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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Amphib. Reptile Sci.</journal-id>
<journal-title>Frontiers in Amphibian and Reptile Science</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Amphib. Reptile Sci.</abbrev-journal-title>
<issn pub-type="epub">2813-6780</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/famrs.2025.1646714</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Amphibian and Reptile Science</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Tracing invasion routes of Cuban treefrogs into Louisiana using mitochondrial DNA</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Brosnan</surname>
<given-names>Erin B.</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="author-notes" rid="fn001">
<sup>*</sup>
</xref>
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<contrib contrib-type="author">
<name>
<surname>Paniagua Torres</surname>
<given-names>Karen A.</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
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<contrib contrib-type="author">
<name>
<surname>Martin</surname>
<given-names>Katherine R.</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
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<contrib contrib-type="author">
<name>
<surname>Atkinson</surname>
<given-names>Matthew S.</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
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<contrib contrib-type="author">
<name>
<surname>Glorioso</surname>
<given-names>Brad M.</given-names>
</name>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
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<contrib contrib-type="author">
<name>
<surname>Waddle</surname>
<given-names>J. Hardin</given-names>
</name>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
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<contrib contrib-type="author">
<name>
<surname>Mendyk</surname>
<given-names>Robert W.</given-names>
</name>
<xref ref-type="aff" rid="aff5">
<sup>5</sup>
</xref>
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<contrib contrib-type="author">
<name>
<surname>Savage</surname>
<given-names>Anna E.</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
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<aff id="aff1">
<sup>1</sup>
<institution>Department of Biology, University of Central Florida</institution>, <addr-line>Orlando, FL</addr-line>,&#xa0;<country>United States</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>Department of Biology, The Pennsylvania State University, University Park</institution>, <addr-line>PA</addr-line>,&#xa0;<country>United States</country>
</aff>
<aff id="aff3">
<sup>3</sup>
<institution>U.S. Geological Survey, Wetland and Aquatic Research Center</institution>, <addr-line>Lafayette, LA</addr-line>,&#xa0;<country>United States</country>
</aff>
<aff id="aff4">
<sup>4</sup>
<institution>U.S. Geological Survey, Wetland and Aquatic Research Center</institution>, <addr-line>Gainesville, FL</addr-line>,&#xa0;<country>United States</country>
</aff>
<aff id="aff5">
<sup>5</sup>
<institution>Department of Herpetology, Audubon Zoo</institution>, <addr-line>New Orleans, LA</addr-line>,&#xa0;<country>United States</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>Edited by: <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/2740362/overview">Amanda Kissel</ext-link>, United States Geological Survey, United States</p>
</fn>
<fn fn-type="edited-by">
<p>Reviewed by: Steve A. Johnson, University of Florida, United States</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/3112093/overview">Andrew Parks</ext-link>, US Fish and Wildlife Service, United States</p>
</fn>
<fn fn-type="corresp" id="fn001">
<p>*Correspondence: Erin B. Brosnan, <email xlink:href="mailto:erin.brosnan@ucf.edu">erin.brosnan@ucf.edu</email>
</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>17</day>
<month>10</month>
<year>2025</year>
</pub-date>
<pub-date pub-type="collection">
<year>2025</year>
</pub-date>
<volume>3</volume>
<elocation-id>1646714</elocation-id>
<history>
<date date-type="received">
<day>13</day>
<month>06</month>
<year>2025</year>
</date>
<date date-type="accepted">
<day>24</day>
<month>09</month>
<year>2025</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2025 Brosnan, Paniagua Torres, Martin, Atkinson, Glorioso, Waddle, Mendyk and Savage.</copyright-statement>
<copyright-year>2025</copyright-year>
<copyright-holder>Brosnan, Paniagua Torres, Martin, Atkinson, Glorioso, Waddle, Mendyk and Savage</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>Understanding the origin and spread of invasive species is critical for predicting when and where new introductions will establish, and impact native species. However, due to the complexity of contributing factors such as multiple introductions, dispersal method, genetic admixture in founding populations, and variable propagule pressure, genetic patterns observed in invasive species may not always conform to a single theoretical expectation. Cuban treefrogs (<italic>Osteopilus septentrionalis</italic>) are invasive in peninsular Florida and sporadically in the Florida panhandle. Though <italic>O. septentrionalis</italic> has been occasionally reported in Louisiana since the 1990s, established populations were not present until the discovery of a breeding population in New Orleans in 2017. In this study we investigated the source of this novel population using existing and newly generated cytochrome B (cyt-b) mitochondrial gene sequences from the native and invasive range of <italic>O. septentrionalis</italic>. We recovered a total of 14 cyt-b haplotypes, nine novel and five previously published. Within the 95 Louisiana invasion samples, we recovered seven haplotypes including five novel haplotypes. The haplotypes most common in Louisiana were shared exclusively with west and east Florida localities in central Florida, indicating a possible source population. The presence of haplotypes private to the Louisiana locality suggests other unsampled localities may also be contributing to the Louisiana settlement. Metrics of genetic diversity across native and invasive localities did not significantly differ. Furthermore, the Louisiana samples had higher genetic diversity than any single location sampled within Florida. Thus, genetic diversity and our haplotype connectivity suggest the Louisiana population is derived from multiple introductions from Florida. Our study highlights how demographic and genetic analyses can be utilized to understand the source and future expansion potential of invasive populations.</p>
