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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Plant Sci.</journal-id>
<journal-title>Frontiers in Plant Science</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Plant Sci.</abbrev-journal-title>
<issn pub-type="epub">1664-462X</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fpls.2022.1059379</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>Genome-partitioning strategy, plastid and nuclear phylogenomic discordance, and its evolutionary implications of <italic>Clematis</italic> (Ranunculaceae)</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>Xiao</surname>
<given-names>Jiamin</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="author-notes" rid="fn003">
<sup>&#x2020;</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/2051988"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Lyu</surname>
<given-names>Rudan</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="author-notes" rid="fn003">
<sup>&#x2020;</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/589381"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>He</surname>
<given-names>Jian</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Li</surname>
<given-names>Mingyang</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Ji</surname>
<given-names>Jiaxin</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Cheng</surname>
<given-names>Jin</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="author-notes" rid="fn001">
<sup>*</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/512993"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Xie</surname>
<given-names>Lei</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="author-notes" rid="fn001">
<sup>*</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/512814"/>
</contrib>
</contrib-group>
<aff id="aff1">
<sup>1</sup>
<institution>School of Ecology and Nature Conservation, Beijing Forestry University</institution>, <addr-line>Beijing</addr-line>, <country>China</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>College of Biological Sciences and Technology, Beijing Forestry University</institution>, <addr-line>Beijing</addr-line>, <country>China</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>Edited by: Yu Song, University of Chinese Academy of Sciences, China</p>
</fn>
<fn fn-type="edited-by">
<p>Reviewed by: Xin Yao, Xishuangbanna Tropical Botanical Garden (CAS), China; Chao Liu, Qujing Normal University, China</p>
</fn>
<fn fn-type="corresp" id="fn001">
<p>*Correspondence: Jin Cheng, <email xlink:href="mailto:chengjin@bjfu.edu.cn">chengjin@bjfu.edu.cn</email>; Lei Xie, <email xlink:href="mailto:xielei@bjfu.edu.cn">xielei@bjfu.edu.cn</email>
</p>
</fn>
<fn fn-type="equal" id="fn003">
<p>&#x2020;These authors have contributed equally to this work</p>
</fn>
<fn fn-type="other" id="fn002">
<p>This article was submitted to Plant Systematics and Evolution, a section of the journal Frontiers in Plant Science</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>14</day>
<month>11</month>
<year>2022</year>
</pub-date>
<pub-date pub-type="collection">
<year>2022</year>
</pub-date>
<volume>13</volume>
<elocation-id>1059379</elocation-id>
<history>
<date date-type="received">
<day>01</day>
<month>10</month>
<year>2022</year>
</date>
<date date-type="accepted">
<day>24</day>
<month>10</month>
<year>2022</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2022 Xiao, Lyu, He, Li, Ji, Cheng and Xie</copyright-statement>
<copyright-year>2022</copyright-year>
<copyright-holder>Xiao, Lyu, He, Li, Ji, Cheng and Xie</copyright-holder>
<license xlink:href="http://creativecommons.org/licenses/by/4.0/">
<p>This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.</p>
</license>
</permissions>
<abstract>
<p>
<italic>Clematis</italic> is one of the largest genera of Ranunculaceae with many phylogenetic problems left to be resolved. <italic>Clematis</italic> species have considerable genome size of more than 7 Gbp, and there was no whole-genome reference sequence published in this genus. This raises difficulties in acquiring nuclear genome data for its phylogenetic analysis. Previous studies based on Sanger sequencing data, plastid genome data, and nrDNA sequences did not well resolve the phylogeny of <italic>Clematis</italic>. In this study, we used genome skimming and transcriptome data to assemble the plastid genome sequences, nuclear single nucleotide polymorphisms (SNPs) datasets, and single-copy nuclear orthologous genes (SCOGs) to reconstruct the phylogenetic backbone of <italic>Clematis</italic>, and test effectiveness of these genome partitioning methods. We also further analyzed the discordance among nuclear gene trees and between plastid and nuclear phylogenies. The results showed that the SCOGs datasets, assembled from transcriptome method, well resolved the phylogenetic backbone of <italic>Clematis</italic>. The nuclear SNPs datasets from genome skimming method can also produce similar results with the SCOGs data. In contrast to the plastid phylogeny, the phylogeny resolved by nuclear genome data is more robust and better corresponds to morphological characters. Our results suggested that rapid species radiation may have generated high level of incomplete lineage sorting, which was the major cause of nuclear gene discordance. Our simulation also showed that there may have been frequent interspecific hybridization events, which led to some of the cyto-nuclear discordances in <italic>Clematis</italic>. This study not only provides the first robust phylogenetic backbone of <italic>Clematis</italic> based on nuclear genome data, but also provides suggestions of genome partitioning strategies for the phylogenomic study of other plant taxa.</p>
</abstract>
<kwd-group>
<kwd>
<italic>Clematis</italic>
</kwd>
<kwd>cyto-nuclear discordance</kwd>
<kwd>genome partitioning</kwd>
<kwd>genome skimming</kwd>
<kwd>transcriptome</kwd>
<kwd>phylogenomics</kwd>
</kwd-group>
<contract-num rid="cn001">32270223, 31670207</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>
<counts>
<fig-count count="6"/>
<table-count count="0"/>
<equation-count count="0"/>
<ref-count count="89"/>
<page-count count="15"/>
<word-count count="6881"/>
</counts>
</article-meta>
</front>
<body>
<sec id="s1" sec-type="intro">
<title>Introduction</title>
<p>With the rapid development of molecular biotechnology, the cost of high-throughput sequencing continues to decrease. Using genomic data to reconstruct phylogeny and explore the origin and evolutionary history of plant taxa is growing rapidly (<xref ref-type="bibr" rid="B88">Zimmer and Wen, 2015</xref>; <xref ref-type="bibr" rid="B73">Wen et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B46">Marks et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B30">Kress et&#xa0;al., 2022</xref>). Compared to previous studies using the Sanger sequencing method, the application of genomic data has greatly improved the resolution of the phylogenetic trees (<xref ref-type="bibr" rid="B67">Valc&#xe1;rcel and Wen, 2019</xref>; <xref ref-type="bibr" rid="B35">Li et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B29">Khan et&#xa0;al., 2021</xref>). Genomic data can not only generate better resolved phylogenies of plant taxa, but can also alleviate the problem of stochastic error due to insufficient information from small datasets (<xref ref-type="bibr" rid="B82">Yu et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B72">Watson et&#xa0;al., 2020</xref>).</p>
<p>In recent years, the plastid genome (plastome) has been considered to be the most important source of data and widely applied for phylogenetic reconstruction of green plant phylogeny at almost all taxonomic levels (<xref ref-type="bibr" rid="B42">Li et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B83">Zhai et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B85">Zhang et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B87">Zhao et&#xa0;al., 2021</xref>). However, the uni-parental inherited plastid genome sometimes showed conflicting phylogenetic signals with the bi-parental inherited nuclear genome data (cyto-nuclear discordance) due to chloroplast capture, incomplete lineage sorting (ILS) (<xref ref-type="bibr" rid="B58">Rose et&#xa0;al., 2021</xref>), or other factors such as sampling error, stochastic error, paralogs, and so on (<xref ref-type="bibr" rid="B89">Zou and Ge, 2008</xref>). Comprehensive understanding of evolutionary process for a plant taxon requires both cytoplasmic and nuclear genome evidence and an in depth analysis of their phylogenetic discordance (<xref ref-type="bibr" rid="B32">Lee-Yaw et&#xa0;al., 2019</xref>).</p>
