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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.2024.1368869</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>Chromosome-level genome of <italic>Thymus mandschuricus</italic> reveals molecular mechanism of aroma compounds biosynthesis</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>Jia</surname>
<given-names>Lin</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
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<contrib contrib-type="author">
<name>
<surname>Xu</surname>
<given-names>Ning</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
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<contrib contrib-type="author">
<name>
<surname>Xia</surname>
<given-names>Bin</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
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<contrib contrib-type="author">
<name>
<surname>Gao</surname>
<given-names>Wenjie</given-names>
</name>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
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<contrib contrib-type="author">
<name>
<surname>Meng</surname>
<given-names>Qingran</given-names>
</name>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1777342"/>
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<contrib contrib-type="author">
<name>
<surname>Li</surname>
<given-names>Qiang</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
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<contrib contrib-type="author">
<name>
<surname>Sun</surname>
<given-names>Ying</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
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<contrib contrib-type="author">
<name>
<surname>Xu</surname>
<given-names>Shoubin</given-names>
</name>
<xref ref-type="aff" rid="aff5">
<sup>5</sup>
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<contrib contrib-type="author" corresp="yes">
<name>
<surname>He</surname>
<given-names>Miao</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="author-notes" rid="fn001">
<sup>*</sup>
</xref>
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<contrib contrib-type="author" corresp="yes">
<name>
<surname>Gu</surname>
<given-names>Huiyan</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="author-notes" rid="fn001">
<sup>*</sup>
</xref>
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<aff id="aff1">
<sup>1</sup>
<institution>School of Forestry, Northeast Forestry University</institution>, <addr-line>Harbin</addr-line>, <country>China</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>College of Landscape Architecture, Northeast Forestry University</institution>, <addr-line>Harbin</addr-line>, <country>China</country>
</aff>
<aff id="aff3">
<sup>3</sup>
<institution>School of Ecological Technology and Engineering, Shanghai Institute of Technology</institution>, <addr-line>Shanghai</addr-line>, <country>China</country>
</aff>
<aff id="aff4">
<sup>4</sup>
<institution>School of Perfume and Aroma Technology, Shanghai Institute of Technology</institution>, <addr-line>Shanghai</addr-line>, <country>China</country>
</aff>
<aff id="aff5">
<sup>5</sup>
<institution>Heilongjiang Academy of Forestry</institution>, <addr-line>Harbin</addr-line>, <country>China</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>Edited by: Shaojun Dai, Shanghai Normal University, China</p>
</fn>
<fn fn-type="edited-by">
<p>Reviewed by: Chao Ma, China Agricultural University, China</p>
<p>Zhuping Fan, Leibniz Institute of Vegetable and Ornamental Crops, Germany</p>
</fn>
<fn fn-type="corresp" id="fn001">
<p>*Correspondence: Huiyan Gu, <email xlink:href="mailto:ghuiyan@nefu.edu.cn">ghuiyan@nefu.edu.cn</email>; Miao He, <email xlink:href="mailto:hemiao@nefu.edu.cn">hemiao@nefu.edu.cn</email>
</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>13</day>
<month>03</month>
<year>2024</year>
</pub-date>
<pub-date pub-type="collection">
<year>2024</year>
</pub-date>
<volume>15</volume>
<elocation-id>1368869</elocation-id>
<history>
<date date-type="received">
<day>11</day>
<month>01</month>
<year>2024</year>
</date>
<date date-type="accepted">
<day>22</day>
<month>02</month>
<year>2024</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2024 Jia, Xu, Xia, Gao, Meng, Li, Sun, Xu, He and Gu</copyright-statement>
<copyright-year>2024</copyright-year>
<copyright-holder>Jia, Xu, Xia, Gao, Meng, Li, Sun, Xu, He and Gu</copyright-holder>
<license xlink:href="http://creativecommons.org/licenses/by/4.0/">
<p>This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.</p>
</license>
</permissions>
<abstract>
<sec>
<title>Background</title>
<p>
<italic>Thymus mandschuricus</italic> is an aromatic and medicinal plant with notable antibacterial and antioxidant properties. However, traditional breeding methods rely on phenotypic selection due to a lack of molecular resources. A high-quality reference genome is crucial for marker-assisted breeding, genome editing, and molecular genetics.</p>
</sec>
<sec>
<title>Results</title>
<p>We utilized PacBio and Hi-C technologies to generate a high-quality chromosome-level reference genome for <italic>T. mandschuricus</italic>, with a size of 587.05 Mb and an N50 contig size of 8.41 Mb. The assembled genome contained 29,343 predicted protein-coding genes, and evidence of two distinct whole-genome duplications in <italic>T. mandschuricus</italic> was discovered. Comparative genomic analysis revealed rapid evolution of genes involved in phenylpropanoid biosynthesis and the CYP450 gene family in <italic>T. mandschuricus</italic>. Additionally, we reconstructed the gene families of terpenoid biosynthesis structural genes, such as TPS, BAHD, and CYP, and identified regulatory networks controlling the expression of aroma-synthesis genes by integrating transcriptome data from various organs and developmental stages. We discovered that hormones and transcription factors may collaborate in controlling aroma-synthesis gene expression.</p>
</sec>
<sec>
<title>Conclusion</title>
<p>This study provides the first high-quality genome sequence and gene annotation for <italic>T. mandschuricus</italic>, an indigenous thyme species unique to China. The genome assembly and the comprehension of the genetic basis of fragrance synthesis acquired from this research could potentially serve as targets for future breeding programs and functional studies.</p>
</sec>
</abstract>
<kwd-group>
<kwd>
<italic>Thymus mandschuricus</italic>
</kwd>
<kwd>phylogeny</kwd>
<kwd>CYP450</kwd>
<kwd>terpenoid biosynthesis</kwd>
<kwd>aroma production</kwd>
</kwd-group>
<contract-num rid="cn001">No.31370610</contract-num>
<contract-num rid="cn002">No. 2572017PZ05</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>
