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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.2022.849476</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>Ancient Tethyan Vicariance and Long-Distance Dispersal Drive Global Diversification and Cryptic Speciation in the Red Seaweed <italic>Pterocladiella</italic></article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>Boo</surname>
<given-names>Ga Hun</given-names>
</name>
<xref rid="aff1" ref-type="aff"><sup>1</sup></xref>
<xref rid="aff2" ref-type="aff"><sup>2</sup></xref>
<xref rid="aff3" ref-type="aff"><sup>3</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/1020772/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Leliaert</surname>
<given-names>Frederik</given-names>
</name>
<xref rid="aff4" ref-type="aff"><sup>4</sup></xref>
<xref rid="aff5" ref-type="aff"><sup>5</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/176478/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Le Gall</surname>
<given-names>Line</given-names>
</name>
<xref rid="aff2" ref-type="aff"><sup>2</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/525894/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Coppejans</surname>
<given-names>Eric</given-names>
</name>
<xref rid="aff5" ref-type="aff"><sup>5</sup></xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>De Clerck</surname>
<given-names>Olivier</given-names>
</name>
<xref rid="aff5" ref-type="aff"><sup>5</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/182726/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Van Nguyen</surname>
<given-names>Tu</given-names>
</name>
<xref rid="aff6" ref-type="aff"><sup>6</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/1624989/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Payri</surname>
<given-names>Claude E.</given-names>
</name>
<xref rid="aff7" ref-type="aff"><sup>7</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/265740/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Miller</surname>
<given-names>Kathy Ann</given-names>
</name>
<xref rid="aff3" ref-type="aff"><sup>3</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/1726014/overview"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Yoon</surname>
<given-names>Hwan Su</given-names>
</name>
<xref rid="aff1" ref-type="aff"><sup>1</sup></xref>
<xref rid="c001" ref-type="corresp"><sup>&#x002A;</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/110979/overview"/>
</contrib>
</contrib-group>
<aff id="aff1"><sup>1</sup><institution>Department of Biological Sciences, Sungkyunkwan University</institution>, <addr-line>Suwon</addr-line>, <country>South Korea</country>
</aff>
<aff id="aff2"><sup>2</sup><institution>Institut de Syst&#x00E9;matique, Evolution, Biodiversit&#x00E9; (ISYEB), Mus&#x00E9;um National d&#x2019;Histoire Naturelle, CNRS, Sorbonne Universit&#x00E9;, EPHE</institution>, <addr-line>Paris</addr-line>, <country>France</country>
</aff>
<aff id="aff3"><sup>3</sup><institution>University Herbarium, University of California</institution>, <addr-line>Berkeley, CA</addr-line>, <country>United States</country>
</aff>
<aff id="aff4"><sup>4</sup><institution>Meise Botanic Garden</institution>, <addr-line>Meise</addr-line>, <country>Belgium</country>
</aff>
<aff id="aff5"><sup>5</sup><institution>Phycology Research Group, Department of Biology, Ghent University</institution>, <addr-line>Ghent</addr-line>, <country>Belgium</country>
</aff>
<aff id="aff6"><sup>6</sup><institution>Department of Ecology, Institute of Tropical Biology, Vietnam Academy of Science and Technology</institution>, <addr-line>Ho Chi Minh City</addr-line>, <country>Vietnam</country>
</aff>
<aff id="aff7"><sup>7</sup><institution>UMR Entropie (IRD, Ifremer, Univ Nouvelle-Cal&#x00E9;donie, Univ La R&#x00E9;union, CNRS)</institution>, <addr-line>Noum&#x00E9;a</addr-line>, <country>New Caledonia</country>
</aff>
<author-notes>
<fn id="fn0001" fn-type="edited-by">
<p>Edited by: Gwenael Piganeau, UMR7232 Biologie Int&#x00E9;grative des Organismes Marins (BIOM), France</p>
</fn>
<fn id="fn0002" fn-type="edited-by">
<p>Reviewed by: Aur&#x00E9;lien De Jode, University of Gothenburg, Sweden; Sylvain Faugeron, Pontificia Universidad Cat&#x00F3;lica de Chile, Chile</p>
</fn>
<corresp id="c001">&#x002A;Correspondence: Hwan Su Yoon, <email>hsyoon2011@skku.edu</email></corresp>
<fn id="fn0003" fn-type="other">
<p>This article was submitted to Marine and Freshwater Plants, a section of the journal Frontiers in Plant Science</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>02</day>
<month>06</month>
<year>2022</year>
</pub-date>
<pub-date pub-type="collection">
<year>2022</year>
</pub-date>
<volume>13</volume>
<elocation-id>849476</elocation-id>
<history>
<date date-type="received">
<day>06</day>
<month>01</month>
<year>2022</year>
</date>
<date date-type="accepted">
<day>13</day>
<month>05</month>
<year>2022</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x00A9; 2022 Boo, Leliaert, Le Gall, Coppejans, De Clerck, Van Nguyen, Payri, Miller and Yoon.</copyright-statement>
<copyright-year>2022</copyright-year>
<copyright-holder>Boo, Leliaert, Le Gall, Coppejans, De Clerck, Van Nguyen, Payri, Miller and Yoon</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>We investigated the globally distributed red algal genus <italic>Pterocladiella</italic>, comprising 24 described species, many of which are economically important sources of agar and agarose. We used DNA-based species delimitation approaches, phylogenetic, and historical biogeographical analyses to uncover cryptic diversity and infer the drivers of biogeographic patterns. We delimited 43 species in <italic>Pterocladiella</italic>, of which 19 are undescribed. Our multigene time-calibrated phylogeny and ancestral area reconstruction indicated that <italic>Pterocladiella</italic> most likely originated during the Early Cretaceous in the Tethys Sea. Ancient Tethyan vicariance and long-distance dispersal have shaped current distribution patterns. The ancestor of Eastern Pacific species likely arose before the formation of the formidable Eastern Pacific Barrier&#x2014;a first confirmation using molecular data in red algae. Divergences of Northeast and Southeast Pacific species have been driven by the Central American Seaway barrier, which, paradoxically, served as a dispersal pathway for Atlantic species. Both long- and short-distance dispersal scenarios are supported by genetic relationships within cosmopolitan species based on haplotype analysis. Asymmetrical distributions and the predominance of peripatry and sympatry between sister species suggest the importance of budding speciation in <italic>Pterocladiella</italic>. Our study highlights the underestimation of global diversity in these crucial components of coastal ecosystems and provides evidence for the complex evolution of current species distributions.</p>
</abstract>
<kwd-group>
<kwd>biogeography</kwd>
<kwd>Eastern Pacific Barrier</kwd>
<kwd>Gelidiales</kwd>
<kwd>molecular dating</kwd>
<kwd>overlooked biodiversity</kwd>
<kwd>sister species</kwd>
<kwd>Tethyan origin</kwd>
</kwd-group>
<contract-num rid="cn1">2018R1A6A3A03012648</contract-num>
<contract-num rid="cn2">ANR-10-INBS-02</contract-num>
<contract-num rid="cn3">ANR TF-DeepEvo 12 ISV7 005 01</contract-num>
<contract-num rid="cn4">20180430</contract-num>
<contract-num rid="cn5">NRF-2017R1A2B3001923</contract-num>
<contract-sponsor id="cn1">Ministry of Education<named-content content-type="fundref-id">10.13039/501100002701</named-content>
</contract-sponsor>
<contract-sponsor id="cn2">Silva Center for Phycological Documentation, University Herbarium, University of California at Berkeley, and the European Marine Biological Resource Centre (EMBRC)-France</contract-sponsor>
<contract-sponsor id="cn3">Agence Nationale de la Recherche (ANR) and the National Science Council of Taiwan</contract-sponsor>
<contract-sponsor id="cn4">Ministry of Oceans and Fisheries (MOF</contract-sponsor>
<contract-sponsor id="cn5">National Research Foundation of Korea<named-content content-type="fundref-id">10.13039/501100003725</named-content>
</contract-sponsor>
<counts>
<fig-count count="4"/>
<table-count count="2"/>
<equation-count count="0"/>
<ref-count count="122"/>
<page-count count="17"/>
<word-count count="12889"/>
</counts>
</article-meta>
</front>
<body>
<sec id="sec1" sec-type="intro">
<title>Introduction</title>
<p>Seaweeds are essential components of coastal ecosystems worldwide, yet the lack of fossils, the absence of extensive, targeted collections, and the paucity of intensive molecular studies have limited our understanding of their historical biogeography. Seaweed biogeography initially focused on distribution patterns and physiological adaptations of species in relation to macroecological factors, particularly variation in temperature (e.g., <xref ref-type="bibr" rid="ref93">Setchell, 1920</xref>; <xref ref-type="bibr" rid="ref105">van den Hoek, 1982</xref>; <xref ref-type="bibr" rid="ref19">Breeman, 1988</xref>; <xref ref-type="bibr" rid="ref9">Bolton and Anderson, 1990</xref>; <xref ref-type="bibr" rid="ref60">L&#x00FC;ning, 1990</xref>). More realistic estimations of species diversity using DNA-based species delimitation approaches in combination with advances in historical biogeographical modeling using phylogenetic frameworks has enabled the exploration of processes underlying biogeographical patterns (<xref ref-type="bibr" rid="ref107">Verbruggen et al., 2007</xref>, <xref ref-type="bibr" rid="ref108">2009</xref>; <xref ref-type="bibr" rid="ref110">Vieira et al., 2017</xref>, <xref ref-type="bibr" rid="ref111">2021</xref>; <xref ref-type="bibr" rid="ref56">Leliaert et al., 2018</xref>; <xref ref-type="bibr" rid="ref118">Yip et al., 2020</xref>). These studies have highlighted the need for a comprehensive understanding of species boundaries and geographic ranges, with well-resolved phylogenies based on taxon-wide and thorough geographic sampling, as a basis for probing evolutionary origins and historical distributions.</p>
<p>Recent global historical biogeographical studies of representative seaweeds have highlighted some commonalities and differences in patterns of species ranges, origin, and diversification. Benthic marine algae are typically genus rich in temperate seas (<xref ref-type="bibr" rid="ref49">Kerswell, 2006</xref>), while species richness is high in the tropics, especially in the Central Indo-Pacific such as for the red seaweed <italic>Portieria</italic>, brown seaweed <italic>Lobophora</italic> and <italic>Sargassum</italic>, and green seaweed Udoteaceae (<xref ref-type="bibr" rid="ref110">Vieira et al., 2017</xref>; <xref ref-type="bibr" rid="ref56">Leliaert et al., 2018</xref>; <xref ref-type="bibr" rid="ref118">Yip et al., 2020</xref>; <xref ref-type="bibr" rid="ref52">Lagourgue et al., 2022</xref>). Although there are few genus-level studies, some are originated during the Cretaceous period from various regions, such as Australasia, Eastern Asia, or broad range in the Tethys Sea; their diversification occurred relatively constantly over time and long-distance dispersal event are more important mode of speciation than vicariance (<xref ref-type="bibr" rid="ref44">Hommersand, 1990</xref>; <xref ref-type="bibr" rid="ref110">Vieira et al., 2017</xref>; <xref ref-type="bibr" rid="ref56">Leliaert et al., 2018</xref>; <xref ref-type="bibr" rid="ref300">Xu et al., 2018</xref>).</p>
