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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Genet.</journal-id>
<journal-title>Frontiers in Genetics</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Genet.</abbrev-journal-title>
<issn pub-type="epub">1664-8021</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="publisher-id">763841</article-id>
<article-id pub-id-type="doi">10.3389/fgene.2021.763841</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Genetics</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>RNA Sequencing Reveals Phenylpropanoid Biosynthesis Genes and Transcription Factors for <italic>Hevea brasiliensis</italic> Reaction Wood Formation</article-title>
<alt-title alt-title-type="left-running-head">Meng et&#x20;al.</alt-title>
<alt-title alt-title-type="right-running-head">Rubber Tree Reaction Wood Formation</alt-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>Meng</surname>
<given-names>Xiangxu</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1488557/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Wang</surname>
<given-names>Yue</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Li</surname>
<given-names>Jia</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Jiao</surname>
<given-names>Nanbo</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Zhang</surname>
<given-names>Xiujie</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/907598/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Zhang</surname>
<given-names>Yuanyuan</given-names>
</name>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
</xref>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Chen</surname>
<given-names>Jinhui</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="corresp" rid="c001">&#x2a;</xref>
<uri xlink:href="https://loop.frontiersin.org/people/860225/overview"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Tu</surname>
<given-names>Zhihua</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="corresp" rid="c001">&#x2a;</xref>
</contrib>
</contrib-group>
<aff id="aff1">
<label>
<sup>1</sup>
</label>Key Laboratory of Genetics and Germplasm Innovation of Tropical Special Forest Trees and Ornamental Plants, Ministry of Education/Engineering Research Center of Rare and Precious Tree Species in Hainan Province, School of Forestry, Hainan University, <addr-line>Haikou</addr-line>, <country>China</country>
</aff>
<aff id="aff2">
<label>
<sup>2</sup>
</label>Hainan Key Laboratory for Biology of Tropical Ornamental Plant Germplasm, Institute of Tropical Agriculture and Forestry, School of Forestry, Hainan University, <addr-line>Haikou</addr-line>, <country>China</country>
</aff>
<aff id="aff3">
<label>
<sup>3</sup>
</label>Rubber Research Institute, Chinese Academy of Tropical Agricultural Sciences, <addr-line>Haikou</addr-line>, <country>China</country>
</aff>
<aff id="aff4">
<label>
<sup>4</sup>
</label>State Centre for Rubber Breeding, <addr-line>Haikou</addr-line>, <country>China</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>
<bold>Edited by:</bold> <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/609283/overview">Jiang Libo</ext-link>, Beijing Forestry University, China</p>
</fn>
<fn fn-type="edited-by">
<p>
<bold>Reviewed by:</bold> <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/435293/overview">Qingzhang Du</ext-link>, Beijing Forestry University, China</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/1460488/overview">Nan Lu</ext-link>, Chinese Academy of Forestry, China</p>
</fn>
<corresp id="c001">&#x2a;Correspondence: Jinhui Chen, <email>jinhuichen@hainanu.edu.cn</email>; Zhihua Tu, <email>tuzhihua@hainanu.edu.cn</email>
</corresp>
<fn fn-type="other">
<p>This article was submitted to Plant Genomics, a section of the journal Frontiers in Genetics</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>29</day>
<month>10</month>
<year>2021</year>
</pub-date>
<pub-date pub-type="collection">
<year>2021</year>
</pub-date>
<volume>12</volume>
<elocation-id>763841</elocation-id>
<history>
<date date-type="received">
<day>24</day>
<month>08</month>
<year>2021</year>
</date>
<date date-type="accepted">
<day>08</day>
<month>10</month>
<year>2021</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2021 Meng, Wang, Li, Jiao, Zhang, Zhang, Chen and Tu.</copyright-statement>
<copyright-year>2021</copyright-year>
<copyright-holder>Meng, Wang, Li, Jiao, Zhang, Zhang, Chen and Tu</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&#x20;terms.</p>
</license>
</permissions>
<abstract>
<p>Given the importance of wood in many industrial applications, much research has focused on wood formation, especially lignin biosynthesis. However, the mechanisms governing the regulation of lignin biosynthesis in the rubber tree (<italic>Hevea brasiliensis</italic>) remain to be elucidated. Here, we gained insight into the mechanisms of rubber tree lignin biosynthesis using reaction wood (wood with abnormal tissue structure induced by gravity or artificial mechanical treatment) as an experimental model. We performed transcriptome analysis of rubber tree mature xylem from tension wood (TW), opposite wood (OW), and normal wood (NW) using RNA sequencing (RNA-seq). A total of 214, 1,280, and 32 differentially expressed genes (DEGs) were identified in TW vs. NW, OW vs. NW, and TW vs. OW, respectively. GO and KEGG enrichment analysis of DEGs from different comparison groups showed that zeatin biosynthesis, plant hormone signal transduction, phenylpropanoid biosynthesis, and plant&#x2013;pathogen interaction pathways may play important roles in reaction wood formation. Sixteen transcripts involved in phenylpropanoid biosynthesis and 129 transcripts encoding transcription factors (TFs) were used to construct a TF&#x2013;gene regulatory network for rubber tree lignin biosynthesis. Among them, MYB, C2H2, and NAC TFs could regulate all the DEGs involved in phenylpropanoid biosynthesis. Overall, this study identified candidate genes and TFs likely involved in phenylpropanoid biosynthesis and provides novel insights into the mechanisms regulating rubber tree lignin biosynthesis.</p>
</abstract>
<kwd-group>
<kwd>rubber tree</kwd>
<kwd>rubber wood</kwd>
<kwd>reaction wood</kwd>
<kwd>phenylpropanoid biosynthesis pathway</kwd>
<kwd>lignin biosynthesis</kwd>
</kwd-group>
<contract-num rid="cn001">31960321</contract-num>