<contract-sponsor id="cn002">Central University Basic Research Fund of China<named-content content-type="fundref-id">10.13039/501100018594</named-content>
</contract-sponsor>
<counts>
<fig-count count="5"/>
<table-count count="0"/>
<equation-count count="0"/>
<ref-count count="55"/>
<page-count count="11"/>
<word-count count="5311"/>
</counts>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-in-acceptance</meta-name>
<meta-value>Functional and Applied Plant Genomics</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec id="s1">
<title>Background</title>
<p>The family Labiatae is among the biggest in flowering plants, containing 236 genera and over 7,000 species (<xref ref-type="bibr" rid="B40">Raja, 2012</xref>). With its attractive appearance, special taste, strong scent, and therapeutic capability, <italic>Labiatae</italic> has significant ecological, economic, and cultural importance due to rich phytochemical compositions (<xref ref-type="bibr" rid="B31">Mulas, 2006</xref>). Because of these desirable qualities, it is extensively cultivated worldwide. <italic>T. mandschuricus</italic>, a member of the Lamiaceae family, is widely used as a spice and a traditional Chinese herb (<xref ref-type="bibr" rid="B42">Saroukolai et&#xa0;al., 2010</xref>; <xref ref-type="bibr" rid="B23">Kim et&#xa0;al., 2003</xref>; <xref ref-type="bibr" rid="B39">Qiao et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B25">Koul et&#xa0;al., 2008</xref>). It is often found in the northern part of China and can be applied in many occasions: traditional Chinese medicine, household cleaning, environmental safeguarding, and even in the preparation of mutton dishes. The extract of <italic>T. mandschuricus</italic> has been shown to have anti-cancer, anti-bacterial, and anti-inflammatory properties (<xref ref-type="bibr" rid="B1">Afonso et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B14">Gordo et&#xa0;al., 2012</xref>).</p>
<p>Natural antifungal agents from plant essential oils and their active components are a hot area. <italic>T. mandschuricus</italic> has strong floral and leaf aromas from which aromatic oils were extracted in industry and usually used for medical purposes (<xref ref-type="bibr" rid="B52">Wang et&#xa0;al., 2018</xref>). Previous studies have shown that thymol and carvacrol are the main components of essential oils in <italic>T. mandschuricus</italic> and have good antifungal activity (<xref ref-type="bibr" rid="B17">Hosseinzadeh et&#xa0;al., 2015</xref>). Bioactive components such as thymol, carvacrol, citral, geraniol, and nerolidol are responsible for the therapeutic benefits of <italic>T. mandschuricus</italic> as antibacterial and antioxidant agent (<xref ref-type="bibr" rid="B34">Nieto, 2020</xref>; <xref ref-type="bibr" rid="B49">Tohidi et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B30">Martin et&#xa0;al., 2003</xref>). Most of these substances belong to the terpenoid family. Examining terpene synthases provides an excellent opportunity to gain insights into the evolutionary aspects of terpenoid biosynthesis. Building blocks for terpenoids in plants come from either the cytosolic mevalonate (MVA) or plastidial methylerythritol phosphate (MEP) pathways (<xref ref-type="bibr" rid="B48">Tholl, 2006</xref>; <xref ref-type="bibr" rid="B9">Dudareva and Pichersky, 2008</xref>; <xref ref-type="bibr" rid="B6">Chen et&#xa0;al., 2020</xref>) and include isopentenyl diphosphate (C-5) and isomeric dimethylallyl diphosphate. The enzymes cytochrome P450 (CYP450), acyltransferases, 2-oxoglutarate-dependent dioxygenases, methyltransferases, and glycosyltransferases change and further diversify scaffolds, making terpenoids structurally varied.</p>
<p>It seems that the evolution of plant gene clusters, which resulted in the diversity of specialized terpenoids, was driven by gene duplication and neofunctionalization (<xref ref-type="bibr" rid="B13">Godden et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B36">Panchy et&#xa0;al., 2016</xref>). Gene duplication is common in plant genomes, with the most common mechanisms being whole-genome duplication (WGD) and tandem duplication (<xref ref-type="bibr" rid="B7">Chen et&#xa0;al., 2011</xref>). A number of plant families, including TPS (trehalose phosphate phosphatase), CYP450, and BAHD (BAHD family of acyltransferases), expand their gene repertoires through both mechanisms (<xref ref-type="bibr" rid="B33">Nelson and Werck-Reichhart, 2011</xref>; <xref ref-type="bibr" rid="B53">Weitzel and Simonsen, 2015</xref>; <xref ref-type="bibr" rid="B45">Stracke et&#xa0;al., 2020</xref>). These repetitions give useful material that may assist in the evolution of various activities, including pest resistance and stress tolerance, all of which improve plant adaptation (<xref ref-type="bibr" rid="B54">Xu et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B16">Hansen et&#xa0;al., 2017</xref>). There may be less chance of one-way gene loss due to recombination events and inadequate cluster expression if genes involved in terpenoid biosynthesis are clustered together. The diversification of monoterpenes and sesquiterpenes is intimately linked to the growth of the terpenoid biosynthetic gene family. Increases in the size of the TPS-b subfamily are positively connected with increases in the variety of monoterpenes found in plants (<xref ref-type="bibr" rid="B20">Jones et&#xa0;al., 2011</xref>), whereas the TPS-a subfamily is responsible for the synthesis of sesquiterpenes (<xref ref-type="bibr" rid="B22">Kejnovsky et&#xa0;al., 2009</xref>).</p>
<p>Using PacBio sequencing and chromatin conformation capture technologies, we have determined the reference genome sequence of <italic>T. mandschuricus</italic>. Mechanisms for polyphenol and terpenoid production in <italic>T. mandschuricus</italic> have been uncovered using comparative genomic, phylogenetic, and transcriptomic analyses as well as genome-scale sequencing data processing. This species is presumed to be haploid with a chromosome number of n&#x2009;= 13 (<xref ref-type="bibr" rid="B46">Sun et&#xa0;al., 2022</xref>). This study offers new insights into molecular breeding and the identification of functional genes associated with key traits of thyme. Moreover, the <italic>T. mandschuricus</italic> genome presented herein serves as a valuable resource for future investigations.</p>
</sec>
<sec id="s2" sec-type="results">
<title>Results</title>
<sec id="s2_1">
<title>Chromosome-level genome assembly and annotation of <italic>T. mandschuricus</italic>
</title>