<p>The red algal genus <italic>Pterocladiella</italic> Santelices &#x0026; Hommersand (Gelidiales, Rhodophyta) is globally distributed in tropical and temperate seas; the species are economically valuable because they provide agar for food and high-grade bacteriological and pharmaceutical agarose (<xref ref-type="bibr" rid="ref84">Rioux and Turgeon, 2015</xref>; <xref ref-type="bibr" rid="ref91">Santos and Melo, 2018</xref>). These species can be dominant components of coastal habitats and act as ecological engineers. Some species serve communities as nurseries for intertidal invertebrates, host diverse microbial communities, and provide food for marine grazers such as green turtles, fishes, gastropods, and sea urchins (<xref ref-type="bibr" rid="ref33">Felicini and Perrone, 1994</xref>; <xref ref-type="bibr" rid="ref47">Ibrahim et al., 2015</xref>; <xref ref-type="bibr" rid="ref21">Campos and Cardona, 2020</xref>; <xref ref-type="bibr" rid="ref71">Patarra et al., 2020</xref>). Although the genus, like most red algae, has a triphasic life cycle comprising tetrasporophytes, sexual gametophytes, and carposporophytes, male and female plants are rarely found in most species (<xref ref-type="bibr" rid="ref13">Boo et al., 2010</xref>, <xref ref-type="bibr" rid="ref10">2017</xref>; <xref ref-type="bibr" rid="ref48">Iha et al., 2017</xref>; <xref ref-type="bibr" rid="ref71">Patarra et al., 2020</xref>). Thus, reproduction likely depends on asexual, non-motile tetraspores or the regeneration of vegetative fragments or holdfasts, and the capacity of regeneration may help proliferate during sporadic dispersal events.</p>
<p><italic>Pterocladiella</italic> was established on the basis of four species, previously placed in the genus <italic>Pterocladia</italic> J.Agardh; the generitype is <italic>P. capillacea</italic> (S.G.Gmelin) Santelices &#x0026; Hommersand (<xref ref-type="bibr" rid="ref90">Santelices and Hommersand, 1997</xref>). To date, 24 species have been described, many using morphological characters in combination with molecular markers (<xref ref-type="bibr" rid="ref94">Shimada et al., 2000</xref>; <xref ref-type="bibr" rid="ref100">Thomas and Freshwater, 2001</xref>; <xref ref-type="bibr" rid="ref104">Tronchin and Freshwater, 2007</xref>; <xref ref-type="bibr" rid="ref37">Freshwater et al., 2010</xref>; <xref ref-type="bibr" rid="ref96">Sohrabipour et al., 2013</xref>; <xref ref-type="bibr" rid="ref11">Boo and Geraldino, 2016</xref>; <xref ref-type="bibr" rid="ref12">Boo et al., 2016a</xref>, <xref ref-type="bibr" rid="ref14">2016b</xref>, <xref ref-type="bibr" rid="ref10">2017</xref>; <xref ref-type="bibr" rid="ref48">Iha et al., 2017</xref>; <xref ref-type="bibr" rid="ref112">Wang et al., 2020</xref>). <xref ref-type="bibr" rid="ref10">Boo et al. (2017)</xref> found that <italic>P. caloglossoides</italic> (M.Howe) Santelices from Peru, the type locality, was distantly related to the Australian taxa identified by <xref ref-type="bibr" rid="ref66">Millar and Freshwater (2005)</xref>, indicating that specimens from other regions (e.g., China, Hawai&#x2019;i, etc.; <xref ref-type="bibr" rid="ref42">Guiry and Guiry, 2022</xref>) may also belong to different species. In contrast, <italic>P. capillacea</italic> has been reported to occur globally (<xref ref-type="bibr" rid="ref35">Freshwater et al., 1995</xref>; <xref ref-type="bibr" rid="ref94">Shimada et al., 2000</xref>; <xref ref-type="bibr" rid="ref13">Boo et al., 2010</xref>; <xref ref-type="bibr" rid="ref48">Iha et al., 2017</xref>; <xref ref-type="bibr" rid="ref112">Wang et al., 2020</xref>). These studies have raised a number of important questions at the heart of our study of the global and temporal diversification of <italic>Pterocladiella</italic>: are allegedly widespread species actually composed of multiple species with narrow ranges, and do broadly distributed species maintain genetic connectivity over global distances? Where and how did these species arise and disperse on an evolutionary time scale?</p>
<p>The goal of this study is to gain a comprehensive picture of the global diversification of <italic>Pterocladiella</italic> by (i) evaluating species diversity using DNA-based species delimitation analyses of taxon-wide samples and (ii) building a multigene time-calibrated phylogeny and estimating ancestral ranges using molecular dating and historical biogeographical analysis. Our is the first study to address these issues in a globally distributed red algal genus, and we discuss potential modes of speciation and compare our results with recent studies of spatial and temporal patterns of diversification in other seaweeds, such as <italic>Lobophora</italic>, <italic>Sargassum</italic>, and <italic>Portieria</italic> (<xref ref-type="bibr" rid="ref110">Vieira et al., 2017</xref>; <xref ref-type="bibr" rid="ref56">Leliaert et al., 2018</xref>; <xref ref-type="bibr" rid="ref118">Yip et al., 2020</xref>).</p>
</sec>
<sec id="sec2" sec-type="materials|methods">
<title>Materials and Methods</title>
<sec id="sec3">
<title>Taxon Sampling</title>
<p>Samples were collected worldwide and included 92% (22) of the 24 described species, covering most of the geographical range of the genus <italic>Pterocladiella</italic> (<xref rid="fig1" ref-type="fig">Figure 1</xref>). Samples were identified in the field or with microscopy in the laboratory and confirmed by DNA sequencing (see below). They were air-dried or preserved in silica gel for molecular analysis. We obtained apical fragments approximately 5&#x2009;mm in size from type and a selection of archival herbarium specimens, with the permission of curators at the cryptogam herbarium of the Mus&#x00E9;um National d&#x2019;Histoire Naturelle in Paris, France (PC), the Ghent University macroalgal herbarium, Ghent, Belgium (GENT; collection now housed in the herbarium of Meise Botanic Garden, BR), the herbarium of Naturalis Biodiversity Center in Leiden, Netherlands (L), and the University Herbarium, University of California at Berkeley, United States (UC; herbarium abbreviations follow <xref ref-type="bibr" rid="ref99">Thiers, 2021</xref>). In total, 319 specimens from 36 countries, including 157 newly analyzed specimens, were included in this study (<xref ref-type="supplementary-material" rid="SM1">Supplementary Table 1</xref>).</p>
<fig position="float" id="fig1">
<label>Figure 1</label>
<caption><p>Morphological diversity in the genus <bold>(A&#x2013;C)</bold> and map <bold>(D)</bold> of collection sites of <italic>Pterocladiella</italic> specimens with five major marine biogeographic barriers: the East Pacific Barrier (EPB), the Isthmus of Panama Barrier (IPB), the Old World Barrier (OWB), the Mid-Atlantic Barrier (MAB), and the Sunda Shelf Barrier (SSB; <xref ref-type="bibr" rid="ref86">Rocha et al., 2007</xref>; <xref ref-type="bibr" rid="ref102">Toonen et al., 2016</xref>). Red circles indicate newly collected sites and blue circles indicate previously analyzed sites.</p></caption>
<graphic xlink:href="fpls-13-849476-g001.tif"/>
</fig>
</sec>
<sec id="sec4">
<title>DNA Extraction and Multi-Locus Sequencing</title>
<p>DNA extraction, PCR amplification, and sequencing were followed by <xref ref-type="bibr" rid="ref12">Boo et al. (2016a</xref>,<xref ref-type="bibr" rid="ref16">c)</xref>. Five markers, known to be phylogenetically informative in the Gelidiales (<xref ref-type="bibr" rid="ref36">Freshwater and Rueness, 1994</xref>; <xref ref-type="bibr" rid="ref37">Freshwater et al., 2010</xref>; <xref ref-type="bibr" rid="ref16">Boo et al., 2016c</xref>, <xref ref-type="bibr" rid="ref17">2020</xref>), were selected for molecular analyses: two mitochondrial (COI-5P and <italic>cob</italic>) and three plastid (<italic>psa</italic>A, <italic>psb</italic>A, and <italic>rbc</italic>L) markers. Primer sequences for the five markers are provided in <xref ref-type="supplementary-material" rid="SM2">Supplementary Table 2</xref>. We first sequenced COI-5P from fresh and archival herbarium specimens and then sequenced <italic>cob</italic>, <italic>psa</italic>A, <italic>psb</italic>A, and <italic>rbc</italic>L to construct our species phylogeny. Despite degradation or fragmentation of DNA from the archival specimens (mostly &#x003C;200&#x2009;bp; <xref ref-type="bibr" rid="ref46">Hughey et al., 2014</xref>), we were able to amplify and sequence 245&#x2013;584&#x2009;bp of <italic>rbc</italic>L using primers in <xref ref-type="supplementary-material" rid="SM2">Supplementary Table 2</xref>. Sequencing was performed by Genotech Co. (Daejeon, Korea) and Bioneer (Daejeon, Korea). Newly generated 299 sequences were deposited in GenBank: 135 COI-5P, 40 <italic>cob</italic>, 36 <italic>psa</italic>A, 41 <italic>psa</italic>A, and 47 <italic>rbc</italic>L sequences (<xref ref-type="supplementary-material" rid="SM1">Supplementary Table 1</xref>). Sequences were aligned using the MUSCLE algorithm in MEGA7 (<xref ref-type="bibr" rid="ref51">Kumar et al., 2016</xref>) with default parameters, and the alignments were manually adjusted. The datasets, including previously published sequences of <italic>Pterocladiella</italic> from GenBank, contained 307 COI-5P, 45 <italic>cob</italic>, 43 <italic>psa</italic>A, 48 <italic>psb</italic>A, and 140 <italic>rbc</italic>L sequences.</p>
</sec>
<sec id="sec5">
<title>Species Delimitation Analysis</title>
<p>We assembled two datasets with the most extensive taxon sampling: mitochondrial COI-5P and plastid <italic>rbc</italic>L. The alignment of 307 COI-5P and 140 <italic>rbc</italic>L sequences was first reduced to 132 and 81 unique haplotypes, respectively. Only <italic>rbc</italic>L data were available for <italic>P. bulbosa</italic>, <italic>P. caespitosa</italic>, <italic>Pterocladiella</italic> sp.16 (as <italic>P. caloglossoides</italic> from Australia; <xref ref-type="bibr" rid="ref66">Millar and Freshwater, 2005</xref>), and &#x201C;<italic>Gelidiella feldmannii</italic>.&#x201D; Modeltest v.3.7 (<xref ref-type="bibr" rid="ref75">Posada and Crandall, 1998</xref>) using the Akaike Information Criterion (AIC) identified the GTR&#x2009;+&#x2009;G&#x2009;+&#x2009;I as the best fit model for both datasets. Ultrametric trees were obtained by Bayesian analyses in BEAST v1.10.4 (<xref ref-type="bibr" rid="ref98">Suchard et al., 2018</xref>), with divergence times estimated under an uncorrelated lognormal relaxed molecular clock model (<xref ref-type="bibr" rid="ref31">Drummond et al., 2012</xref>) and the Yule-Process as the tree prior. Markov Chain Monte Carlo (MCMC) analyses were run separately four times for 50 million generations, with subsampling every 5,000 generations. The output was checked for convergence using Tracer v.1.7 (<xref ref-type="bibr" rid="ref79">Rambaut et al., 2018</xref>). The maximum clade credibility (MCC) tree was generated after discarding 25% of the saved trees with TreeAnnotator v1.10.4.</p>
