatty acid degradation</td>
<td valign="top" align="left">novel_149</td>
<td valign="top" align="left">LACS6</td>
<td valign="top" align="left"><italic>Brassica napus</italic> long chain acyl-CoA synthetase 6, peroxisomal</td>
</tr>
<tr>
<td/>
<td valign="top" align="left">novel_283</td>
<td valign="top" align="left">PP2C38</td>
<td valign="top" align="left">PREDICTED: <italic>Brassica napus</italic> probable protein phosphatase 2C 38</td>
</tr>
<tr>
<td valign="top" align="left">Peroxisome</td>
<td valign="top" align="left">novel_149</td>
<td valign="top" align="left">LACS6</td>
<td valign="top" align="left"><italic>Brassica napus</italic> long chain acyl-CoA synthetase 6, peroxisomal-like</td>
</tr>
<tr>
<td valign="top" align="left">Endocytosis</td>
<td valign="top" align="left">novel_283</td>
<td valign="top" align="left">DRP2A</td>
<td valign="top" align="left"><italic>Brassica napus</italic> dynamin-2A</td>
</tr>
<tr>
<td/>
<td valign="top" align="left">novel_283</td>
<td valign="top" align="left">DRP2B</td>
<td valign="top" align="left"><italic>Brassica napus</italic> dynamin-2B</td>
</tr>
<tr>
<td/>
<td valign="top" align="left">novel_56</td>
<td valign="top" align="left">HSP70-6</td>
<td valign="top" align="left"><italic>Brassica napus</italic> heat shock 70 kDa protein 6, chloroplastic</td>
</tr>
<tr>
<td/>
<td valign="top" align="left">novel_51</td>
<td valign="top" align="left">RABG3B</td>
<td valign="top" align="left"><italic>Brassica napus</italic> ras-related protein RABG3b</td>
</tr>
<tr>
<td/>
<td valign="top" align="left">novel_163</td>
<td valign="top" align="left">RABH1B</td>
<td valign="top" align="left"><italic>Brassica napus</italic> ras-related protein RABH1b</td>
</tr>
<tr>
<td/>
<td valign="top" align="left">novel_135</td>
<td valign="top" align="left">TIR-NB-LRR</td>
<td valign="top" align="left"><italic>Brassica napus</italic> putative disease resistance protein At4g11170</td>
</tr>
<tr>
<td/>
<td valign="top" align="left">novel_135</td>
<td valign="top" align="left">SNC1</td>
<td valign="top" align="left"><italic>Brassica napus</italic> protein SUPPRESSOR OF npr1-1, CONSTITUTIVE 1-like</td>
</tr>
<tr>
<td/>
<td valign="top" align="left">novel_221</td>
<td valign="top" align="left">EPSIN2</td>
<td valign="top" align="left"><italic>Brassica napus</italic> clathrin interactor EPSIN 2</td>
</tr>
<tr>
<td valign="top" align="left">Phenylpropanoid biosynthesis</td>
<td valign="top" align="left">novel_280</td>
<td valign="top" align="left">C4H</td>
<td valign="top" align="left"><italic>Brassica napus</italic> trans-cinnamate 4-monooxygenase-like (LOC106348398), mRNA</td>
</tr>
<tr>
<td/>
<td valign="top" align="left">novel_320</td>
<td valign="top" align="left">BGLU15</td>
<td valign="top" align="left"><italic>Brassica napus</italic> beta-glucosidase 15-like</td>
</tr>
<tr>
<td/>
<td valign="top" align="left">novel_51</td>
<td valign="top" align="left">BGLU44</td>
<td valign="top" align="left"><italic>Brassica napus</italic> beta-glucosidase 44-like</td>
</tr>
<tr>
<td/>
<td valign="top" align="left">novel_54</td>
<td valign="top" align="left">CAD5</td>
<td valign="top" align="left"><italic>Brassica napus</italic> cinnamyl alcohol dehydrogenase 5</td>
</tr>
<tr>
<td/>
<td valign="top" align="left">novel_30</td>
<td valign="top" align="left">PER45</td>
<td valign="top" align="left"><italic>Brassica napus</italic> peroxidase 45</td>
</tr>
<tr>
<td/>
<td valign="top" align="left">novel_53</td>
<td valign="top" align="left">PER69</td>
<td valign="top" align="left"><italic>Brassica napus</italic> peroxidase 69-like</td>
</tr>
<tr>
<td/>
<td valign="top" align="left">novel_217</td>
<td valign="top" align="left">PER7</td>
<td valign="top" align="left"><italic>Brassica napus</italic> peroxidase P7-like</td>
</tr>
<tr>
<td valign="top" align="left">Aminoacyl-tRNA biosynthesis</td>
<td valign="top" align="left">bna-miR169</td>
<td valign="top" align="left">NFYAs</td>
<td valign="top" align="left"><italic>Brassica napus</italic> nuclear transcription factor Y subunit A-1/2/3/5/6/9/10</td>
</tr>
<tr>
<td/>
<td valign="top" align="left">bna-miR172</td>
<td valign="top" align="left">AP2</td>
<td valign="top" align="left"><italic>Brassica napus</italic> floral homeotic protein APETALA 2</td>
</tr>
<tr>
<td valign="top" align="left">Ribosome</td>
<td valign="top" align="left">novel_1</td>
<td valign="top" align="left">RPL13B</td>