<p>Utilizing PacBio and Illumina HiSeq sequencing technologies, we established the complete genome sequence of <italic>T. mandschuricus</italic>. PacBio third-generation sequencing yielded 23 Gb (43.50&#xd7;) of clean data, whereas sequences from Illumina sequencing were 117.26&#xd7; in depth. Sequence reads were collected, trimmed, removed of contaminated data, and finally assembled. The assembled <italic>T. mandschuricus</italic> genome spans 587.05 Mb and contains a contig N50 of 8.41 Mb, which was not far from the k-mer&#x2013;based estimate. The mounting rates of <italic>T. mandschuricus</italic> scaffold assembly on the 13 chromosomes using HiC assembly were all more than 90% (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1A</bold>
</xref>; <xref ref-type="supplementary-material" rid="SM1">
<bold>Supplmentary Table S1</bold>
</xref>). Short reads aligned to the reference genome was at a rate of above 98%. With an examination of 303 conserved core genes, BUSCO demonstrated that the <italic>T. mandschuricus</italic> genome was more than 96.8% complete; with an evaluation of 458 conserved core genes of eukaryotes, CEGMA demonstrated that the <italic>T. mandschuricus</italic> genome was more than 95.56% complete. These results indicate that our genome assembly is of high quality. The genome guanine and cytosine (GC) ratio, GC skew, unknown bases (N), and gene density for each chromosome were also calculated, and the findings showed that various chromosomes had significantly diverged in some cases (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1A</bold>
</xref>). We predicted 29,343 protein-coding genes, 4,474 microRNAs, 2,198 rRNAs, 856 transfer RNAs (tRNAs), and 2,106 small nuclear ribonucleic acid (snRNAs) in the assembled genome. According to the results of comprehensive functional annotation of all genes, 28,205 out of 29,343 have established roles in at least one database.</p>
<fig id="f1" position="float">
<label>Figure&#xa0;1</label>
<caption>
<p>Summary of <italic>T. mandschuricus</italic> genome assembly. <bold>(A)</bold> Circos plot showing <italic>T. mandschuricus</italic> genomic features: A, karyotyping results; B, protein-coding gene density; C, transposable element density; D, GC content; and E schematic presentation of major interchromosomal relationships in the <italic>T. mandschuricus</italic> genome. <bold>(B)</bold> Photo of <italic>T. mandschuricus</italic> in blooming period (FS).</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fpls-15-1368869-g001.tif"/>
</fig>
<p>Furthermore, we employed structure prediction and <italic>de novo</italic> prediction to build a database of the genome&#x2019;s repeat sequences. According to the findings, 637,535 repeat sequences account for 67.70% of the whole genome in <italic>T. mandschuricus</italic>. The three most prevalent forms of repetition in the genome are trithoracic repeat elements (TRF), long terminal repeats (LTR), and long interspersed nuclear elements (LINE). The distribution of major repeats was analyzed throughout the genome, and the results showed that they dispersed differently depending on chromosome and location (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1A</bold>
</xref>). In addition, we compared the <italic>T. mandschuricus</italic> genome with that of <italic>Salvia splendens</italic> to look for collinear regions (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figure S1</bold>
</xref>). By comparison, 4,495, 30, and 2,949 loci were found for chromosomes 1, 2, and 6, respectively. <italic>T. mandschuricus</italic> and <italic>S. splendens</italic> share many genetic similarities. However, the fact that orthologous sites in <italic>T. mandschuricus</italic> are dispersed over many chromosomes of <italic>S. splendens</italic> suggests that structural variation and replication timing have been distinct between the two species (<xref ref-type="fig" rid="f1"><bold>Figure 1B</bold></xref>). More gene cluster duplications and possibly entire genome duplications may have occurred in <italic>S. splendens</italic>.</p>
</sec>
<sec id="s2_2">
<title>The phylogeny and evolution of <italic>T. mandschuricus</italic>
</title>
<p>We were able to compare the <italic>de novo</italic>&#x2013;assembled <italic>T. mandschuricus</italic> genome with those of the 10 previously described species by employing protein-coding genes from all of these plants. To investigate the evolutionary history of <italic>T. mandschuricus</italic>, we analyzed the genomes of 11 selected angiosperm species. There were many variations in the number of copies of gene families between species, and a total of 69 single-copy orthologous genes were found in eleven different types of organisms (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2A</bold>
</xref>). Our findings suggest that <italic>T. mandschuricus</italic>, along with other members of the family Lamiaceae&#x2014;<italic>Salvia splendens</italic>, <italic>Salvia bowleyana</italic>, and <italic>Salvia miltiorrhiza</italic>&#x2014;all belong to the same clade. The estimated divergence time showed that <italic>T. mandschuricus</italic>, <italic>Salvia splendens</italic>, <italic>Salvia bowleyana</italic>, and <italic>Salvia miltiorrhiza</italic> may have gradually diverged from their most recent common ancestor (MRCA) around the same period at 53.21 million years ago (Mya) (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2A</bold>
</xref>). We examined the reduction and growth of 11 gene families in <italic>T. mandschuricus</italic> to better understand how this species adapts to the environment. A total of 6,635 genes were lost in <italic>T. mandschuricus</italic>, whereas 6,083 shrank in <italic>T. mandschuricus</italic> (from 15 gene families). Fast evolution occurred in 600 of these gene families in <italic>T. mandschuricus</italic> (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2A</bold>
</xref>). Analysis of the expanded gene families in <italic>T. mandschuricus</italic> revealed functional similarities to the phenylpropanoid biosynthesis, diterpenoid biosynthesis, MAPK:Mitogen-Activated Protein Kinase (MAPK) signaling pathway, ribosome biogenesis, and other pathways (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2B</bold>
</xref>). While this went on, <italic>T. mandschuricus</italic> may have experienced two distinct WGDs: one around 69.5 Mya and the other at 3.49 Mya (<xref ref-type="fig" rid="f2">
<bold>Figures&#xa0;2A, C</bold>
</xref>). There was a massive increase in the number of genes in the <italic>T. mandschuricus</italic> family, where OG0002816 was shown to be involved in phenylpropanoid biosynthesis (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2D</bold>
</xref>). One of the genetic processes of <italic>T. mandschuricus</italic> to create distinctive fragrances may be the metabolism of phenylpropanoid and diterpenoid, which is linked to the formation of polyphenols, terpenoids, and other aromas. Furthermore, PFAM clustering of rapid evolving genes in <italic>T. mandschuricus</italic> revealed that they are mostly associated with cytochrome P450, MULE transposase domain, and other activities (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2E</bold>