<contract-sponsor id="cn001">National Natural Science Foundation of China<named-content content-type="fundref-id">10.13039/501100001809</named-content>
</contract-sponsor>
</article-meta>
</front>
<body>
<sec id="s1">
<title>Introduction</title>
<p>The rubber tree (<italic>Hevea brasiliensis</italic>) is a deciduous perennial tropical tree native to the Amazon basin that produces natural rubber as well as rubber wood. Rubber wood can be used to make a variety of products, such as pulpwood for paper production and rubber wood-based panels, furniture, and joinery products (<xref ref-type="bibr" rid="B18">Jahan et&#x20;al., 2011</xref>; <xref ref-type="bibr" rid="B36">Teoh et&#x20;al., 2011</xref>; <xref ref-type="bibr" rid="B33">Severo et&#x20;al., 2016</xref>). The economic importance of the rubber tree and increasing demand have promoted its widespread domestication (<xref ref-type="bibr" rid="B31">Priyadarshan, 2017</xref>). Given the increasing economic and application value of rubber wood, improving wood productivity and quality has become the focus of rubber tree breeding (<xref ref-type="bibr" rid="B31">Priyadarshan, 2017</xref>).</p>
<p>Wood mainly consists of cellulose, hemicellulose, and lignin. Lignin is a macromolecular biopolymer similar to cellulose, and is widely distributed in higher plants (<xref ref-type="bibr" rid="B40">Wang et&#x20;al., 2018</xref>). During plant growth and development, lignin content increases, causing cell wall thickening and plant tissue lignification. As a crucial secondary metabolite of the phenylpropanoid biosynthesis pathway, lignin had profound effects on plant growth and development (<xref ref-type="bibr" rid="B28">Liu et&#x20;al., 2018</xref>; <xref ref-type="bibr" rid="B41">Wang et&#x20;al., 2019</xref>). It is extensively involved in the material transport of vascular bundles, cell wall structural integrity, stem strength, mechanical support, response to pathogens and other environmental stresses (<xref ref-type="bibr" rid="B47">You et&#x20;al., 2013</xref>; <xref ref-type="bibr" rid="B41">Wang et&#x20;al., 2019</xref>). Thus, the regulation of lignin synthesis affects not only lignin accumulation, but ultimately the growth and development of the entire&#x20;plant.</p>
<p>Lignin polymers are primarily derived from the monolignols p-hydroxyphenyl, guaiacyl, and syringyl, which are formed by dehydrogenation of the hydroxycinnamyl alcohols p-coumaryl, coniferyl, and sinapyl, respectively (<xref ref-type="bibr" rid="B49">Zhao and Dixon, 2011</xref>). Monolignols are produced from phenylalanine through the phenylpropanoid pathway (<xref ref-type="bibr" rid="B43">Whetten and Sederoff, 1995</xref>). The first step of this pathway involves phenylalanine deamination by phenylalanine ammonia-lyase (PAL) to form cinnamic acid. This deamination step is followed by a series of hydroxylation reactions (catalyzed by cinnamate 4-hydroxylase, C4H; coumarate 3-hydroxylase; ferulate 5-hydroxylase, F5H; 4-coumarate-CoA ligase, 4CL; and hydroxycinnamoyltransferase, HCT), O-methylation reactions (carried out by caffeate O-methyltransferase, COMT; and caffeoyl-CoA O-methyltransferase, CCoAOMT), and reduction reactions (catalyzed by cinnamoyl-CoA reductase, CCR; and cinnamyl alcohol dehydrogenase, CAD). Lignin is ultimately formed through polymerization of monolignols by peroxidases (PODs) or laccases. The methoxylation levels of the three monolignols determine the amount and composition of lignin (<xref ref-type="bibr" rid="B2">Boerjan et&#x20;al., 2003</xref>).</p>
<p>The genes for many key enzymes in lignin biosynthesis have been identified, with some also shown to influence environmental responses (<xref ref-type="bibr" rid="B28">Liu et&#x20;al., 2018</xref>; <xref ref-type="bibr" rid="B40">Wang et&#x20;al., 2018</xref>; <xref ref-type="bibr" rid="B41">Wang et&#x20;al., 2019</xref>). For instance, up-regulation of <italic>POD</italic>, <italic>PAL</italic>, <italic>C4H</italic>, and <italic>4CL</italic> promotes lignin biosynthesis and increases muskmelon resistance to black spot disease (<xref ref-type="bibr" rid="B15">Han et&#x20;al., 2018</xref>; <xref ref-type="bibr" rid="B46">Yan et&#x20;al., 2019</xref>). Moreover, suppression of <italic>Os4CL</italic> expression leads to reduced lignin content in rice (<italic>Oryza sativa</italic>; <xref ref-type="bibr" rid="B14">Gui et&#x20;al., 2011</xref>). Similarly, transgenic tobacco over-expressing the peroxidase gene <italic>SWPA4</italic> show high POD activity and lignin accumulation (<xref ref-type="bibr" rid="B19">Kim et&#x20;al., 2008</xref>). Several transcription factors regulate the expression of lignin biosynthetic genes (<xref ref-type="bibr" rid="B28">Liu et&#x20;al., 2018</xref>). In different plant species, TFs from the MYB (<xref ref-type="bibr" rid="B29">Ohtani and Demura, 2019</xref>), NAC (<xref ref-type="bibr" rid="B29">Ohtani and Demura, 2019</xref>), WRKY (<xref ref-type="bibr" rid="B12">Gallego-Giraldo et&#x20;al., 2016</xref>), MADS (<xref ref-type="bibr" rid="B24">Li et&#x20;al., 2016</xref>) and HSF (<xref ref-type="bibr" rid="B48">Zeng et&#x20;al., 2016</xref>) families control lignin biosynthesis by regulating genes related to cell wall synthesis. These findings provided additional insight into the mechanism of lignin biosynthesis and accumulation, that is TFs could participate in lignin biosynthesis.</p>
<p>In this study, transcriptome sequencing of <italic>H. brasiliensis</italic> reaction wood uncovered genes involved in regulating lignin synthesis was firstly reported in rubber tree. Identifying transcriptome-level changes of lignin synthesis-related genes contributes to our understanding of rubber wood formation and may help elucidate the regulatory mechanisms of rubber tree lignin biosynthesis. Overall, our findings identify the candidate genes and serve as an important theoretical basis to develop breeding strategies that improve rubber tree quality.</p>
</sec>
<sec sec-type="materials|methods" id="s2">
<title>Materials and Methods</title>
<sec id="s2-1">
<title>Plant Material and Sample Collection</title>