<p>
<italic>Clematis</italic> L. is one of the largest genera in the family Ranunculaceae with about 300 wild species, most of which are diploid (<xref ref-type="bibr" rid="B65">Tamura, 1995</xref>; <xref ref-type="bibr" rid="B69">Wang and Bartholomew, 2001</xref>; <xref ref-type="bibr" rid="B70">Wang and Li, 2005</xref>). The taxonomy of <italic>Clematis</italic> has been considered to be difficult. Many classifications published in recent years held different views on many issues, including the delineation of the genus, infrageneric classification, and species delimitation (<xref ref-type="bibr" rid="B65">Tamura, 1995</xref>; <xref ref-type="bibr" rid="B25">Johnson, 1997</xref>; <xref ref-type="bibr" rid="B16">Grey-Wilson, 2000</xref>; <xref ref-type="bibr" rid="B70">Wang and Li, 2005</xref>). Previous molecular phylogenetic studies, based on the nuclear ribosomal DNA (nrDNA), the plastid fragments, and the complete plastome data, have solved many of those problems, such as genus delineation and the identification of the sister group of <italic>Clematis</italic> (<xref ref-type="bibr" rid="B49">Miikeda et&#xa0;al., 2006</xref>; <xref ref-type="bibr" rid="B77">Xie et&#xa0;al., 2011</xref>; <xref ref-type="bibr" rid="B33">Lehtonen et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B23">Jiang et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B17">He et&#xa0;al., 2021</xref>). However, all the previously published studies had limitations of not establishing a robust phylogenetic framework within <italic>Clematis</italic>, and its extensive cyto-nuclear discordance remains to be analyzed by inclusion of more nuclear genome data.</p>
<p>There are several reasons that may contribute to the difficulties in reconstructing a robust phylogeny of <italic>Clematis</italic>. Firstly, according to previous molecular studies, species radiation events may have happened during the late Neogene and the Quaternary (<xref ref-type="bibr" rid="B77">Xie et&#xa0;al., 2011</xref>; <xref ref-type="bibr" rid="B17">He et&#xa0;al., 2021</xref>). Small number of DNA sequences with insufficient informative loci often failed to resolve the relationships among recently radiated groups (<xref ref-type="bibr" rid="B87">Zhao et&#xa0;al., 2021</xref>). Secondly, interspecific hybridization may have happened or may be not uncommon in <italic>Clematis</italic> (<xref ref-type="bibr" rid="B43">Lyu et&#xa0;al., 2021</xref>), that may cause cyto-nuclear discordance during phylogenetic reconstruction. Thirdly, <italic>Clematis</italic> species have relatively large genome size (7.18 Gbp&#x2212;16.43 Gbp, <uri xlink:href="https://cvalues.science.kew.org/search">https://cvalues.science.kew.org/search</uri>) and there is no high-quality whole genome data available, which raise technical difficulties for genome-partitioning selection.</p>
<p>The genome-partitioning methods for phylogenomic study of plant taxa generally include reduced-representation Genome Sequencing (RRGS), genome skimming, transcriptome sequencing or RNA-seq, and target enrichment sequencing (<xref ref-type="bibr" rid="B88">Zimmer and Wen, 2015</xref>; <xref ref-type="bibr" rid="B82">Yu et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B47">McKain et&#xa0;al., 2018</xref>). Among them, genome skimming, which randomly captures a certain percentage of total genomic DNA (<xref ref-type="bibr" rid="B8">Dodsworth, 2015</xref>; <xref ref-type="bibr" rid="B66">Thode et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B75">Wikstr&#xf6;m et&#xa0;al., 2020</xref>), has been widely applied for phylogenetic studies (<xref ref-type="bibr" rid="B74">Wen et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B63">Su et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B17">He et&#xa0;al., 2021</xref>). One of the advantages of genome skimming method is that fresh, silica-gel dried, or even herbarium materials can be used for this method (<xref ref-type="bibr" rid="B37">Liu et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B71">Wang et&#xa0;al., 2020</xref>). Using genome skimming data, cytoplasmic genome and tandemly repeated nrDNA can be assembled for phylogenetic reconstruction (<xref ref-type="bibr" rid="B82">Yu et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B13">Fonseca and Lohmann, 2020</xref>). According to the recently developed method by <xref ref-type="bibr" rid="B38">Liu et&#xa0;al. (2021)</xref>, genome skimming data with high sequencing depth (10 &#xd7; or more) can be used for assembling single-copy nuclear genes for phylogenetic studies. Other studies have shown that genome skimming data with low sequencing depth (less than 1 &#xd7;) can be used to obtain single nucleotide polymorphisms (SNPs) from nuclear genome for phylogenetic reconstruction (<xref ref-type="bibr" rid="B52">Olofsson et&#xa0;al., 2019</xref>).</p>
<p>In contrast, transcriptome method has irreplaceable advantages for obtaining single-copy nuclear genes (<xref ref-type="bibr" rid="B53">One Thousand Plant Transcriptomes Initiative, 2019</xref>), and plant genome size is not the factor affecting sequencing depth because the transcribed gene content is small and very stable among seed plants (around 0.03 Gbp, <xref ref-type="bibr" rid="B51">Nov&#xe1;k et&#xa0;al., 2020</xref>). However, the application of the transcriptome method is limited by plant material, which requires fresh plant tissue (or stored in RNA stabilization solution), or at least silica gel dried material (<xref ref-type="bibr" rid="B18">He et&#xa0;al., 2022</xref>). For a large genus like <italic>Clematis</italic>, a considerable proportion of species samples may be from herbarium specimens. It is difficult to obtain transcriptome data from all samples. In recent years, using targeted enrichment sequencing method to obtain nuclear gene has attracted much attention in phylogenetic studies (<xref ref-type="bibr" rid="B68">Vargas et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B62">Stull et&#xa0;al., 2020</xref>). This method can also use herbarium material for DNA extraction. However, comparing to RNA-seq method, the target enrichment method has much more complicated experimental process, relatively smaller amount of data, too much missing data, and low data reusability (<xref ref-type="bibr" rid="B47">McKain et&#xa0;al., 2018</xref>).</p>
<p>For <italic>Clematis</italic>, an accurate and well-supported phylogenetic backbone still remains to be reconstructed by nuclear genome data. Obtaining high-depth sequencing data (10 &#xd7; means at least 70 Gbp for each sample in <italic>Clematis</italic>) to assemble nuclear genes is not economically viable for <italic>Clematis</italic>. In this study, using genome skimming (with low depth) and transcriptome data, we try to answer the following questions: to what extent nuclear genome data may improve the phylogenetic inference of <italic>Clematis</italic>? can genome skimming data with low sequencing depth provide more nuclear phylogenetic information? if the nuclear single nucleotide polymorphisms (SNPs) data from genome skimming method can be used for <italic>Clematis</italic> phylogenetic reconstruction? which one, incomplete lineage sorting or hybridization, may have caused the cyto-nuclear discordance of <italic>Clematis</italic>? This study will also shed light on the genome partitioning selection for phylogenomic analysis of other similar taxa with recent species radiation and considerable genome size.</p>
</sec>
<sec id="s2" sec-type="materials|methods">
<title>Materials and methods</title>
<sec id="s2_1">
<title>Plant material</title>