</xref>); cytochrome P450 genes (CYP) may be involved in the manufacture of terpenoids in <italic>T. mandschuricus.</italic>
</p>
<fig id="f2" position="float">
<label>Figure&#xa0;2</label>
<caption>
<p>Phylogenetic study of T. mandschuricus with 10 distinct species, including Salvia splendens, Salvia bowleyana, Salvia miltiorrhiza, Mimulus guttatus, Sesamum indicum, Catharanthus roseus, Solanum lycopersicum, Tectona grandis, Scutellaria barbata, and Scutellaria baicalensis. <bold>(A)</bold> A phylogenetic tree of 11 different species based on single-copy genes. Bar plot indicates the number of genes in each species that have undergone fast evolution, and heatmap reflects the number of genes that have undergone expansion, contraction, loss, or gain in each species, respectively. Circles symbolize recent whole-genome duplication (WGD) occurrences. <bold>(B)</bold> A KEGG functional enrichment study of genes expanded gene family in T. mandschuricus. <bold>(C)</bold> An analysis of WGD events that have taken place in T. mandschuricus and other species. <bold>(D)</bold> Expansion of the gene family OG0002816 related to phenylpropanoid metabolism in T. mandschuricus. <bold>(E)</bold> PFAM clustering of genes in T. mandschuricus that have undergone fast evolutionary change.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fpls-15-1368869-g002.tif"/>
</fig>
</sec>
<sec id="s2_3">
<title>Pathway and structural gene reconstruction of polyphenol synthesis</title>
<p>Thymol, a phenolic chemical, significantly contributes to the distinctive odor of <italic>T. mandschuricus</italic>. Previous studies have demonstrated that thyme possesses a wide array of phenolic and monoterpenoid compounds, owing to its rich volatile component content. Analysis of the genomes of <italic>T. mandschuricus</italic> and 10 other species revealed a notable expansion in the number of gene families associated with phenylpropanoid production. The shikimate pathway generates shikimic acid from the combination of phosphoenolpyruvate produced during glycolysis and erythrose-4-phosphate generated during the pentose phosphate cycle. L-phenylalanine, along with other aromatic amino acids, is created by the second route. We have identified an l-phenylalanine-dependent polyphenol production pathway (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3</bold>
</xref>). Structural genes such as PAL (phenylalanine ammonia lyase), C4H (cinnamate-4-hydroxylase), 4CL (coumarate CoA ligase), STS (stilbene synthase), CHS (chalcone synthase), CHI (chalcone isomerase), FNS (flavone synthase), F3H (flavanone 3-hydroxylase), and F3&#x2032;H (BnF3&#x2032;H-1) were identified (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3</bold>
</xref>).</p>
<fig id="f3" position="float">
<label>Figure&#xa0;3</label>
<caption>
<p>Pathways for phenylpropane metabolism and flavonoids metabolism in <italic>T. mandschuricus</italic>. Abbreviations for these enzymes are as follows: PAL, phenylalanine ammonia lyase; C4H, cinnamate-4-hydroxylase; 4CL, coumarate CoA ligase; STS, stilbene synthase; CHS, chalcone synthase; CHI, chalcone isomerase; FNS, flavone synthase; F3H, flavanone 3-hydroxylase; F3&#x2032;H, flavonoid 3&#x2032; hydroxylase; F3&#x2032;5&#x2032;H, flavonoid 3&#x2032;5&#x2032; hydroxylase; FLS, flavonol synthase; FC, initial flowering stage; FM, final flowering stage; FS, blooming period; JE, secondary branch; JN, tender stem; L, leaf; R, root.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fpls-15-1368869-g003.tif"/>
</fig>
<p>To further elucidate the pathways involved in phenylpropane metabolism and flavonoid metabolism in <italic>T. mandschuricus</italic>, we analyzed RNA-seq data from the genome. All three tmCHI genes show significantly upregulated at initial flowering stage (FC). Conversely, 22 tmSTS genes, including tmSTS 9 and tmSTS 13, were significantly downregulated at secondary stem (JE) and root (R) (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3</bold>
</xref>). A number of tmSTS, tmF3&#x2032;5&#x2032;H, tmFLS, tmF3H, and tmFNS were identified to be uniquely expressed at different phases of floral development, suggesting a robust synthesis of diverse polyphenols throughout the flower development of <italic>T. mandschuricus</italic>. The specific expression of FLS (FNS and F3H) in flowers indicates that a significant portion of phenylpropanes in <italic>T. mandschuricus</italic> flowers is synthesized during the floral development stage. The key genes involved in flavonoid biosynthesis such as STS, CHS, and CHI are expressed in flowers, stems, and leaves of <italic>T. mandschuricus</italic>, providing molecular insights into the fragrance in stems and leaves of <italic>T. mandschuricus</italic>.</p>
</sec>
<sec id="s2_4">
<title>Identification and phylogeny of terpenoid biosynthesis-related genes</title>
<p>Analysis of the genomes of <italic>T. mandschuricus</italic> and 10 other species showed that the gene family responsible for diterpenoid synthesis had significantly expanded. From the 2-C-methyl-D-erythritol-4-phosphate (MEP) and mevalonate (MVA) routes, two 5-carbon &#x201c;building blocks&#x201d; [isopentenyl diphosphate (IPP) and dimethylallyl diphosphate (DMAPP)] are produced, which are then used in the biosynthesis pathway of terpenoids in plants. Members of 14 gene families are expressed in the terpene synthesis pathway. These includes acyl-coenzyme A:cholesterol acyltransferase (ACAT), hydroxymethylglutaryl coenzyme A synthase (HMGS), hydroxymethylglutaryl coenzyme A reductase (HMGR), mevalonate kinase (MVK), and phospho-mevalonate kinase (PMK). (<xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4A</bold>
</xref>). tmCMK 1 and tmCMK 2 exhibited a significant upregulation in the leaf (L), whereas they demonstrated a significant downregulation in the root (R) (<xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4A</bold>
</xref>). The MEP and MVA pathways were identified by transcriptome analysis. Terpene production in <italic>T. mandschuricus</italic> may include multi-organ cooperation and transport. Genes involved in the first half of the process (structural genes) were significantly expressed in leaves and secondary stems, whereas genes involved in the second half (FPPS/GPPS) were substantially expressed in flowers. The GPP and FPP reactions, catalyzed by tmTPSs, formed the C10 backbone of monoterpenes and C15 backbone of sesquiterpenes, respectively. We found 47 TPS-encoding genes that fell into five distinct groupings based on common conserved patterns (<xref ref-type="fig" rid="f4">