<p>The rubber tree clones (Reyan 7-33-97) used in this study were obtained by <italic>in&#x20;vitro</italic> tissue culture and planted in the Hainan University experimental greenhouse (Danzhou, Hainan, China; 109&#xb0;29&#x2032;25&#x2033; E, 19&#xb0;30&#x2032;40&#x2033; N) at the end of June 2016. To explore the genes involved in reaction wood formation, rubber tree trunks of similar diameter (approximately 2&#xa0;cm) were selected as experimental materials. Three three-year-old rubber trees were bent at a 30&#xb0; angle for 300&#x20;days to induce reaction wood formation. The bending treatment started at 9 a.m. on August 17th, 2020, and ended at 9 a.m. on June 13th, 2021. The xylem samples were collected immediately after completion of the bending treatment. Mature xylem tissue samples from NW (normal wood), TW (tension wood), and OW (opposite wood) were isolated from the same individual to enable comparisons in the same genetic background. The bark was removed from the sampling area, after which TW (upper side of the branch) and OW (lower side of the branch) were collected from the same branch using a sharp chisel, as described in <xref ref-type="bibr" rid="B25">Li et&#x20;al. (2013)</xref>. NW, which represents the control for stem xylem tissue, was isolated from the same side of the tree at breast height, approximately 1&#xa0;m above the ground. All samples were approximately 2&#x20;&#xd7; 1&#xa0;cm and 4&#x2013;5&#xa0;mm deep. Samples were collected in the morning, immediately frozen in liquid nitrogen, and stored at &#x2212;80&#xb0;C for RNA isolation.</p>
</sec>
<sec id="s2-2">
<title>RNA Extraction and Qualification</title>
<p>Nine samples (NW1, NW2, NW3; TW1, TW2, TW3; OW1, OW2, OW3) from 300&#xa0;days rubber tree reaction wood were used for RNA extraction. A modified cetyltrimethyl ammonium bromide (CTAB) method was used to isolate total RNA according to <xref ref-type="bibr" rid="B3">Chang et&#x20;al. (1993)</xref>. Genomic DNA was eliminated by DNase treatment. RNA degradation and contamination were assessed on 1% agarose gels. A NanoPhotometer<sup>&#xae;</sup> spectrophotometer (IMPLEN, CA, United&#x20;States) and the RNA Nano 6000 Assay Kit of the Bioanalyzer 2,100 system (Agilent Technologies, CA, United&#x20;States) were used to evaluate RNA quality and concentration for further analysis. Only RNA samples with absorption OD<sub>260/280</sub> ratios from 1.9 to 2.2, OD<sub>260/230</sub> ratios &#x2265;2.0, and RNA integrity number (RIN) values greater than 6.8 were used for subsequent experiments. Polyadenylated mRNA was enriched using oligo (dT) magnetic&#x20;beads.</p>
</sec>
<sec id="s2-3">
<title>Transcriptome Profiling of Tension Wood, Opposite Wood, and Normal Wood From Rubber Tree Reaction Wood</title>
<p>For Illumina sequencing, fragmentation buffer was added to produce shorter mRNA strands. Single-stranded cDNA was synthesized from the mRNA using random hexamer primers. Double-stranded cDNA was synthesized by adding buffer, dNTPs, and DNA polymerase I. The double-stranded cDNA was purified using AMPure XP beads and subjected to end repair, addition of the poly-A tail, ligation of the sequencing linker, and fragment size selection. Finally, the nine cDNA libraries were subjected to PCR enrichment and sequenced on the Illumina HiSeq 2,500 platform.</p>
<p>Clean reads were obtained by removing low-quality sequence fragments caused by instrument errors, reads with low overall quality, 3&#x2019; ends with base 10 quality score (Q) &#x3c; 20 (Q &#x3d; &#x2212;10log<sup>error_ratio</sup>), reads containing N blur, any adapter sequences, and any sequences with &#x3c;20 nucleotides. The clean reads were aligned to the reference (ref) genome sequence (<xref ref-type="bibr" rid="B27">Liu et&#x20;al., 2020</xref>). The read count of each gene was obtained by mapping the clean reads to the ref genome. The read counts were converted into fragments per kilobase of exon model per million mapped reads (FPKM) values.</p>
<p>DEGs were selected based on the following criteria: &#x7c;log<sub>2</sub>FC&#x7c; &#x2265; 1 and P<sub>adjust</sub> (P<sub>adj</sub>) &#x3c; 0.05. All DEGs were mapped to individual terms in the Gene Ontology (GO) database (<ext-link ext-link-type="uri" xlink:href="http://www.geneontology.org/">http://www.geneontology.org/</ext-link>), and the number of genes per term was calculated. GO enrichment analysis was performed using GOseq software to identify significantly enriched terms. Analysis of gene regulatory pathways was conducted using the Kyoto Encyclopedia of Genes and Genomes (KEGG) Pathway database (<ext-link ext-link-type="uri" xlink:href="http://www.genome.jp/kegg/pathway.html">http://www.genome.jp/kegg/pathway.html</ext-link>), MapMan software (v 3.6.0RC1; <ext-link ext-link-type="uri" xlink:href="http://mapman.gabipd.org">http://mapman.gabipd.org</ext-link>) was used for the functional pathway analysis (<xref ref-type="bibr" rid="B51">Thimm et al., 2004</xref>).</p>
</sec>
<sec id="s2-4">
<title>Correlation Networks and Promoter Analysis</title>
<p>Co-expression among genes and TFs was assessed based on the Pearson correlation coefficient calculated in R (version 4.0.1) (<xref ref-type="sec" rid="s11">Supplementary Table S1</xref>). The TF&#x2013;gene interaction networks were visualized using Cytoscape (version 3.7.2; <xref ref-type="bibr" rid="B34">Shannon et&#x20;al., 2003</xref>). Rubber tree gene promoter sequences (2000&#x20;bp upstream of the transcription start site in most cases) were retrieved and analyzed. Promoter analysis and prediction of TF binding sites was performed using PlantPAN 3.0 (<ext-link ext-link-type="uri" xlink:href="http://plantpan.itps.ncku.edu.tw/">http://plantpan.itps.ncku.edu.tw/</ext-link>; <xref ref-type="bibr" rid="B9">Chow et&#x20;al., 2019</xref>).</p>
</sec>
<sec id="s2-5">
<title>Lignin Quantification</title>
<p>Quantification of lignin content was performed as in <xref ref-type="bibr" rid="B45">Xiong et&#x20;al. (2005)</xref>. The sample (1&#xa0;g) was crushed and then 0.1&#xa0;g was added into a centrifuge tube. Subsequently, 10&#xa0;ml of 1% acetic acid solution was added; the sample was mixed and centrifuged at 4,500&#xa0;rpm for 5&#xa0;min. The resulting precipitate was washed with 5&#xa0;ml of 1% acetic acid, followed by addition of 3&#x2013;4&#xa0;ml of ethanol and ether mixture (1:1). The mixture was soaked at room temperature for 3&#xa0;min, and the supernatant was discarded for 3 times. The precipitate in the centrifuge tube was evaporated in a boiling water bath, and 3&#xa0;ml of 72% sulfuric acid was added to the precipitate. The precipitate was stirred well with a glass rod, and cellulose was dissolved by incubating the sample at room temperature for 16&#xa0;h. Then, 10&#xa0;ml distilled water was added to the test tube, stirred well with a glass rod, and placed in a boiling water bath for 5&#xa0;min. After cooling, 5&#xa0;ml of distilled water and 0.5&#xa0;ml of 10% barium chloride solution were added, mixed well, and centrifuged. The precipitate was washed twice with distilled water, and 10&#xa0;ml of 10% sulfuric acid and 10&#xa0;ml of 0.1&#xa0;mol/L potassium dichromate solution were added to the washed lignin precipitate. The test tube was placed in a boiling water bath for 15&#xa0;min, stirring constantly during the process, and allowed to cool for later&#x20;use.</p>