<p>Because the major purpose of this study is to check the robustness of the phylogenetic backbones inferred by different datasets, we chose a phylogenetically representative sampling scheme with only key species of <italic>Clematis</italic> in this study. A total of 32 species (about 1/10 of total species) were used for our phylogenomic analysis, covering all the subgenera of both <xref ref-type="bibr" rid="B65">Tamura (1995)</xref> and <xref ref-type="bibr" rid="B70">Wang and Li (2005)</xref>. This sampling scheme also covers 11 sections (of the total 17) in the classification of <xref ref-type="bibr" rid="B65">Tamura (1995)</xref>, and 9 sections (of the total 15) in the classification of <xref ref-type="bibr" rid="B70">Wang and Li (2005)</xref>. Although we did not include several small sections (like sect. <italic>Archiclematis</italic>, sect. <italic>Pterocarpa</italic>, and sect. <italic>Angustifoliae</italic>), our sampling represented all the major lineages (clades) of <italic>Clematis</italic> included in previous studies (<xref ref-type="bibr" rid="B49">Miikeda et&#xa0;al., 2006</xref>; <xref ref-type="bibr" rid="B77">Xie et&#xa0;al., 2011</xref>; <xref ref-type="bibr" rid="B17">He et&#xa0;al., 2021</xref>). Furthermore, our previous studies showed that some sections, such as sect. <italic>Clematis</italic> and sect. <italic>Viorna</italic> (Reichb.) Prantl (sensu <xref ref-type="bibr" rid="B70">Wang and Li, 2005</xref>), may be polyphyletic. So, our samples also included problematic species of those sections (<xref ref-type="supplementary-material" rid="SF1">
<bold>Supplementary Table S1</bold>
</xref>).</p>
<p>The plant materials are mostly collected from the field, only with two samples from herbarium specimens. Among all the 32 sampled species, genome skimming data of 28 were newly generated for this study, and those of the other four species were retrieved from previous studies (<xref ref-type="supplementary-material" rid="SF1">
<bold>Supplementary Table S1</bold>
</xref>). Because specimen materials cannot yield RNA-seq data, transcriptomes of only 28 species were sequenced in this study. According to <xref ref-type="bibr" rid="B23">Jiang et&#xa0;al. (2017)</xref>, <italic>Anemoclema glaucifolium</italic> (Franch.) W. T. Wang was chosen as an outgroup.</p>
</sec>
<sec id="s2_2">
<title>Methods for genomic data acquisition</title>
<sec id="s2_2_1">
<title>Transcriptome sequencing</title>
<p>Transcriptome sequencing followed the method of <xref ref-type="bibr" rid="B18">He et&#xa0;al. (2022)</xref>. Total RNAs were extracted at Biomarker Technologies Corporation (<uri xlink:href="https://www.biomarker.com.cn">https://www.biomarker.com.cn</uri>) from silica gel dried leaves using TRIzon Reagent (TRIzon, CoWin Biosciences, Jiangsu, PR China). Then the RNAs were reversed into cDNA, and paired-end reads of 2 &#xd7;150 libraries were generated and sequenced on a NovaSeq 6000 platform (Illumina, San Diego, California, USA). About 6 Gbp of raw reads were obtained for each samples. The raw reads were then filtered and trimmed using fastp v.0.20 (<xref ref-type="bibr" rid="B5">Chen et&#xa0;al., 2018</xref>). The clean transcriptomes were <italic>de novo</italic> assembled using Trinity v.2.5.1 (<xref ref-type="bibr" rid="B15">Grabherr et&#xa0;al., 2011</xref>) with default parameters. All the transcriptome data were deposited in GenBank (<xref ref-type="supplementary-material" rid="SF2">
<bold>Supplementary Table S2</bold>
</xref>).</p>
</sec>
<sec id="s2_2_2">
<title>Genome skimming sequencing</title>
<p>The total genomic DNAs were extracted from silica-dried samples at Biomarker Technologies Corporation (<uri xlink:href="https://www.biomarker.com.cn">https://www.biomarker.com.cn</uri>) using a genomic DNA extraction kit following manufacturer instructions (Tiangen Biotech Co. Ltd., Beijing, China). For the specimen samples, the total DNAs were obtained from the Herbarium of Institute of Botany, the Chinese Academy of Sciences (PE), and the extraction method was according to <xref ref-type="bibr" rid="B34">Li, 2013</xref>. Then, 2 &#xd7;150 bp paired-end libraries were constructed and sequenced using an illumina NovaSeq 6000 platform (Illumina, San Diego, California, USA). The newly sequenced samples yielded around 6 Gbp of raw data. In order to assemble the draft genome of <italic>Clematis</italic>, we extracted total DNA from a <italic>C. brevicaudata</italic> DC. sample and constructed a library for sequencing, finally obtaining raw data of about 200 Gbp. All the genome skimming data were deposited in GenBank (<xref ref-type="supplementary-material" rid="SF1">
<bold>Supplementary Table S1</bold>
</xref>).</p>
</sec>
</sec>
<sec id="s2_3">
<title>Raw data processing</title>
<sec id="s2_3_1">
<title>Plastid genome assembly</title>
<p>We used genome skimming data to assemble the complete plastid genome sequence using GetOrganelle v.1.7.5 (<xref ref-type="bibr" rid="B24">Jin et&#xa0;al., 2020</xref>). Detailed assembling process followed <xref ref-type="bibr" rid="B17">He et&#xa0;al. (2021)</xref>. The assembled plastome sequences were annotated using Plann v.1.1.2 (<xref ref-type="bibr" rid="B22">Huang and Cronk, 2015</xref>) and manually adjusted by Geneious Prime v.2020 (<xref ref-type="bibr" rid="B27">Kearse et&#xa0;al., 2012</xref>).</p>
</sec>
<sec id="s2_3_2">
<title>Nuclear single-copy orthologous genes assembly using transcriptome data</title>
<p>Nuclear single-copy orthologs (SCOGs) were obtained from transcriptome data followed the pipeline of <xref ref-type="bibr" rid="B18">He et&#xa0;al. (2022)</xref>. We used CD-HIT v.4.6.2 (<xref ref-type="bibr" rid="B14">Fu et&#xa0;al., 2012</xref>) to remove redundant sequences and TransDecoder v.5.0 (<uri xlink:href="https://github.com/TransDecoder/TransDecoder/releases">https://github.com/TransDecoder/TransDecoder/releases</uri>) to predict protein-coding regions. The assembly completeness of each sample was assessed using BUSCO v.5.2.2 (<xref ref-type="bibr" rid="B59">Simao et&#xa0;al., 2015</xref>). Subsequently, we constructed transcriptome homology scans using Proteinortho v.6.0.10 (<xref ref-type="bibr" rid="B31">Lechner et&#xa0;al., 2011</xref>) in the Diamond mode (<xref ref-type="bibr" rid="B2">Buchfink et&#xa0;al., 2015</xref>), and then searched the resulting clusters to identify gene families using a Python script &#x201c;get_seq_from_proteinortho.py&#x201d; (<uri xlink:href="https://github.com/HeJian151004/get_seq_from_proteinortho">https://github.com/HeJian151004/get_seq_from_proteinortho</uri>). We then deleted all the organelle genome sequences from the SCOGs using the script &#x201c;del_chloro_mito_from_fasta.py&#x201d; (<uri xlink:href="https://github.com/HeJian151004/del_chloro_mito_from_fasta">https://github.com/HeJian151004/del_chloro_mito_from_fasta</uri>), and used Treeshrink v.1.3.9 (<xref ref-type="bibr" rid="B44">Mai and Mirarab, 2018</xref>) to delete sequences that may be incorrectly clustered (showing unexpectedly long branches in the gene tree). Finally, we selected two SCOGs datasets with alignment length at least 1,000 bp (SCOG1000) and 3,000 bp (SCOG3000) for phylogenetic analysis.</p>
</sec>
<sec id="s2_3_3">
<title>Acquiring the nuclear SNPs data from genome skimming method</title>
<p>For the genome skimming data, we further mined the nuclear SNPs data for phylogenetic inference. In brief, we assembled a draft genome as a reference, and then mapped the genome skimming data of other species to this reference genome to obtain the SNPs dataset. We used two methods to obtain the SNPs data, the GATK and the Geneious pipelines. Detailed process of both pipelines are as follows (also shown in <xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1</bold>
</xref>).</p>
<fig id="f1" position="float">
<label>Figure&#xa0;1</label>
<caption>
<p>A flow chart of acquiring nuclear single nucleotide polymorphisms (SNPs) dataset from genome skimming data in this study.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fpls-13-1059379-g001.tif"/>
</fig>
<p>First, we used the GATB-Minia (<uri xlink:href="https://github.com/GATB/gatb-minia-pipeline">https://github.com/GATB/gatb-minia-pipeline</uri>) to assemble the draft genome (<xref ref-type="bibr" rid="B9">Drezen et&#xa0;al., 2014</xref>). We obtained a draft genome of 7.81Gbp, which is too large to be applied for downstream analysis. Therefore, we used the RepeatMasker v.4.0.9 (<xref ref-type="bibr" rid="B3">Chen, 2004</xref>) to exclude the repetitive regions in the draft genome. We further deleted the low coverage regions by the following processes: the genome skimming data of five distantly related <italic>Clematis</italic> species [<italic>C.leschenaultiana</italic> DC., <italic>C. repens</italic> Finet et Gagnep., <italic>C. songorica</italic> Bunge, <italic>C. tibetana</italic> Kuntze, <italic>C. viridis</italic> (W. T. Wang and M. C. Chang) W. T. Wang] were mapped to the draft genome by Map to Reference function of Geneious Prime v.2020 (<xref ref-type="bibr" rid="B27">Kearse et&#xa0;al., 2012</xref>). Then we used a script &#x201c;low_seq_del.py&#x201d; (<uri xlink:href="https://github.com/Jhe1004/low_seq_del">https://github.com/Jhe1004/low_seq_del</uri>) to remove the regions that none of the five samples were matched. After removing the duplicate and low coverage regions, we finally obtained a reference genome of 616 Mbp.</p>