<bold>Figures&#xa0;4B-D</bold>
</xref>). During the blossoming and development of <italic>T. mandschuricus</italic>, we discovered 21 highly expressed tmTPSs in the flowers. The cytochrome P450 (CYP450) enzyme is responsible for the hydroxylation of monoterpenes and sesquiterpenes, whereas the BAHD family of plant acyltransferases is responsible for the esterification of these compounds. We found 338 CYP450 and 138 BAHD gene family members, approximately the same numbers as other types of spices. In addition, we found that genes in the terpenoid-synthesizing CYP450 and BAHD families are expressed at precise times throughout flower development, suggesting their importance in <italic>T. mandschuricus</italic>. We also examined the regulatory elements of transcription factors in the upstream area of the flower-expressed tmTPS promoter and found a high concentration of V-myb myeloblastosis viral oncogene 245 homolog (MYB), Myelocytomatosis transcription factors (MYC), antioxidant 246 responsive element (ARE), estrogen response element (ERE), ABA-responsive element (ABRE), stress response element (STRE) and other regulatory elements (<xref ref-type="fig" rid="f4">
<bold>Figures&#xa0;4E, F</bold>
</xref>). This may suggest that environmental influences, hormones, and endogenous transcription factors all play roles in regulating tmTPS gene transcription.</p>
<fig id="f4" position="float">
<label>Figure&#xa0;4</label>
<caption>
<p>Reconstruction and phylogeny of the terpenoid biosynthesis pathway in <italic>T. mandschuricus.</italic> <bold>(A)</bold> Pathways of terpene biosynthesis in <italic>T. mandschuricus</italic> and relative expression of structural genes therein. These include acyl-coenzyme A:cholesterol acyltransferase (ACAT), hydroxymethylglutaryl coenzyme A synthase (HMGS), hydroxymethylglutaryl coenzyme A reductase (HMGR), mevalonate kinase (MVK), phospho-mevalonate kinase (PMK), mevalonate diphosphate decarboxylase (MVD), 1-deoxy-D-xylulose 5-phosphate synthase (DXS), 1-deoxy-D-xylulose 5-phosphate reductoisomerase (DXR), 2-C-methyl-D-erythritol-4-phosphate cytidylyltransferase (MCT), 4-(cytidine-5-diphospho)-2-C-methyl-D-erythritol kinase (CMK), 2-C-methyl-D-erythritol-2,4-cyclodiphosphate synthase (MDS), <bold>(E)</bold>-4-hydroxy-3-methyl-but-2- enyl-pyrophosphate synthase (HDS), <bold>(E)</bold>-4-hydroxy-3-methyl-but-2-enyl-pyrophosphate reductase (HDR), isopentenyl diphosphate isomerase (IDI), and lavandulyl diphosphate synthase (LPPS). <bold>(B&#x2013;D)</bold> Phylogenetic analysis of TPS, BAHD, and CYP gene families in <italic>T. mandschuricus</italic>, respectively. <bold>(E)</bold> The primary transcriptional regulatory components in the upstream 2k region of the TPS gene promoter are shown here in the form of a schematic diagram. <bold>(F)</bold> Prediction of transcription factor node sites in the upstream 2k region of the promoter of the TPS gene expressed in flower development of <italic>T. mandschuricus</italic>.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fpls-15-1368869-g004.tif"/>
</fig>
</sec>
<sec id="s2_5">
<title>Regulatory analysis of tmTPS genes</title>
<p>Terpene synthase genes (TPSs) are critical structural genes that regulate terpene synthesis in <italic>T. mandschuricus</italic>, because they catalyze the synthesis of the essential framework for monoterpenes (C10) and sesquiterpenes (C15). Researchers found a plethora of gene regulatory elements, including MYB, MYC, ARE, ERE, ABRE, and STRE, in the promoter region of the tmTPS gene (<xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4E</bold>
</xref>). MYB binding sites were abundant in the upstream 2k regions of the promoters of many genes, including tmTPS8, tmTPS41, tmTPS32, tmTPS1, tmTPS12, and tmTPS21; other MYB binding genes were identified as tmMYB 11, tmMYB 184, tmMYB 290, and tmMYB 151. This may indicate that transcription of TPS genes is under the control of MYB transcription factors. Numerous MYB and TPS genes were expressed at the same time during the first stage of flower development in <italic>T. mandschuricus</italic>, and these MYB transcription factors were classified into five distinct subclasses (<xref ref-type="fig" rid="f5">
<bold>Figures&#xa0;5A, C</bold>
</xref>). <italic>T. mandschuricus</italic>&#x2019;s MYC transcription factor family is likewise split into five groups, with subgroups B and C being particularly abundant in floral tissues (<xref ref-type="fig" rid="f5">
<bold>Figures&#xa0;5B, D</bold>
</xref>).</p>
<fig id="f5" position="float">
<label>Figure&#xa0;5</label>
<caption>
<p>Analysis of regulatory systems governing the expression of TPS genes during flower development in <italic>T. mandschuricus</italic>. <bold>(A, B)</bold> Phylogenetic analyses of the MYB and MYC transcription factor families, respectively, in <italic>T. mandschuricus.</italic> <bold>(C, D)</bold> Relative expression levels of genes belonging to the MYB and MYC transcription factor families in <italic>T. mandschuricus</italic> during various stages of flower development, respectively. FC, initial flowering stage; FM, initial flowering stage; FS, blooming period; JE, secondary branch; JN, tender stem; L, tender stem; R, root.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fpls-15-1368869-g005.tif"/>
</fig>
<p>STRE elements concentrated in the upstream 2k areas of the promoters of genes including tmTPS32, tmTPS25, tmTPS22, tmTPS19, and tmTPS16, suggesting that the transcription of these genes may be activated by biotic and abiotic stimuli. Another putative regulatory link between TPS and MYC is suggested by the high expression of the MYC transcription factor family members (tmMYC12, tmMYC23, and tmMYC10) in <italic>T. mandschuricus</italic> flowers (<xref ref-type="fig" rid="f5">
<bold>Figure&#xa0;5D</bold>
</xref>).</p>
</sec>
</sec>
<sec id="s3" sec-type="discussion">
<title>Discussion</title>