<p>All materials from the cooled test tube were transferred to a beaker for titration and the remaining material was washed with 15&#x2013;20&#xa0;ml distilled water. Then, 5&#xa0;ml of 20% KI solution and 1&#xa0;ml of 0.5% starch solution were added to the beaker and titrated with 0.2&#xa0;mol/L sodium thiosulfate. Note: Separate titration and add 10&#xa0;ml of 10% sulfuric acid and 10&#xa0;ml of 0.1&#xa0;mol/L potassium dichromate solution as a blank sample.</p>
<p>Lignin content was calculated using the following equation: % lignin <inline-formula id="inf1">
<mml:math id="m1">
<mml:mrow>
<mml:mo>&#x3d;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:mtext>k</mml:mtext>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mrow>
<mml:mtext>a</mml:mtext>
<mml:mo>&#x2212;</mml:mo>
<mml:mtext>b</mml:mtext>
</mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
</mml:mrow>
<mml:mrow>
<mml:mtext>n</mml:mtext>
<mml:mo>&#xd7;</mml:mo>
<mml:mn>48</mml:mn>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
</mml:math>
</inline-formula>, where 48 is the 1&#xa0;mol of C<sub>11</sub>H<sub>12</sub>O<sub>4</sub> equivalent to sodium thiosulfate, k is the concentration of sodium thiosulfate (mol/L), a is the volume of sodium thiosulfate consumed in blank titration (ml); b is the volume of sodium thiosulfate consumed by the titration solution (ml); n is the mass of the sample&#x20;(g).</p>
</sec>
<sec id="s2-6">
<title>Validation of Gene Expression by Reverse-Transcription Quantitative PCR (RT-qPCR)</title>
<p>cDNA was synthesized by reverse transcription using 1&#xa0;&#x3bc;g total RNA from the nine samples (NW1, NW2, NW3; TW1, TW2, TW3; OW1, OW2 and OW3), respectively. Primer Premier v5 software was used to design primers specific to the selected genes (<xref ref-type="table" rid="T1">Table&#x20;1</xref>). Five genes were randomly selected from the NW, TW, and OW of rubber tree reaction wood. For RT-qPCR analysis, TB Green Premix Ex Taq II (Tli RNaseH Plus; Takara, Beijing, China) was used following the manufacturer&#x2019;s recommendations. PCR amplification was performed in a preheated (94&#xb0;C) thermal cycler and incubated at 94&#xb0;C for 2&#xa0;min, followed by 40 cycles of 95&#xb0;C for 5&#xa0;s and 60&#xb0;C for 30&#xa0;s. For melting curve analysis, samples were denatured at 95&#xb0;C for 15&#xa0;s, then cooled to 60&#xb0;C (4&#xb0;C per second). Fluorescence signals were collected at 520&#xa0;nm continuously from 60&#xb0;C to 95&#xb0;C (0.2&#xb0;C per second). Expression stability of the <italic>40S</italic> (<xref ref-type="bibr" rid="B20">Lertpanyasampatha et&#x20;al., 2014</xref>; <xref ref-type="bibr" rid="B30">Pramoolkit et&#x20;al., 2014</xref>) and <italic>Ubiquitin</italic> (<xref ref-type="bibr" rid="B23">Li et&#x20;al., 2011</xref>; <xref ref-type="bibr" rid="B5">Chao et&#x20;al., 2016</xref>) rubber tree genes has been previously evaluated and both were confirmed as suitable internal control genes. Thus, these two genes served as internal controls for normalization. Expression levels of the DEGs were calculated using the 2<sup>&#x2212;&#x25b3;&#x25b3;Ct</sup> method against the internal control genes (<xref ref-type="bibr" rid="B32">Schmittgen and Livak, 2008</xref>). Three technical replicates per sample were analyzed to ensure reproducibility and reliability.</p>
<table-wrap id="T1" position="float">
<label>TABLE 1</label>
<caption>
<p>Oligonucleotide primers used for RT-qPCR in this&#x20;study.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="left">Gene id</th>
<th align="center">Forward primer</th>
<th align="center">Reverse primer</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="left">
<italic>Ubiquitin</italic>
</td>
<td align="center">ATG&#x200b;CAG&#x200b;CAC&#x200b;CGG&#x200b;GAA&#x200b;TAA&#x200b;GT</td>
<td align="center">GGT&#x200b;CAT&#x200b;CAG&#x200b;GGT&#x200b;TTG&#x200b;GAG&#x200b;CA</td>
</tr>
<tr>
<td align="left">
<italic>40S</italic>
</td>
<td align="center">TGC&#x200b;AGA&#x200b;ACG&#x200b;AAG&#x200b;AGG&#x200b;GTC&#x200b;AG</td>
<td align="center">TTG&#x200b;TTG&#x200b;GCG&#x200b;GAG&#x200b;TTC&#x200b;AAC&#x200b;CT</td>
</tr>
<tr>
<td align="left">gene-GH714_003817</td>
<td align="center">GCT&#x200b;AAT&#x200b;GTC&#x200b;ACG&#x200b;GGC&#x200b;TCC&#x200b;AT</td>
<td align="center">TGG&#x200b;GAT&#x200b;CGA&#x200b;CCC&#x200b;AGA&#x200b;TAA&#x200b;CG</td>
</tr>
<tr>
<td align="left">gene-GH714_035841</td>
<td align="center">ATT&#x200b;CTG&#x200b;GGT&#x200b;CTG&#x200b;GTC&#x200b;TCC&#x200b;CA</td>
<td align="center">CCC&#x200b;CTC&#x200b;CCC&#x200b;AAT&#x200b;TCG&#x200b;GTT&#x200b;TT</td>
</tr>
<tr>
<td align="left">gene-GH714_043603</td>
<td align="center">GCG&#x200b;AAA&#x200b;TCG&#x200b;CTC&#x200b;CGA&#x200b;TCA&#x200b;AC</td>
<td align="center">CGA&#x200b;GTC&#x200b;ACT&#x200b;CTG&#x200b;GGT&#x200b;TCC&#x200b;AC</td>
</tr>
<tr>
<td align="left">gene-GH714_019256</td>
<td align="center">GCT&#x200b;CAT&#x200b;GTG&#x200b;GCT&#x200b;TTC&#x200b;ATG&#x200b;GC</td>
<td align="center">GAA&#x200b;CCC&#x200b;TTC&#x200b;CCC&#x200b;TTG&#x200b;CCT&#x200b;AC</td>
</tr>
<tr>
<td align="left">gene-GH714_027628</td>
<td align="center">GGT&#x200b;GAG&#x200b;CAC&#x200b;ATG&#x200b;CCT&#x200b;TGT&#x200b;TG</td>
<td align="center">GCC&#x200b;CTG&#x200b;AGT&#x200b;GAA&#x200b;CGA&#x200b;AGT&#x200b;GA</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
</sec>
<sec sec-type="results" id="s3">
<title>Results</title>
<sec id="s3-1">
<title>Global Transcriptome Analysis of RNA-Seq Data</title>