</abstract>
<kwd-group>
<kwd>invasive species</kwd>
<kwd>genetics</kwd>
<kwd>biological invasion</kwd>
<kwd>cytochrome b</kwd>
<kwd>
<italic>Osteopilus septentrionalis</italic>
</kwd>
</kwd-group>
<contract-sponsor id="cn001">University of Central Florida<named-content content-type="fundref-id">10.13039/100007900</named-content>
</contract-sponsor>
<counts>
<fig-count count="4"/>
<table-count count="2"/>
<equation-count count="0"/>
<ref-count count="89"/>
<page-count count="13"/>
<word-count count="5570"/>
</counts>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-in-acceptance</meta-name>
<meta-value>Evolution</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec id="s1" sec-type="intro">
<label>1</label>
<title>Introduction</title>
<p>Invasive herpetofauna pose a threat to biodiversity through disruption of native species interactions (<xref ref-type="bibr" rid="B69">Rice et&#xa0;al., 2011</xref>; <xref ref-type="bibr" rid="B71">Richter-Boix et&#xa0;al., 2013</xref>; <xref ref-type="bibr" rid="B12">Culbertson and Herrmann, 2019</xref>; <xref ref-type="bibr" rid="B31">Hill et&#xa0;al., 2019</xref>), displacement of native species through predation (<xref ref-type="bibr" rid="B16">Dove et&#xa0;al., 2011</xref>; <xref ref-type="bibr" rid="B65">Piquet and L&#xf3;pez-Darias, 2021</xref>), and the spread of infectious diseases (<xref ref-type="bibr" rid="B73">Rivera et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B3">Atkinson and Savage, 2023</xref>). While over 780 introductions of non-native herpetofauna were documented globally as of 2015, only 250 species have established as independent populations (<xref ref-type="bibr" rid="B44">Kraus, 2015</xref>). The disparity between introduced and established invasive species underscores the importance of life history, environmental variation, propagule pressure and genetic diversity on the ability of an invasive population to establish and thrive. Typically, generalist species are more likely to successfully invade and establish compared to specialists that have more specific habitat requirements (<xref ref-type="bibr" rid="B66">Pitt et&#xa0;al., 2005</xref>), and environments more like the invasive species native range tend to be conducive to establishment (<xref ref-type="bibr" rid="B6">Bomford et&#xa0;al., 2009</xref>). Introductions of non-native herpetofauna largely result from anthropomorphic activity, such as the pet trade (<xref ref-type="bibr" rid="B86">Willson et&#xa0;al., 2011</xref>), farming (<xref ref-type="bibr" rid="B47">Laufer et&#xa0;al., 2008</xref>), bio-control efforts (<xref ref-type="bibr" rid="B78">Shanmuganathan et&#xa0;al., 2010</xref>), and stowaways in cargo shipments (<xref ref-type="bibr" rid="B70">Richmond et&#xa0;al., 2015</xref>). Thus, the numerous factors influencing which species become introduced combined with the complexity of novel ecosystems present a challenge for predicting whether and which non-native amphibian and reptile species will become established.</p>
<p>Invasive populations can arise from novel founder events or expansions of pre-existing invasive ranges, and each of these mechanisms should produce distinct patterns of genetic diversity in the invasive population. Founder events are generally expected to decrease genetic diversity and increase inbreeding depression (<xref ref-type="bibr" rid="B19">Frankham, 1998</xref>), which has been observed in the case of the coqui (<italic>Eleutherodactylus coqui</italic>) invasion in Hawaii (<xref ref-type="bibr" rid="B64">Peacock et&#xa0;al., 2009</xref>) and the American bullfrog (<italic>Rana catesbeiana</italic>) invasion in China (<xref ref-type="bibr" rid="B5">Bai et&#xa0;al., 2012</xref>). Contrary to this expectation, invasive populations founded by multiple introduction events or with high propagule pressure (i.e., many individuals introduced in one or more release events) (<xref ref-type="bibr" rid="B72">Rius and Darling, 2014</xref>) can maintain genetic diversity at adaptive loci (<xref ref-type="bibr" rid="B77">Selechnik et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B46">LaFond et&#xa0;al., 2022</xref>) or even show higher overall genetic diversity relative to native populations (<xref ref-type="bibr" rid="B2">Allendorf and Lundquist, 2003</xref>; <xref ref-type="bibr" rid="B41">Kolbe et&#xa0;al., 2004</xref>). A genetically admixed invasive population has increased adaptive potential and often is capable of faster range expansions (<xref ref-type="bibr" rid="B84">Wagner et&#xa0;al., 2017</xref>) and adaptation to novel environmental conditions (<xref ref-type="bibr" rid="B45">Krehenwinkel and Tautz, 2013</xref>; <xref ref-type="bibr" rid="B72">Rius and Darling, 2014</xref>).</p>
<p>Mitochondrial DNA (mtDNA) is commonly used to establish phylogenetic relationships between populations and trace the origins of invasive populations (<xref ref-type="bibr" rid="B4">Avise et&#xa0;al., 1987</xref>; <xref ref-type="bibr" rid="B29">Hamner et&#xa0;al., 2007</xref>; <xref ref-type="bibr" rid="B11">Colangelo et&#xa0;al., 2015</xref>) because it has a higher mutation rate than nuclear loci, allowing for increased resolution of genetic variation (<xref ref-type="bibr" rid="B27">Gray et&#xa0;al., 1989</xref>). Additionally, mtDNA is easy to isolate, has a relatively simple genetic structure (i.e., lacking transposable elements, pseudogenes and introns) and exhibits a straightforward mode of inheritance (<xref ref-type="bibr" rid="B4">Avise et&#xa0;al., 1987</xref>). The mitochondrial gene cytochrome b (cyt-b) codes for a central redox catalytic subunit involved in the electron transport chain that is present in nearly all eukaryotic organisms. The cyt-b gene is used to evaluate genetic diversity, trace geographic origins, and distinguish cryptic invasive species across vertebrate groups (<xref ref-type="bibr" rid="B40">Kochzius et&#xa0;al., 2003</xref>; <xref ref-type="bibr" rid="B29">Hamner et&#xa0;al., 2007</xref>; <xref ref-type="bibr" rid="B11">Colangelo et&#xa0;al., 2015</xref>; <xref ref-type="bibr" rid="B35">Jackson et&#xa0;al., 2015</xref>). Cyt-b data have been used to investigate the origins of several invasive herpetofauna, including the novel invasion of two subspecies of <italic>Boa constrictor</italic> in Puerto Rico (<xref ref-type="bibr" rid="B68">Reynolds et&#xa0;al., 2013</xref>), the origin and identity of cryptic <italic>Xenopus</italic> species in Chile (<xref ref-type="bibr" rid="B50">Lobos et&#xa0;al., 2014</xref>) and Italy (<xref ref-type="bibr" rid="B49">Lillo et&#xa0;al., 2013</xref>), the invasion of the greenhouse frog (<italic>Eleutherodactylus planirostris</italic>) in Florida (<xref ref-type="bibr" rid="B30">Heinicke et&#xa0;al., 2011</xref>) and China (<xref ref-type="bibr" rid="B33">Hong et&#xa0;al., 2022</xref>), and the invasive American bullfrog (<italic>R. catesbeiana</italic>) across the western United States (<xref ref-type="bibr" rid="B5">Bai et&#xa0;al., 2012</xref>; <xref ref-type="bibr" rid="B37">Kamath et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B46">LaFond et&#xa0;al., 2022</xref>).</p>