<p>Plants genomes are different from those of animals in that they are more variable, complex, and redundant (<xref ref-type="bibr" rid="B32">Murat et&#xa0;al., 2010</xref>). Plants are particularly vulnerable to environmental stress because of their immobile state (<xref ref-type="bibr" rid="B47">Tank et&#xa0;al., 2015</xref>). It is believed that genomic redundancy acts as raw materials for plant species diversification and evolutionary novelty via polyploidy/WGD events, which are often accompanied by a large number of repetitive genes, significant genome rearrangements, and increases in genetic variety (<xref ref-type="bibr" rid="B51">Wang et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B18">Jia et&#xa0;al., 2021</xref>). A calculation of the divergence period reveals that <italic>T. mandschuricus</italic>, <italic>Salvia splendens</italic>, <italic>Salvia bowleyana</italic>, and <italic>Salvia miltiorrhiza</italic> may have progressively diverged at 53.21 Mya from their MRCA. As time goes on, <italic>T. mandschuricus</italic> may have undergone two separate WGDs: one around 69.5 Mya and the other at 3.49 Mya. This agrees with the results from earlier investigations of extensive WGD occurrences in <italic>labiate</italic> (<xref ref-type="bibr" rid="B28">Lichman et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B46">Sun et&#xa0;al., 2022</xref>). Recent research has shown that the predicted time of WGD events of <italic>T. quinquecostatus</italic> is highly correlated with that of <italic>T. mandschuricus</italic> (<xref ref-type="bibr" rid="B35">Ntalli et&#xa0;al., 2010</xref>). The divergence of Thymus species may have coincided with the occurrences of these WGD episodes.</p>
<p>The <italic>Labiatae</italic> family of plants may be found in many different regions, including thyme, lavender, mint, basil, rosemary, marjoram, sage, and skullcap plants, which possess different therapeutic properties due to their different specialized metabolites. The Lamiaceae family produces a variety of secondary metabolites, the most prevalent of which are terpenes, phenolic acids, and flavonoids (<xref ref-type="bibr" rid="B12">Fraternale et&#xa0;al., 2014</xref>). A better understanding of the evolution of plant secondary compound biosynthetic pathways will be possible with the availability of high-quality genome sequences, which will promote the development of molecular basis studies of the diversity of specialized metabolites in various members of the Lamiaceae family.</p>
<p>When flowers open, volatile organic compounds (VOCs) including thymol, carvacrol, p-cymene, &#x3b3;-terpinene, &#x3b1;-terpinene, and 1,8-cineole are found in <italic>T. mandschuricus</italic>, more in blooms than in folige. Previous research suggested that the VOCs levels of <italic>cistanche</italic> bud dropped, in some cases to as low as zero as flowers opened. The levels of VOCs in bud lavender rose initially but subsequently decreased as the flowers opened (<xref ref-type="bibr" rid="B26">Li et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B41">Rao et&#xa0;al., 2014</xref>). Structural genes in the MEP and MVA pathways had the highest expression in <italic>T. mandschuricus</italic> during the initial flowering stage (FC) but then declined progressively throughout the blooming period (FS) and finally were expressed at the lowest levels during the final flowering stage (FM). This might suggest that VOCs and terpenoid synthesis gene accumulation in <italic>T. mandschuricus</italic> follow a similar pattern. Higher levels of expression in CHS, STS, FLS, FNS, and essential structural genes in flavonoid metabolism were also seen during the FC and FS phases, which may further imply that terpenes are produced during these blooming stages in <italic>T. mandschuricus</italic>. Additionally, we hypothesize that the structural genes of flavonoid metabolism of <italic>T. mandschuricus</italic> have expanded with a process of exceptional paralogous gene family expansion because of a high similarity between the F3&#x2019;5&#x2019;H-F3&#x2019;H and F3H-FLS-FNS gene families.</p>
</sec>
<sec id="s4" sec-type="conclusions">
<title>Conclusions</title>
<p>Thymus plants are often used for their taste and scent as spices, herbal teas, and insecticides. Here, we offer the genomic sequence of <italic>T. mandschuricus</italic>, an indigenous thyme species unique to China. The genome of <italic>T. mandschuricus</italic> consists of 13 pseudochromosomes, counting 587.14 Mb in size. Genomic comparisons indicated that <italic>T. mandschuricus</italic> was most closely related to sages like <italic>Salvia splendens</italic>, <italic>Salvia bowleyana</italic>, and <italic>Salvia miltiorrhiza.</italic> Ks analysis revealed two distinct WGD events in the <italic>T. mandschuricus</italic> genome. Key genes and regulatory networks involved in polyphenol and terpene production were identified by an in-depth investigation of the <italic>T. mandschuricus</italic> genome. We believe the datasets and analysis offered here will help future research in molecular breeding and functional gene discovery in Thymus.</p>
</sec>
<sec id="s5" sec-type="materials|methods">
<title>Materials and methods</title>
<sec id="s5_1">
<title>Sample collection</title>
<p>In this study, <italic>T. mandschuricus</italic>, an important medicinal plant, was obtained from the Maoer Mountain forest area in Shangzhi City, Heilongjiang Province, China. Young leaf samples of <italic>T. mandschuricus</italic> were used for genome sequencing, whereas <italic>T. mandschuricus</italic> collected from seven different tissues, including the initial flowering stage (FC), the final flowering stage (FM), the blooming period (FS), the tender stem (JN), the secondary branch (JE), the root (R), and the leaf (L), was used for transcriptome sequencing. It is important to note that all samples were obtained from the same strain. Three biological repeated samples were taken from each part, resulting in a total of 21 samples. The samples were immediately frozen with liquid nitrogen or carbon dioxide ice after collection and stored at &#x2212;80&#xb0;C. The total DNA of all samples was extracted.</p>
</sec>
<sec id="s5_2">
<title>DNA and RNA extraction</title>
<p>Genomic DNA was extracted by classic phenol&#x2013;chloroform method, whereas total RNA was extracted with a TRIzol kit. The quality and quantity of extracted DNA/RNA were assessed by an Agilent 2100 Bioanalyzer (Agilent Technologies Inc., Santa Clara, CA, USA), and integrity was evaluated on agarose gel after a stain with ethidium bromide. The resulting DNA/RNA samples were stored at &#x2212;80&#xb0;C until subsequent library construction and genomic/transcriptomic sequencing. All samples were collected by personnel affiliated with our research group.</p>
</sec>
<sec id="s5_3">
<title>Library construction and sequencing</title>
<p>The libraries of <italic>T. Mandschuricus</italic> were constructed and sequenced on a PacBio sequencing platform (<ext-link ext-link-type="uri" xlink:href="https://www.pacb.com/products-and-services/consumables/">https://www.pacb.com/products-and-services/consumables/</ext-link>). For Hic sequencing, genomic DNA samples were pretreated according to Suhas S.P. Rao et&#xa0;al (<xref ref-type="bibr" rid="B4">Bolger et&#xa0;al., 2014</xref>). Under the adsorption of avidin magnetic beads, biotinized DNA was captured, and DNA fragments were end-repaired, adapter ligated, PCR-amplified, and purified in strict accordance with the Illumina Hi-C library protocol. Then, the quality of library was tested according to standard steps of library quality control. Qubit 2.0 was utilized for preliminary quantification, and the library was diluted to 1 ng/&#x3bc;l. Then, integrity of library DNA fragments and size of insert were detected by Agilent 2100. Then, quantitative PCR (qPCR) was employed for detecting the effective concentration of library for accurate quantification (effective concentration &gt; 2 nM). After library inspection, different libraries were pooled according to the requirements of effective concentration and target data volume. Later, Illumina PE150 sequencing was performed according to the manufacturer&#x2019;s protocols.</p>