<td valign="top" align="left"><italic>Brassica napus</italic> 60S ribosomal protein L13-1-like</td>
</tr>
<tr>
<td/>
<td valign="top" align="left">novel_1</td>
<td valign="top" align="left">RPL13C</td>
<td valign="top" align="left"><italic>Brassica napus</italic> 60S ribosomal protein L13-2</td>
</tr>
<tr>
<td/>
<td valign="top" align="left">novel_259</td>
<td valign="top" align="left">RPL23A</td>
<td valign="top" align="left"><italic>Brassica napus</italic> 60S ribosomal protein L23a-2</td>
</tr>
<tr>
<td/>
<td valign="top" align="left">novel_280</td>
<td valign="top" align="left">RPS18A</td>
<td valign="top" align="left"><italic>Brassica napus</italic> 40S ribosomal protein S18</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
<sec>
<title>miRNA-Target Pairs Involved in Resistance to <italic>P. brassicae</italic></title>
<p>To gain deeper insights into the defense mechanisms of <italic>B. napus</italic> against <italic>P. brassicae</italic> infection, we selected the miRNA-target pairs with degradome category values below 2 and we constructed a miRNA-target network that included five subclusters based on functional category annotation (<xref ref-type="fig" rid="F4">Figure 4</xref>, <xref ref-type="supplementary-material" rid="SM7">Supplementary Table 7</xref>).</p>
<fig id="F4" position="float">
<label>Figure 4</label>
<caption><p>Network of degradome validated miRNA-target pairs associated with <italic>P. brassicae</italic> response in <italic>B. napus</italic>. Red rectangles represent the miRNAs and blue rectangles represent the target transcripts validated by degradome sequencing. Italics indicate miRNAs that are significantly differentially expressed after <italic>P. brassicae</italic> infection. AFB, auxin signaling F-box; AGO1, argonaute1; AP2, apetala2; APS, ATP sulfurylase; ARF, auxin response factor; MYB, myeloblastosis; NFYA, nuclear transcription factor Y subunit alpha; AGL, agamous-like MADS-box protein; AL7, PHD finger protein ALFIN-LIKE 7-like; BAG1. BAG family molecular chaperone regulator 1-like; CAC3, acetyl-coenzyme A carboxylase carboxyl transferase subunit alpha; DCL1, endoribonuclease Dicer homolog 1; DREB, dehydration-responsive element-binding protein 2B-like; FBX6, F-box only protein 6; GRF, growth-regulating factor; HSP90, heat shock protein 90-2-like; PNSL2, photosynthetic NDH subunit of lumenal location 2, chloroplastic-like; PPR, pentatricopeptide repeat-containing protein; SCL, scarecrow-like protein; SPL, quamosa promoter-binding-like protein; TIR1, transport inhibitor response 1. <bold>(A)</bold> Plant hormone signal transduction, <bold>(B)</bold> Plant-Pathogen interaction, <bold>(C)</bold> Protein processing and export, <bold>(D)</bold> Metabolic synthesis pathways, <bold>(E)</bold> Other miRNA-target pairs.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fpls-12-734419-g0004.tif"/>
</fig>
<p>A total of 16 kinds of miRNA-target pairs (cluster I) were associated with plant hormone signal transduction (ko04075, <italic>P</italic>-value: 1.48E-30; <xref ref-type="fig" rid="F4">Figure 4A</xref>, <xref ref-type="supplementary-material" rid="SM7">Supplementary Table 7</xref>), namely, miR393-TIR1/AFB3/GRH1 and miR160/miR167/novel_53/novel_221-ARFs for auxin signaling, miR172-AP2/TOEs/RAP2-7 for ethylene response, miR156-SPLs for jasmonic acid (JA) signaling, and novel_172/novel_202-ARR11 for type-A response regulators in response to cytokinin (CK). miR171 and novel_146 both target SCLs required for quiescent center cell specification and maintenance in root meristem zone, and asymmetric cell division for radial pattern formation. Novel_180 targets GSO1 (protein brassinosteroid in sensitive 1-like), which is involved in the regulation of root development and root morphogenesis (<xref ref-type="fig" rid="F4">Figure 4A</xref>, <xref ref-type="supplementary-material" rid="SM7">Supplementary Table 7</xref>). Cluster II comprised 10 pairs of miRNA-targets associated with plant-pathogen interaction (ko04626), namely, miR159 and novel_30 targeting both GAM1 and MYB104, miR6030, and novel_51 targeting both RPS5 and R genes, novel_246 targeting HSP90-2, and novel_343 targeting DREB2B (<xref ref-type="fig" rid="F4">Figure 4B</xref>, <xref ref-type="supplementary-material" rid="SM7">Supplementary Table 7</xref>). Cluster III included three miRNA-target pairs for protein processing and export (ko04141, <italic>P</italic>-value: 9.07E-06; <xref