<p>To evaluate whether the RNA-seq data were sufficient for further analysis, we first assessed their global quality. The RNA-seq experiment generated a total of 125,970,348 (TW), 127,449,704 (OW), and 126,820,416 (NW) raw reads. After trimming, 123,519,666 (TW), 124,605,772 (OW), and 124,379,132 (NW) clean reads remained (<xref ref-type="table" rid="T2">Table&#x20;2</xref>). Among the total clean reads, 115,335,701 (TW), 116,188,884 (OW), and 115,545,396 (NW) were mapped to the rubber tree genome with mapping ratios of 93.37% (TW), 93.26% (OW), and 92.90% (NW) (<xref ref-type="table" rid="T2">Table&#x20;2</xref>). Based on previous studies (<xref ref-type="bibr" rid="B13">Geraldes et&#x20;al., 2011</xref>; <xref ref-type="bibr" rid="B6">Chen et&#x20;al., 2015a</xref>), these results indicated that our RNA-seq results detected most expressed genes were sufficient for subsequent quantitative analysis. To measure changes in gene expression and find key genes involved in reaction wood formation, we further selected DEGs that met the following statistical significance criteria: &#x7c;log<sub>2</sub>FC&#x7c; &#x2265; 1 and P<sub>adj</sub> &#x2264; 0.05. In total, 214 (TW vs. NW; 173&#x20;up-regulated and 41 down-regulated), 1,280 (OW vs. NW; 527&#x20;up-regulated and 753 down-regulated), and 32 (TW vs. OW; 26&#x20;up-regulated and 6 down-regulated) DEGs were identified in rubber tree reaction wood (<xref ref-type="fig" rid="F1">Figures 1A&#x2013;C</xref>). After removing repetitive genes, this analysis identified 1,347 genes that were significantly differentially expressed in the TW, OW and NW xylem tissues (<xref ref-type="fig" rid="F1">Figure&#x20;1D</xref>). The DEGs obtained from three comparison groups were used for subsequent analysis.</p>
<table-wrap id="T2" position="float">
<label>TABLE 2</label>
<caption>
<p>Summary of RNA-seq data from normal (NW), tension (TW), and opposite wood (OW).</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="left">Sample</th>
<th align="center">Raw reads</th>
<th align="center">Clean reads</th>
<th align="center">Mapped to genome</th>
<th align="center">Mapping ratio (%)</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="left">TW1</td>
<td align="center">43,083,708</td>
<td align="center">42,256,214</td>
<td align="center">39,392,727</td>
<td align="char" char=".">93.22</td>
</tr>
<tr>
<td align="left">TW2</td>
<td align="center">40,537,540</td>
<td align="center">39,876,902</td>
<td align="center">37,237,975</td>
<td align="char" char=".">93.38</td>
</tr>
<tr>
<td align="left">TW3</td>
<td align="center">42,349,100</td>
<td align="center">41,386,550</td>
<td align="center">38,704,999</td>
<td align="char" char=".">93.52</td>
</tr>
<tr>
<td align="left">OW1</td>
<td align="center">40,941,484</td>
<td align="center">40,039,822</td>
<td align="center">37,388,130</td>
<td align="char" char=".">93.38</td>
</tr>
<tr>
<td align="left">OW2</td>
<td align="center">44,907,906</td>
<td align="center">43,987,054</td>
<td align="center">40,848,282</td>
<td align="char" char=".">92.86</td>
</tr>
<tr>
<td align="left">OW3</td>
<td align="center">41,600,314</td>
<td align="center">40,578,896</td>
<td align="center">37,952,472</td>
<td align="char" char=".">93.53</td>
</tr>
<tr>
<td align="left">NW1</td>
<td align="center">42,924,560</td>
<td align="center">41,990,498</td>
<td align="center">38,750,485</td>
<td align="char" char=".">92.28</td>
</tr>
<tr>
<td align="left">NW2</td>
<td align="center">41,406,942</td>
<td align="center">40,674,052</td>
<td align="center">37,794,460</td>
<td align="char" char=".">92.92</td>
</tr>
<tr>
<td align="left">NW3</td>
<td align="center">42,488,914</td>
<td align="center">41,714,582</td>
<td align="center">39,000,451</td>
<td align="char" char=".">93.49</td>
</tr>
</tbody>
</table>
</table-wrap>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption>
<p>Global analysis of gene expression in different xylem tissues of rubber tree reaction wood. Volcano plots illustrate differentially expressed genes identified in TW vs. NW <bold>(A)</bold>, OW vs. NW <bold>(B)</bold>, and TW vs. OW <bold>(C)</bold> as individual dots. Red represents up-regulation and green represents down-regulation. <bold>(D)</bold> Venn diagram showing the total number of differentially expressed genes identified in TW vs. NW, OW vs. NW, and TW vs. OW, and overlap among these comparison groups.</p>
</caption>
<graphic xlink:href="fgene-12-763841-g001.tif"/>
</fig>
</sec>
<sec id="s3-2">
<title>GO and KEGG Enrichment Analyses of DEGs That Participate in Reaction Wood Formation</title>
<p>RNA-seq provided an overview of genes that are differentially expressed during reaction wood formation. To better understand the function of these DEGs and their associated biological processes, GO and KEGG enrichment analyses were carried out for the different comparison groups shown in <xref ref-type="fig" rid="F1">Figure&#x20;1D</xref>.</p>
<p>First, for DEGs in TW vs. NW, GO analysis revealed enrichment for intramolecular oxidoreductase activity, cell wall macromolecule metabolic process, and sulfate transmembrane transporter activity (<xref ref-type="fig" rid="F2">Figure&#x20;2A</xref>), while KEGG enrichment analysis revealed that zeatin biosynthesis and plant hormone signal transduction pathways were significantly enriched (<xref ref-type="fig" rid="F2">Figure&#x20;2B</xref>). Next, GO analysis of the DEGs from OW vs. NW showed that biological processes including cellulose synthase (UDP-forming) activity, cellulose synthase activity, and UDP-glucosyltransferase activity were significantly enriched (<xref ref-type="fig" rid="F2">Figure&#x20;2C</xref>), and KEGG analysis showed that phenylpropanoid biosynthesis and plant hormone signal transduction pathway were significantly enriched (<xref ref-type="fig" rid="F2">Figure&#x20;2D</xref>). Last, GO analysis of the DEGs from TW vs. OW showed that cell growth, cell wall assembly, and cellulose microfibril organization were significantly enriched (<xref ref-type="fig" rid="F2">Figure&#x20;2E</xref>). KEGG analysis of DEGs from TW vs. OW showed enrichment for plant&#x2013;pathogen interaction pathway (<xref ref-type="fig" rid="F2">Figure&#x20;2F</xref>).</p>
<fig id="F2" position="float">
<label>FIGURE 2</label>
<caption>
<p>GO and KEGG enrichment analysis of differentially expressed genes (DEGs) from the RNA-seq dataset. GO analysis of DEGs identified in TW vs. NW <bold>(A)</bold>, OW vs. NW <bold>(C)</bold>, and TW vs. OW <bold>(E)</bold>. KEGG analysis of DEGs identified in TW vs NW <bold>(B)</bold>, OW vs NW <bold>(D)</bold>, and TW vs OW <bold>(F)</bold>, respectively.</p>
</caption>
<graphic xlink:href="fgene-12-763841-g002.tif"/>
</fig>