</sec>
<sec id="s5_4">
<title>Quality control of sequencing data</title>
<p>For the next-generation sequencing data of Illumina, low-quality reads, linker sequences, and repetitive sequences were removed by trimmomatic (<xref ref-type="bibr" rid="B15">Gordon and Hannon, 2010</xref>) and FASTX-Toolkit (<xref ref-type="bibr" rid="B10">FastQC</xref>). Finally, data quality was evaluated by fastqc 39. For long PacBio reads, mean quality for each read was calculated and only reads longer than 1&#x2009;kb with a mean quality of &#x2265;7 were retained. For the Hic data, sequences containing linkers (N &gt; 10%) were removed using HicPro.</p>
</sec>
<sec id="s5_5">
<title>Transcriptome sequencing</title>
<p>The rRNA was removed using the Ribo-Zero rRNA removal kit (Epicenter, Madison, WI, USA) with 1.5 &#x3bc;g of RNA from each sample as feedstock. The NEBNextR UltraTM Directional RNA Library Prep Kit (NEB, USA) and the NEBNextR UltraTM small RNA Sample Library Prep Kit (NEB, USA) were used according to the manufacturer&#x2019;s recommendations. Transcriptome and small RNA libraries (Long noncoding RNAs (lncRNA), MicroRNAs (microRNA), and Circular RNAs (circRNA)) were constructed and sequenced on the Illumina HiSeq 2500/2000 platform. Three biological repeats were sequenced for each tissue sample.</p>
</sec>
<sec id="s5_6">
<title>RNA-seq expression analysis</title>
<p>Clean reads were obtained after the original data were filtered, the sequencing error rate and GC content distribution were identified, and the data were then compared with the <italic>T. mandschuricus</italic> reference genome sequence. FPKM (fragments per kilobase of transcript per million fragments) values were used to indicate transcript or gene expression levels. The original count data were analyzed by using DESeq2 v1.22.1 software. The Benjamini&#x2013;Hochberg method was employed to adjust the probability (P-value) of the hypothesis test in order to obtain the false discovery rate (FDR). The differentially expressed genes were selected as screening criteria, occurring one or more times, with FDR &lt; 0.05. Enrichment analysis was conducted using the Kyoto Encyclopedia of Genes and Genomes (KEGG), and a hypergeometric distribution test was used with pathway units.</p>
</sec>
<sec id="s5_7">
<title>Estimation of genomic size and genomic assembly</title>
<p>Genomic sizes were estimated by k-mer method with short-insert library reads (<xref ref-type="bibr" rid="B24">Koren et&#xa0;al., 2017</xref>). Here, 17-mer was selected for k-mer analysis and genomic size (Mb) estimated with the following formula: G&#x2009;=&#x2009;Knum/Kdepth, where Knum and Kdepth denoted total number and peak depth of 17-mers, respectively. <italic>De novo</italic> assembly of the long reads from the PacBio SMRT Sequencer was performed using wtdbg2 (<xref ref-type="bibr" rid="B29">Luo et&#xa0;al., 2012</xref>). The Fuzzy Bruijn Graph algorithm was used to assemble and integrate 1,024-bp sequences from the reads into vertex sequences, and, then, based on the position of the vertex sequences on the reads, the vertex sequences were concatenated to obtain the genome sequences. Subsequently, the Hi-C sequencing data were aligned to the assembled scaffolds by Burrows&#x2013;Wheeler aligner-maximum exact matches (BWA-MEM) (<xref ref-type="bibr" rid="B50">Vasimuddin et&#xa0;al.,</xref>), and the scaffolds were clustered onto chromosomes with LACHESIS (<xref ref-type="bibr" rid="B21">Kajitani et&#xa0;al., 2014</xref>).</p>
<p>Quality assessment of genomic assemblies for <italic>T. mandschuricus</italic> was performed by BUSCO and CEGMA (<xref ref-type="bibr" rid="B37">Parra et&#xa0;al., 2007</xref>). BUSCO (Benchmarking Universal Single-Copy Orthologs) utilized a single-copy orthologous gene library along with tblastn, Augustus, HMMER, and other software tools to evaluate the integrity of assembled genomes. CEGMA (Core Eukaryotic Genes Mapping Approach) was adopted for selecting conserved genes (458 genes) in six eukaryotic model organisms and constructing a core gene library along with tblastn, genewise, and geneid software tools, which were conducted to evaluate the integrity of assembled genome.</p>
</sec>
<sec id="s5_8">
<title>Genomic annotation</title>
<p>Genome annotation comprises three main aspects: repeat sequence annotation, gene annotation, and non-coding RNA annotation. Two methods, namely, homologous sequence alignment and <italic>de novo</italic> prediction, were employed for repeat sequence labeling. The homologous sequence alignment method utilized Repeatmasker and repeatproteinmask software to identify the repeated sequences. <italic>Ab initio</italic> prediction was carried out using software such as LTR_FINDER, RepeatScout, RepeatModeler, and others. The ab repeat sequence library was established first, followed by prediction using Repeatmasker software (<xref ref-type="bibr" rid="B5">Chen, 2004</xref>; <xref ref-type="bibr" rid="B11">Flynn et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B38">Price et&#xa0;al., 2005</xref>; <xref ref-type="bibr" rid="B55">Xu and Wang, 2007</xref>). Protein-coding genes were annotated using a combination of <italic>de novo</italic> prediction, homology-based annotation, and transcription-based repetitive hidden genome annotation. For <italic>ab initio</italic> forecasting, Augustus (v.3.2.1) and GENSCAN (v.1.0) were used (<xref ref-type="bibr" rid="B44">Stanke and Morgenstern, 2005</xref>). The protein sequences of related species were downloaded from the NCBI database based on homology annotations. BLAST (<xref ref-type="bibr" rid="B2">Altschul et&#xa0;al., 1990</xref>) and GeneWise (<xref ref-type="bibr" rid="B3">Birney et&#xa0;al., 2004</xref>) were then used to predict the genetic structure. The annotation of gene sets and databases such as SwissProt (<ext-link ext-link-type="uri" xlink:href="http://www.uniprot.org/">http://www.uniprot.org/</ext-link>), Nr (<ext-link ext-link-type="uri" xlink:href="http://www.ncbi.nlm.nih.gov/protein">http://www.ncbi.nlm.nih.gov/protein</ext-link>), Pfam (<ext-link ext-link-type="uri" xlink:href="http://pfam.xfam.org">http://pfam.xfam.org</ext-link>), KEGG (<ext-link ext-link-type="uri" xlink:href="http://www.genome.jp/kegg/">http://www.genome.jp/kegg/</ext-link>), InterPro (<ext-link ext-link-type="uri" xlink:href="https://www.ebi.ac.uk/interpro/">https://www.ebi.ac.uk/interpro/</ext-link>), and others were compared for gene function information. tRNAscan-SE software was used to locate tRNA sequences in the genome. INFERNAL software was employed to predict miRNA and snRNA sequence information in Rfam using the Rfam family covariance model.</p>