ref-type="fig" rid="F4">Figure 4C</xref>). Cluster IV consisted of miRNA-target pairs involved in metabolic synthesis pathways (<xref ref-type="fig" rid="F4">Figure 4D</xref>): miR168 targets AGO1; miR162 and novel_56 target DCL1; both AGO1 and DCL1 are involved in RNA-mediated post-transcriptional gene silencing (PTGS); miR164 and novel_147 both target NACs involved in RNA degradation; novel_147 targets PNSL2 involved in photosynthesis; miR395 targets APS for sulfate-deficiency response, seleno-compound metabolism, sulfur metabolism, and monobactam biosynthesis; novel_51 targets CAC3 for fatty acid biosynthesis and metabolism, propanoate metabolism, pyruvate metabolism, and tetracycline biosynthesis; miR169, novel_163, and novel_222 target NFYAs involved in aminoacyl-tRNA biosynthesis; and miR399 and novel_126 target UBC24 associated with ubiquitin-mediated proteolysis (<xref ref-type="fig" rid="F4">Figure 4D</xref>). miRNA-target pairs that did not fit into any of clusters I&#x02013;IV are listed in cluster V (<xref ref-type="fig" rid="F4">Figure 4E</xref>, <xref ref-type="supplementary-material" rid="SM7">Supplementary Table 7</xref>).</p>
</sec>
<sec>
<title>Expression Profiles of miRNA-Target Pairs Responsive to <italic>P. brassicae</italic></title>
<p>Combined with the transcriptome data, the expression profiles of both miRNAs and their targets responsive to <italic>P. brassicae</italic> infection were integrated to infer the regulatory role of miRNAs during <italic>P. brassicae</italic> infection. We obtained a total of 27 differentially expressed targets of eight miRNAs responsive to <italic>P. brassicae</italic> upon infection in 409R and 409S, with a cutoff value of <italic>p</italic> &#x0003C; 0.05 and |log<sub>2</sub>FC| of &#x0003E; 1 (<xref ref-type="supplementary-material" rid="SM8">Supplementary Table 8</xref>). To be more specific, there were six antagonistic miRNA-target pairs in 409R upon infection, such as miR395d-NM_001315829.1 (APS4), miR395d-XM_013888737.2 (uncharacterized), miR395d-XM_013820969.2 (uncharacterized), novel_147-XM_013818148.2 (NAC076) and novel_147-XM_013820748.2/XM_013857207.2 (PNSL2) (<xref ref-type="table" rid="T6">Table 6</xref>). Some targets cleaved by miRNAs were validated by degradome sequencing (<xref ref-type="supplementary-material" rid="SM10">Supplementary Figure 3</xref>).</p>
<table-wrap position="float" id="T6">
<label>Table 6</label>
<caption><p>Differentially expressed miRNA-target pairs in response to <italic>P. brassicae</italic> (<italic>p</italic> &#x0003C; 0.05, |log<sub>2</sub>FC| &#x0003E; 1).</p></caption>
<table frame="hsides" rules="groups">
<thead><tr>
<th valign="top" align="left"><bold>miRNA</bold></th>
<th valign="top" align="center"><bold>Log<sub><bold>2</bold></sub>FC</bold></th>
<th valign="top" align="center"><bold>Target transcript</bold></th>
<th valign="top" align="center"><bold>Gene ID</bold></th>
<th valign="top" align="center"><bold>Log<sub><bold>2</bold></sub>FC</bold></th>
<th valign="top" align="left"><bold>Symbol</bold></th>
<th valign="top" align="left"><bold>Annotation</bold></th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left" colspan="7"><bold>A. Int409R vs Mock409R</bold></td>
</tr>
<tr>
<td valign="top" align="left">bna-miR169m</td>
<td valign="top" align="center">1.41</td>
<td valign="top" align="center">XM_013829031.2</td>
<td valign="top" align="center">LOC106388859</td>
<td valign="top" align="center">1.52</td>
<td valign="top" align="left">NFYA2</td>
<td valign="top" align="left">PREDICTED: <italic>Brassica napus</italic> nuclear transcription factor Y subunit A-2-like</td>
</tr>
<tr>
<td/>
<td/>
<td valign="top" align="center">XM_013880479.2</td>
<td valign="top" align="center">LOC106439112</td>
<td valign="top" align="center">1.65</td>
<td valign="top" align="left">NFYA2</td>
<td valign="top" align="left">PREDICTED: <italic>Brassica napus</italic> nuclear transcription factor Y subunit A-2-like</td>
</tr>
<tr>
<td valign="top" align="left">bna-miR169n</td>
<td valign="top" align="center">2.37</td>
<td valign="top" align="center">XM_013880479.2</td>
<td valign="top" align="center">LOC106439112</td>
<td valign="top" align="center">1.65</td>
<td valign="top" align="left">NFYA2</td>
<td valign="top" align="left">PREDICTED: <italic>Brassica napus</italic> nuclear transcription factor Y subunit A-2-like</td>
</tr>
<tr>
<td/>
<td/>
<td valign="top" align="center">XM_013843872.2</td>