<p>The GATK pipeline used BWA-MEM v.0.7.1 (<xref ref-type="bibr" rid="B34">Li, 2013</xref>) to map each genome skimming data back to the reference genome to generate &#x201c;bam&#x201d; format files. Then the HaplotypeCaller function of GATK v.4.2.5 (<xref ref-type="bibr" rid="B48">Mckenna et&#xa0;al., 2010</xref>) was applied to calculate the alleles and their frequencies at each locus. Then, GATK output the result as the &#x201c;vcf&#x201d; format file. Then, we used script &#x201c;gvcf2fasta.py&#x201d; (<uri xlink:href="https://github.com/Jhe1004/gvcf2fasta">https://github.com/Jhe1004/gvcf2fasta</uri>) to convert &#x201c;vcf&#x201d; file to the &#x201c;fasta&#x201d; sequence. We filtered and deleted the site that met any of the following three criteria: (1) coverage less than 4, (2) site quality score less than 20, and (3) heterozygous.</p>
<p>The Geneious pipeline applied the Map to Reference function of Geneious Prime v.2020 (<xref ref-type="bibr" rid="B27">Kearse et&#xa0;al., 2012</xref>) to map the genome skimming data of each sample to the reference genome using Custom Sensitivity option with Allow Gaps off. Then we used the Generate Consensus Sequence function (using Trim to Reference Sequence option, and Most Common Bases for heterozygous sites) to generate sequence file of each sample, and finally saved these sequences as &#x201c;fasta&#x201d; files. All the alignments of this study, including the complete plastid genome sequences, SCOGs, and nuclear SNPs datasets, are deposited on Zenodo with the identifier <uri xlink:href="https://doi.org/10.5281/zenodo.7215665">https://doi.org/10.5281/zenodo.7215665</uri>.</p>
</sec>
</sec>
<sec id="s2_4">
<title>Phylogenetic analysis</title>
<p>Plastid genome structure and gene arrangement in <italic>Clematis</italic> species were checked according to the method of <xref ref-type="bibr" rid="B36">Liu et&#xa0;al. (2018)</xref>, and then multiple sequence alignments were done using MAFFT v.7.471 (<xref ref-type="bibr" rid="B26">Katoh and Standley, 2013</xref>), after removing one inverted repeat (IR) region (<xref ref-type="bibr" rid="B19">He et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B17">He et&#xa0;al., 2021</xref>). We used both maximum likelihood (ML) and Bayesian inference (BI) methods for phylogenetic reconstruction. ML trees were generated by RAxML v.8.2.12 (<xref ref-type="bibr" rid="B61">Stamatakis, 2014</xref>) under the GTR+G model with bootstrap percentages computed after 100 replicates. BI analysis was performed using MrBayes v.3.2.3 (<xref ref-type="bibr" rid="B57">Ronquist et&#xa0;al., 2012</xref>) and the best substitution model (TVM+I+G) was tested by the AIC in jModelTest v.2.1.10 (<xref ref-type="bibr" rid="B7">Darriba et&#xa0;al., 2012</xref>). Markov chain Monte Carlo (MCMC) chains run 2,000,000 generations, sampling every 100 generations. The first 25% of the trees were discarded as burn-in, and the remaining trees were used to generate the consensus tree.</p>
<p>For the two SCOGs datasets, we applied both concatenation- and coalescent-based methods for phylogenetic reconstruction. For the concatenation method, genes of all the datasets were concatenated. Then, we used RAxML v.8.2.12 (<xref ref-type="bibr" rid="B61">Stamatakis, 2014</xref>) to reconstruct phylogeny with the GTR+G model and 100 replicates of bootstrap. For the coalescent-based method, single-gene trees were reconstructed by RAxML with the parameters as above. All gene trees were then inputted in ASTRAL v.4.4.4 (<xref ref-type="bibr" rid="B84">Zhang et&#xa0;al., 2018</xref>) for species tree inference.</p>
<p>The nuclear SNPs matrices obtained by both GATK and Geneious pipelines had a high proportion of missing data at many loci. Therefore, we set three missing data (percentage of gaps per alignment column, <xref ref-type="bibr" rid="B10">Duvall et&#xa0;al., 2020</xref>) thresholds for each pipeline and obtained six matrices: GATK-0.4MS, GATK-0.5MS, GATK-0.6MS (40%, 50%, and 60% missing data); Geneious-0MS, Geneious-0.05MS, Geneious-0.1MS (0, 5%, and 10% missing data). We used SNP-sites v.2.5.1 (<xref ref-type="bibr" rid="B54">Page et&#xa0;al., 2016</xref>) to remove the invariant sites. Then, all matrices were analyzed using ML method implemented in RAxML v.8.2.12 with &#x201c;ASC_GTRGAMMA&#x201d; model (<xref ref-type="bibr" rid="B61">Stamatakis, 2014</xref>) and 100 bootstrap replicates.</p>
</sec>
<sec id="s2_5">
<title>Analysis of tree discordance</title>
<p>In this study, we explored the discordance among nuclear gene trees, between plastid and nuclear gene trees, and analyzed the possible biological causes. We tried to exclude factors such as sampling errors, stochastic errors, and paralogs (<xref ref-type="bibr" rid="B89">Zou and Ge, 2008</xref>), and tested the role of incomplete lineage sorting (ILS) and hybridization on the discordance of gene trees.</p>
<p>First, we examined the conflict among nuclear gene trees (the SCOG1000 dataset). In order to reduce the influence of stochastic error, gene trees with average support values more than 60 were chosen for analysis. We used Phyparts v.0.0.1 (<xref ref-type="bibr" rid="B60">Smith et&#xa0;al., 2015</xref>) to compare each nuclear gene tree with the species tree, calculated the proportion of gene trees concordant with the species tree at each node, and displayed them with pie charts. Meanwhile, to further visualize single-gene tree conflicts, we built cloud tree plots using the python package Toytree v.2.0.5 (<xref ref-type="bibr" rid="B11">Eaton, 2020</xref>).</p>
<p>The causes of nuclear gene tree conflicts were explored using a multiple species coalescent (MSC) model implemented in a simulation analysis to investigate whether ILS could be used to explain the conflict among nuclear gene trees (<xref ref-type="bibr" rid="B79">Yang et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B50">Morales-Briones et&#xa0;al., 2021</xref>). If the coalescent model fit the empirical gene trees well, the simulated gene trees would be consistent with the empirical gene trees, and ILS can explain the tree discordance. We used the function &#x201c;sim.coaltree.sp&#x201d; in the R package Phybase v.1.5 (<xref ref-type="bibr" rid="B40">Liu and Yu, 2010</xref>) to simulate 10,000 gene trees under the MSC model (the input coalescent species tree was constructed using the SCOG1000 dataset). Finally, we calculated the distances between each empirical gene tree and the species tree using DendroPy v.4.5.2 (<xref ref-type="bibr" rid="B64">Sukumaran and Holder, 2010</xref>), then showed the distance distribution between simulated gene trees and species tree using a histogram plot.</p>
<p>We also analyzed the causes of cyto-nuclear discordance and carried out a coalescent simulation study (<xref ref-type="bibr" rid="B58">Rose et&#xa0;al., 2021</xref>). We used the &#x201c;sim.coaltree.sp&#x201d; function in the R package Phybase v.1.5 (<xref ref-type="bibr" rid="B40">Liu and Yu, 2010</xref>) to simulate 10,000 gene trees, and then used PhyParts v.0.0.1 (<xref ref-type="bibr" rid="B60">Smith et&#xa0;al., 2015</xref>) to compare these simulated gene trees to the plastome phylogeny. If the discordant nodes are supported by a certain proportion of simulated gene trees, then it is probable that the conflict was caused by incomplete lineage sorting.</p>
</sec>
</sec>
<sec id="s3" sec-type="results">
<title>Results</title>
<sec id="s3_1">
<title>Data of genome skimming, transcriptome, and draft genome</title>
<p>The genome skimming data size of each sample ranged from 5.07 Gbp (<italic>C. songorica</italic>) to 6.20 Gbp (<italic>C. brevicaudata</italic>), and the Q20 was 96.0%&#x2212;98.9%, Q30 was 89.4%&#x2212;96.9% (<xref ref-type="supplementary-material" rid="SF1">
<bold>Supplementary Table S1</bold>
</xref>). The data size of transcriptomes ranged from 5.41 Gbp (<italic>C. viridis</italic>) to 6.76 Gbp (<italic>C. sibirica</italic> Miller), and the Q20 was 97.3%&#x2212;98.5%, Q30 was 93.0%&#x2212;95.6%. The number of <italic>de novo</italic> transcripts varied from 53,429 (<italic>C. tibetana</italic>) to 147,758 (<italic>C. macropetala</italic> Ledeb.), and 37,188&#x2212;114,171 transcripts were kept after removing redundancy. The N50 length of the transcripts ranged from 712 bp to 1,547 bp, and completeness of the assemblies comparing to BUSCO ranged from 54.2% (<italic>C. reticulata</italic> Walter) to 75.9% (<italic>C. terniflora</italic> DC.) (<xref ref-type="supplementary-material" rid="SF2">