</sec>
<sec id="s5_9">
<title>Identification of orthologous genes and phylogenetic tree construction</title>
<p>Homologous species and nine closely related species were identified. The similarity relationship between the protein sequences of each species was determined using the whole-to-whole-embryo method, and the results were clustered using OrthoMCL software (<xref ref-type="bibr" rid="B27">Li et&#xa0;al., 2003</xref>). A maximum likelihood phylogenetic tree was constructed based on multiple sequence alignments using RAxML (<xref ref-type="bibr" rid="B43">Stamatakis, 2014</xref>).</p>
</sec>
<sec id="s5_10">
<title>Estimation of gene family expansion</title>
<p>Expansion and contraction of gene family was determined by CAF&#xc9; software (v.3.1) (<xref ref-type="bibr" rid="B8">De Bie et&#xa0;al., 2006</xref>). Phylogenetic tree and divergence time of previous steps were imported into CAFE to infer the changes of gene family sizes using a probability model. Protein sequences that have been annotated as being involved in the terpenoid backbone biosynthesis pathway have been retrieved from all plant species using the KEGG database (Ko00900). These sequences include ACAT, HMGS, HMGR, MVK, PMK, MVD, DXR, DXS, MCT, CMK, MDS, HDS, HDR, IDI, and generate geranyl diphosphate synthase [(FPPS)/GGPPPS/FPPS]. Then, using BLASTP and setting the threshold for the E-value to 1e-5, we searched for proteins that were similar to those in the genome of <italic>T. mandschuricus</italic>. We predicted the TPS genes by using a BLAST method that was based on conserved domains (PF01397 and PF03936) and a homolog-based algorithm. Conserved domains were used as search queries inside HMMER&#x2019;s hmmsearch module (<xref ref-type="bibr" rid="B19">Johnson et&#xa0;al., 2010</xref>). To identify the TPSs of <italic>T. mandschuricus</italic>, TPS protein sequences from all plant species were used as queries. For the purpose of BAHD identification, members of the BAHD family from Atha were used as queries for the BLASTP (1e-5) prediction of <italic>T. mandschuricus</italic> BAHD. We used the CYP450 protein sequences of Ath as queries to look for homologs and conserved domains in order to locate the genes that code for the CYP450 proteins (PF00067).</p>
</sec>
</sec>
<sec id="s6" sec-type="data-availability">
<title>Data availability statement</title>
<p>The datasets presented in this study can be found in online repositories. The names of the repository/repositories and accession number(s) can be found below: <uri xlink:href="https://www.ncbi.nlm.nih.gov/">https://www.ncbi.nlm.nih.gov/</uri>, PRJNA929318.</p>
</sec>
<sec id="s7" sec-type="author-contributions">
<title>Author contributions</title>
<p>LJ: Data curation, Formal Analysis, Investigation, Visualization, Writing &#x2013; original draft, Writing &#x2013; review &amp; editing. NX: Investigation, Visualization, Writing &#x2013; original draft. BX: Investigation, Visualization, Writing &#x2013; review &amp; editing. WG: Formal Analysis, Investigation, Resources, Writing &#x2013; review &amp; editing. QM: Formal Analysis, Investigation, Resources, Writing &#x2013; review &amp; editing. QL: Formal Analysis, Investigation, Resources, Writing &#x2013; review &amp; editing. YS: Formal Analysis, Investigation, Resources, Writing &#x2013; review &amp; editing. SX: Formal Analysis, Investigation, Resources, Writing &#x2013; review &amp; editing, Conceptualization, Data curation, Funding acquisition, Methodology, Project administration, Software, Supervision, Validation, Visualization. MH: Conceptualization, Supervision, Writing &#x2013; review &amp; editing. HG: Conceptualization, Funding acquisition, Project administration, Resources, Supervision, Writing &#x2013; review &amp; editing.</p>
</sec>
</body>
<back>
<sec id="s8" sec-type="funding-information">
<title>Funding</title>
<p>The author(s) declare that financial support was received for the research, authorship, and/or publication of this article. This work was supported by the National Natural Science Foundation of China (No. 31370610); the Fundamental Research Funds for the Central Universities (No. 2572017PZ05).</p>
</sec>
<ack>
<title>Acknowledgments</title>
<p>We thank Northeast Forestry University for providing a platform for our experiments, Lc-bio and Novogene for performing sequencing for this project.</p>
</ack>
<sec id="s9" sec-type="COI-statement">
<title>Conflict of interest</title>
<p>The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec id="s10" sec-type="disclaimer">
<title>Publisher&#x2019;s note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
<sec id="s11" sec-type="supplementary-material">
<title>Supplementary material</title>
<p>The Supplementary Material for this article can be found online at: <ext-link ext-link-type="uri" xlink:href="https://www.frontiersin.org/articles/10.3389/fpls.2024.1368869/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fpls.2024.1368869/full#supplementary-material</ext-link></p>
<supplementary-material xlink:href="DataSheet_1.pdf" id="SM1" mimetype="application/pdf"/>
<supplementary-material xlink:href="Image_1.tif" id="SF1" mimetype="image/tiff"/>
</sec>
<fn-group>
<title>Abbreviations</title>
<fn fn-type="abbr">
<p>MVA, mevalonate; MEP, methylerythritol phosphate; TRF, trithoracic repeat elements; LTR, long terminal repeats; LINE, long interspersed nuclear elements; MRCA, most recent common ancestor; Mya, million years ago; WGD, whole-genome duplication; PAL, phenylalanine ammonia lyase; C4H, cinnamate-4-hydroxylase; 4CL, coumarate CoA ligase; STS, stilbene synthase; CHS, chalcone synthase; CHI, chalcone isomerase; FNS, flavone synthase; F3H, flavanone 3-hydroxylase; F3&#x2032;H, BnF3&#x2032;H-1; IPP, isopentenyl diphosphate; DMAPP, dimethylallyl diphosphate; ACAT, cholesterol acyltransferase; HMGS, hydroxymethylglutaryl coenzyme A synthase; HMGR, hydroxymethylglutaryl coenzyme A reductase; MVK, mevalonate kinase; PMK, phospho-mevalonate kinase; VOCs, volatile organic compounds; BAHD, BAHD family of acyltransferases; TPS, trehalose phosphate phosphatase; CYP450, the enzymes cytochrome P450; CYP, cytochrome P450 genes.</p>
</fn>
</fn-group>
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