<p>Four species delimitation methods were applied. The single- and multiple-threshold generalized mixed Yule coalescent methods (GMYC; <xref ref-type="bibr" rid="ref74">Pons et al., 2006</xref>; <xref ref-type="bibr" rid="ref38">Fujisawa and Barraclough, 2013</xref>) were performed on the MCC tree using the SPLITS package in R 3.5.2 (<xref ref-type="bibr" rid="ref77">R Core Team, 2018</xref>). The Bayesian implementation of the Poisson tree processes method (bPTP; <xref ref-type="bibr" rid="ref122">Zhang et al., 2013</xref>) was conducted through the web server,<xref rid="fn0004" ref-type="fn"><sup>1</sup></xref> with the following settings: 500,000 MCMC generations, thinning by a factor of 100, and 10% burn-in. The automatic barcode gap discovery analysis (ABGD; <xref ref-type="bibr" rid="ref76">Puillandre et al., 2012</xref>) was conducted through the webserver<xref rid="fn0005" ref-type="fn"><sup>2</sup></xref> under the default parameters, except related gap width (X) as 1.3, using Kimura-2-parameter (K2P) distance matrix as input file, generated in MEGA7. However, because of a number of partial <italic>rbc</italic>L sequences (245&#x2013;584&#x2009;bp), ABGD analysis of the <italic>rbc</italic>L dataset was not possible.</p>
</sec>
<sec id="sec6">
<title>Phylogenetic Analyses</title>
<p>Our species phylogeny was based on five markers and our delimited species. On the basis of the previous phylogenetic studies of the Gelidiales (<xref ref-type="bibr" rid="ref35">Freshwater et al., 1995</xref>; <xref ref-type="bibr" rid="ref16">Boo et al., 2016c</xref>), six species in the Gelidiales were selected as outgroups (<xref ref-type="supplementary-material" rid="SM1">Supplementary Table 1</xref>). Phylogenies of individual and concatenated datasets were reconstructed using Maximum Likelihood (ML) and Bayesian inference (BI). Modeltest v.3.7 using the AIC identified the GTR&#x2009;+&#x2009;G&#x2009;+&#x2009;I as the best fit model for each of the five datasets. For our five-gene concatenated dataset (4,485&#x2009;bp), PartitionFinder v.2.1.1 (<xref ref-type="bibr" rid="ref54">Lanfear et al., 2017</xref>) was used to determine the best-fit partitioning schemes and models of molecular evolution using the greedy algorithm with unlinked branch lengths. The concatenated alignment was divided in two partitions, each with a GTR&#x2009;+&#x2009;G&#x2009;+&#x2009;I model: (i) mitochondrial COI-5P&#x2009;+&#x2009;<italic>cob</italic> and (ii) plastid <italic>psa</italic>A&#x2009;+&#x2009;<italic>psb</italic>A&#x2009;+&#x2009;<italic>rbc</italic>L. The ML analyses were performed using the W-IQ-tree webserver (<xref ref-type="bibr" rid="ref103">Trifinopoulos et al., 2016</xref>) with 1,000 ultrafast bootstrap (BS) replicates. The BI was performed with MrBayes v.3.2.1 (<xref ref-type="bibr" rid="ref88">Ronquist et al., 2012</xref>) using the Metropolis-coupled Markov Chain Monte Carlo (MC3) with the models and partitions selected by Modeltest and PartitionFinder. Four million generations of two independent runs were performed with four chains and sampling trees every 100 generations. The burn-in period was identified graphically by tracking the likelihoods at each generation to determine when they reached a plateau. Twenty-five percent of saved trees were removed, and the remaining trees were used to calculate the Bayesian posterior probabilities (BPPs).</p>
</sec>
<sec id="sec7">
<title>Multilocus Time-Calibrated Phylogeny</title>
<p>The age of the root of the genus <italic>Pterocladiella</italic> was estimated with BEAST using an uncorrelated lognormal relaxed molecular clock model and the Yule-Process as the tree prior. For this analysis, a four-gene dataset (COI-5P, <italic>psa</italic>A, <italic>psb</italic>A, and <italic>rbc</italic>L sequences), including representatives of the Gelidiales and five <italic>Pterocladiella</italic> lineages recognized in this study, was assembled as described by <xref ref-type="bibr" rid="ref117">Yang et al. (2016)</xref>. Mitochondrial <italic>cob</italic> was excluded because it was not used in <xref ref-type="bibr" rid="ref117">Yang et al. (2016)</xref>. DNA sequences were aligned for each marker separately using the MUSCLE algorithm in MEGA7 with amino acid translations taken into account for protein coding regions. The four alignments were then concatenated into a single alignment of 1,472 positions, which was 91% filled at the species&#x2009;&#x00D7;&#x2009;locus level. A suitable partitioning scheme and accompanying substitution model was selected using PartitionFinder with the Bayesian information criterion (BIC). The BIC identified the CPREV&#x2009;+&#x2009;G&#x2009;+&#x2009;I model as one partition. Since fossils are not available to serve as internal calibration points within the Gelidiales (<xref ref-type="bibr" rid="ref15">Boo et al., 2018</xref>), we applied secondary age constraints, including standard deviations (SD), derived from <xref ref-type="bibr" rid="ref117">Yang et al. (2016)</xref>. Three calibration points were used with a normal prior distribution: (1) the age of the Rhodymeniophycidae (<italic>M</italic>&#x2009;=&#x2009;412&#x2009;Ma, SD&#x2009;=&#x2009;30), (2) the split between the Ceramiales and Acrosymphytales (<italic>M</italic>&#x2009;=&#x2009;335&#x2009;Ma, SD&#x2009;=&#x2009;28), and (3) the crown node of Rhodymeniales&#x2009;+&#x2009;Sebdeniales&#x2009;+&#x2009;Halymeniales&#x2009;+&#x2009;Nemastomatales&#x2009;+&#x2009;Gracilariales&#x2009;+&#x2009;Plocamiales&#x2009;+&#x2009;Gelidiales (<italic>M</italic>&#x2009;=&#x2009;340&#x2009;Ma, SD&#x2009;=&#x2009;30). Four independent MCMC analyses of 50 million generations were performed, sampling every 5,000 generations. The root age of <italic>Pterocladiella</italic> was estimated at 128&#x2009;Ma (171&#x2013;89&#x2009;Ma), which was used as a constraint in further estimating the age of <italic>Pterocladiella</italic> species.</p>
<p>A time-calibrated phylogeny of <italic>Pterocladiella</italic> species was constructed with BEAST based on the concatenated dataset (COI-5P, <italic>cob</italic>, <italic>psa</italic>A, <italic>psb</italic>A, and <italic>rbc</italic>L sequences). PartitionFinder, according to the BIC, identified two partitioning schemes (mitochondrial and plastid markers) with the GTR&#x2009;+&#x2009;I&#x2009;+&#x2009;G model for each partition. Data were analyzed using a Yule-Process tree prior, an uncorrelated log normal relaxed clock model of rate variation among branches. The root of the tree (<italic>Pterocladiella</italic>) was constrained with a normal prior distribution (<italic>M</italic>&#x2009;=&#x2009;128&#x2009;Ma, SD&#x2009;=&#x2009;21). Four independent MCMC analyses of 30 million generations were performed, sampling every 3,000 generations, to obtain posterior distributions of parameters excluding a burn-in of 10%. Convergence of each analysis was determined in Tracer, examining the effective sampling size (ESS) for all parameters. For the analysis using two data partitions, the ESS was &#x003E;200 for all parameters. The MCC tree was generated with TreeAnnotator after discarding 10% of the saved trees as burn-in.</p>
</sec>
<sec id="sec8">
<title>Inference of Biogeographic History and Diversification Rates</title>
<p>Ancestral ranges were estimated based on the time-calibrated phylogeny using BioGeoBEARS (<xref ref-type="bibr" rid="ref63">Matzke, 2013a</xref>) in RASP v.4.2 (<xref ref-type="bibr" rid="ref121">Yu et al., 2020</xref>), an R package implementing several ancestral range estimation models in a likelihood framework. We analyzed our data under three models, Dispersal-Extinction Cladogenesis (DEC; <xref ref-type="bibr" rid="ref80">Ree and Smith, 2008</xref>), a likelihood version of the parsimony-based Dispersal-Vicariance Analysis (DIVALIKE; <xref ref-type="bibr" rid="ref87">Ronquist, 1997</xref>), and a likelihood version of the range evolution model implemented in BayArea (BAYAREALIKE; <xref ref-type="bibr" rid="ref53">Landis et al., 2013</xref>). These models allow for a wide range of processes, including within-area speciation, vicariance, range expansion and extinction (<xref ref-type="bibr" rid="ref64">Matzke, 2013b</xref>). DEC assumes that daughter lineages inherit the ancestral range if the ancestor lives in a single area, or if the ancestor is widespread, one daughter lineage will live in a subset of this area, or one area will split off by vicariance. On the other hand, DIVALIKE allows this form of vicariance but disallows subset speciation; BAYAREALIKE assumes that no range evolution occurs at cladogenesis (<xref ref-type="bibr" rid="ref64">Matzke, 2013b</xref>). Three models were compared for statistical fit using the corrected Akaike Information Criterion (AICc).</p>
<p>Two biogeographical subdivisions were based on current species distributions. First, three regions were considered: Indo-West Pacific, Eastern Pacific, and Atlantic. Second, we considered eight realms modified from <xref ref-type="bibr" rid="ref97">Spalding et al. (2007)</xref>: (A) Central Indo-Pacific, (B) Western Indo-Pacific, (C) Eastern Indo-Pacific, (D) Northwestern Pacific, (E) Temperate Australasia, (F) Eastern Pacific, (G) Western Atlantic, and (H) Eastern Atlantic, including the Mediterranean Sea. Geographical distributions were based on location data of the 319 sequenced specimens. For <italic>P. capillacea</italic>, based on our phylogeny, the recent range-expanded areas were excluded from the species&#x2019; geography matrix; thus, the area of <italic>P. capillacea</italic> was adjusted here to the Northwestern Pacific. The maximum number of areas for a single species was set at three for the analyses.</p>
<p>Shifts in diversification rate through time and among lineages were tested using Bayesian analysis of macroevolutionary mixtures (BAMM; <xref ref-type="bibr" rid="ref78">Rabosky, 2014</xref>). The BEAST tree was used as input with expected number of shifts&#x2009;=&#x2009;1, 20 million generations of MCMC sampling per run, and sampling evolutionary parameters every 2,000 generations. A lineage-through-time (LTT) plot, including a 95% CI based on a set of 1,000 post burn-in trees, was generated using Phytools (<xref ref-type="bibr" rid="ref83">Revell, 2012</xref>).</p>
</sec>
<sec id="sec9">
<title>Genetic Structure of Cosmopolitan Species Using COI-5P Haplotypes</title>
<p>To analyze relationships and long-distance dispersal within three cosmopolitan species occurring in at least three biogeographical realms, we constructed haplotype networks. Haplotype networks of COI-5P sequences were built using the TCS method (<xref ref-type="bibr" rid="ref23">Clement et al., 2000</xref>) with Popart 1.7 (<xref ref-type="bibr" rid="ref55">Leigh and Bryant, 2015</xref>). However, due to the sampling of an uneven number of populations, we did not analyze population structure using other statistical methods.</p>
</sec>
</sec>
<sec id="sec10" sec-type="results">
<title>Results</title>
<sec id="sec11">
<title>Species Delimitation, Diversity, and Geographical Distribution</title>
<p>Results of the DNA-based species delimitation analyses for mitochondrial COI-5P and plastid <italic>rbc</italic>L sequences are given in <xref rid="fig2" ref-type="fig">Figure 2</xref>; <xref ref-type="supplementary-material" rid="SM3">Supplementary Figure 1</xref>; <xref ref-type="supplementary-material" rid="SM1">Supplementary Table 3</xref>. For COI-5P, the single and multiple threshold models of GMYC (sGMYC and mGMYC), bPTP, and ABGD indicated 38&#x2013;44 putative species (<xref rid="fig2" ref-type="fig">Figure 2</xref>). We recognized 39 species, including &#x201C;<italic>Gelidiella calcicola</italic>,&#x201D; by selecting groups that were uncovered by at least three out of the four species delimitation analyses. <italic>Pterocladiella australafricanensis</italic>, <italic>P. beachiae</italic>, and <italic>P. megasporangia</italic> were each found to consist of pairs of cryptic sister species. <italic>Pterocladiella australafricanensis</italic> was divided into two species in the sGMYC, mGMYC, and ABGD analyses; <italic>P. australafricanensis</italic> shared the sequence of the type specimen from South Africa and also occurred in Brazil and Mozambique, while <italic>P. australafricanensis2</italic> included specimens from Madagascar and Oman. In the sGMYC, bPTP, and ABGD analyses, <italic>P. beachiae</italic> shared the type sequence from Costa Rica, and a second species, <italic>P. beachiae2</italic>, was collected in the Central Indo-Pacific. In the sGMYC, mGMYC, and bPTP analyses, <italic>P. megasporangia</italic> also comprised two species; <italic>P. megasporangia</italic> included the type sequence from Malaysia, and the other species, <italic>P. megasporangia2</italic>, was represented by specimens from Indonesia, Taiwan, and Vietnam.</p>