<bold>Supplementary Table S2</bold>
</xref>). The size of <italic>C. brevicaudata</italic> genome draft was 7.81 Gbp with the contig N50 being 2,579 bp, and the number of contigs longer than 500 bp was 4,293,110 in total size of 6.19 Gbp.</p>
</sec>
<sec id="s3_2">
<title>Plastid genome, nuclear SCOGs, nuclear SNPs data</title>
<p>We acquired a total of 32 <italic>Clematis</italic> plastome sequences ranging from 159,284 bp (<italic>C. reticulata</italic>) to 159,847 bp (<italic>C. viridis</italic>). The number and arrangement of the plastid genes of all the <italic>Clematis</italic> species are identical, all contained a pair of datIRs (31,023&#x2212;31,082 bp.) separated by a large single copy region (79,074&#x2212;79,693 bp) and a small single copy region (17,978&#x2212;18,229 bp). All plastomes encoded a set of 112 genes, including 79 protein-coding genes, 29 transfer RNAs and four ribosomal RNAs (<xref ref-type="supplementary-material" rid="SF3">
<bold>Supplementary Table S3</bold>
</xref>). After removing IRa and poor alignment region, we finally obtained a matrix with aligned length of 128,149 bp for phylogenetic analysis.</p>
<p>For the transcriptome data, we obtained 9,900 SCOGs by homologous clusters after removing 106 organelle genes. We further discarded 3,782 genes, which were shorter than 1,000 bp, in subsequent analyses. Finally, the SCOG1000 dataset contained 6,118 genes (4,393 genes with average support value over 60), and SCOG3000 dataset contained 699 genes.</p>
<p>The data amount of nuclear SNPs matrix obtained by GATK and Geneious pipelines are different. The lengths of the matrices obtained by GATK pipeline are 21,767bp (GATK-0.4MS), 48,933 bp (GATK-0.5MS), and 100,223 bp (GATK-0.6MS), whereas those of the Geneious pipeline are 99,179 bp (Geneious-0MS), 375,536 bp (Geneious-0.05MS), and 2,066,289 bp (Geneious-0.1MS), respectively. The proportion of missing data in sect. <italic>Naravelia</italic> Prantl and sect. <italic>Naraveliopsis</italic> Hand.-Mazz. were significantly higher than those in other species. Because only 2.59 Gbp genome skimming data were available online for <italic>C. fusca</italic> Turcz. (<xref ref-type="supplementary-material" rid="SF1">
<bold>Supplementary Table S1</bold>
</xref>), high percentage of missing data was also present in its nuclear SNPs sequence.</p>
</sec>
<sec id="s3_3">
<title>Phylogenetic analysis</title>
<sec id="s3_3_1">
<title>Plastid phylogeny</title>
<p>For the plastid genome data, except a few clades with relatively weak support values, the majority of branches received full support (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2A</bold>
</xref>). Sect. <italic>Naraveliopsis</italic> Hand.-Mazz., sect. <italic>Atragene</italic> (L.) DC., sect. <italic>Naravelia</italic> (DC.) Prantl, sect. <italic>Cheiropsis</italic> DC., sect. <italic>Meclatis</italic> (Spach) Baillon, and sect. <italic>Fruticella</italic> Tamura (sensu <xref ref-type="bibr" rid="B65">Tamura, 1995</xref>) were shown to be monophyletic. Whereas, some sections, such as sect. <italic>Campanella</italic> Tamura, sect. <italic>Clematis</italic> (sensu <xref ref-type="bibr" rid="B65">Tamura, 1995</xref>), and sect. <italic>Tubulosae</italic> Decne. were not supported in the plastid phylogeny, and species of these sections were nested together.</p>
<fig id="f2" position="float">
<label>Figure&#xa0;2</label>
<caption>
<p>Bayesian phylogeny <bold>(A)</bold> of <italic>Clematis</italic> inferred from the plastid genome data and maximum likelihood phylogeny <bold>(B)</bold> inferred from nuclear SNPs of Geneious-0.05MS dataset. Cyto-nuclear conflicts are shown. In the plastid phylogeny <bold>(A)</bold>, bold branches show that the clades are 100% supported by both posteriori probability and ML bootstrap values. Otherwise, these two statistical values were marked on the branches. Numbers in brackets show the contribution of incomplete lineage sorting (ILS) to the conflicts between the simulated and plastid gene trees based on the multispecies coalescent model. Ten major clades were marked on the nuclear SNPs tree <bold>(B)</bold> with different colors. Species in plastid tree were marked with the same color with those in the nuclear SNPs tree.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fpls-13-1059379-g002.tif"/>
</fig>
</sec>
<sec id="s3_3_2">
<title>Phylogeny of nuclear SCOGs</title>
<p>Two transcriptome-based datasets (SCOG1000 and SCOG3000) yielded highly congruent phylogenies in the coalescent-based and concatenated analyses (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3</bold>
</xref> and <xref ref-type="supplementary-material" rid="SF4">
<bold>Supplementary Figure S1</bold>
</xref>). All nodes in the SCOG1000 dataset using coalescent method obtained 100% support values. Whereas, in the SCOG3000 dataset, sect. <italic>Fruticella</italic> was not 100% supported, and the position of <italic>C. songorica</italic> was different in the coalescent and concatenated analyses (<xref ref-type="supplementary-material" rid="SF4">
<bold>Supplementary Figures S1</bold>
</xref>, <xref ref-type="supplementary-material" rid="SF5">
<bold>S2</bold>
</xref>). For the SCOG1000 dataset, except sect. <italic>Campanella</italic>, sect. <italic>Viorna</italic> (sensu <xref ref-type="bibr" rid="B70">Wang and Li, 2005</xref>) and sect. <italic>Clematis</italic> (sensu <xref ref-type="bibr" rid="B70">Wang and Li, 2005</xref>), which was shown to be polyphyletic, other sections were supported (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3</bold>
</xref>). Sect. <italic>Clematis</italic> (sensu <xref ref-type="bibr" rid="B65">Tamura, 1995</xref>) and sect. <italic>Tubulosae</italic> were both supported and tested to be sister groups</p>
<fig id="f3" position="float">
<label>Figure&#xa0;3</label>
<caption>
<p>Phylogenetic trees inferred from SCOG1000 dataset by the concatenated (left) and the coalescence-based (right) methods. All clades of both trees are 100% supported and all the branches are in bold. Section abbreviations are: sect. <italic>Atragene</italic> (ATR), sect. <italic>Naraveliopsis</italic> (NAO), sect. <italic>Clematis</italic> (CLE), sect. <italic>Flammula</italic> (FLA), sect. <italic>Viorna</italic> (VIO), sect. <italic>Viticella</italic> (VIT), sect. <italic>Campanella</italic> (CAM), sect. <italic>Meclatis</italic> (MEC), sect. <italic>Fruticella</italic> (FRU), sect. <italic>Cheiropsis</italic> (CHE), sect. <italic>Tubulosae</italic> (TUB), <italic>Naravelia</italic> (NAR).</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fpls-13-1059379-g003.tif"/>
</fig>
</sec>
<sec id="s3_3_3">
<title>Nuclear SNPs phylogeny</title>
<p>The nuclear SNPs phylogenies based on the GATK pipeline were slightly different in basal branches which were insufficiently supported (<xref ref-type="supplementary-material" rid="SF6">
<bold>Supplementary Figures S3</bold>
</xref>). Among them, GATK-0.4MS dataset yielded a phylogeny which was more consistent with the trees inferred from the Geneious pipeline (<xref ref-type="supplementary-material" rid="SF7">
<bold>Supplementary Figure&#xa0;4</bold>
</xref>). The resolved clades were also largely consistent with the SCOG1000 species tree (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3</bold>
</xref>). However, although sect. <italic>Clematis</italic> (sensu <xref ref-type="bibr" rid="B65">Tamura, 1995</xref>) and sect. <italic>Tubulosae</italic> showed close relationship in the three GATK datasets, the former section was shown to be paraphyletic to the latter (<xref ref-type="supplementary-material" rid="SF6">
<bold>Supplementary Figure S3</bold>
</xref>).</p>
<p>The phylogenies inferred from the three datasets of Geneious pipeline were basically similar, but differed in support values (<xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4</bold>
</xref> and <xref ref-type="supplementary-material" rid="SF7">
<bold>Supplementary Figure S4</bold>
</xref>). The Geneious-0.05MS dataset produced the most robust phylogeny, which was almost the same with the SCOG1000 species tree. Their major difference was the position of sect. <italic>Naraveliopsis</italic> (<xref ref-type="fig" rid="f3">
<bold>Figures&#xa0;3</bold>
</xref>, <xref ref-type="fig" rid="f4">
<bold>4</bold>
</xref>). Both SCOG1000 and the Geneious-0.05MS datasets had some well-supported incongruence with the plastid tree (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2</bold>