<p>The Cuban treefrog (<italic>Osteopilus septentrionalis</italic>) is one of the most successful invasive amphibians in the state of Florida (<xref ref-type="bibr" rid="B53">Meshaka, 2001</xref>). Invasive populations negatively influence native Florida treefrogs through predation (<xref ref-type="bibr" rid="B88">Wyatt and Forys, 2004</xref>), and by influencing pathogen dynamics (<xref ref-type="bibr" rid="B20">Galt et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B3">Atkinson and Savage, 2023</xref>). The native <italic>O. septentrionalis</italic> range spans Cuba, the Cayman Islands and the Bahamas, with invasive populations first establishing in the Florida Keys in the late 1800s to early 1900s (<xref ref-type="bibr" rid="B17">Duellman and Schwartz, 1958</xref>; <xref ref-type="bibr" rid="B30">Heinicke et&#xa0;al., 2011</xref>). Subsequently, <italic>O. septentrionalis</italic> spread to peninsular Florida by the mid-1900s via multiple anthropogenic introductions (<xref ref-type="bibr" rid="B30">Heinicke et&#xa0;al., 2011</xref>) and has now spread throughout much of central and northern Florida and in some areas of the Florida panhandle (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1</bold>
</xref>; <xref ref-type="bibr" rid="B36">Johnson, 2023</xref>). Sporadic sightings of <italic>O. septentrionalis</italic> have been recorded along the southern coastline of Alabama and Mississippi (<xref ref-type="bibr" rid="B56">Morningstar et&#xa0;al., 2024</xref>), but no established populations have been reported. Cyt-b from <italic>O. septentrionalis</italic> has been used to evaluate the ecological drivers of haplotype and species diversity (<xref ref-type="bibr" rid="B74">Rodr&#xed;guez et&#xa0;al., 2015</xref>). Akin to the previous herpetological invasions mentioned above, the origin of invasive <italic>O. septentrionalis</italic> in Florida was investigated using cyt-b genetic analysis (<xref ref-type="bibr" rid="B30">Heinicke et&#xa0;al., 2011</xref>). The resulting mitochondrial phylogeny revealed a deep phylogenetic split among haplotypes of <italic>O. septentrionalis</italic>, with both clades represented throughout the native range in Cuba and the invasive range in Florida. This finding indicated that current populations are descended from at least two source populations (<xref ref-type="bibr" rid="B30">Heinicke et&#xa0;al., 2011</xref>).</p>
<fig id="f1" position="float">
<label>Figure&#xa0;1</label>
<caption>
<p>Louisiana and Florida <italic>O. septentrionalis</italic> sampling locations. Sampling locations are denoted with circles. Louisiana populations are in pink, east Florida samples in blue, and west Florida samples in orange. Lake Placid, the origin of Audubon Zoo palms, is denoted with a purple palm. Green shading signifies the known <italic>O. septentrionalis</italic> distribution as of January 2023 (Credits: Tracey Bryant, UF/IFAS). Light blue shading represents Lake Okeechobee.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="famrs-03-1646714-g001.tif">
<alt-text content-type="machine-generated">Map showing parts of Louisiana and Florida with highlighted regions and a legend. West Florida is marked in orange, east Florida in blue, Louisiana in pink, and Lake Placid palms with a palm tree icon. Locations are positioned with latitude and longitude lines, with a scale bar indicating 300 kilometers.</alt-text>
</graphic>
</fig>
<p>In 2017, the first established breeding population of <italic>O. septentrionalis</italic> in Louisiana, USA, was observed in New Orleans (<xref ref-type="bibr" rid="B23">Glorioso et&#xa0;al., 2016</xref>, <xref ref-type="bibr" rid="B26">2018c</xref>). Although <italic>O. septentrionalis</italic> had been sporadically documented in Louisiana since the 1990s, no breeding colonies had been observed prior to this event (<xref ref-type="bibr" rid="B8">Chatfield and Vance, 2014</xref>; <xref ref-type="bibr" rid="B24">Glorioso et&#xa0;al., 2018b</xref>, <xref ref-type="bibr" rid="B26">2018c</xref>). In contrast, the discovery of individuals in different age classes, ranging from tadpoles to metamorphs, were found in Audubon Zoo and the adjacent Riverview Park beginning in 2016, leading to further investigation of this invasion event (<xref ref-type="bibr" rid="B26">Glorioso et&#xa0;al., 2018c</xref>). Subsequently, a second breeding population was located in St. Charles Parish (<xref ref-type="bibr" rid="B22">Glorioso et&#xa0;al., 2018a</xref>). While the novel New Orleans invasion coincided with the arrival of palms that were brought from Lake Placid, Florida for an Audubon Zoo exhibit (<xref ref-type="bibr" rid="B26">Glorioso et&#xa0;al., 2018c</xref>), given the occasional observations of <italic>O. septentrionalis</italic> prior to this event, and that <italic>O. septentrionalis</italic> are regularly dispersed via anthropogenic activities (<xref ref-type="bibr" rid="B61">Palis et&#xa0;al., 2021</xref>), a definitive source for this invasion remains unclear.</p>
<p>Here, we used cyt-b mitochondrial genetics to evaluate genetic variation in the recently established <italic>O. septentrionalis</italic> population at the Riverview Park and St. Charles Parish sites in Louisiana and assess likely routes of introduction. We sampled and generated cyt-b haplotypes from 31 east Florida individuals and 40 west Florida individuals within central Florida, and 95 individuals in New Orleans, Louisiana, then combined these new data with previously generated sequences from throughout the native and invasive range (<xref ref-type="bibr" rid="B30">Heinicke et&#xa0;al., 2011</xref>; <xref ref-type="bibr" rid="B74">Rodr&#xed;guez et&#xa0;al., 2015</xref>). We conducted phylogenetic and haplotype network analyses and compared metrics of genetic diversity in Louisiana to other native and invasive populations. We used these data to assess whether the Louisiana invasion represents a single introduction event or a more complex history of population establishment.</p>
</sec>
<sec id="s2" sec-type="materials|methods">
<label>2</label>
<title>Materials and methods</title>