<fig position="float" id="fig2">
<label>Figure 2</label>
<caption><p>Results of the four species delimitation methods based on the <italic>cox</italic>1 dataset. Bars represent results from the generalized mixed Yule coalescent (GMYC) method using a single threshold (sGMYC), GMYC with multiple thresholds (mGMYC), Bayesian poison tree processes method (bPTP), and automatic barcode gap discovery (ABGD). The green bar represents the consensus species delimitation using a conservative approach that matched at least three out of four species delimitation analyses. Posterior probability is indicated on the nodes.</p></caption>
<graphic xlink:href="fpls-13-849476-g002.tif"/>
</fig>
<p>The species delimitation analyses of <italic>rbc</italic>L sequences were largely congruent with those of COI-5P. Four species analyzed only with <italic>rbc</italic>L sequences were distinct from the others. A comparison of a partial <italic>rbc</italic>L sequence (245&#x2009;bp) from the holotype of <italic>P. bulbosa</italic> (UC1884014 in UC) generated in this study, and three published sequences from <italic>P. caespitosa</italic> from South Africa, <italic>Pterocladiella</italic> sp16 from Australia, and &#x201C;<italic>Gelidiella feldmannii</italic>&#x201D; from Tristan da Cunha, showed that these species are indeed distinct (<xref ref-type="supplementary-material" rid="SM3">Supplementary Figure 1</xref>). Because the <italic>cox</italic>1 marker is highly informative for very recent divergence, while the phylogenetic informativeness of <italic>rbc</italic>L is useful at the genus- or family-level in the Gelidiales (<xref ref-type="bibr" rid="ref16">Boo et al., 2016c</xref>), delimiting <italic>Pterocladiella</italic> species using a single marker should be used cautiously, and with comprehensive taxon sampling.</p>
<p>Our final species delimitation analyses, based on the COI-5P consensus result complemented with the <italic>rbc</italic>L analysis, included 43 species in which four species were delimited by <italic>rbc</italic>L sequences. The geographical distributions of the 43 <italic>Pterocladiella</italic> species, based on specimens for which sequence data are available, are summarized in <xref ref-type="supplementary-material" rid="SM1">Supplementary Table 4</xref>. Thirty-five species are restricted to a single realm (endemic), while eight species are widespread. Three of these occurred in more than three realms (i.e., cosmopolitan: <italic>P. bartlettii</italic>, <italic>P. caerulescens</italic>, and <italic>P. capillacea</italic>), and five species occurred in two realms (i.e., subcosmopolitan: <italic>P. australafricanensis</italic>, &#x201C;<italic>P. beachiae2</italic>,&#x201D; <italic>P. media</italic>, <italic>P. musciformis</italic>, and <italic>Pterocladiella</italic> sp3; <xref ref-type="supplementary-material" rid="SM1">Supplementary Table 4</xref>).</p>
<p>The highest species diversity was found in the Central Indo-Pacific (18 spp. from 142 specimens), followed by the Western Indo-Pacific (11 spp. from 20 specimens), the Eastern Pacific (eight spp. from 16 specimens), and the Western Atlantic (eight spp. from 96 specimens). Species diversity was lower (2&#x2013;4 spp.) in the Eastern Indo-Pacific (six specimens), Northwestern Pacific (26 specimens), Temperate Australasia (two specimens), and Eastern Atlantic (11 specimens).</p>
<p>The latitudinal range 0&#x2013;20&#x00B0;N contained the largest number of species (23 spp.), followed by 21&#x00B0;N&#x2013;40&#x00B0;N (18 spp.) and 21&#x00B0;S&#x2013;40&#x00B0;S (12 spp.). Smaller numbers of species were present in 0&#x2013;20&#x00B0;S (five spp.), and 41&#x00B0;N&#x2013;60&#x00B0;N (three spp.), and none was present in 41&#x00B0;S&#x2013;60&#x00B0;S (<xref ref-type="supplementary-material" rid="SM1">Supplementary Table 5</xref>). Latitudinal and longitudinal range sizes of species are illustrated in <xref ref-type="supplementary-material" rid="SM3">Supplementary Figure 2</xref>.</p>
</sec>
<sec id="sec12">
<title>Phylogenetic Reconstruction</title>
<p>Our species phylogeny, comprising 43 <italic>Pterocladiella</italic> species and six outgroups based on the five-gene (COI-5P, <italic>cob</italic>, <italic>psa</italic>A, <italic>psb</italic>A, and <italic>rbc</italic>L sequences; 4,458&#x2009;bp) concatenated alignment, was generally concordant with the individual gene phylogenies (<xref ref-type="supplementary-material" rid="SM3">Supplementary Figures 3</xref>, <xref ref-type="supplementary-material" rid="SM1">4</xref>), but node support was considerably higher in the concatenated dataset. The ML and BI analyses revealed mostly congruent topologies; the ML tree with branch supports (BS and BPP) is shown in <xref ref-type="supplementary-material" rid="SM3">Supplementary Figure 3</xref>. <italic>Pterocladiella</italic> was monophyletic (BS: 100, BPP: 1.0) and consisted of six main clades (I&#x2013;VI), with most of the backbone nodes well supported.</p>
<p>Clade I (BS: 100, BPP: 1.0) was the largest, including 20 species from the Indo-Pacific and the Western Atlantic. Clade II (BS: 100, BPP: 1.0) included <italic>P. nana</italic>, <italic>P. tenuis</italic>, and <italic>Pterocladiella</italic> sp10 from East Asia, plus a cosmopolitan species, <italic>P. capillacea</italic>. Clade III consisted of Australian <italic>Pterocladiella</italic> sp16. Clade IV (BS: 100, BPP: 1.0) comprised seven species from the Eastern Pacific and two species from the Atlantic Ocean. Clade V (BS: 100, BPP: 1.0) consisted of four widespread species (<italic>P. bartlettii</italic>, <italic>P. media</italic>, <italic>P. megasporangia2</italic>, and <italic>P. musciformis</italic>) and four species from the Central Indo-Pacific, the Eastern Indo-Pacific, and the Eastern Atlantic. Clade VI, including <italic>P. caespitosa</italic>, <italic>P. feldmannii</italic>, and <italic>P. hamelii</italic> from Madagascar or South Africa, was consistently separated from, and basal to, the rest of the <italic>Pterocladiella</italic> species.</p>
</sec>
<sec id="sec13">
<title>Divergence Time Estimates and Historical Biogeography</title>
<p>The time-calibrated phylogenetic analysis estimated that the root of the genus <italic>Pterocladiella</italic> was 128.4&#x2009;Ma [95% highest posterior density (HPD): 171.2&#x2013;89.4&#x2009;Ma], indicating an Early Cretaceous origin of the genus (<xref rid="tab1" ref-type="table">Table 1</xref>; <xref ref-type="supplementary-material" rid="SM3">Supplementary Figures 5</xref>, <xref ref-type="supplementary-material" rid="SM1">6</xref>). The rate of diversification within the genus was relatively constant over time, with neither the LTT plot nor the BAMM analysis showing evidence for rate shifts (<xref ref-type="supplementary-material" rid="SM3">Supplementary Figure 7</xref>).</p>
<table-wrap position="float" id="tab1">
<label>Table 1</label>
<caption><p>Divergence time estimates and ancestral area of deep nodes in <italic>Pterocladiella</italic> inferred from BEAST and DIVALIKE model provided by BeoGeoBEARS.</p></caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top" rowspan="2">Node and description</th>
<th align="center" valign="top" rowspan="2">Mean divergence time (95% HPD; Ma)</th>
<th align="center" valign="top" rowspan="2">BS/BPP</th>
<th align="center" valign="top" colspan="2">Ancestral area (most probable area)</th>
</tr>
<tr>
<th align="left" valign="top">Analyzed for three regions</th>
<th align="left" valign="top">Analyzed for eight realms</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top">Root, genus <italic>Pterocladiella</italic></td>
<td align="center" valign="top">111.7 (157.0&#x2013;68.3)</td>
<td align="center" valign="top">100/1.0</td>
<td align="left" valign="top">Indo-Western Pacific</td>
<td align="left" valign="top">Western and Central Indo-Pacific</td>
</tr>
<tr>
<td align="left" valign="top">Node a, Groups 1&#x2013;5</td>
<td align="center" valign="top">103.9 (144.2&#x2013;60.3)</td>
<td align="center" valign="top">100/1.0</td>
<td align="left" valign="top">Indo-Western Pacific</td>
<td align="left" valign="top">Central Indo-Pacific</td>
</tr>
<tr>
<td align="left" valign="top">Node b, Groups 1&#x2013;4</td>
<td align="center" valign="top">87.8 (123.6&#x2013;52.5)</td>
<td align="center" valign="top">100/1.0</td>
<td align="left" valign="top">Indo-Western Pacific and Eastern Pacific</td>
<td align="left" valign="top">Central Indo-Pacific and Eastern Pacific</td>
</tr>
<tr>
<td align="left" valign="top">Node c, Groups 1&#x2013;3</td>
<td align="center" valign="top">68.9 (99.6&#x2013;40.6)</td>
<td align="center" valign="top">99/1.0</td>
<td align="left" valign="top">Indo-Western Pacific</td>
<td align="left" valign="top">Central Indo-Pacific, Northwestern Pacific, and Temperate Australasia</td>
</tr>
<tr>
<td align="left" valign="top">Node d, Group 5</td>
<td align="center" valign="top">63.5 (91.7&#x2013;35.7)</td>
<td align="center" valign="top">100/1.0</td>
<td align="left" valign="top">Indo-Western Pacific and Atlantic</td>
<td align="left" valign="top">Central Indo-Pacific and Eastern Atlantic</td>
</tr>
<tr>
<td align="left" valign="top">Node e, Group 1</td>
<td align="center" valign="top">51.7 (75.4&#x2013;30.6)</td>
<td align="center" valign="top">100/1.0</td>
<td align="left" valign="top">Indo-Western Pacific</td>
<td align="left" valign="top">Western and Central Indo-Pacific</td>
</tr>
<tr>
<td align="left" valign="top">Node f, Group 4</td>
<td align="center" valign="top">42.5 (61.7&#x2013;23.9)</td>
<td align="center" valign="top">100/1.0</td>
<td align="left" valign="top">Eastern Pacific</td>
<td align="left" valign="top">Eastern Pacific</td>
</tr>
<tr>
<td align="left" valign="top">Node g, Group 2</td>
<td align="center" valign="top">30.6 (45.6&#x2013;15.5)</td>
<td align="center" valign="top">100/1.0</td>
<td align="left" valign="top">Indo-Western Pacific</td>
<td align="left" valign="top">Northwestern Pacific</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p>Node letters are same in the <xref ref-type="supplementary-material" rid="SM3">Supplementary Figure 5</xref>. Detailed geographical scales are explained in section Material and Methods. HPD, highest posterior density; BS, bootstrap support value; and BPP, Bayesian posterior probability.</p>
</table-wrap-foot>
</table-wrap>