<td valign="top" align="center">LOC106403032</td>
<td valign="top" align="center">1.16</td>
<td valign="top" align="left">NFYA3</td>
<td valign="top" align="left">PREDICTED: <italic>Brassica napus</italic> nuclear transcription factor Y subunit A-3-like</td>
</tr>
<tr>
<td/>
<td/>
<td valign="top" align="center">XM_013843696.2</td>
<td valign="top" align="center">LOC106402883</td>
<td valign="top" align="center">1.36</td>
<td valign="top" align="left">NFYA3</td>
<td valign="top" align="left">PREDICTED: <italic>Brassica napus</italic> nuclear transcription factor Y subunit A-3</td>
</tr>
<tr>
<td/>
<td/>
<td valign="top" align="center">XM_013846894.2</td>
<td valign="top" align="center">LOC106406270</td>
<td valign="top" align="center">1.22</td>
<td valign="top" align="left">NFYA3</td>
<td valign="top" align="left">PREDICTED: <italic>Brassica napus</italic> nuclear transcription factor Y subunit A-3 -like</td>
</tr>
<tr>
<td/>
<td/>
<td valign="top" align="center">XM_013817829.2</td>
<td valign="top" align="center">LOC106377560</td>
<td valign="top" align="center">1.17</td>
<td valign="top" align="left">NFYA6</td>
<td valign="top" align="left">PREDICTED: <italic>Brassica napus</italic> nuclear transcription factor Y subunit A-6</td>
</tr>
<tr>
<td/>
<td/>
<td valign="top" align="center">XM_013794135.2</td>
<td valign="top" align="center">LOC106354243</td>
<td valign="top" align="center">1.48</td>
<td valign="top" align="left">NFYA3</td>
<td valign="top" align="left">PREDICTED: <italic>Brassica napus</italic> nuclear transcription factor Y subunit A-3-like</td>
</tr>
<tr>
<td valign="top" align="left">bna-miR395d</td>
<td valign="top" align="center">&#x02212;1.59</td>
<td valign="top" align="center">XM_013893754.2</td>
<td valign="top" align="center">LOC106451780</td>
<td valign="top" align="center">&#x02212;1.30</td>
<td valign="top" align="left">APS1</td>
<td valign="top" align="left">PREDICTED: <italic>Brassica napus</italic> ATP sulfurylase 1, chloroplastic-like</td>
</tr>
<tr>
<td/>
<td/>
<td valign="top" align="center">XM_013797400.2</td>
<td valign="top" align="center">LOC106357712</td>
<td valign="top" align="center">&#x02212;1.15</td>
<td valign="top" align="left">APS1</td>
<td valign="top" align="left">PREDICTED: <italic>Brassica napus</italic> ATP sulfurylase 1, chloroplastic-like</td>
</tr>
<tr>
<td/>
<td/>
<td valign="top" align="center"><bold>NM_001315829.1</bold></td>
<td valign="top" align="center">LOC106410303</td>
<td valign="top" align="center">0.98</td>
<td valign="top" align="left">APS4</td>
<td valign="top" align="left"><italic>Brassica napus</italic> ATP sulfurylase 4, chloroplastic</td>
</tr>
<tr>
<td/>
<td/>
<td valign="top" align="center"><bold>XM_013888737.2</bold></td>
<td valign="top" align="center">LOC106446918</td>
<td valign="top" align="center">1.45</td>
<td valign="top" align="left">/</td>
<td valign="top" align="left">PREDICTED: <italic>Brassica napus</italic> uncharacterized</td>
</tr>
<tr>
<td/>
<td/>
<td valign="top" align="center"><bold>XM_013820969.2</bold></td>
<td valign="top" align="center">BNAC04G40010D</td>
<td valign="top" align="center">1.79</td>
<td valign="top" align="left">/</td>
<td valign="top" align="left">PREDICTED: <italic>Brassica napus</italic> uncharacterized BNAC04G40010D</td>
</tr>
<tr>
<td valign="top" align="left">novel_147</td>
<td valign="top" align="center">&#x02212;1.97</td>
<td valign="top" align="center"><bold>XM_013818148.2</bold></td>
<td valign="top" align="center">LOC106377933</td>
<td valign="top" align="center">2.84</td>
<td valign="top" align="left">NAC076</td>
<td valign="top" align="left">PREDICTED: <italic>Brassica napus</italic> NAC domain-containing protein 76-like</td>
</tr>
<tr>
<td/>
<td/>
<td valign="top" align="center"><bold>XM_013820748.2</bold></td>
<td valign="top" align="center">LOC106380909</td>
<td valign="top" align="center">3.15</td>
<td valign="top" align="left">PNSL2</td>
<td valign="top" align="left">PREDICTED: <italic>Brassica napus</italic> photosynthetic NDH subunit of lumenal location 2, chloroplastic-like</td>
</tr>
<tr>
<td/>
<td/>
<td valign="top" align="center"><bold>XM_013857207.2</bold></td>
<td valign="top" align="center">LOC106416345</td>
<td valign="top" align="center">2.75</td>
<td valign="top" align="left">PNSL2</td>
<td valign="top" align="left">PREDICTED: <italic>Brassica napus</italic> photosynthetic NDH subunit of lumenal location 2, chloroplastic-like</td>