<p>We collected and processed a total of 166 <italic>O. septentrionalis</italic> between 2017 and 2022. Of those, 31 were from east Florida, 40 from west Florida, and 95 individuals were from Louisiana populations. East Florida samples were collected from one site in Orange County and west Florida samples were collected from one site in Hillsborough County. Louisianan samples originated from two sampling sites; 85 individuals were from Audubon Riverview Park and the adjacent Audubon Zoo in Orleans Parish, while 10 individuals were from 15 kilometers west in St. Charles Parish (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1</bold>
</xref>).</p>
<sec id="s2_1">
<label>2.1</label>
<title>Louisiana field sampling</title>
<p>As a means to collect <italic>O. septentrionalis</italic>, artificial PVC refugia were set at the Riverview Park site in 2019 to capture juvenile metamorphs and adults (<xref ref-type="bibr" rid="B25">Glorioso and Waddle, 2014</xref>). Additional samples were collected by hand via standardized visual surveys. Toe clips from metamorphosed anurans were collected in 99% molecular grade ethanol. Scissors were sterilized after each toe clip by alcohol immersion. <italic>O. septentrionalis</italic> were euthanized via 20% benzocaine. Samples were placed in 99% molecular grade ethanol and stored at -80 &#xb0;C prior to DNA extraction.</p>
</sec>
<sec id="s2_2">
<label>2.2</label>
<title>Florida field sampling</title>
<p>Juvenile metamorphs and adult frog samples were collected by hand via standardized visual surveys. Tadpoles were collected via standardized dip netting and minnow trapping. Tail clips from tadpoles and toe clips from metamorphosed anurans were collected with flame sterilized scissors and placed in 99% molecular grade ethanol. Per Florida regulations on invasive species, <italic>O. septentrionalis</italic> were euthanized via MS-222 (tricane mesylate). Tissues were preserved in 99% molecular grade ethanol and stored at -20 &#xb0;C prior to DNA extraction.</p>
</sec>
<sec id="s2_3">
<label>2.3</label>
<title>Laboratory methods</title>
<p>We performed DNA extractions on toe or tail tissue samples using a Qiagen DNeasy Blood and Tissue Kit (Qiagen Corporation, Germantown, Maryland, USA) following manufacturer instructions. Extractions were stored at -20 &#xb0;C prior to further molecular analysis. PCR was performed on all samples to amplify the cyt-b mitochondrial gene using the forward and reverse primers CBL17 (5&#x2019;-TAGCCTTYTCATCCGTYGCCCATAT-3&#x2019;) and CBH18 (5&#x2019;-GTTGATAATGCAACCCTRACCCGATT-3&#x2019;) (<xref ref-type="bibr" rid="B30">Heinicke et&#xa0;al., 2011</xref>). Each 25&#xb5;L reaction consisted of 16.4&#xb5;L of molecular grade water, 5&#xb5;L of NEB OneTaq Buffer, 0.5&#xb5;L of 10mM dNTPs, 0.5&#xb5;L each of 10uM forward and reverse primers, 0.13&#xb5;L of NEB One Taq DNA polymerase and 2&#xb5;L of template DNA or controls. Thermocycling conditions for PCR consisted of an initial denaturation at 94 &#xb0;C for 5 minutes, followed by 40 cycles of 94 &#xb0;C for 30 seconds, 46 &#xb0;C for 30 seconds, and 72 &#xb0;C for 60 seconds, with a final elongation step of 72 &#xb0;C for one minute (<xref ref-type="bibr" rid="B30">Heinicke et&#xa0;al., 2011</xref>). PCR products were sent to Eurofins Genomics LLC for Sanger sequencing in the forward and reverse direction. Our newly generated sequences were trimmed of primers and manually inspected and edited to resolve errors and ambiguities by analyzing sanger sequencing graphic outputs. Any sequences that were shorter than 670 bp or had ambiguities, such as stop codons, were excluded from the analyses.</p>
</sec>
<sec id="s2_4">
<label>2.4</label>
<title>Phylogenetic analyses</title>
<p>We reconstructed a Bayesian gene tree of <italic>O. septentrionalis</italic> cyt-b using our sequences (N = 166) and a mix of sequences from native and invasive populations available in GenBank (N = 210; <xref ref-type="bibr" rid="B30">Heinicke et&#xa0;al., 2011</xref>; <xref ref-type="bibr" rid="B74">Rodr&#xed;guez et&#xa0;al., 2015</xref>). We used <italic>Rana septentrionalis</italic> (AY083273), <italic>Hyla molleri</italic> (MK172098), <italic>Osteopilus marianae</italic> (HQ831741), <italic>Osteopilus vastus</italic> (HQ831742), <italic>Osteopilus dominicensis</italic> (HQ831743), and <italic>Osteopilus ocellatus</italic> (HQ831744) as outgroups. The untruncated sequences of 903 bp were aligned using Clustal Omega (<xref ref-type="bibr" rid="B79">Sievers et&#xa0;al., 2011</xref>) with default parameters in Geneious v. 9.0.5 software (<xref ref-type="bibr" rid="B38">Kearse et&#xa0;al., 2012</xref>). To find a model of evolution that best fit the data and to use in the phylogenetic reconstruction, we used jmodeltest2 v. 2.1.1 (<xref ref-type="bibr" rid="B13">Darriba et&#xa0;al., 2012</xref>) on the CIPRES Science Gateway server (<xref ref-type="bibr" rid="B54">Miller et&#xa0;al., 2010</xref>). The best model according to the Akaike information criterion for small sample sizes (AICc) was the Hasegawa-Kishino-Yano (HKY) model with invariant sites and a gamma distribution. We reconstructed a Bayesian gene tree using MrBayes v. 3.2.7a (<xref ref-type="bibr" rid="B75">Ronquist et&#xa0;al., 2012</xref>) on the CIPRES Science Gateway server (<xref ref-type="bibr" rid="B54">Miller et&#xa0;al., 2010</xref>). The phylogenetic reconstruction consisted of two independent runs of 1.0 &#xd7; 10<sup>7</sup> generations and four chains each. We sampled every 500th generation and the first 100,000 generations were discarded as burnin. We used Tracer v. 1.7 (<xref ref-type="bibr" rid="B67">Rambaut et&#xa0;al., 2018</xref>) to confirm Markov chain Monte Carlo convergence and adequate sampling of the posterior distribution. We also reconstructed a maximum likelihood gene tree with IQ-TREE with 1000 ultrafast bootstraps and SH-aLRT branch tests on the IQ-TREE webserver (<xref ref-type="bibr" rid="B82">Trifinopoulos et&#xa0;al., 2016</xref>) to compare its topology to that of MrBayes. We visualized the Bayesian gene tree and geographic locations where each haplotype has been found using the R package ggtree v3.3.0.900 in RStudio using R v. 4.1.2 (<xref ref-type="bibr" rid="B89">Yu&#xa0;et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B76">RStudio Team, 2021</xref>).</p>
</sec>
<sec id="s2_5">
<label>2.5</label>
<title>Haplotype network</title>