<p>The biogeographic model DIVALIKE was favored on the basis of AICc weights at both the level of the three regions and eight realms analyses (<xref ref-type="supplementary-material" rid="SM1">Supplementary Table 6</xref>). The inferred realm-level biogeographical history is shown in <xref rid="fig3" ref-type="fig">Figure 3</xref>; the region-level biogeographical history is shown in <xref ref-type="supplementary-material" rid="SM3">Supplementary Figure 8</xref>. In the description of the results below, we focused on the statistically well-supported phylogenetic relationships.</p>
<fig position="float" id="fig3">
<label>Figure 3</label>
<caption><p>Ancestral area reconstructions and biogeographical events in <italic>Pterocladiella</italic> under DIVALIKE model considering eight geographic realms. Boxes at the tips indicate geographical ranges of extant <italic>Pterocladiella</italic> species. Pie charts represent the probabilities for the ancestral area of nodes. The map shows eight realms used in the analysis. A color key is provided in the figure. The inferred biogeographic events are indicated at the nodes and branches (e.g., A-&#x2009;&#x003E;&#x2009;B: dispersal and A|B: vicariance).</p></caption>
<graphic xlink:href="fpls-13-849476-g003.tif"/>
</fig>
<p>The six main clades were mostly confined to a single or a few adjacent regions or realms. In the region-level analysis, the Indo-West Pacific was inferred as the ancestral range of <italic>Pterocladiella</italic> (<xref ref-type="supplementary-material" rid="SM3">Supplementary Figure 7</xref>). In the realm-level analysis, the ancestral range was inferred as the Western and Central Indo-Pacific (AB; <xref rid="fig3" ref-type="fig">Figure 3</xref>). The most recent common ancestor (MRCA) of <italic>Pterocladiella</italic> was widely distributed in the Tethys Sea of the Early Cretaceous.</p>
<p>Throughout evolutionary history, both dispersal and vicariant events shaped current distribution patterns of <italic>Pterocladiella</italic>. The MRCA of the genus was first segregated by a vicariant event separating the Western Indo-Pacific and the Central Indo-Pacific. The analyses estimated several long-distance dispersal events in the early evolution of the genus to Northwestern Pacific, Temperate Australia, Eastern Pacific, and Eastern Atlantic during the Cretaceous period. The MRCA of clade I probably arose in the Western and Central Indo-Pacific during the Eocene (51.7&#x2009;Ma, 95% HDP: 75.4&#x2013;30.6&#x2009;Ma), with most (60%) of the species maintaining a Central Indo-Pacific distribution. Two dispersal events from the Central Indo-Pacific to the Western Atlantic, followed by vicariance events, account for the current distribution of <italic>P. sanctarum</italic> and <italic>Pterocladiella</italic> sp.6. Similarly, two dispersal events from the Western Indo-Pacific to the Western Atlantic were inferred, resulting in cryptic sister species complexes for <italic>P. australafricanensis</italic> and <italic>P. beachiae</italic>, likely <italic>via</italic> the Mediterranean Sea before closure of the OWB barrier (c.a. 13 Mya). Clade II was estimated to have originated in the Northwestern Pacific during the Oligocene (30.6&#x2009;Ma, 95% HDP: 45.6&#x2013;15.6&#x2009;Ma).</p>
<p>Clade IV was estimated to have originated in the Eastern Pacific during the Eocene (42.5&#x2009;Ma, 95% HDP: 61.7&#x2013;23.9&#x2009;Ma). After long-distance dispersal from the Central Indo-Pacific, species diversified along the Pacific coast of America. Vicariance events between the Eastern and Western Atlantic likely resulted in the origin of &#x201C;<italic>G. calcicola</italic>&#x201D; and &#x201C;<italic>G. feldmannii</italic>.&#x201D; Clade V was estimated to arise in the Central Indo-Pacific and the Eastern Atlantic <italic>via</italic> a vicariance event during the Paleocene (63.5&#x2009;Ma, 95% HDP: 91.7&#x2013;35.7&#x2009;Ma). Subsequently, several dispersal events to the Eastern Indo-Pacific, the Eastern Pacific, and the Western Atlantic account for current distributions in this clade.</p>
<p>Of 43 species, nine pairs of sister species, strongly supported in BS and BPP, revealed three speciation patterns: allopatry, peripatry, and sympatry. Drivers of divergence in relation to distribution (divergence time, sea surface temperature, distribution, and the shortest distance between species in these pairs) are summarized in <xref rid="tab2" ref-type="table">Table 2</xref>.</p>
<table-wrap position="float" id="tab2">
<label>Table 2</label>
<caption><p>Divergence time and distribution of statistically supported (80&#x2009;&#x2265;&#x2009;BS and 0.9&#x2009;&#x2265;&#x2009;BPP) sister species in <italic>Pterocladiella</italic>.</p></caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top">Distribution (allo- peri-, sympatry)<break/>Species pair</th>
<th align="center" valign="top">BS/BPP</th>
<th align="center" valign="top">COI-5P divergences (%)</th>
<th align="center" valign="top">Divergence time (95% HPD), Ma</th>
<th align="center" valign="top">Average sea surface temperature</th>
<th align="left" valign="top">Occurrence</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top">Allopatry<break/><italic>Pterocladiella sanctarum</italic><break/><italic>Pterocladiella</italic> sp.9</td>
<td align="center" valign="top">100/1.0</td>
<td align="center" valign="top">3.6&#x2013;3.8</td>
<td align="center" valign="top">8.5 (14.9&#x2013;3.3)</td>
<td align="center" valign="top">26.8&#x2013;28.9&#x00B0;C vs. 26.4&#x2013;29.1&#x00B0;C</td>
<td align="left" valign="top">Guadeloupe/Philippines</td>
</tr>
<tr>
<td align="left" valign="top">Allopatry<break/><italic>P. beachiae</italic><break/><italic>P. beachiae2</italic></td>
<td align="center" valign="top">100/1.0</td>
<td align="center" valign="top">1.7&#x2013;3.8</td>
<td align="center" valign="top">3.9 (6.6&#x2013;1.5)</td>
<td align="center" valign="top">27.3&#x2013;29.1&#x00B0;C vs. 29.1&#x2013;30.6&#x00B0;C</td>
<td align="left" valign="top">Brazil, Costa Rica, Guadeloupe, Martinique, Panama/China, India, Malaysia, and Thailand</td>
</tr>
<tr>
<td align="left" valign="top">Peripatry<break/><italic>P. luxurians</italic><break/><italic>Pterocladiella</italic> sp.14</td>
<td align="center" valign="top">100/1.0</td>
<td align="center" valign="top">7.9</td>
<td align="center" valign="top">21.5 (33.1&#x2013;10.9)</td>
<td align="center" valign="top">15.0&#x2013;21.1&#x00B0;C vs. 6.6&#x2013;18.7&#x00B0;C</td>
<td align="left" valign="top">United States (southern California)/United States (Monterey), and Canada (British Columbia)</td>
</tr>
<tr>
<td align="left" valign="top">Peripatry<break/><italic>P. andresii</italic><break/><italic>Pterocladiella</italic> sp.12</td>
<td align="center" valign="top">100/1.0</td>
<td align="center" valign="top">2.9</td>
<td align="center" valign="top">4.7 (7.6&#x2013;2.0)</td>
<td align="center" valign="top">12.9&#x2013;17.8&#x00B0;C vs. 14.1&#x2013;19.8&#x00B0;C</td>
<td align="left" valign="top">Chile (Coquimbo)/Chile (Robinson Crusoe Island)</td>
</tr>
<tr>
<td align="left" valign="top">Peripatry<break/><italic>P. megasporangia</italic><break/><italic>P. megasporangia2</italic></td>
<td align="center" valign="top">100/1.0</td>
<td align="center" valign="top">1.8&#x2013;2.5</td>
<td align="center" valign="top">4.8 (8.1&#x2013;1.8)</td>
<td align="center" valign="top">28.5&#x2013;30.4&#x00B0;C vs. 28.2&#x2013;30.7&#x00B0;C</td>
<td align="left" valign="top">Malaysia/Indonesia, Taiwan, and Vietnam</td>
</tr>
<tr>
<td align="left" valign="top">Peripatry<break/><italic>P. australafricanensis</italic><break/><italic>P. australafricanensis2</italic></td>
<td align="center" valign="top">100/1.0</td>
<td align="center" valign="top">2.3&#x2013;3.1</td>
<td align="center" valign="top">5.0 (8.3&#x2013;2.0)</td>
<td align="center" valign="top">22.4&#x2013;27.4&#x00B0;C vs. 24.0&#x2013;29.2&#x00B0;C</td>
<td align="left" valign="top">Brazil, Mozambique, South Africa/Madagascar, and Oman</td>
</tr>
<tr>
<td align="left" valign="top">Sympatry<break/><italic>Pterocladiella</italic> sp.5<break/><italic>Pterocladiella</italic> sp.8</td>
<td align="center" valign="top">89/0.9</td>
<td align="center" valign="top">8.4&#x2013;8.8</td>
<td align="center" valign="top">12.5 (18.9&#x2013;6.4)</td>
<td align="center" valign="top">28.2&#x2013;30.7&#x00B0;C</td>
<td align="left" valign="top">Vietnam/Vietnam</td>
</tr>
<tr>
<td align="left" valign="top">Sympatry (partial)<break/><italic>P. caerulescens</italic><break/><italic>Pterocladiella</italic> sp.1</td>
<td align="center" valign="top">96/1.0</td>
<td align="center" valign="top">3.8&#x2013;5.0</td>
<td align="center" valign="top">7.3 (11.4&#x2013;3.6)</td>
<td align="center" valign="top">23.7&#x2013;28.1&#x00B0;C</td>
<td align="left" valign="top">Australia (Western Australia), China, UA (Hawai&#x2019;i), Madagascar, Malaysia, New Caledonia, Philippines, Singapore, Sri Lanka, and Vietnam/New Caledonia</td>
</tr>
<tr>
<td align="left" valign="top">Sympatry<break/><italic>P. tenuis</italic><break/><italic>Pterocladiella</italic> sp.10</td>
<td align="center" valign="top">100/1.0</td>
<td align="center" valign="top">3.7&#x2013;4.6</td>
<td align="center" valign="top">4.9 (7.9&#x2013;2.2)</td>
<td align="center" valign="top">8.0&#x2013;25.6</td>
<td align="left" valign="top">Korea and Japan/Korea</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p>The average sea surface temperature is based on <ext-link xlink:href="https://seatemperature.info" ext-link-type="uri">https://seatemperature.info</ext-link>.</p>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="sec14">
<title>Haplotype Networks of Cosmopolitan Species</title>
<p>For three cosmopolitan species, statistical parsimony networks of COI-5P haplotypes are shown in <xref rid="fig4" ref-type="fig">Figure 4</xref>. <italic>Pterocladiella bartlettii</italic> was represented by 11 haplotypes from 46 specimens, with most of them directly connected with the haplotype BAR3 from Brazil (<xref rid="fig4" ref-type="fig">Figure 4A</xref>). A single haplotype BAR1 was widespread in the Western Atlantic, while BAR7 occurred in Southeast Asia. Southeast Asian haplotypes were relatively closely related to the Western Atlantic haplotypes including New Caledonia (3&#x2013;5 mutations), while the Madagascar haplotypes, separated by 6&#x2013;9 mutations, were distantly related.</p>
<fig position="float" id="fig4">
<label>Figure 4</label>
<caption><p>Map of the distributions and haplotype networks of three cosmopolitan species, <italic>Pterocladiella bartlettii</italic> <bold>(A)</bold>, <italic>P. caerulescens</italic> <bold>(B)</bold>, and <italic>P. capillacea</italic> <bold>(C)</bold> based on mitochondrial COI-5P sequences. Haplotypes are colored according to country as shown in the map. Each circle denotes a single haplotype with size proportional to frequency. <italic>n</italic>, number of specimens and <italic>h</italic>, number of haplotypes.</p></caption>
<graphic xlink:href="fpls-13-849476-g004.tif"/>
</fig>
<p><italic>Pterocladiella caerulescens</italic> comprised 18 haplotypes from 44 specimens (<xref rid="fig4" ref-type="fig">Figure 4B</xref>). Hawaiian haplotypes were closely related to those from Southeast Asia. Haplotype CAE10 was found in both China and Hawai&#x2019;i. Haplotypes from Sri Lanka, New Caledonia, Madagascar and Western Australia (CAE1&#x2013;CAE5) were distantly connected to those from Southeast Asia and Hawai&#x2019;i.</p>