</xref>; <xref ref-type="supplementary-material" rid="SF5">
<bold>Supplementary Figure S2</bold>
</xref>). Because the nuclear SNPs dataset contains more samples than the SCOG1000 dataset, we discuss the phylogenetic relationships of <italic>Clematis</italic> mainly based on Geneious-0.05MS dataset (<xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4</bold>
</xref>). In this phylogenetic tree, ten major clades were resolved, and one section (sect. <italic>Campanella</italic>) in <xref ref-type="bibr" rid="B65">Tamura (1995)</xref> and two sections (sect. <italic>Clematis</italic> and sect. <italic>Viorna</italic>) in <xref ref-type="bibr" rid="B70">Wang and Li (2005)</xref> were shown to be polyphyletic. All the other sectional classification of the two systems were supported.</p>
<fig id="f4" position="float">
<label>Figure&#xa0;4</label>
<caption>
<p>A maximum likelihood tree inferred form a nuclear SNPs dataset (Geneious-0.05MS). Two bootstrap values, which are less than 100, are marked above the branch, and all the other branches are fully supported. Section abbreviations follow <xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3</bold>
</xref>, and three important morphological characters are marked at right side of the tree.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fpls-13-1059379-g004.tif"/>
</fig>
</sec>
</sec>
<sec id="s3_4">
<title>Gene conflict analyses</title>
<p>Using SCOG1000 (and average bootstrap value more than 60) dataset, high levels of gene tree discordances were detected mainly at deep nodes (<xref ref-type="fig" rid="f5">
<bold>Figure&#xa0;5</bold>
</xref>). Coalescent simulation analysis (<xref ref-type="fig" rid="f6">
<bold>Figure&#xa0;6</bold>
</xref>) showed similar pattern between empirical and simulated distance distributions, indicating that ILS alone can explain most of the gene tree conflicts. However, the contradiction between some nodes of the plastid and the nuclear species trees cannot be explained by ILS (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2A</bold>
</xref>). For example, species of Clade 9 (sect. <italic>Clematis</italic> sensu <xref ref-type="bibr" rid="B65">Tamura, 1995</xref>) and Clade 10 (sect. <italic>Tubulosae</italic>) (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2B</bold>
</xref>) were clustered together in the plastome phylogeny (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2A</bold>
</xref>), and Phyparts result showed no simulated gene trees were concordant to the empirical plastome tree. Moreover, some species of sect. <italic>Campanella</italic> (such as <italic>C. rehderiana</italic>) also showed different positions in the simulated gene trees and the plastome tree, suggesting that ILS can be excluded for explaining its cyto-nuclear discordance, and hybridization and introgression might be the main cause.</p>
<fig id="f5" position="float">
<label>Figure&#xa0;5</label>
<caption>
<p>A cloud tree showing discordance among nuclear genes. The ASTRAL species tree (based on trees from SCOG1000 dataset with average bootstrap value more than 60) is in heavy black lines. All the branches are fully supported. The gray-colored trees (cloud tree) were sampled from 695 SCOGs (without missing taxa). Pie charts show the proportions of concordant and discordant topologies of gene trees comparing to the species tree.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fpls-13-1059379-g005.tif"/>
</fig>
<fig id="f6" position="float">
<label>Figure&#xa0;6</label>
<caption>
<p>Coalescent simulations of tree-to-tree distance distributions between the ASTRAL species tree and the 4393 empirical (orange boxes) gene trees (based on trees from SCOG1000 dataset with average bootstrap value more than 60) and those from the 10,000 simulation trees (blue boxes).</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fpls-13-1059379-g006.tif"/>
</fig>
</sec>
</sec>
<sec id="s4" sec-type="discussion">
<title>Discussion</title>
<sec id="s4_1">
<title>Phylogenomic data for <italic>Clematis</italic>
</title>
<p>Seed plants encompass a high level of diversity of genome size varying by more than 2,000-fold (<xref ref-type="bibr" rid="B51">Nov&#xe1;k et&#xa0;al., 2020</xref>). Larger genomes generally contain more proportion of repeat sequences, transposable elements, and other non-transcribed low-copy sequences, while the amount of expressed genes are rather stable with about 0.03 Gbp (<xref ref-type="bibr" rid="B28">Kersey, 2019</xref>). For this reason, we do not need to consider the plant genome size when choosing transcriptome method for phylogenetic studies. However, when choosing genome skimming data, the size of plant genome becomes a vital issue that should be considered.</p>
<p>
<italic>Clematis</italic> species have large genome size, which makes high-depth sequencing (10 &#xd7; or more) unaffordable, and low-depth genome skimming data (less than 1 &#xd7;) of <italic>Clematis</italic> have been only used for assembling the plastome sequences or tandemly repeat nrDNA regions which have high copy numbers in the genome (<xref ref-type="bibr" rid="B17">He et&#xa0;al., 2021</xref>). The plastome phylogeny of <italic>Clematis</italic> (<xref ref-type="bibr" rid="B17">He et&#xa0;al., 2021</xref>) have better resolved the relationships within the genus than those of the Sanger sequencing data (e.g., <xref ref-type="bibr" rid="B49">Miikeda et&#xa0;al., 2006</xref>; <xref ref-type="bibr" rid="B77">Xie et&#xa0;al., 2011</xref>; <xref ref-type="bibr" rid="B33">Lehtonen et&#xa0;al., 2016</xref>). However, there were still some major clades with weak support and some clades are unexplainable taxonomically. The nrDNA sequences also failed to generate a robust tree due to insufficient phylogenetic information (<xref ref-type="bibr" rid="B17">He et&#xa0;al., 2021</xref>).</p>
<p>Although plastome data have been successfully used for phylogenetic reconstruction of plant taxa at almost all taxonomic levels, studies have shown that the plastome data alone may sometimes not sufficiently resolve the phylogeny of closely related species due to frequent hybridization and introgression in plants (<xref ref-type="bibr" rid="B39">Liu et&#xa0;al., 2022</xref>). Therefore, care should be taken when using plastome data alone to resolve species relationships of plant taxa. This is also the case with <italic>Clematis</italic>. Evidences from horticulture (<xref ref-type="bibr" rid="B81">Yuan et&#xa0;al., 2010</xref>), molecular phylogenetic studies (<xref ref-type="bibr" rid="B43">Lyu et&#xa0;al., 2021</xref>), and the present study showed that there is widespread hybridization among <italic>Clematis</italic> species or even between sections. In this study, transcriptome data were successfully assembled with thousands of SCOGs which robustly resolved the phylogenetic framework of <italic>Clematis</italic>. The SCOG1000 dataset not only fully resolved <italic>Clematis</italic> phylogeny but also provided a tree that corresponded well to morphological groups. The RNA-seq method is easy, fast, efficient for acquiring highly reusable nuclear genome data, independent of plant genome size (<xref ref-type="bibr" rid="B6">Cheon et&#xa0;al., 2020</xref>), and maybe the best choice for phylogenetic study of <italic>Clematis</italic> so far. The major problem with transcriptome method is that it cannot be successfully applied for herbarium materials. If we want to include more herbarium samples, data partitioning method should be reconsidered.</p>
<p>Previous studies have used genome skimming data to obtain nuclear SNPs by mapping reads to the reference genome (<xref ref-type="bibr" rid="B52">Olofsson et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B86">Zhang et&#xa0;al., 2019</xref>). This study presented a further exploration of this method in <italic>Clematis</italic>. The phylogenies from the nuclear SNPs data by the two pipelines in this study were better resolved than the previous published nrDNA tree (<xref ref-type="bibr" rid="B17">He et&#xa0;al., 2021</xref>). Two different pipelines generated different amounts of data, and Geneious pipeline produced larger datasets than GATK pipeline. In the same way, Geneious pipeline generated more robust phylogeny which was almost the same with that reconstructed by SCOGs. Meanwhile, two herbarium samples (<italic>C. psilandra</italic> and <italic>C. speciosa</italic>) and four genome skimming data (<italic>C. fusca</italic>, <italic>C. macropetala</italic>, <italic>C. pilulifera</italic>, and <italic>C. reticulata</italic>) from other studies with lower sequencing depth clustered in the correct positions on the nuclear SNPs tree (<xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4</bold>