</tr>
<tr>
<td valign="top" align="left" colspan="7"><bold>B. Int409S vs Mock409S</bold></td>
</tr>
<tr>
<td valign="top" align="left">novel_1</td>
<td valign="top" align="center">1.36</td>
<td valign="top" align="center"><bold>XM_013876125.2</bold></td>
<td valign="top" align="center">LOC106435262</td>
<td valign="top" align="center">&#x02212;1.42</td>
<td valign="top" align="left">/</td>
<td valign="top" align="left">PREDICTED: <italic>Brassica napus</italic> uncharacterized protein At2g33490-like</td>
</tr>
<tr>
<td/>
<td/>
<td valign="top" align="center"><bold>XM_013887915.2</bold></td>
<td valign="top" align="center">LOC106446212</td>
<td valign="top" align="center">&#x02212;1.94</td>
<td valign="top" align="left">/</td>
<td valign="top" align="left">PREDICTED: <italic>Brassica napus</italic> uncharacterized protein At2g33490-like</td>
</tr>
<tr>
<td/>
<td/>
<td valign="top" align="center"><bold>XM_022705170.1</bold></td>
<td valign="top" align="center">LOC106402738</td>
<td valign="top" align="center">&#x02212;1.22</td>
<td valign="top" align="left">/</td>
<td valign="top" align="left">PREDICTED: <italic>Brassica napus</italic> uncharacterized protein At2g33490-like</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p><italic>Bold letters indicate that target transcripts are negatively regulated by corresponding miRNAs</italic>.</p>
</table-wrap-foot>
</table-wrap>
</sec>
</sec>
<sec sec-type="discussion" id="s4">
<title>Discussion</title>
<sec>
<title>miRNA Participates in the Response of <italic>B. napus</italic> to <italic>P. brassicae</italic> Infection</title>
<p>Numerous studies have demonstrated that miRNAs are involved in plant-pathogen interactions. In this study, we systematically studied the regulatory roles of miRNAs and their targets in response to <italic>P. brassicae</italic> infection using the resistant line 409R and the susceptible line 409S of rapeseed, which possessed the same genetic background while exhibiting a contrasting phenotype of clubroot resistance. The aim of the study is to identify key candidate miRNAs and corresponding target transcripts involved in clubroot resistance of <italic>B. napus</italic>. The findings may build up a better understanding of the regulatory network underlying the immune response of <italic>B. napus</italic> to clubroot pathogen infection.</p>
<p>We noticed some differences in the abundance of particular miRNAs by sRNAseq compared with qRT-PCR (data not shown). Although these results were not presented, but might be encountered for similar studies using qRT-PCR to validate sRNAseq results. Difference RT strategies have been used for RNAseq and qRT of miRNAs, allowing discrimination between pri-, pre- and mature miRNAs (Verma et al., <xref ref-type="bibr" rid="B80">2014</xref>; Wei et al., <xref ref-type="bibr" rid="B84">2016</xref>). The cellular level of pri- or pre- precursors are very low and therefore difficult to quantify, in the current study we focus on the expression level of mature miRNAs and their regulation on target transcripts relevant for clubroot disease progression.</p>
<p>Although these results were not presented, they still might be anticipated for similar studies using both sRNAseq and qRT-PCR to quantify the abundance of miRNAs. These differences could be generated because of the different RT strategies used for RNAseq and qRT, and, indeed, might also reveal a difference in the cellular level of pri-, pre-, and mature miRNAs. As we know, miRNAs made from a primary transcript goes through processing to yield stem-loop structured pre-miRNA. Mature miRNA is generated by the Ago complex that results in 21- to 24-nt single-stranded sRNAs. A change in the mature miRNA level could be generated through pri- or pre- precursors; however, they are present in low abundance, easily degraded in defined cellular compartments and, therefore, difficult to quantify.</p>