<p>Taken together, results of the GO and KEGG analyses of DEGs from different treatment groups suggest that zeatin biosynthesis, plant hormone signal transduction, phenylpropanoid biosynthesis, and plant&#x2013;pathogen interaction pathway might function in the formation of reaction&#x20;wood.</p>
</sec>
<sec id="s3-3">
<title>Expression Analysis of DEGs Involved in Phenylpropanoid Biosynthesis and Lignin Quantification</title>
<p>The phenylpropanoid biosynthesis pathway is responsible for lignin production and thus plays an important role in wood formation. KEGG enrichment analysis indicated that DEGs from OW vs. NW are involved in the phenylpropanoid biosynthesis pathway. A total of 16 transcripts of five genes from OW vs. NW are related to lignin synthesis (<xref ref-type="fig" rid="F3">Figure&#x20;3A</xref>). The <italic>4CL</italic> gene was down-regulated in OW; 4CL converts coumarate, caffeate, ferulate, 5-hydroxyferulate, and sinapate to coumaroyl-CoA, caffeoyl-CoA, feruloyl-CoA, 5-hydroxyferuloyl-CoA, sinapoyl-CoA (<xref ref-type="fig" rid="F4">Figure&#x20;4</xref>). The <italic>CAD</italic> gene was also down-regulated; CAD converts coumaryl aldehyde, caffeyl aldehyde, coniferaldehyde, 5-hydroxy-coniferaldehyde, and sinapaldehyde to coumaryl alcohol, caffeyl alcohol, coniferyl alcohol, 5-hydroxyconiferyl alcohol, and sinapyl alcohol (<xref ref-type="fig" rid="F4">Figure&#x20;4</xref>). Down-regulation of <italic>4CL</italic> and <italic>CAD</italic> in OW vs. NW may imply that these two conversion steps are suppressed in reaction wood formation.</p>
<fig id="F3" position="float">
<label>FIGURE 3</label>
<caption>
<p>Differentially expressed genes (DEGs) and transcription factors in OW vs. NW. Heatmap showing the expression of the DEGs <bold>(A)</bold> and transcription factors <bold>(B)</bold> identified in OW vs. NW. Columns represent three different samples per tissue type and rows represent different transcripts. Each square represents a transcript and the color indicates the level of expression; red represents up-regulation and blue represents down-regulation.</p>
</caption>
<graphic xlink:href="fgene-12-763841-g003.tif"/>
</fig>
<fig id="F4" position="float">
<label>FIGURE 4</label>
<caption>
<p>Expression of genes in phenylpropanoid biosynthesis pathway in OW vs. NW. Red represents up-regulation and blue represents down-regulation. PAL, Phenylalanine ammonia-lyase; C4H, Cinnamate 4-hydroxylase; 4CL, 4-coumarate-CoA ligase; F5H, Ferulate 5-hydroxylase; CCoAOMT, Caffeoyl-CoA O-methyltransferase; CCR, Cinnamoyl-CoA reductase; CAD, Cinnamyl alcohol dehydrogenase; COMT, Caffeate O-methyltransferase; HCT, hydroxycinnamoyltransferase; POD, peroxidase.</p>
</caption>
<graphic xlink:href="fgene-12-763841-g004.tif"/>
</fig>
<p>The <italic>COMT</italic> and <italic>CCoAOMT</italic> genes were significantly up-regulated in OW vs. NW. These two genes are involved in eight steps of lignin synthesis, including in the conversion of caffeyl alcohol to coniferyl alcohol and 5-hydroxyconiferyl alcohol to sinapyl alcohol (<xref ref-type="fig" rid="F4">Figure&#x20;4</xref>). Up-regulation of <italic>COMT</italic> and <italic>CCoAOMT</italic> would promote the synthesis of G- and H-lignin (<xref ref-type="fig" rid="F4">Figure&#x20;4</xref>), potentially leading to higher lignin content in OW than NW. Furthermore, three out of six transcripts encoding peroxidases were significantly up-regulated in OW, while the other three were significantly up-regulated in NW (<xref ref-type="fig" rid="F4">Figure&#x20;4</xref>). These results suggest that changes in <italic>POD</italic> gene expression may not affect lignin content.</p>
<p>To link the gene expression data with effects on lignin synthesis, lignin levels were quantified in NW, TW, and OW. The average lignin content of each tissue was 263.54&#xa0;mg/g in OW, 248.68&#xa0;mg/g in NW, and 240.06&#xa0;mg/g in TW. There were no statistically significant differences detected in the lignin content of these different tissues (<xref ref-type="table" rid="T3">Table&#x20;3</xref>). These results are consistent with the changes in expression levels of DEGs in the phenylpropanoid biosynthesis pathway.</p>
<table-wrap id="T3" position="float">
<label>TABLE 3</label>
<caption>
<p>Lignin content of normal (NW), tension (TW), and opposite wood (OW).</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="left">Sample</th>
<th align="center">Lignin (mg/g)</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="left">NW1</td>
<td align="char" char=".">228.46</td>
</tr>
<tr>
<td align="left">NW2</td>
<td align="char" char=".">267.66</td>
</tr>
<tr>
<td align="left">NW3</td>
<td align="char" char=".">249.91</td>
</tr>
<tr>
<td align="left">TW1</td>
<td align="char" char=".">244.59</td>
</tr>
<tr>
<td align="left">TW2</td>
<td align="char" char=".">235.87</td>
</tr>
<tr>
<td align="left">TW3</td>
<td align="char" char=".">239.72</td>
</tr>
<tr>
<td align="left">OW1</td>
<td align="char" char=".">276.27</td>
</tr>
<tr>
<td align="left">OW2</td>
<td align="char" char=".">258.26</td>
</tr>
<tr>
<td align="left">OW3</td>
<td align="char" char=".">256.09</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
<sec id="s3-4">
<title>Transcription Factors Mediated Transcriptional Regulatory Networks Involved in Phenylpropanoid Biosynthesis</title>
<p>DEGs encoding TFs in each comparison group were identified to discover potential transcriptional regulatory networks in phenylpropanoid biosynthesis (<xref ref-type="fig" rid="F3">Figure&#x20;3B</xref>). In total, 129&#xa0;TFs and 16 DEGs associated with phenylpropanoid biosynthesis from OW vs. NW were used to construct a co-expression network using Pearson correlation coefficients.</p>
<p>Significantly co-expressed TF&#x2013;gene pairs (&#x7c;cor&#x7c; &#x2265; 0.9 and <italic>p</italic>&#x20;&#x3c; 0.05) were selected to construct the transcriptional regulatory network (<xref ref-type="fig" rid="F5">Figure&#x20;5</xref>). In the network, 27&#xa0;TF families regulate phenylpropanoid biosynthesis-related DEGs. <italic>COMT</italic>, <italic>4CL</italic>, <italic>POD</italic>, <italic>CCoAOMT</italic>, and <italic>CAD</italic> were regulated by 20, 20, 24, 10, and 12&#xa0;TF families, respectively (<xref ref-type="fig" rid="F5">Figure&#x20;5</xref>). Notably, the MYB, C2H2, C3H, and NAC families could regulate all the DEGs involved in phenylpropanoid biosynthesis (<xref ref-type="fig" rid="F5">Figure&#x20;5</xref>). We evaluated the promoter sequence of genes co-expressed with TFs for potential TF binding sites. Promoter analysis showed that MYB, C2H2, and NAC TF families could bind to the promoter sequence of all DEGs involved in phenylpropanoid biosynthesis (<xref ref-type="sec" rid="s11">Supplementary Table S2</xref>). These results suggest that these three TF families are likely key players in rubber tree reaction wood formation by regulating numerous downstream genes involved in phenylpropanoid biosynthesis.</p>