<p>The <italic>Pterocladiella capillacea</italic> network revealed multiple clusters, comprising 22 haplotypes from 53 specimens (<xref rid="fig4" ref-type="fig">Figure 4C</xref>). Haplotype CAP7 from France and Tunisia was closely related to haplotypes from China, Korea, the Gal&#x00E1;pagos Islands, Ecuador, and Mexico by two mutation steps, respectively. However, haplotypes CAP13&#x2013;CAP15 from Brazil were five to seven mutation steps from CAP7. Haplotypes from Hawai&#x2019;i (CAP18&#x2013;CAP19), Japan (CAP20&#x2013;CAP21), and Indonesia (CAP22) were segregated by many missing haplotypes.</p>
</sec>
</sec>
<sec id="sec15" sec-type="discussions">
<title>Discussion</title>
<sec id="sec16">
<title>High Species Diversity</title>
<p>The species diversity in <italic>Pterocladiella</italic>, estimated in this study using DNA-based species delimitation methods, is remarkably high with 43 species including 19 undescribed and two species erroneously placed in <italic>Gelidiella</italic>. Our intensive and spatially comprehensive collection of specimens, including many that are tiny and inconspicuous, was critical to the discovery of these cryptic or overlooked species. These results are particularly notable because they nearly double the species number in <italic>Pterocladiella</italic>, despite numerous previous taxonomic studies (<xref ref-type="bibr" rid="ref94">Shimada et al., 2000</xref>; <xref ref-type="bibr" rid="ref89">Santelices, 2007</xref>; <xref ref-type="bibr" rid="ref104">Tronchin and Freshwater, 2007</xref>; <xref ref-type="bibr" rid="ref37">Freshwater et al., 2010</xref>; <xref ref-type="bibr" rid="ref96">Sohrabipour et al., 2013</xref>; <xref ref-type="bibr" rid="ref12">Boo et al., 2016a</xref>, <xref ref-type="bibr" rid="ref14">2016b</xref>, <xref ref-type="bibr" rid="ref10">2017</xref>; <xref ref-type="bibr" rid="ref48">Iha et al., 2017</xref>; <xref ref-type="bibr" rid="ref112">Wang et al., 2020</xref>). Simple morphology and rare occurrence of sexual reproductive structures (<xref ref-type="bibr" rid="ref13">Boo et al., 2010</xref>; <xref ref-type="bibr" rid="ref71">Patarra et al., 2020</xref>), both of which reduce the number of morphological characters, plus a high degree of phenotypic plasticity, have hindered the discriminating power of traditional taxonomy of <italic>Pterocladiella</italic>. <italic>Pterocladiella</italic> can be added to the list of red algal taxa for which DNA sequences have resulted in a striking increase in species diversity, such as <italic>Portieria</italic>, <italic>Polysiphonia</italic>, Bangiales, and coralline red algae known as rhodoliths or maerl (<xref ref-type="bibr" rid="ref72">Payo et al., 2013</xref>; <xref ref-type="bibr" rid="ref70">Pardo et al., 2014</xref>; <xref ref-type="bibr" rid="ref41">Guillemin et al., 2016</xref>; <xref ref-type="bibr" rid="ref56">Leliaert et al., 2018</xref>; <xref ref-type="bibr" rid="ref73">Pezzolesi et al., 2019</xref>; <xref ref-type="bibr" rid="ref29">D&#x00ED;az-Tapia et al., 2020</xref>; <xref ref-type="bibr" rid="ref95">Sissini et al., 2021</xref>).</p>
<p>To anchor the delimited species to published names, we included DNA sequences of the holotype of <italic>P. bulbosa</italic>, and topotype materials of <italic>P. caerulescens</italic> and <italic>P. sanctarum</italic> (<xref ref-type="supplementary-material" rid="SM1">Supplementary Tables 1</xref>, <xref ref-type="supplementary-material" rid="SM1">4</xref>). We reliably associated type or topotype sequences to 22 of the 24 currently accepted species names in the genus. We also found that <italic>Gelidiella calcicola</italic> Maggs &#x0026; Guiry and <italic>G. feldmannii</italic> Baardseth fall within the genus <italic>Pterocladiella</italic>. <italic>Gelidiella calcicola</italic> typically grows on subtidal maerl in northern France and England (<xref ref-type="bibr" rid="ref61">Maggs and Guiry, 1987</xref>). However, <xref ref-type="bibr" rid="ref28">D&#x00ED;az-Tapia and B&#x00E1;rbara (2014)</xref> remarked that intertidal <italic>P. melanoidea</italic> from the Atlantic Iberian Peninsula largely resembled <italic>G. calcicola</italic>. Our collections from both intertidal rock and subtidal maerl in northern France match <italic>P. melanoidea sensu</italic> <xref ref-type="bibr" rid="ref28">D&#x00ED;az-Tapia and B&#x00E1;rbara (2014)</xref> in both COI-5P sequence and morphology (figure not shown), but they are distantly related to specimens identified as <italic>P. melanoidea</italic> in the Mediterranean Sea (<xref rid="fig2" ref-type="fig">Figure 2</xref>; <xref ref-type="supplementary-material" rid="SM3">Supplementary Figure 3</xref>). We conclude that our taxon is the same as <italic>Gelidiella calcicola</italic>. <italic>Gelidiella feldmannii</italic> is a species described from Tristan da Cunha (<xref ref-type="bibr" rid="ref3">Baardseth, 1941</xref>). <xref ref-type="bibr" rid="ref92">Saunders et al. (2019)</xref> suggested that it likely belongs in <italic>Pterocladiella</italic> on the basis of <italic>rbc</italic>L sequence analysis. After further morphological observations (especially of reproductive structures), we will be able to describe and name the undescribed taxa in this study.</p>
<p>Some regions remain under-sampled in this study, including South Pacific islands and the Red Sea, where <italic>Pterocladiella</italic> has been reported (e.g., <xref ref-type="bibr" rid="ref67">N&#x2019;Yeurt and Payri, 2010</xref>; <xref ref-type="bibr" rid="ref32">Einav et al., 2021</xref>). A denser sampling effort may uncover more undescribed species in these regions.</p>
</sec>
<sec id="sec17">
<title>Center of Species Diversity</title>
<p>Species richness was found to be highest in the Central Indo-Pacific (18 spp.). This region, part of the inferred ancestral range of <italic>Pterocladiella</italic>, is also known as a center of diversity for a wide range of tropical marine animals (<xref ref-type="bibr" rid="ref81">Renema et al., 2008</xref>; <xref ref-type="bibr" rid="ref18">Bowen et al., 2013</xref>; <xref ref-type="bibr" rid="ref25">Cowman et al., 2017</xref>), as well as seaweeds (<xref ref-type="bibr" rid="ref110">Vieira et al., 2017</xref>, <xref ref-type="bibr" rid="ref111">2021</xref>; <xref ref-type="bibr" rid="ref56">Leliaert et al., 2018</xref>; <xref ref-type="bibr" rid="ref118">Yip et al., 2020</xref>). Other areas of high species richness are the Western Indo-Pacific (11 spp.), the Eastern Pacific (eight spp.), and the Western Atlantic (eight spp.).</p>
<p>The proportion of <italic>Pterocladiella</italic> species occurring in a single realm is 81% (35 species; <xref ref-type="supplementary-material" rid="SM1">Supplementary Table 4</xref>). This high proportion of endemic species is similar to that in other seaweeds, such as <italic>Portieria</italic> (88%) and <italic>Lobophora</italic> (75%; <xref ref-type="bibr" rid="ref110">Vieira et al., 2017</xref>; <xref ref-type="bibr" rid="ref56">Leliaert et al., 2018</xref>). High levels of species diversity and endemism in the Central Indo-Pacific may be interpreted by both center of origin and center of accumulation models. Our results support studies of coral reef fishes, gastropods, and seaweeds that have suggested that the Indo-Malay biodiversity hotspot resulted from a combination of speciation within the region and species accumulation <italic>via</italic> dispersal (<xref ref-type="bibr" rid="ref4">Barber and Bellwood, 2005</xref>; <xref ref-type="bibr" rid="ref114">Williams and Duda, 2008</xref>; <xref ref-type="bibr" rid="ref110">Vieira et al., 2017</xref>; <xref ref-type="bibr" rid="ref56">Leliaert et al., 2018</xref>).</p>
</sec>
<sec id="sec18">
<title>Cretaceous Origin and Global Diversifications</title>
<p>A firm account of species richness and distributions is the foundation for analyzing the historical biogeography of <italic>Pterocladiella</italic> using recently devised analytical tools. Tectonic events, long-distance dispersal, and isolation have produced a complicated mosaic of relic species, geographically separated sister species, and introductions in this genetically diverse and morphologically simple genus. We caution that our estimates of the timing of evolutionary events must be interpreted with care due to the scarcity of red algae in the fossil record with which to calibrate the timeline (<xref ref-type="bibr" rid="ref117">Yang et al., 2016</xref>; <xref ref-type="bibr" rid="ref120">Yoon et al., 2016</xref>; <xref ref-type="bibr" rid="ref56">Leliaert et al., 2018</xref>).</p>
<p><italic>Pterocladiella</italic> likely arose in the Tethys Sea in the Cretaceous period in a region that now corresponds to the tropical shallow reefs of Eastern Africa, northern Australia, and South/Southeast Asia (<xref rid="fig3" ref-type="fig">Figure 3</xref>). Cretaceous Tethys Sea origins have also been inferred in the red seaweed <italic>Portieria</italic> (<xref ref-type="bibr" rid="ref56">Leliaert et al., 2018</xref>), and the brown seaweed <italic>Lobophora</italic> (<xref ref-type="bibr" rid="ref110">Vieira et al., 2017</xref>), as well as in several groups of corals, fishes, and other tropical marine animals (e.g., <xref ref-type="bibr" rid="ref101">Tittensor et al., 2010</xref>; <xref ref-type="bibr" rid="ref18">Bowen et al., 2013</xref>; <xref ref-type="bibr" rid="ref25">Cowman et al., 2017</xref>).</p>
<p>Early diversification of the genus may have been driven by vicariance through tectonic events in the Cretaceous (<xref rid="fig3" ref-type="fig">Figure 3</xref>; <xref ref-type="supplementary-material" rid="SM1">Supplementary Table 4</xref>), a time when the Indo-Madagascar subcontinent formed (120&#x2013;112&#x2009;Ma) and separated into India and Madagascar (89&#x2013;83&#x2009;Ma; <xref ref-type="bibr" rid="ref62">Masters et al., 2006</xref>). The narrow ranges of the early diverging species, <italic>P. caespitosa</italic>, <italic>P. feldmannii</italic> and <italic>P. hamelii</italic> in South Africa and Madagascar (clade VI), are suggestive of Tethyan relicts in the southwestern margin of the Tethys Sea, consistent with high levels of endemism in marine animals and seaweeds in the southwestern Indian Ocean (<xref ref-type="bibr" rid="ref119">Yoder and Nowak, 2006</xref>; <xref ref-type="bibr" rid="ref113">Warren et al., 2010</xref>; <xref ref-type="bibr" rid="ref15">Boo et al., 2018</xref>).</p>
<p>Long-distance dispersal likely played an important role in the migration of the Central Indo-Pacific ancestors to Northwestern Pacific, Temperate Australia, Eastern Pacific, and Eastern Atlantic during the Cretaceous (<xref rid="fig3" ref-type="fig">Figure 3</xref>). Age estimates indicate that the Indo-Pacific species arose during the Eocene to Miocene. The emergence of various shallow-water habitats in the Tethys Sea during these periods likely provided opportunities for diversification and the long-term persistence of species, as has also been suggested for other seaweeds such as <italic>Portieria</italic>, <italic>Lobophora</italic>, and Udoteaceae (<xref ref-type="bibr" rid="ref110">Vieira et al., 2017</xref>; <xref ref-type="bibr" rid="ref56">Leliaert et al., 2018</xref>; <xref ref-type="bibr" rid="ref52">Lagourgue et al., 2022</xref>).</p>