</xref>). Therefore, this method (especially the Geneious pipeline) is reliable and may play an important role in future phylogenetic study of <italic>Clematis</italic> with comprehensive sampling.</p>
<p>The problems of this method, however, also need to be mentioned. Because the sequencing depth is low, SNP genotyping and allele frequency estimation may be biased by those genome skimming data. So, the SNPs datasets may not be applied for population genetic analysis, such as STRUCTURE (<xref ref-type="bibr" rid="B56">Pritchard et&#xa0;al., 2000</xref>). Furthermore, this data may also not work well for analysis of reticulate evolution (such as HyDe, <xref ref-type="bibr" rid="B1">Blischak et&#xa0;al., 2018</xref>) and whole genome duplication detection (WGD, <xref ref-type="bibr" rid="B78">Yang et&#xa0;al., 2019</xref>).</p>
</sec>
<sec id="s4_2">
<title>Phylogenetic inferences of <italic>Clematis</italic>
</title>
<p>Although previous phylogenetic studies used more samples (<xref ref-type="bibr" rid="B77">Xie et&#xa0;al., 2011</xref>; <xref ref-type="bibr" rid="B33">Lehtonen et&#xa0;al., 2016</xref>), insufficient resolution by small number of DNA regions has hindered our understanding of the evolution of <italic>Clematis</italic>. The plastome data took us a step forward in resolving the phylogeny of the genus (<xref ref-type="bibr" rid="B17">He et&#xa0;al., 2021</xref>). Plastome phylogeny, inferred by <xref ref-type="bibr" rid="B17">He et&#xa0;al. (2021)</xref>, resolved six major clades in <italic>Clematis</italic>. Except a clade comprising only species of sect. <italic>Naravelia</italic>, all the other five clades contained three or more sections. Despite the smaller sample size of this study, all the six corresponding clades were also resolved by our plastome phylogenetic analysis. These clades (except sect. <italic>Naravelia</italic> clade) were difficult to be defined by morphology.</p>
<p>In this study, using nuclear SNPs and SCOG data, we reconstructed the first well resolved phylogenetic backbone of <italic>Clemati</italic>s. Most of the morphologically defined sections were supported. Trees inferred from the nuclear genome data (<xref ref-type="fig" rid="f2">
<bold>Figures&#xa0;2</bold>
</xref>&#x2013;<xref ref-type="fig" rid="f4">
<bold>4</bold>
</xref>) were better corresponding to morphological characters than plastome phylogeny. The Geneious-0.05MS dataset resolved ten major clades in <italic>Clematis</italic> (<xref ref-type="fig" rid="f2">
<bold>Figures&#xa0;2</bold>
</xref>, <xref ref-type="fig" rid="f4">
<bold>4</bold>
</xref>). Clade 1 represents subtropical sect. <italic>Naraveliopsis</italic> which has conspicuous connective projections on the anthers. Clade 2 comprises species of sect. <italic>Flammula</italic> DC., sect. <italic>Viticella</italic> DC. and sect. <italic>Viorna</italic> (sensu <xref ref-type="bibr" rid="B65">Tamura, 1995</xref>). The synapomorphy may be their type II seedlings (or opposite seedling leaves, <xref ref-type="bibr" rid="B12">Essig, 1991</xref>). Clade 3 represents sect. <italic>Atragene</italic>, which has petal-like staminodes in the flowers. Clade 4, including sect. <italic>Meclatis</italic> and species of sect. <italic>Campanella</italic> with yellow flowers and hairy filaments and anthers, is characterized by its yellow and thick sepals. Clade 5 represents sect. <italic>Fruticella</italic> with erect shrubby stem. Clade 6 represents sect. <italic>Cheiropsis</italic>, which is characterized by its flowers arising from old or hornotinous branches. Clade 7 contains some species of sect. <italic>Campanella</italic>. Their shared characteristics are the type I seedling (or alternate seedling leaves, <xref ref-type="bibr" rid="B12">Essig, 1991</xref>), erect sepals, hairy stamen filaments and glabrous anthers. Clade 8 is sect. <italic>Naravelia</italic> which was recognized as a distinct genus by <xref ref-type="bibr" rid="B65">Tamura (1995)</xref> and <xref ref-type="bibr" rid="B70">Wang and Li (2005)</xref>. Plants of this section possess leaf tendrils and spoon-shaped petals. Clade 9 represents the narrowly defined sect. <italic>Clematis</italic> (sensu <xref ref-type="bibr" rid="B65">Tamura, 1995</xref>), which is characterized by the type I seedling, small white flowers, spreading sepals, and glabrous stamens. Clade 10 represents sect. <italic>Tubulosae</italic>, which is characterized by the type I seedling, ternate leaves, erect herbaceous stem, erect sepals and hairy stamens. It should be pointed out that the range of our sample was relatively narrow, and future studies with more comprehensive sampling are needed to further elucidate the phylogenetic and taxonomic problems in <italic>Clematis</italic>.</p>
<p>Using nuclear genome data, we also gained new knowledge and insights into some taxonomic issues for <italic>Clematis</italic> in this study. Previous studies have suggested that sect. <italic>Campanella</italic> may be a polyphyletic group (<xref ref-type="bibr" rid="B17">He et&#xa0;al., 2021</xref>). Our nuclear genome phylogeny confirmed that <italic>C. repens</italic> and <italic>C. otophora</italic> (in sect. <italic>Campanella</italic>) are more closely related to sect. <italic>Meclatis</italic> (clade 4, <xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4</bold>
</xref>) rather than to other sect. <italic>Campanella</italic> species. Both <italic>C. repens</italic> and <italic>C. otophora</italic> have yellow flowers with thick sepals which are more similar to those of the sect. <italic>Meclatis</italic>. Two morphologically well diverged sections, sect. <italic>Clematis</italic> (sensu <xref ref-type="bibr" rid="B65">Tamura, 1995</xref>) and sect. <italic>Tubulosae</italic>, have shown to be very closely related or even cannot be clearly separated by Sanger sequencing data (<xref ref-type="bibr" rid="B77">Xie et&#xa0;al., 2011</xref>; <xref ref-type="bibr" rid="B33">Lehtonen et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B80">Yan et&#xa0;al., 2016</xref>). They were also nested together in our plastome tree (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2</bold>
</xref>), but were clearly separated by our SCOG1000 data (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3</bold>
</xref>) and Geneious-0.05MS data (clade 9 and clade 10, <xref ref-type="fig" rid="f2">
<bold>Figures&#xa0;2</bold>
</xref>&#x2013;<xref ref-type="fig" rid="f4">
<bold>4</bold>
</xref>). The simulation results showed that this cyto-nuclear discordance may be caused by hybridization events between the two sections (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2A</bold>
</xref>). Hybridization events between these two morphologically diverged sections have been also confirmed by other reports, horticultural evidence, and phylogenomic analysis (<xref ref-type="bibr" rid="B45">Makino, 1907</xref>; <xref ref-type="bibr" rid="B81">Yuan et&#xa0;al., 2010</xref>; <xref ref-type="bibr" rid="B43">Lyu et&#xa0;al., 2021</xref>).</p>
<p>Similar to other studies, our results showed that all the important morphological characters emphasized by taxonomists, such as phyllotaxy, calyx, and filament hairs (<xref ref-type="bibr" rid="B65">Tamura, 1995</xref>), may have evolved multiple times, and it is difficult to make subgeneric classification by using a few key characters. Specifically, we emphasis that seedling morphology (phyllotaxy as in this study), highlighted by <xref ref-type="bibr" rid="B65">Tamura (1995)</xref>, should be based on observations but not speculation. Majority number of <italic>Clematis</italic> species have no real observation data of seedling morphology. Seedling status of many sections (such as sect. <italic>Naraveliopsis</italic> and sect. <italic>Fruticella</italic>) proposed by <xref ref-type="bibr" rid="B65">Tamura (1995)</xref> are likely to be wrong (<xref ref-type="bibr" rid="B4">Cheng et&#xa0;al., 2016</xref>). Based on our observation, seedling morphology of sect. <italic>Fruticella</italic> (not published) should be type I (metamorphic, <xref ref-type="bibr" rid="B12">Essig, 1991</xref>) and similar to that of sect. <italic>Meclatis</italic> (rather than type II proposed by <xref ref-type="bibr" rid="B65">Tamura, 1995</xref>). So, before using seedling morphology for taxonomic treatment, this character needs to be studied through comprehensive observation.</p>