<fig id="F5" position="float">
<label>FIGURE 5</label>
<caption>
<p>Transcription factor-gene network in rubber tree lignin biosynthesis. Red circles represent genes and green triangles represent transcription factors.</p>
</caption>
<graphic xlink:href="fgene-12-763841-g005.tif"/>
</fig>
</sec>
<sec id="s3-5">
<title>Validation of RNA-Seq Gene Expression Data by RT-qPCR</title>
<p>The expression patterns of most genes in the NW, TW and OW showed similar trends between the high-throughput RNA-seq data and RT-qPCR data (<xref ref-type="fig" rid="F6">Figure&#x20;6</xref>). Although the relative expression level calculated by sequencing did not exactly match the expression values detected by RT-qPCR, the expression profiles were mostly consistent for the genes tested. These results confirm the reliability of the gene expression values generated from the RNA-seq&#x20;data.</p>
<fig id="F6" position="float">
<label>FIGURE 6</label>
<caption>
<p>Relative expression of five genes in TW vs. NW and OW vs. NW. Expression levels were determined by RT-qPCR using the <italic>40S</italic> gene <bold>(A and C)</bold> or the <italic>Ubiquitin</italic> gene <bold>(B and D)</bold> as the internal control for normalization. Error bars indicate standard deviation of three biological replicates.</p>
</caption>
<graphic xlink:href="fgene-12-763841-g006.tif"/>
</fig>
</sec>
</sec>
<sec sec-type="discussion" id="s4">
<title>Discussion</title>
<sec id="s4-1">
<title>A Model for Reaction Wood Formation Identifies Genes Involved in Wood Formation of Rubber Tree and Other Tree Species</title>
<p>To explore the mechanisms of rubber tree reaction wood formation, wood formation-related genes were identified and their expression patterns were investigated. In this study, we identified 214, 1,280, and 32 DEGs from three comparison groups (TW vs. NW, OW vs. NW, and TW vs. OW), respectively (<xref ref-type="fig" rid="F1">Figure&#x20;1</xref>). Among them, 62, 1,103, and 3 DEGs were unique to TW vs. NW, OW vs. NW, and TW vs. OW, respectively. There were no DEGs common to the three comparison groups (<xref ref-type="fig" rid="F1">Figure&#x20;1D</xref>), which might indicate that these tissue-specific DEGs function in wood formation of different xylem tissues. In addition, GO and KEGG enrichment analyses showed that the DEGs from different comparison groups have unique functions and participate in different pathways (<xref ref-type="fig" rid="F2">Figure&#x20;2</xref>), further confirming that these DEGs perform distinct functions in different xylem tissues.</p>
<p>Based on the GO and KEGG enrichment analyses, our subsequent work focused on genes involved in phenylpropanoid biosynthesis, as well as TFs identified in the list of DEGs from OW vs. NW (<xref ref-type="fig" rid="F2">Figure&#x20;2D</xref>, <xref ref-type="fig" rid="F3">Figure&#x20;3</xref>). The heatmap and interaction network showed that phenylpropanoid biosynthesis-related genes and TFs had divergent expression patterns in OW vs. NW, which may reflect the diverse functions of these genes and the complexity of the regulatory network associated with wood formation (<xref ref-type="fig" rid="F3">Figures 3</xref>, <xref ref-type="fig" rid="F5">5</xref>). These results further demonstrate that wood development is a complex biological process. Genes involved in wood formation may be effectively identified through our model of reaction wood formation.</p>
<p>Previous research has shown that many factors are involved in reaction wood formation, such as non-coding RNA, single nucleotide polymorphisms etc. <xref ref-type="bibr" rid="B44">Xiao et&#x20;al. (2020)</xref> previously reported that long non-coding RNAs (lncRNAs) might participate in <italic>Catalpa bungei</italic> tension wood formation by regulating genes involved in indoleacetic acid (IAA) and abscisic acid (ABA) synthesis. Similarly, microRNA (miRNA)- and lncRNA-mediated regulatory networks widely participate in reaction wood formation of <italic>Populus tomentosa (Pto)</italic>, and single nucleotide polymorphisms of miRNAs and their target genes also influence this process (<xref ref-type="bibr" rid="B7">Chen et&#x20;al., 2015b</xref>; <xref ref-type="bibr" rid="B8">Chen et&#x20;al., 2016</xref>). Moreover, <xref ref-type="bibr" rid="B26">Liu et&#x20;al. (2021)</xref> induced tension wood in stems of black cottonwood (<italic>Populus trichocarpa</italic>) and established a transcriptional regulatory network in which <italic>PtrHSFB3-1</italic> and <italic>PtrMYB092</italic> directly activate eight and 11 monolignol genes that participate in reaction wood formation, respectively. Future research should focus on characterizing the roles of non-coding RNAs and the candidate genes identified through our RNA-seq analysis in rubber tree reaction wood formation.</p>
</sec>
<sec id="s4-2">
<title>Characterization of Genes Associated With Phenylpropanoid Biosynthesis in Rubber Tree by Transcriptome Analysis</title>
<p>Lignin synthesis is positively associated with the expression levels of <italic>4CL</italic>, <italic>COMT</italic>, <italic>CCoAOMT</italic>, <italic>CAD</italic>, and <italic>POD</italic> (<xref ref-type="bibr" rid="B11">Do et&#x20;al., 2007</xref>; <xref ref-type="bibr" rid="B38">Vanholme et&#x20;al., 2008</xref>; <xref ref-type="bibr" rid="B39">Wagner et&#x20;al., 2011</xref>; <xref ref-type="bibr" rid="B17">Hu et&#x20;al., 2017</xref>; <xref ref-type="bibr" rid="B4">Chanoca et&#x20;al., 2019</xref>). In this study, <italic>COMT</italic> and <italic>CCoAOMT</italic> were up-regulated in OW vs. NW, suggesting that the lignin biosynthetic process may be enhanced in this tissue. However, <italic>4CL</italic> and <italic>CAD</italic> were down-regulated, indicating that the reaction steps involving <italic>4CL</italic> and <italic>CAD</italic> may be inhibited in OW versus NW. Moreover, three <italic>peroxidase</italic> gene transcripts were up-regulated in OW, while three were up-regulated in NW. This indicates that <italic>peroxidase</italic> genes likely generate different transcripts in different rubber tree xylem tissues to maintain lignin biosynthesis.</p>