<p>We reconstructed a haplotype network of <italic>O. septentrionalis</italic> cyt-b utilizing all sequences we generated from our west and east Florida sampling, as well as all additional sequences sampled from Florida <italic>O. septentrionalis</italic> that were available in GenBank, resulting in the addition of a south Florida locality. Sequences in our alignment were truncated to produce uniform 712 bp long sequences. Cyt-b sequences generated in previous studies that were shorter than 330 bp were excluded from the haplotype network to preserve the quality of our analysis. We used the program PopArt v. 1.7 (<xref ref-type="bibr" rid="B48">Leigh and Bryant, 2015</xref>) and the TCS algorithm (<xref ref-type="bibr" rid="B10">Clement et&#xa0;al., 2000</xref>) to visualize haplotype connectivity and distribution with a haplotype network analysis.</p>
</sec>
<sec id="s2_6">
<label>2.6</label>
<title>Genetic diversity</title>
<p>Untruncated sequence lengths of 903 bp were used to compare genetic diversity among native and invasive locations utilizing our east and west Florida samples, and all <italic>O. septentrionalis</italic> that were available in GenBank. We separated cyt-b samples into those occurring in Louisiana, central Florida, west Florida, south Florida, west Cuba, central Cuba, east Cuba, and the Caribbean. For each location, we calculated the number of segregating sites (S) and nucleotide diversity (pi) for the preceding locations using pegas v. 1.2 (<xref ref-type="bibr" rid="B62">Paradis, 2010</xref>) and ape v. 5.7.1 (<xref ref-type="bibr" rid="B63">Paradis and Schliep, 2019</xref>) in RStudio. We generated the distribution of pi with 95% confidence intervals by employing a bootstrap resampling technique with 10,000 iterations using the boot function from boot package v. 1.3.28.1 in R (<xref ref-type="bibr" rid="B15">Davison and Hinkley, 1997</xref>; <xref ref-type="bibr" rid="B7">Canty, 2021</xref>). For reproducibility, we set the random number generation seed to 500 using the set.seed function in R.</p>
</sec>
</sec>
<sec id="s3" sec-type="results">
<label>3</label>
<title>Results</title>
<p>We generated robust cyt-b sequences from all 166 frogs we sampled in west Florida, east Florida, and Louisiana, recovering 14 total haplotypes. Of these, nine are novel (GenBank Accession numbers: PP320231.1 &#x2013; PP320239.1) and five were previously published (<xref ref-type="bibr" rid="B30">Heinicke et&#xa0;al., 2011</xref>; <xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref>). Novel haplotype se86 was the most common sequence found in our sampling, occurring in 49% of all frogs (<xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref>).</p>
<table-wrap id="T1" position="float">
<label>Table&#xa0;1</label>
<caption>
<p>Cytochrome B (cyt-b) mitochondrial haplotypes recovered from our sampling efforts.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="middle" rowspan="2" align="center">Haplotype</th>
<th valign="middle" rowspan="2" align="center">Frequency (n)</th>
<th valign="middle" colspan="3" align="center">Localities</th>
</tr>
<tr>
<th valign="middle" align="center">
<italic>Louisiana</italic>
</th>
<th valign="middle" align="center">
<italic>west Florida</italic>
</th>
<th valign="middle" align="center">
<italic>east Florida</italic>
</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="middle" align="center" style="">se3</td>
<td valign="middle" align="center" style="">19</td>
<td valign="middle" align="center" style="">18</td>
<td valign="middle" align="center" style="">1</td>
<td valign="middle" align="center" style=""/>
</tr>
<tr>
<td valign="middle" align="center" style="">se7</td>
<td valign="middle" align="center" style="">1</td>
<td valign="middle" align="center" style=""/>
<td valign="middle" align="center" style="">1</td>
<td valign="middle" align="center" style=""/>
</tr>
<tr>
<td valign="middle" align="center" style="">se13</td>
<td valign="middle" align="center" style="">7</td>
<td valign="middle" align="center" style=""/>
<td valign="middle" align="center" style="">2</td>
<td valign="middle" align="center" style="">5</td>
</tr>
<tr>
<td valign="middle" align="center" style="">se17</td>
<td valign="middle" align="center" style="">1</td>
<td valign="middle" align="center" style=""/>
<td valign="middle" align="center" style=""/>
<td valign="middle" align="center" style="">1</td>
</tr>
<tr>
<td valign="middle" align="center" style="">se29</td>
<td valign="middle" align="center" style="">8</td>
<td valign="middle" align="center" style="">1</td>
<td valign="middle" align="center" style="">2</td>
<td valign="middle" align="center" style="">5</td>
</tr>
<tr>
<td valign="middle" align="center" style="">se86*</td>
<td valign="middle" align="center" style="">81</td>
<td valign="middle" align="center" style="">36</td>
<td valign="middle" align="center" style="">29</td>
<td valign="middle" align="center" style="">16</td>
</tr>
<tr>
<td valign="middle" align="center" style="">se87*</td>
<td valign="middle" align="center" style="">38</td>
<td valign="middle" align="center" style="">37</td>
<td valign="middle" align="center" style=""/>
<td valign="middle" align="center" style="">1</td>
</tr>
<tr>
<td valign="middle" align="center" style="">se88*</td>
<td valign="middle" align="center" style="">4</td>
<td valign="middle" align="center" style=""/>
<td valign="middle" align="center" style="">4</td>
<td valign="middle" align="center" style=""/>
</tr>
<tr>
<td valign="middle" align="center" style="">se89*</td>
<td valign="middle" align="center" style="">1</td>
<td valign="middle" align="center" style="">1</td>
<td valign="middle" align="center" style=""/>
<td valign="middle" align="center" style=""/>
</tr>
<tr>
<td valign="middle" align="center" style="">se90*</td>
<td valign="middle" align="center" style="">1</td>
<td valign="middle" align="center" style="">1</td>
<td valign="middle" align="center" style=""/>
<td valign="middle" align="center" style=""/>
</tr>
<tr>
<td valign="middle" align="center" style="">se91*</td>
<td valign="middle" align="center" style="">2</td>
<td valign="middle" align="center" style=""/>
<td valign="middle" align="center" style=""/>
<td valign="middle" align="center" style="">2</td>
</tr>
<tr>
<td valign="middle" align="center" style="">se92*</td>
<td valign="middle" align="center" style="">1</td>
<td valign="middle" align="center" style=""/>
<td valign="middle" align="center" style=""/>
<td valign="middle" align="center" style="">1</td>
</tr>
<tr>
<td valign="middle" align="center" style="">se93*</td>
<td valign="middle" align="center" style="">1</td>
<td valign="middle" align="center" style=""/>
<td valign="middle" align="center" style="">1</td>
<td valign="middle" align="center" style=""/>
</tr>
<tr>
<td valign="middle" align="center" style="">se94*</td>
<td valign="middle" align="center" style="">1</td>
<td valign="middle" align="center" style="">1</td>
<td valign="middle" align="center" style=""/>
<td valign="middle" align="center" style=""/>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>Haplotypes with a star (*) are novel to this study.</p>