<p>Our analysis estimates that Group V arose in the Central Indo-Pacific and the Eastern Atlantic during the Paleocene. Vicariance events between the Central Indo-Pacific (A) and the Eastern Atlantic (H; <xref rid="fig3" ref-type="fig">Figure 3</xref>) long before the closing of the Indian Ocean-Mediterranean Seaway (~13&#x2009;Ma; Old World Barrier [OWB] in <xref rid="fig1" ref-type="fig">Figure 1D</xref>; <xref ref-type="bibr" rid="ref8">Bialik et al., 2019</xref>) permitted the persistence of phylogenetic connectivity in the Tethys Sea from the Paleocene to the Eocene. The Omani <italic>Pterocladiella</italic> sp15 (clade I) and the Mediterranean <italic>P. melanoidea</italic> (clade V) are likely relics, isolated after the closure of the OWB. This scenario is concordant with the fossil record of marine animals, which suggests past high biodiversity in the northwestern Indian Ocean, with subsequent eastward transfer to marine biodiversity hotspots (<xref ref-type="bibr" rid="ref81">Renema et al., 2008</xref>; <xref ref-type="bibr" rid="ref18">Bowen et al., 2013</xref>; <xref ref-type="bibr" rid="ref45">Hou and Li, 2018</xref>).</p>
<p>The Eastern Pacific species (clade IV) likely originated through a single dispersal event, and remained isolated by the Eastern Pacific Barrier (EPB; <xref rid="fig1" ref-type="fig">Figure 1D</xref>), the world&#x2019;s widest marine biogeographic barrier composed of 5,000&#x2009;km of deep water (<xref ref-type="bibr" rid="ref27">Darwin, 1880</xref>; <xref ref-type="bibr" rid="ref22">Chow et al., 2011</xref>; <xref ref-type="bibr" rid="ref6">Baums et al., 2012</xref>). The efficacy of the EPB for the isolation and subsequent diversification of the Eastern Pacific clade has yet to be demonstrated in other benthic seaweeds.</p>
<p>The Pacific North American (<italic>P. luxurians</italic> and sp.14) and South American species (<italic>P. andresii</italic>, <italic>P. caloglossoides</italic>, and sp.11) diversified during the Oligocene to Miocene, coinciding with the Central American Seaway (CAS) acting as a barrier, separating northern and southern species, until the Miocene (<xref ref-type="bibr" rid="ref24">Cowman and Bellwood, 2013</xref>; <xref ref-type="bibr" rid="ref45">Hou and Li, 2018</xref>). Notably, the presence of both &#x201C;<italic>Gelidiella calcicola</italic>&#x201D; and &#x201C;<italic>Gelidiella feldmannii</italic>&#x201D; suggests that ancestral species was widespread from the Eastern Pacific to the Atlantic Ocean <italic>via</italic> the CAS (<xref rid="fig3" ref-type="fig">Figure 3</xref>; <xref ref-type="supplementary-material" rid="SM3">Supplementary Figure 6</xref>). Thus, the CAS may have functioned as a biogeographical barrier between North and South America in the Eocene, but it acted as a dispersal pathway for the Atlantic species. It may also have served as a passage for more recent vicariant species between the Central Indo-Pacific and Caribbean Sea.</p>
<p>As reported in other marine animals and seaweeds (<xref ref-type="bibr" rid="ref114">Williams and Duda, 2008</xref>; <xref ref-type="bibr" rid="ref56">Leliaert et al., 2018</xref>), early divergence in <italic>Pterocladiella</italic> preceded the barriers separating the Atlantic and Indo-Pacific (EPB, OWB, and IOP); these major geological events do not appear to have affected diversification rates in <italic>Pterocladiella</italic>. Diversification of <italic>Pterocladiella</italic> occurred relatively consistent over ~100 million years from the Early Cretaceous to the present, as has been found in other seaweeds (<xref ref-type="bibr" rid="ref110">Vieira et al., 2017</xref>; <xref ref-type="bibr" rid="ref56">Leliaert et al., 2018</xref>; <xref ref-type="bibr" rid="ref52">Lagourgue et al., 2022</xref>). In contrast, for some groups of corals, fishes, and gastropods, increased diversification rates have been inferred in the Late Cretaceous or in the Oligo-Miocene, likely due to geographical complexity caused by tectonic changes (<xref ref-type="bibr" rid="ref114">Williams and Duda, 2008</xref>; <xref ref-type="bibr" rid="ref57">Leprieur et al., 2016</xref>).</p>
</sec>
<sec id="sec19">
<title>Sister Species: Distribution and Modes of Speciation</title>
<p>The distribution patterns of nine pairs of sister species provide insights into three speciation modes: peripatry, sympatry, and allopatry (<xref rid="tab2" ref-type="table">Table 2</xref>; <xref ref-type="supplementary-material" rid="SM3">Supplementary Figure 9</xref>). Our proposal on the peripatric speciation is that species pairs occurred in a close distance of the same marine bioregion to move by various modes of dispersals. The asymmetrical pattern of distribution for those pairs and the absence of physical barrier also suggests peripatric speciation. Four sister pairs appear to be peripherally and asymmetrically isolated (peripatry; <xref ref-type="supplementary-material" rid="SM3">Supplementary Figures 9A&#x2013;D</xref>). About 21.5&#x2009;Ma, the divergence of <italic>Pterocladiella luxurians</italic> (southern California) and sp.14 (Monterey to British Columbia) may be the result of a directional shift along a strong thermal gradient in the Pacific North Ameri<italic>ca. Pterocladiella andresii</italic> from Coquimbo, Chile, occurs about 650&#x2009;km from Robinson Crusoe Island, where its sister sp.11 occurs. Their divergence likely occurred in the Pliocene (~4.7&#x2009;Ma), simultaneously with the volcanic rise 3.8&#x2013;4.2&#x2009;Ma of Robinson Crusoe Island. The Malaysian <italic>P. megasporangia</italic> likely diverged at the western margin of the range of <italic>P. megasporangia2</italic> (Indonesia, Vietnam, and Taiwan) around 4.8&#x2009;Ma, pre-dating the opening of the Strait of Malacca at the beginning of the Quaternary (ca. 2.6&#x2009;Ma). Similarly, <italic>P. australafricanensis2</italic> from Madagascar and Oman likely diverged about 5.0&#x2009;Ma from the widespread <italic>P. australafricanensis</italic>. The peripatric species pairs that we proposed here are rare in red seaweeds and remain an intriguing issue to be verified by further study.</p>
<p>For three pairs, sister species partially or completely overlap in distribution (sympatry; <xref ref-type="supplementary-material" rid="SM3">Supplementary Figures 9E&#x2013;G</xref>). <italic>Pterocladiella</italic> sp.5 (2 specimens from Hon Gam Gi) and sp.8 (18 specimens from Hon Gam Gi and two other locations) diverged in the Miocene (~12.5&#x2009;Ma) but both occur at the same site (Phu Quoc Island, Vietnam). These two species have an asymmetric distribution in Phu Quoc Island, since their divergence in the middle Miocene. <italic>Pterocladiella tenuis</italic> and sp.10, both from the southwestern coast of Korea, diverged during the Pliocene (~4.9&#x2009;Ma; <xref ref-type="bibr" rid="ref13">Boo et al., 2010</xref>; this study). The widespread species, <italic>P. caerulescens</italic> diverged from sp.1 in the Miocene (~7.3&#x2009;Ma); they overlap in New Caledonia (<xref ref-type="supplementary-material" rid="SM1">Supplementary Table 4</xref>). However, it is difficult to determine whether two sister species have sympatry sorely or sympatry after a first allopatric divergence.</p>
<p>Two sister pairs, <italic>P. beachiae</italic> and <italic>P. beachiae2</italic>, and <italic>P. santarum</italic> and sp9, have been separated by the Isthmus of Panama since their vicariant and allopatric divergences during the Late Miocene (<xref ref-type="supplementary-material" rid="SM3">Supplementary Figure 9H</xref>). Similarly, Isthmian geminate sisters in marine animals diverged during a long gradual closure of the Isthmus of Panama from 12 to 2.8&#x2009;Ma (<xref ref-type="bibr" rid="ref24">Cowman and Bellwood, 2013</xref>; <xref ref-type="bibr" rid="ref69">O&#x2019;Dea et al., 2016</xref>). Closely related species are often widely separated geographically (<xref ref-type="bibr" rid="ref40">Grossenbacher et al., 2014</xref>).</p>
<p>Our study suggests that the predominance of peripatry and sympatry, and the asymmetrical distribution of sister species in <italic>Pterocladiella</italic>, represent the process of budding speciation, a process by which small colonizing populations, either at the margin or within broadly distributed ancestral populations, become isolated due to environmental niche differences and rapidly diverge (<xref ref-type="bibr" rid="ref65">Mayr, 1954</xref>; <xref ref-type="bibr" rid="ref5">Barraclough and Vogler, 2000</xref>; <xref ref-type="bibr" rid="ref40">Grossenbacher et al., 2014</xref>). Divergences likely occurred in the Early Miocene to Pliocene, when continents, oceans, and seawater temperatures in the tropics were similar to those today (<xref ref-type="bibr" rid="ref85">Robinson et al., 2008</xref>). Budding speciation may be common in sessile organisms which have a low dispersal capacity, and many cases of budding speciation likely have been reported under peripatric speciation (<xref ref-type="bibr" rid="ref26">Crawford, 2010</xref>; <xref ref-type="bibr" rid="ref1">Anacker and Strauss, 2014</xref>; <xref ref-type="bibr" rid="ref40">Grossenbacher et al., 2014</xref>). To better assess what speciation scenarios are at play in <italic>Pterocladiella</italic> species, further studies combining whole genome sequencing and demographic modeling of the divergence process would be required.</p>
</sec>
<sec id="sec20">
<title>Recent Long-Distance Dispersal Within Cosmopolitan Species</title>
<p>Haplotype networks confirmed long-distance dispersal within the cosmopolitan species (occurring in three realms), <italic>P. bartlettii</italic>, <italic>P. caerulescens</italic>, and <italic>P. capillacea</italic> (<xref rid="fig4" ref-type="fig">Figure 4</xref>). This result contrasts with recent studies that have shown that many allegedly widespread red algal species are actually multiple cryptic species with narrow ranges (<xref ref-type="bibr" rid="ref116">Won et al., 2009</xref>; <xref ref-type="bibr" rid="ref30">D&#x00ED;az-Tapia et al., 2018</xref>; <xref ref-type="bibr" rid="ref39">Gabrielson et al., 2018</xref>; <xref ref-type="bibr" rid="ref56">Leliaert et al., 2018</xref>; but see <xref ref-type="bibr" rid="ref20">Calderon et al., 2021</xref>). For <italic>P. bartlettii</italic>, there was a close relationship between individuals from Vietnam and Brazil (~17,000&#x2009;km apart), indicating recent long-distance dispersal or introductions, though we cannot discern the source vs. sink. Madagascan populations, linked to BAR3 by five missing haplotypes, likely represent a relict population. <italic>Pterocladiella caerulescens</italic>, with a range of ~18,000&#x2009;km (Hawai&#x2019;i to Madagascar), shows a high diversity in Southeast Asia, but those populations are distantly related to the haplotypes from Sri Lanka, New Caledonia, Madagascar and Western Australia. This geographic structure may have been generated by the Sunda Shelf Barrier (SSB, <xref rid="fig1" ref-type="fig">Figure 1D</xref>), as reported in fish (<xref ref-type="bibr" rid="ref7">Bay et al., 2004</xref>; <xref ref-type="bibr" rid="ref59">Lourie and Vincent, 2004</xref>). The presence of an identical haplotype in China (Hainan Island) and Hawai&#x2019;i suggests a recent introduction. <italic>Pterocladiella capillacea</italic>, with a range of ~18,000&#x2009;km (Brazil to Korea), revealed more complex pattern, with varying degrees of connection among areas, and strong isolation of populations from Brazil, Hawai&#x2019;i, Indonesia, and eastern Japan. The close relationship between the Mediterranean and Asian haplotypes may be a result of a recent range-expansion and/or introduction. Our result supports that the widespread species have experienced sufficient amount of gene flow to maintain species cohesion in haplotype analysis (<xref rid="fig4" ref-type="fig">Figure 4</xref>). This is supported by previous studies on those species from Brazil, China, and Madagascar (<xref ref-type="bibr" rid="ref14">Boo et al., 2016b</xref>; <xref ref-type="bibr" rid="ref48">Iha et al., 2017</xref>; <xref ref-type="bibr" rid="ref112">Wang et al., 2020</xref>).</p>