<p>The sRNA-seq data revealed that 21-nt and 24-nt sRNAs accounted for the highest proportion of the total sRNAs. Interestingly, after <italic>P. brassicae</italic> inoculation, the relative abundance of 21-nt sRNAs increased in both 409R and 409S (<xref ref-type="fig" rid="F1">Figure 1A</xref>). The miRNAs identified in this study included members of known miRNA families of rapeseed, as well as 17 novel members of conserved miRNA families and 55 completely new miRNAs (<xref ref-type="supplementary-material" rid="SM1">Supplementary Table 1</xref>). The identification of these new miRNAs expanded the current knowledge of the miRNA pool in <italic>B. napus</italic>. Interestingly, there were 18 differentially expressed miRNAs (DE miRNAs) in 409R after <italic>P. brassicae</italic> infection, while there was only one DE miRNA in 409S (<xref ref-type="table" rid="T3">Table 3</xref>). Many of the DE miRNAs are novel candidates that have not been reported before (<xref ref-type="supplementary-material" rid="SM1">Supplementary Table 1</xref>). The fact that the resistant line (409R) had more DE miRNAs than its isogenic counterpart (409S) upon infection highlights a possible regulatory role of R genes in clubroot disease resistance.</p>
</sec>
<sec>
<title>Fatty Acid Metabolism Might Participate in the Interaction Between Susceptible <italic>B. napus</italic> and <italic>P. brassicae</italic></title>
<p>The GO and KEGG enrichment analyses identified pathways related to fatty acid metabolism in 409S (<xref ref-type="fig" rid="F3">Figure 3C</xref>, <xref ref-type="table" rid="T5">Table 5</xref>). Two miRNA-target pairs associated with lipid biosynthesis pathways, novel_51-CAC3 and novel_149-LACS6, were identified only in 409S upon infection (<xref ref-type="fig" rid="F3">Figure 3C</xref>, <xref ref-type="table" rid="T5">Table 5</xref>). It has been reported that resting spores of <italic>P. brassicae</italic> can accumulate lipid droplets as an energy source for future sporulation and that many genes related to the fatty acid metabolism of <italic>P. brassicae</italic> have been identified (Bi et al., <xref ref-type="bibr" rid="B8">2016</xref>). It has also been shown that fatty acids, as carbon source nutrients, play an important role in plant-powdery mildew interaction (Jiang et al., <xref ref-type="bibr" rid="B39">2017</xref>). We speculate that fatty acids also serve as a potential determinant of the interaction between <italic>P. brassicae</italic> and <italic>B. napus</italic>. <italic>P. brassicae</italic> might take advantage of plant fatty acid biosynthesis for successful and systematic invasion. More studies are needed to unravel the function of fatty acid biosynthesis in clubroot disease progression.</p>
</sec>
<sec>
<title>Regulatory Network of miRNA-Targets on Diverse Cellular Pathways in Resistant <italic>B. napus</italic> Responding to <italic>P. brassicae</italic> Infection</title>
<p>We found that the abundance of miRNAs changed more dramatically in 409R than in 409S upon infection (<xref ref-type="table" rid="T3">Table 3</xref>). Combining transcriptome and degradome data, we constructed a miRNA-target regulatory network in clubroot-resistant <italic>B. napus</italic> in response to <italic>P. brassicae</italic> infection (<xref ref-type="fig" rid="F5">Figure 5</xref>). miRNA biogenesis is known to be important for PTI response (Agorio and Vera, <xref ref-type="bibr" rid="B1">2007</xref>; Navarro et al., <xref ref-type="bibr" rid="B59">2008</xref>), but relevant miRNAs have not been identified in <italic>B. napus</italic>. In the novel_246-HSP90-2 pair (<xref ref-type="fig" rid="F5">Figure 5A</xref>), novel_246 was upregulated in 409R (<xref ref-type="table" rid="T3">Table 3</xref>), and HSP90-2 encoded a molecular chaperone that regulates RPM1/RPP4-mediated defense response (Bao et al., <xref ref-type="bibr" rid="B4">2014</xref>; Huang et al., <xref ref-type="bibr" rid="B33">2014</xref>). Similarly, bna-miR168b was upregulated in 409R (<xref ref-type="fig" rid="F5">Figure 5B</xref>), which targets the AGO1 and Zinc finger transcription factor CCCH4. In <italic>Malus hupehensis</italic>, miR168 targets AGO1 and contributes to resistance against <italic>Botryosphaeria dothidea</italic> infection (Yu et al., <xref ref-type="bibr" rid="B90">2017</xref>). Therefore, some of these identified DE miRNAs may regulate the target key transcripts/proteins through miRNA interference silencing complex (miRISC) to mediate host response to clubroot disease.</p>
<fig id="F5" position="float">
<label>Figure 5</label>