</fn>
</table-wrap-foot>
</table-wrap>
<p>In Louisiana we recovered seven haplotypes from 95 individuals, including two previously published haplotypes (<xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref>) and five novel haplotypes. Among the five novel haplotypes, se89, se90, and se94 were private alleles recovered exclusively from Louisiana, each from a single individual (<xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref>). Novel haplotype se87 was the most common haplotype in Louisiana (N = 37 individuals) and it was also found in one east Florida frog. Novel haplotype se86 was the second most common haplotype in Louisiana (N = 36 individuals), and we also found it at high frequency in west and east Florida (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2</bold>
</xref>). All ten individuals collected from the St. Charles Parish population had this haplotype. Haplotypes se3 (N = 17) and se29 (N = 1) were recovered exclusively in Florida in previous studies. None of the haplotypes present in Louisiana occurred in frogs from Cuba or the Caribbean (electronic supplemental material, <xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Table S1</bold>
</xref>).</p>
<fig id="f2" position="float">
<label>Figure&#xa0;2</label>
<caption>
<p>Cyt-b haplotype network of all sequences recovered in <italic>O. septentrionalis</italic> individuals sampled in Florida and Louisiana, USA. Circle size corresponds to sample size and color denotes sampling location. Tick marks between haplotypes represent the number of nucleotide changes between haplotypes.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="famrs-03-1646714-g002.tif">
<alt-text content-type="machine-generated">Network diagram showing genetic relationships among different samples labeled as se3, se7, se13, se17, se29, se37, se86, se87, se88, se89, se90, se91, se92, se93, and se94. Circles represent samples, color-coded by region: Louisiana, east Florida, west Florida, south Florida, Cuba, and Caribbean. The size of circles indicates the number of samples as shown in the legend. Lines connect samples, indicating genetic links.</alt-text>
</graphic>
</fig>
<p>The 31 frogs we sampled from east Florida had seven haplotypes, including four novel haplotypes (se92, se92, se86, se87) and three previously published haplotypes (se13, se17, se29). Only two individuals had the novel private haplotype se91, and one individual had the novel private haplotype se92. Most east Florida individuals had the novel haplotype se86 (N = 16), which was also found in west Florida and Louisiana. One east Florida individual had the novel haplotype se87, which was the most common haplotype in Louisiana. The three haplotypes se13, se17, and se29 were previously recovered from west Florida and west Cuba, south Florida and the Caribbean, and west Florida and south Florida, respectively (electronic supplemental material, <xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Table S1</bold>
</xref>). Here, we recovered all three of these haplotypes the first time in east Florida.</p>
<p>In west Florida, we recovered seven haplotypes from 40 individuals: three novel haplotypes (se86, se88, se93) and four previously published haplotypes (se3, se7, se13, se29). A single individual had the private novel haplotype se93 and four individuals had the private novel haplotype se88. The novel haplotype se86 was the most common haplotype in west Florida, similar to its high frequency in Louisiana and east Florida. Se3 was previously recovered only in west Florida, but here we found it in one west Florida frog and in 17 Louisiana frogs. We found se7 in west Florida for the first time, but only in one frog. This haplotype was previously found in a single south Florida individual (electronic supplemental material, <xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Table S1</bold>
</xref>). We found two other low-frequency haplotypes (se13 and se29) that had previously been detected in Florida and Cuba (electronic supplemental material, <xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Table S1</bold>
</xref>).</p>
<p>Our haplotype network illustrates that almost all frogs sampled in Louisiana had haplotypes se3, se86, or se87 (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2</bold>
</xref>). These sequences are only found in Louisiana, east Florida (se86 and se87), and west Florida (se3 and se86). Only one Louisiana frog had a haplotype that is recovered more broadly throughout Florida (se29), and this sequence was many mutational steps away from all other haplotypes found in Louisiana. Private Louisiana haplotypes se89 and se90 were respectively three and one mutational steps away from se86. Likewise, private Louisiana haplotype se94 is six mutational steps from se87, a haplotype only rarely found outside of Louisiana. Collectively these patterns suggest the evolution of new haplotypes within the invasive Florida and/or Louisiana populations.</p>
<p>Phylogenetic analysis of <italic>O. septentrionalis</italic> mitochondrial sequences revealed minimal geographic structure (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3</bold>
</xref>). We recovered a well-supported basal split between two sequences only found in the Caribbean and all other sequences. The next split was also well-supported and separated one sequence private to Cuba with everything else. All other sequences were separated into two large clades with moderate support (posterior probability = 0.8917). Both of these clades contained numerous haplotypes found in multiple localities through the native and invasive range. Haplotypes sampled from Louisiana frogs were dispersed throughout the phylogeny.</p>
<fig id="f3" position="float">
<label>Figure&#xa0;3</label>
<caption>
<p>Bayesian gene genealogy of cytochrome-b in <italic>O. septentrionalis</italic>. Colored horizontal bars denote the different geographic locations where samples were taken. Haplotypes se1 through se39 originated from <xref ref-type="bibr" rid="B30">Heinicke et&#xa0;al. (2011)</xref>. Haplotypes se40 through se85 originated from <xref ref-type="bibr" rid="B74">Rodr&#xed;guez et&#xa0;al. (2015)</xref>. Haplotypes se86 through se94 originate from this study and are denoted in bold.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="famrs-03-1646714-g003.tif">
<alt-text content-type="machine-generated">Phylogenetic tree showing evolutionary relationships among various samples. Nodes are marked with circles indicating posterior probabilities. Novel samples are in bold. A color-coded bar chart represents locations, including Louisiana, Florida, Cuba, and the Caribbean. Scale indicates 0.008 substitutions per site.</alt-text>