<p>Previous studies showed that repressing steps of the lignin biosynthetic pathway, from PAL to CAD, may lead to reduced lignin content (<xref ref-type="bibr" rid="B4">Chanoca et&#x20;al., 2019</xref>). In addition, studies have shown that single or double Arabidopsis knockout mutants in several <italic>peroxidase</italic> genes typically exhibit minor but noticeable reductions in lignin content and/or altered lignin composition in inflorescence stems, suggesting that changes in <italic>peroxidase</italic> expression levels may not strongly affect lignin synthesis (<xref ref-type="bibr" rid="B16">Herrero et&#x20;al., 2013</xref>; <xref ref-type="bibr" rid="B1">Barros et&#x20;al., 2015</xref>). Thus, changes in <italic>peroxidase</italic> gene levels observed in this work likely did not affect lignin content between OW and NW. Overall, the lack of a significant difference in lignin content among the different tissue types in this study may be explained by the opposite expression patterns of <italic>4CL</italic>, <italic>COMT</italic>, <italic>CCoAOMT</italic>, <italic>CAD</italic>, and by the minor contribution of the <italic>peroxidase</italic> genes to lignin levels.</p>
</sec>
<sec id="s4-3">
<title>NAC and MYB Transcription Factor Families Participate in Rubber Tree Lignin Synthesis</title>
<p>Wood formation is an essential yet complex biological process arising from plant secondary growth. Important transcription factors involved in secondary growth have been identified, such as members of the MYB and NAC TF families (<xref ref-type="bibr" rid="B10">Demura and Fukuda, 2007</xref>; <xref ref-type="bibr" rid="B50">Zhong and Ye, 2009</xref>). In this study, 129&#xa0;TFs from 27&#xa0;TF families were responsive to reaction wood treatment (<xref ref-type="fig" rid="F3">Figures 3</xref>, <xref ref-type="fig" rid="F5">5</xref>). Among them, TFs from the MYB and NAC families could regulate all DEGs involved in phenylpropanoid biosynthesis and might play pivotal roles in rubber tree reaction wood formation. Previous studies have shown that overexpression of MYB transcription factors <italic>PtoMYB92</italic>, <italic>PtoMYB216</italic>, and <italic>PtoMYB74</italic> could up-regulate genes involved in lignin biosynthesis and promote the formation of additional xylem layers, thicker xylem cell walls, as well as ectopic lignin deposition; these overexpression plants accumulated 13&#x2013;50% more lignin (<xref ref-type="bibr" rid="B37">Tian et&#x20;al., 2013</xref>; <xref ref-type="bibr" rid="B22">Li et&#x20;al., 2015</xref>; <xref ref-type="bibr" rid="B21">Li et&#x20;al., 2018</xref>). Similarly, overexpression of <italic>NAC141</italic> in Arabidopsis resulted in enhanced expression of lignin biosynthesis genes, stronger lignification, larger xylem, and higher lignin content compared with wild-type plants (<xref ref-type="bibr" rid="B35">Sun et&#x20;al., 2021</xref>). These findings support the TF&#x2013;gene regulatory network for rubber tree wood formation generated in this study, in which MYB and NAC TFs likely play important&#x20;roles.</p>
</sec>
</sec>
<sec sec-type="conclusion" id="s5">
<title>Conclusion</title>
<p>Identification of DEGs through RNA-seq analysis on mature xylem from TW, OW, and NW of rubber tree reaction wood provided insight into the molecular basis of lignin biosynthesis. Our work demonstrated that zeatin biosynthesis, plant hormone signal transduction, phenylpropanoid biosynthesis, and plant&#x2013;pathogen interaction pathways likely influence reaction wood development. A transcriptional regulatory network analysis revealed that three TF families (MYB, C2H2, and NAC) could regulate all DEGs involved in phenylpropanoid biosynthesis and play important roles in lignin biosynthesis for rubber tree reaction wood formation.</p>
<p>Taken together, the findings presented here advance our understanding of the regulation of phenylpropanoid biosynthesis, a critical pathway for lignin production in perennial trees. The publicly available transcriptomic dataset provides essential information for further transcriptomic, genomic, and functional genomics research in rubber tree. Overall, the results generated in this study will serve as an important resource for future studies on this economically important tropical tree&#x20;crop.</p>
</sec>
</body>
<back>
<sec id="s6">
<title>Data Availability Statement</title>
<p>The transcriptome data for 300-day rubber tree reaction wood reported in this paper has been deposited at the Genome Sequence Archive (Wang et al., 2017) in BIG Data Center (BIG Data Center Members, 2019), Beijing Institute of Genomics (BIG), Chinese Academy of Sciences, under accession numbers CRA004818, and are publicly available at <ext-link ext-link-type="uri" xlink:href="https://bigd.big.ac.cn/gsa">https://bigd.big.ac.cn/gsa</ext-link>.</p>
</sec>
<sec id="s7">
<title>Author Contributions</title>
<p>JC and ZT designed the research. XM, YW, JL, NJ, XZ, and YZ performed the research. All authors analyzed and interpreted the data. JC and XM wrote the paper. All authors commented on the manuscript.</p>
</sec>
<sec id="s8">
<title>Funding</title>
<p>This work was supported by the National Natural Science Foundation of China (31960321), the 2019 Hainan Provincial Basic and Applied Research (Natural Science), High-level Talents Program (Hainan Provincial Natural Science Foundation of China) (no. 2019RC160) and the Scientific Research Fund Project of Hainan University (KYQD (ZR)1830), Hainan Provincial Natural Science Foundation of China (No. 420RC532, No. 319QN159), Scientific Research Fund of Hainan University (No. KYQD(ZR)1950).</p>
</sec>
<sec sec-type="COI-statement" id="s9">
<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="s10">
<title>Publisher&#x2019;s Note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
<sec id="s11">
<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/fgene.2021.763841/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fgene.2021.763841/full&#x23;supplementary-material</ext-link>
</p>
<supplementary-material xlink:href="Table2.XLSX" id="SM1" mimetype="application/XLSX" xmlns:xlink="http://www.w3.org/1999/xlink"/>
<supplementary-material xlink:href="Table1.DOCX" id="SM2" mimetype="application/DOCX" xmlns:xlink="http://www.w3.org/1999/xlink"/>
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