<caption><p>Diverse cellular pathways regulated by miRNA-target modules in clubroot-resistant <italic>B. napus</italic> in response to <italic>P. brassicae</italic>. <bold>(A,B)</bold> Novel_246-HSP90-2 and bna-miRA168b-zfCCCH4/AGO1 for miRNA biogenesis; <bold>(C,D)</bold> Novel_237-Xpo4 and novel_295-IMPA9 for NLR signalling; <bold>(E,F)</bold> Novel_221-ARF8 and Novel_180-GSO1 for root growth; <bold>(G,H)</bold> Novel_147-NAC076/PNSL2 for secondary wall biosynthesis and photosynthesis; <bold>(I)</bold> bna-miR395d-APS4 for sulphite synthesis. Up- or Down- regulation of miRNAs or target transcripts were indicated by red or green arrows, respectively.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fpls-12-734419-g0005.tif"/>
</fig>
<p>nucleotide binding and leucine rich repeat (NLR) proteins are nucleic acid-binding proteins involved in pathogen-induced signaling (Jones and Dangl, <xref ref-type="bibr" rid="B41">2006</xref>). Two NLR-type R genes for <italic>P. brassicae</italic> have been identified (Hatakeyama et al., <xref ref-type="bibr" rid="B29">2013</xref>, <xref ref-type="bibr" rid="B28">2017</xref>). Many studies have shown that NLRs are localized to both the cytoplasm and nucleus and that their nuclear accumulation is necessary for pathogen resistance (Shen et al., <xref ref-type="bibr" rid="B69">2007</xref>; Bai et al., <xref ref-type="bibr" rid="B2">2012</xref>; Inoue et al., <xref ref-type="bibr" rid="B35">2013</xref>). Importins and exportins, which act as transport receptors, play important roles in the nuclear pore complex (NPC)-directed partitioning of nucleocytoplasmic NLRs (Garcia and Parker, <xref ref-type="bibr" rid="B24">2009</xref>; Meier and Somers, <xref ref-type="bibr" rid="B56">2011</xref>). In this study, two novel miRNAs (novel_237 and novel_295) that target exportins4 (Xpo4) and importin subunit alpha-9-like (IMPA9) were found to be downregulated in 409R upon infection (<xref ref-type="table" rid="T3">Table 3</xref>, <xref ref-type="fig" rid="F4">Figure 4E</xref>). It can be inferred that the changes in these miRNAs and further in importins and/or exportins can affect the nucleocytoplasmic partitioning of NLRs. NLRs function together with other cellular metabolic or signaling pathways to contribute to the disease resistance of 409R after <italic>P. brassicae</italic> inoculation (<xref ref-type="fig" rid="F5">Figures 5C,D</xref>).</p>
<p>The root is the source organ for <italic>P. brassicae</italic> infection, and its morphology and development, especially those of root hair and root cortex, are critical for clubroot disease progression (Kageyama and Asano, <xref ref-type="bibr" rid="B42">2009</xref>). ARF8 is known as an auxin response factor that inhibits root elongation and promotes lateral root initiation (Wang et al., <xref ref-type="bibr" rid="B83">2015</xref>). We found that novel_221, which regulates ARF8, was downregulated in 409R after <italic>P. brassicae</italic> infection (<xref ref-type="table" rid="T3">Table 3</xref>, <xref ref-type="fig" rid="F5">Figure 5E</xref>). Similarly, the novel_180-GSO1 pair is associated with root growth (<xref ref-type="fig" rid="F5">Figure 5F</xref>). GSO1 works in coordination with GSO2 to regulate root growth through cell division and specification (Racolta et al., <xref ref-type="bibr" rid="B64">2014</xref>; Nakayama et al., <xref ref-type="bibr" rid="B57">2017</xref>). Our data suggest that the abundance of novel_180 increased in 409R after <italic>P. brassicae</italic> infection (<xref ref-type="table" rid="T3">Table 3</xref>). Therefore, novel_221-ARF8 and novel_180-GSO1 might regulate root growth and suppress gall formation in 409R <italic>via</italic> hormone signaling (<xref ref-type="fig" rid="F5">Figures 5E,F</xref>).</p>
<p>Plant secondary cell wall thickening is a powerful way to prevent the systematic spreading of pathogens after being attacked. NAC-containing protein is a master transcription activator for xylem formation and SCW thickening (Zhou et al., <xref ref-type="bibr" rid="B96">2014</xref>). Another study has reported that <italic>Arabidopsis</italic> miR164a and its target NAC4 play important roles in regulating hypersensitive (HR) cell death in response to avirulent bacterial pathogens (Lee et al., <xref ref-type="bibr" rid="B44">2017</xref>). In our research, NAC076 expression was also under the control of novel_147 and miR164 (<xref ref-type="fig" rid="F4">Figure 4D</xref>). We found that novel_147 was downregulated in 409R after <italic>P. brassicae</italic> infection, and NAC076 transcript level was also upregulated accordingly (<xref ref-type="table" rid="T6">Table 6</xref>). The activation of NAC076 could lead to the induction of SCW genes and subsequent cell wall thickening or HR cell death, which will then block the invasion of <italic>P. brassicae</italic> and confer disease resistance (<xref ref-type="fig" rid="F5">Figure 5G</xref>).</p>