</graphic>
</fig>
<p>Among all known cyt-b sequences, Cuba contained the highest number of haplotypes. Frogs sampled in west Cuba had more haplotypes than any other location, followed by east Cuba and central Cuba (<xref ref-type="table" rid="T2">
<bold>Table&#xa0;2</bold>
</xref>). The Caribbean, Louisiana, and Florida localities each contained similar numbers of haplotypes (<xref ref-type="table" rid="T2">
<bold>Table&#xa0;2</bold>
</xref>). Native Cuban localities contained similar percentages of private haplotypes, which were high in comparison to the invasive range. Private haplotypes made up 20&#x2013;30% of the haplotypes recovered in the invasive range localities of east Florida, west Florida, and south Florida whereas 42.86% of Louisiana haplotypes were private (<xref ref-type="table" rid="T2">
<bold>Table&#xa0;2</bold>
</xref>). Nucleotide diversity in Louisiana was highest among invasive locations in the United States (<xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4</bold>
</xref>). Nucleotide diversity in Louisiana (0.039; 95% CI = 0.033&#x2013;0.056) did not overlap with nucleotide diversity of central Cuba (0.017; 95% CI = 0.0092&#x2013;0.021) or east Cuba (0.018; 95% CI = 0.010&#x2013;0.023; <xref ref-type="table" rid="T2">
<bold>Table&#xa0;2</bold>
</xref>; <xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4</bold>
</xref>). Segregating sites were higher in west Cuba and the Caribbean than within invasive localities in the United States (<xref ref-type="table" rid="T2">
<bold>Table&#xa0;2</bold>
</xref>).</p>
<table-wrap id="T2" position="float">
<label>Table&#xa0;2</label>
<caption>
<p>Summary of allelic diversity, private alleles, segregating sites, and nucleotide diversity across eight locations.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="middle" align="center">Location (No. frogs sampled)</th>
<th valign="middle" align="center">No. haplotypes</th>
<th valign="middle" align="center">No. private haplotypes</th>
<th valign="middle" align="center">Percentage of private haplotypes</th>
<th valign="middle" align="center">No. segregating sites</th>
<th valign="middle" align="center">Nucleotide diversity (standard error)</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="middle" align="center" style="">Louisiana (95)</td>
<td valign="middle" align="center" style="">7</td>
<td valign="middle" align="center" style="">3</td>
<td valign="middle" align="center" style="">42.86%</td>
<td valign="middle" align="center" style="">60</td>
<td valign="middle" align="center" style="">0.039 (&#xb1; 0.02214)</td>
</tr>
<tr>
<td valign="middle" align="center" style="">east Florida (31)</td>
<td valign="middle" align="center" style="">7</td>
<td valign="middle" align="center" style="">2</td>
<td valign="middle" align="center" style="">28.57%</td>
<td valign="middle" align="center" style="">54</td>
<td valign="middle" align="center" style="">0.024 (&#xb1; 0.01378)</td>
</tr>
<tr>
<td valign="middle" align="center" style="">west Florida (56)</td>
<td valign="middle" align="center" style="">8</td>
<td valign="middle" align="center" style="">2</td>
<td valign="middle" align="center" style="">25.00%</td>
<td valign="middle" align="center" style="">67</td>
<td valign="middle" align="center" style="">0.032 (&#xb1; 0.01761)</td>
</tr>
<tr>
<td valign="middle" align="center" style="">south Florida (24)</td>
<td valign="middle" align="center" style="">5</td>
<td valign="middle" align="center" style="">1</td>
<td valign="middle" align="center" style="">20.00%</td>
<td valign="middle" align="center" style="">62</td>
<td valign="middle" align="center" style="">0.032 (&#xb1; 0.01975)</td>
</tr>
<tr>
<td valign="middle" align="center" style="">west Cuba (70)</td>
<td valign="middle" align="center" style="">36</td>
<td valign="middle" align="center" style="">29</td>
<td valign="middle" align="center" style="">80.56%</td>
<td valign="middle" align="center" style="">86</td>
<td valign="middle" align="center" style="">0.040 (&#xb1; 0.01949)</td>
</tr>
<tr>
<td valign="middle" align="center" style="">central Cuba (29)</td>
<td valign="middle" align="center" style="">20</td>
<td valign="middle" align="center" style="">15</td>
<td valign="middle" align="center" style="">75.00%</td>
<td valign="middle" align="center" style="">54</td>
<td valign="middle" align="center" style="">0.017 (&#xb1; 0.00900)</td>
</tr>
<tr>
<td valign="middle" align="center" style="">east Cuba (55)</td>
<td valign="middle" align="center" style="">28</td>
<td valign="middle" align="center" style="">20</td>
<td valign="middle" align="center" style="">71.43%</td>
<td valign="middle" align="center" style="">67</td>
<td valign="middle" align="center" style="">0.018 (&#xb1; 0.00927)</td>
</tr>
<tr>
<td valign="middle" align="center" style="">Caribbean (16)</td>
<td valign="middle" align="center" style="">7</td>
<td valign="middle" align="center" style="">5</td>
<td valign="middle" align="center" style="">71.43%</td>
<td valign="middle" align="center" style="">99</td>
<td valign="middle" align="center" style="">0.048 (&#xb1; 0.08660)</td>
</tr>
</tbody>
</table>
</table-wrap>
<fig id="f4" position="float">
<label>Figure&#xa0;4</label>
<caption>
<p>Nucleotide diversity (pi) of <italic>O. septentrionalis</italic> by locality with 95% confidence intervals.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="famrs-03-1646714-g004.tif">
<alt-text content-type="machine-generated">Scatter plot displaying nucleotide diversity (Pi) with confidence intervals across various localities. Localities include Louisiana, east Florida, west Florida, south Florida, west Cuba, central Cuba, east Cuba, and the Caribbean. Each locality is represented by a different colored dot, with vertical lines indicating confidence intervals. Diversity values range from approximately 0.02 to 0.06.</alt-text>
</graphic>
</fig>
</sec>
<sec id="s4" sec-type="discussion">
<label>4</label>
<title>Discussion</title>