<p>Our findings also shed light on the evolutionary history of <italic>Clematis</italic>. Studies have shown that <italic>Clematis</italic> may have experienced recent species radiation during the late Neogene and the Quaternary (<xref ref-type="bibr" rid="B77">Xie et&#xa0;al., 2011</xref>; <xref ref-type="bibr" rid="B17">He et&#xa0;al., 2021</xref>). Recent species radiation may lead to severe lineage sorting when the ancestral population was large (<xref ref-type="bibr" rid="B55">Pamilo and Nei, 1988</xref>), and this fits well with our simulation results (<xref ref-type="fig" rid="f5">
<bold>Figures&#xa0;5</bold>
</xref>, <xref ref-type="fig" rid="f6">
<bold>6</bold>
</xref>). Our results demonstrated that there are extensive gene tree conflicts at early diverged nodes, which can be explained by ILS. Meanwhile, our analysis of cyto-nuclear discordance (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2</bold>
</xref>) suggested that there may also have been widespread interspecific hybridization events in <italic>Clematis</italic>, which contributed to high level of incongruence between plastid and nuclear phylogenies. From our analysis, both ILS and interspecific hybridization in <italic>Clematis</italic> made its classification and phylogenetic analysis very difficult, especially using small number of DNA regions or plastome data alone.</p>
</sec>
<sec id="s4_3">
<title>Consideration of genome partitioning selection for other plant taxa</title>
<p>There are several other genera in Ranunculaceae that are similar to <italic>Clematis</italic>, such as <italic>Anemone</italic> L., <italic>Aconitum</italic> L., and <italic>Delphinium</italic> L. These genera have not only large genome size (<uri xlink:href="https://cvalues.science.kew.org/search">https://cvalues.science.kew.org/search</uri>) but also have hundreds of wild species (<xref ref-type="bibr" rid="B65">Tamura, 1995</xref>). In addition, they all have no high-quality whole genome reference available and few phylogenomic studies with comprehensive sampling. Resolving the phylogenetic framework of those taxa is highly possible to encounter the same conditions with <italic>Clematis</italic>: ineffectiveness of Sanger sequencing data and difficulty in genome partitioning selection. Furthermore, studies have shown that the plastid genome (or regions) data alone did not work well for the phylogenetic reconstruction of those taxa (<xref ref-type="bibr" rid="B21">Hoot et&#xa0;al., 2012</xref>; <xref ref-type="bibr" rid="B23">Jiang et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B20">Hong et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B76">Xiang et&#xa0;al., 2017</xref>). Our results suggested that transcriptome method may be the first choice for solving the problem, and if the samples are not suitable for RNA extraction, Geneious pipeline presented in this study (using low-depth genome skimming data) can be tried. Although this study did not test target enrichment data, this method is also recommended if the complicated experimental procedures are acceptable to the researchers.</p>
<p>Genome size may be an important factor in genome partitioning selection. If the genome size of concerning taxon is small (less than 1 Gbp), genome skimming method can easily obtain high sequencing depth at an acceptable cost, and is a good choice to solve phylogenetic problems. We have tried to obtain and successfully assembled SCOGs (not published) from 6 Gbp of genome skimming data from <italic>Epilobium</italic> L. (Onagraceae) samples using the method of <xref ref-type="bibr" rid="B38">Liu et&#xa0;al. (2021)</xref>. The genome size of <italic>Epilobium</italic> species is about 0.2 Gbp, and our data was up to 30 &#xd7; in sequencing depth. In this case, genome skimming method is better than transcriptome and target enrichment method. Using this data, we can acquire the plastome and nuclear SCOGs data from both transcribed region and non-transcribed (intron, spacer, repetitive regions, and so on) regions, and conduct a variety of downstream analysis, such as phylogenetic reconstruction, molecular dating, hybridization analysis, and WGD detection.</p>
</sec>
</sec>
<sec id="s5" sec-type="data-availability">
<title>Data availability statement</title>
<p>The data presented in the study are deposited in the NCBI BioProject database (<uri xlink:href="https://www.ncbi.nlm.nih.gov/bioproject/">https://www.ncbi.nlm.nih.gov/bioproject/</uri>), accession number PRJNA838588 and PRJNA776151.</p>
</sec>
<sec id="s6" sec-type="author-contributions">
<title>Author contributions</title>
<p>JX, RL, and JH, analyzed the data and prepared the draft. ML, JH, JJ, and LX conducted the sample gathering. JH, JC, and LX designed the study. JX, RL, and LX wrote and revised the manuscript. All the authors contributed to the article and approved the submitted version.</p>
</sec>
<sec id="s7" sec-type="funding-information">
<title>Funding</title>
<p>This study was supported by the National Natural Science Foundation of China (grant numbers 32270223, 31670207).</p>
</sec>
<sec id="s8" sec-type="acknowledgement">
<title>Acknowledgments</title>
<p>We thank Ma Xin-Tang and Ban Qin, working in the Herbarium of Institute of Botany, the Chinese Academy of Sciences (PE), for kindly providing <italic>Clematis</italic> specimen samples. We are grateful to Dr. Xu Chao from Institute of Botany, the Chinese Academy of Sciences for extracting high quality DNAs from specimen samples for this study.</p>
</sec>
<sec id="s9" sec-type="COI-statement">
<title>Conflict of interest</title>
<p>The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec id="s10" sec-type="disclaimer">
<title>Publisher&#x2019;s note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
</body>
<back>
<sec id="s11" sec-type="supplementary-material">
<title>Supplementary material</title>
<p>The Supplementary Material for this article can be found online at: <ext-link ext-link-type="uri" xlink:href="https://www.frontiersin.org/articles/10.3389/fpls.2022.1059379/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fpls.2022.1059379/full#supplementary-material</ext-link>
</p>
<supplementary-material xlink:href="Table_1.xlsx" id="SF1" mimetype="application/vnd.openxmlformats-officedocument.spreadsheetml.sheet">
<label>Supplementary Table&#xa0;S1</label>
<caption>
<p>Sample information of genome skimming data in this study.</p>
</caption>
</supplementary-material>
<supplementary-material xlink:href="Table_2.xlsx" id="SF2" mimetype="application/vnd.openxmlformats-officedocument.spreadsheetml.sheet">
<label>Supplementary Table&#xa0;S2</label>
<caption>
<p>Sample information of transcriptome data in this study.</p>
</caption>
</supplementary-material>
<supplementary-material xlink:href="Table_3.xlsx" id="SF3" mimetype="application/vnd.openxmlformats-officedocument.spreadsheetml.sheet">
<label>Supplementary Table&#xa0;S3</label>
<caption>
<p>Plastid genome features of the Clematis species in this study.</p>
</caption>
</supplementary-material>
<supplementary-material xlink:href="Image_1.jpeg" id="SF4" mimetype="image/jpeg">
<label>Supplementary Figure&#xa0;1</label>
<caption>
<p>Phylogenetic trees constructed by concatenated and coalescence-based methods based on SCOG3000 dataset.</p>
</caption>
</supplementary-material>
<supplementary-material xlink:href="Image_2.jpeg" id="SF5" mimetype="image/jpeg">
<label>Supplementary Figure&#xa0;2</label>
<caption>
<p>Bayesian phylogeny <bold>(A)</bold> of <italic>Clematis</italic> inferred from the plastid genome data and maximum likelihood phylogeny <bold>(B)</bold> inferred from of SCOG1000 data. Cyto-nuclear discordance is shown.</p>
</caption>
</supplementary-material>
<supplementary-material xlink:href="Image_3.jpeg" id="SF6" mimetype="image/jpeg">
<label>Supplementary Figure&#xa0;3</label>
<caption>
<p>Maximum likelihood phylogenetic trees constructed from three nuclear SNPs data matrices obtained by GATK pipeline.</p>
</caption>
</supplementary-material>
<supplementary-material xlink:href="Image_4.jpeg" id="SF7" mimetype="image/jpeg">
<label>Supplementary Figure&#xa0;4</label>
<caption>
<p>Maximum likelihood phylogenetic trees constructed from two nuclear SNPs data matrices obtained by Geneious pipeline.</p>
</caption>
</supplementary-material>
</sec>
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