<p>Another target of novel_147 was PNSL2, which acts as a chloroplast NAD(P)H dehydrogenase (NDH) complex (Marjaana et al., <xref ref-type="bibr" rid="B54">2010</xref>; Shinya et al., <xref ref-type="bibr" rid="B70">2010</xref>; <xref ref-type="fig" rid="F5">Figure 5H</xref>). Some studies have suggested interplay between photosynthesis and plant defense (Xu et al., <xref ref-type="bibr" rid="B89">2011</xref>; Rodr&#x000ED;guez-Herva et al., <xref ref-type="bibr" rid="B67">2012</xref>). In <italic>Arabidopsis</italic>, the PSII subunit PsbP interacts with the coat protein of the <italic>Alfalfa mosaic</italic> virus to inhibit viral replication (Balasubramaniam et al., <xref ref-type="bibr" rid="B3">2014</xref>). In another case, <italic>P. syringae</italic> effectors, HopI1 and HopN1, can remodel host chloroplasts by interacting with PsbQ of PSII to suppress immunity response (Jelenska et al., <xref ref-type="bibr" rid="B38">2007</xref>). In this study, with the downregulation of novel_147 in 409R upon infection, the transcripts of PNSL2 were upregulated (<xref ref-type="table" rid="T6">Table 6</xref>). We hypothesize that miRNAs competitively target and modulate photosynthesis-related genes in chloroplasts, thereby indirectly inhibiting proteins interacting with <italic>P. brassicae</italic> effectors and then mediating resistance to <italic>P. brassicae</italic> in 409R. Lastly, the miR395d-APS4 pair may also mediate clubroot disease progression <italic>via</italic> photosynthesis (<xref ref-type="fig" rid="F5">Figure 5I</xref>). Inorganic sulfate from the soil is absorbed by root hairs and then transported to leaves, where it is activated into adenosine 5&#x00027;-phosphosulfate by APSs (ATP sulfurylases) in chloroplasts (Liang et al., <xref ref-type="bibr" rid="B48">2010</xref>; Jagadeeswaran et al., <xref ref-type="bibr" rid="B37">2014</xref>). We found that after <italic>P. brassicae</italic> infection, 409R showed a decrease in the abundance of bna-miR395d and an increase in the transcript level of APS4 (<xref ref-type="table" rid="T6">Table 6</xref>). The effect of sulfite synthesis on chloroplast physiology and disease progression in roots remains to be further explored (<xref ref-type="fig" rid="F5">Figure 5I</xref>).</p>
</sec>
</sec>
<sec sec-type="data-availability" id="s5">
<title>Data Availability Statement</title>
<p>The data presented in the study are deposited in the BioSample repository (<ext-link ext-link-type="uri" xlink:href="https://www.ncbi.nlm.nih.gov/biosample/">https://www.ncbi.nlm.nih.gov/biosample/</ext-link>), accession number <ext-link ext-link-type="DDBJ/EMBL/GenBank" xlink:href="PRJNA742780">PRJNA742780</ext-link>. Accessions from <ext-link ext-link-type="DDBJ/EMBL/GenBank" xlink:href="SAMN19977475">SAMN19977475</ext-link>-<ext-link ext-link-type="DDBJ/EMBL/GenBank" xlink:href="SAMN19977486">SAMN19977486</ext-link> are data from sRNAseq; accessions <ext-link ext-link-type="DDBJ/EMBL/GenBank" xlink:href="SAMN19977487">SAMN19977487</ext-link>-<ext-link ext-link-type="DDBJ/EMBL/GenBank" xlink:href="SAMN19977490">SAMN19977490</ext-link> are data from degradome sequencing.</p>
</sec>
<sec id="s6">
<title>Author Contributions</title>
<p>QL analyzed the data, performed the experiments, prepared the figures, and drafted the manuscript. XZ helped analyzed the data. CZ and PC conceived the study and participated in its coordination. PC helped to draft the manuscript. All authors have read and approved the final version of the manuscript.</p>
</sec>
<sec sec-type="funding-information" id="s7">
<title>Funding</title>
<p>This study was supported by the National Natural Science Foundation of China (Grant No: 31871659) and CARS-12 to CZ.</p>
</sec>
<sec sec-type="COI-statement" id="conf1">
<title>Conflict of Interest</title>
<p>The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec sec-type="disclaimer" id="s8">
<title>Publisher&#x00027;s Note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
</body>
<back>
<sec sec-type="supplementary-material" id="s9">
<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.2021.734419/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fpls.2021.734419/full#supplementary-material</ext-link></p>
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