<p>The Central Indo-Pacific was the most likely area of origin for both <italic>P. bartlettii</italic> and <italic>P. caerulescens</italic>; they subsequently spread <italic>via</italic> long-distance dispersal to the Western Indo-Pacific, the Eastern Indo-Pacific and the Western Atlantic (<xref rid="fig3" ref-type="fig">Figure 3</xref>). Similarly, <italic>P. capillacea</italic>, which originated in the northwestern Pacific, likely spread to the Atlantic, Australasia and Indo-Pacific regions. Additional population-level sampling and the use of various nuclear markers (e.g., using whole genome sequencing) will be needed to evaluate long-distance dispersal scenarios and phylogeographic patterns in these widespread species.</p>
<p>Long-distance dispersal events across biogeographical barriers are challenging to explain for <italic>Pterocladiella</italic> species having low-dispersal capacity. A possible explanation of short to long distance dispersal includes dispersal through currents within similar thermal zones (<xref ref-type="bibr" rid="ref60">L&#x00FC;ning, 1990</xref>; <xref ref-type="bibr" rid="ref34">Fraser et al., 2013</xref>), where seamounts may function as stepping-stones. Long distance dispersal may also occur through rafting by volcanic pumice, tsunami debris, tar lumps; hitchhiking attached to boat and ship and ballast water may cause the dispersal of non-buoyant seaweeds (<xref ref-type="bibr" rid="ref106">van den Hoek, 1987</xref>; <xref ref-type="bibr" rid="ref68">Norton, 1992</xref>; <xref ref-type="bibr" rid="ref115">Winston, 2012</xref>; <xref ref-type="bibr" rid="ref43">Hansen et al., 2018</xref>). <italic>Pterocladiella</italic> tissues have abundant rhizoidal filaments of cellulose bundle, typical of the Gelidiales but not in other seaweeds (<xref ref-type="bibr" rid="ref33">Felicini and Perrone, 1994</xref>; <xref ref-type="bibr" rid="ref14">Boo et al., 2016b</xref>), which may be slow in digestion compared to other red seaweeds. It may be possible that undigested thalli in the stomach of green turtles and fishes (<xref ref-type="bibr" rid="ref2">Awabdi et al., 2013</xref>; <xref ref-type="bibr" rid="ref109">Vermeij et al., 2013</xref>), as well as eroded stipes or holdfasts on mollusk shells (see <xref rid="fig1" ref-type="fig">Figure 1C</xref>) may survive in remote locations, as reported in the red alga <italic>Centroceras</italic> (Ceramiales; <xref ref-type="bibr" rid="ref58">Lipkin, 1977</xref>). <xref ref-type="bibr" rid="ref109">Vermeij et al. (2013)</xref> reported the Gelidiales species were highly capable of growth after gut passage and suggested that the red seaweeds can use animal vectors for dispersal. Re-attachment capacity likely contributes to the success of sporadic dispersal events. <italic>Pterocladiella</italic> species often produce new branches from damaged tissues or new plants from excised branches (<xref ref-type="bibr" rid="ref33">Felicini and Perrone, 1994</xref>). This vegetative reproduction may be key to population persistence, after long-distance transport or human-mediated introductions of <italic>Pterocladiella</italic>. Further studies are needed to decipher geographical structure and introduction routes of widespread species.</p>
</sec>
</sec>
<sec id="sec21" sec-type="conclusions">
<title>Conclusion</title>
<p>Our study is a major step toward clarifying the diversity and biogeographic history of the widely distributed red algal genus <italic>Pterocladiella</italic>. Despite low dispersal capacity spores, the genus has attained a global distribution and diversified into 43 species since its estimated origin in the Tethys Sea during the Early Cretaceous. The monophyly of Eastern Pacific species demonstrates the role of the Eastern Pacific Barrier, an intriguing issue to be verified in other red seaweeds. Divergences between sister species from the Central Indo-Pacific and the Caribbean Sea likely occurred by vicariance events. Asymmetrical distributions and predominance of peripatry and sympatry between sister species highlights the importance of budding speciation in <italic>Pterocladiella</italic>, which is probably common in sessile organisms (<xref ref-type="bibr" rid="ref26">Crawford, 2010</xref>; <xref ref-type="bibr" rid="ref1">Anacker and Strauss, 2014</xref>). The persistence of congeneric groups, sister species, and cosmopolitan species across remote regions also suggests the likelihood of long-distance dispersal. Because dispersal is typically extremely short in sessile marine plants and seaweeds (<xref ref-type="bibr" rid="ref50">Kinlan and Gaines, 2003</xref>; <xref ref-type="bibr" rid="ref49">Kerswell, 2006</xref>), animal vectors or vegetative branches of <italic>Pterocladiella</italic> might function as diaspores for long-distance dispersal. A high capacity for regeneration in <italic>Pterocladiella</italic> (<xref ref-type="bibr" rid="ref33">Felicini and Perrone, 1994</xref>) might have increased their colonization success in remote locations. <italic>Pterocladiella</italic> species at the deep nodes may have arisen from vicariance processes, associated to the open of Tethys Sea, mixed processes of vicariance and dispersal after the closure of Tethys, and recent, cross-ocean dispersal. Further phylogeographic and population genetics approaches will demonstrate either natural long-distance dispersal and/or anthropogenic has shaped widespread distribution. Our results are congruent with biogeographical patterns in other seaweeds, but the origin and subsequent diversification of the Eastern Pacific clade is unique. Our detailed investigation of this genus contributes to the methodology and conceptualization of historical biogeography for other widely dispersed organisms with low-dispersal capacity.</p>
</sec>
<sec id="sec22" 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 in the article/<xref ref-type="supplementary-material" rid="SM1">Supplementary Material</xref>.</p>
</sec>
<sec id="sec23">
<title>Author Contributions</title>
<p>GHB and HSY conceived and designed the study. GHB, LLG, EC, ODC, TVN, CP, and KAM performed the collections and provided samples. GHB and FL analyzed and interpreted the data. HSY supervised the research. All authors contributed to the article and approved the submitted version.</p>
</sec>
<sec id="sec24" sec-type="funding-information">
<title>Funding</title>
<p>This study was supported by Basic Science Research Program through the National Research Foundation of Korea (NRF) by the Ministry of Education (2018R1A6A3A03012648 and 2021R1I1A1A01049542), postdoctoral funding from the Silva Center for Phycological Documentation, University Herbarium, University of California at Berkeley, and the European Marine Biological Resource Centre (EMBRC)-France, whose French state funds are managed by the ANR within the &#x201C;Investing for the future program&#x201D; under reference ANR-10-INBS-02 to GHB; LLG acknowledges support for the organization of expeditions from Fonds Europ&#x00E9;en de D&#x00E9;veloppement R&#x00E9;gional (FEDER) and Port Autonome de la Guadeloupe, Total Foundation, Prince Albert II of Monaco Foundation, Fondation EDF, Stavros Niarchos Foundation and Entrepose Contracting, in-kind support from the Divine Word University (DWU), and post-expedition support from Agence Nationale de la Recherche (ANR) and the National Science Council of Taiwan (ANR TF-DeepEvo 12 ISV7 005 01), European Regional Development Fund (ERDF), the Territorial Collectivity of Martinique (CTM), Plantations Saint-James and BRED, European Regional Development Fund (ERDF/FEDER), Fonds Shell, R&#x00E9;gion Guyane, Conseil G&#x00E9;n&#x00E9;ral de la Guyane, Direction de l&#x2019;Environnement, de l&#x2019;Am&#x00E9;nagement et du Logement (DEAL), and Direction R&#x00E9;gionale de la Recherche et de la Technologie (DRRT); and the Collaborative Genome Program of the Korea Institute of Marine Science and Technology Promotion (KIMST) funded by the Ministry of Oceans and Fisheries (MOF; 20180430) and the National Research Foundation of Korea (NRF-2017R1A2B3001923 and 2022R1A2B5B03002312) to HSY.</p>
</sec>
<sec id="conf1" 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="sec27" 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>
<ack>
<p>We thank our colleagues for providing specimens, assisting with collection trips, and providing hospitality during herbarium visits: S. M. Boo, Y. Cai, P. J. L. Geraldino, G. S. Gerung, J. Huisman, S. C. Lindstrom, E. C. Macaya, the late Willem F. Prud&#x2019;homme van Reine, the late Rafael Riosmena-Rodriguez, D. Sahoo, A. R. Sherwood, and M. J. Wynne. K. M. Kim provided sequences from Omani species. Exp&#x00E9;ditions from the Mus&#x00E9;um National d&#x2019;Histoire Naturelle (MNHN) provided samples from: Guadeloupe, KARUBENTHOS expedition&#x2014;May 2012 (Principal Investigator: Philippe Bouchet), organized jointly by the National Park of Guadeloupe, Mus&#x00E9;um National d&#x2019;Histoire Naturelle (MNHN), Universit&#x00E9; des Antilles et de la Guyane (UAG), and Universit&#x00E9; Pierre et Marie Curie (UPMC); Martinique, MADIBENTHOS expedition 2016 (Principal Investigator: Philippe Bouchet) was spearheaded by the French Agency for Marine Protected Areas (now part of the French Agency for Biodiversity, AFB), the Regional Directorate for the Environment (DEAL), and the Martinique Water Bureau (Office de l&#x2019;Eau, ODE), with support from the Directorate of the Sea (DM) and the Martinique Natural Regional Park (PNRM); Madang, PAPUA NIUGINI expedition - 2012 (Principal Investigators Philippe Bouchet, Claude Payri and Sarah Samadi) was part of the &#x201C;Our Planet Reviewed&#x201D; organized by Mus&#x00E9;um National d&#x2019;Histoire Naturelle (MNHN), Pro Natura International (PNI), Institut de Recherche pour le D&#x00E9;veloppement (IRD) and University of Papua New Guinea (UPNG); South Madagascar, ATIMO VATAE expedition (Principal Investigator, Philippe Bouchet) was part of a &#x201C;Our Planet Reviewed,&#x201D; a joint initiative of Mus&#x00E9;um National d&#x2019;Histoire Naturelle (MNHN) and Pro Natura International (PNI) in partnership with Institut d&#x2019;Halieutique et des Sciences Marines, University of Toliara (IH.SM) and the Madagascar bureau of Wildlife Conservation Society (WCS). Institut de Recherche pour le D&#x00E9;veloppement (IRD) deployed its research catamaran Ant&#x00E9;a; French Guiana, 2014 was part of &#x201C;Our Planet Reviewed,&#x201D; a joint initiative of Mus&#x00E9;um National d&#x2019;Histoire Naturelle (MNHN) and Pro-Natura International (PNI).</p>
</ack>
<sec id="sec26" sec-type="supplementary-material">
<title>Supplementary Material</title>
<p>The Supplementary Material for this article can be found online at: <ext-link xlink:href="https://www.frontiersin.org/articles/10.3389/fpls.2022.849476/full#supplementary-material" ext-link-type="uri">https://www.frontiersin.org/articles/10.3389/fpls.2022.849476/full#supplementary-material</ext-link></p>
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</sec>
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