<p>Our study is the first to investigate the origins of the establishment of <italic>O. septentrionali</italic>s in Louisiana, the first documented establishment of <italic>O. septentrionalis</italic> in the contiguous U.S. outside of Florida (<xref ref-type="bibr" rid="B26">Glorioso et&#xa0;al., 2018c</xref>). We aimed to determine whether this invasion was the result of one or more founding events from remote locations. Our results indicate both Louisiana <italic>O. septentrionalis</italic> populations are the result of multiple introduction events, likely from central Florida localities. Four of seven haplotypes found in Louisiana individuals were present only in Florida and Louisiana, while the remaining three were rare and only found in Louisiana. This pattern excludes Caribbean locations as direct sources of the novel population and strongly points toward Florida origins. One haplotype lending the most support to our introduction hypothesis is se86, which is novel to our study (<xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref>). It was the most abundant haplotype we recovered overall and was at high frequency in our Florida and Louisiana sample sites, consistent with the hypothesis that central Florida is a source of the Louisiana <italic>O. septentrionalis</italic>.</p>
<p>Though we did not sample any localities in the Florida panhandle, the likelihood that frogs spread naturally from Florida to Louisiana in a range expansion is minimal. The high nucleotide diversity of haplotypes in Louisiana is inconsistent with the expectation for a range expansion. Range expansions of invasive species typically result in decreased genetic diversity as the leading edge expands (<xref ref-type="bibr" rid="B87">Wilson et&#xa0;al., 2005</xref>; <xref ref-type="bibr" rid="B14">Davis et&#xa0;al., 2011</xref>). Instead, we see higher nucleotide diversity in Louisiana compared to all locations except for west Cuba and the Caribbean (<xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4</bold>
</xref>), which is where the species originated (<xref ref-type="bibr" rid="B30">Heinicke et&#xa0;al., 2011</xref>; <xref ref-type="bibr" rid="B36">Johnson, 2023</xref>). Notably, the nucleotide diversity in Louisiana is nearly equivalent to values found in west Cuba. Furthermore, there is no evidence for a leading edge, as established populations of <italic>O. septentrionalis</italic> between the Florida panhandle and the Louisiana population have not yet been documented (<xref ref-type="bibr" rid="B36">Johnson, 2023</xref>). Future work that samples <italic>O. septentrionalis</italic> from the Florida panhandle and the Gulf Coast of Alabama and Mississippi, and analyzes their genetic composition could enable assessment of potential new population establishments and identification of their source populations.</p>
<p>High genetic diversity metrics in the Louisiana population suggests a high propagule pressure invasion and/or multiple introduction events (<xref ref-type="bibr" rid="B42">Kolbe et&#xa0;al., 2008</xref>; <xref ref-type="bibr" rid="B80">Simberloff, 2009</xref>; <xref ref-type="bibr" rid="B85">Wang et&#xa0;al., 2019</xref>). Given that human transport is the most plausible route of invasion, multiple founding events is the most likely scenario explaining the patterns we recovered in Louisiana. For example, repeated transport of one or a few individuals traveling on ornamental plants purchased from locations within Florida and planted in New Orleans is a plausible source of the novel invasion. Anecdotal accounts of <italic>O. septentrionalis</italic> being found within many purchased plants from Florida (<xref ref-type="bibr" rid="B36">Johnson, 2023</xref>), the scale and economic importance of the nursery industry in Florida (<xref ref-type="bibr" rid="B39">Khachatryan et&#xa0;al., 2022</xref>), and low efficacy of state-level biosecurity measures in preventing the spread of established invasive species (<xref ref-type="bibr" rid="B60">Paini et&#xa0;al., 2010</xref>) lend support to this hypothesis. Therefore, it is plausible that the known planting of ornamental palms from Lake Placid, Florida in the Audubon Zoo contributed to this invasion (<xref ref-type="bibr" rid="B26">Glorioso et&#xa0;al., 2018c</xref>). Sampling in or around the nursery in Lake Placid&#x2014;which lies farther south than our sampling sites&#x2014;to verify the presence of haplotypes shared with Louisiana could strengthen support for this hypothesis. Additionally, increased sampling at or near ornamental horticultural nurseries and retailers in top economic contributing regions, such as central and south Florida (<xref ref-type="bibr" rid="B32">Hodges et&#xa0;al., 2016</xref>), could give greater insight into the impacts of this industry on the spread of <italic>O. septentrionalis</italic>.</p>
<p>Human traffic near the invasion site has the potential to facilitate introductions from distant source populations. New Orleans is a large city that is visited by nearly 20 million tourists annually, with many visitors arriving via vehicular transportation or large cruise ships that depart from docks approximately 5 miles from the invasion site (<xref ref-type="bibr" rid="B1">Adams, 2024</xref>). Florida is a frequent point of origin, ranking as the 3<sup>rd</sup> most common origin of interstate travel entering Louisiana in 2023 (<xref ref-type="bibr" rid="B1">Adams, 2024</xref>). As vehicular transport is the primary mode of invasion of <italic>O. septentrionalis</italic> (<xref ref-type="bibr" rid="B36">Johnson, 2023</xref>), it is plausible that multiple instances of individual frogs hitch-hiking within vehicles departing from central Florida have contributed to the New Orleans invasion. Additionally, Interstate 10 (I-10), a major thoroughfare linking Florida to Louisiana, provides direct access to New Orleans and is heavily utilized by Floridians during hurricane evacuations (<xref ref-type="bibr" rid="B21">Ghorbanzadeh et&#xa0;al., 2021</xref>). While hurricane evacuees likely are minor contributors in comparison to tourists, increasing hurricane severity and resulting evacuation efforts may increase the frequency of these individual translocation events. Additionally, cruise ships departing and arriving at the Port of New Orleans frequent many Caribbean islands and various Floridian ports. Caribbean sampling of <italic>O. septentrionalis</italic> is minimal, leaving unclear resolution on what haplotypes are present in this region. Increased Caribbean sampling may reveal haplotypes from this study found exclusively in Louisiana may also occur in the Caribbean and may be derived from there. Overall increased sampling efforts throughout Florida, as well as the Caribbean could provide increased clarity on the contribution of translocation events to the founding of the Louisianan population.</p>
<p>
<xref ref-type="bibr" rid="B30">Heinicke et&#xa0;al. (2011)</xref> previously reported two divergent clades of <italic>O. septentrionalis</italic> to be phylogeographically grouped based on relation to the Guanahacabibes peninsula in remote west Cuba. They additionally reported Bahamian haplotypes form a basal monophyletic group. With the additional samples of <xref ref-type="bibr" rid="B74">Rodr&#xed;guez et&#xa0;al. (2015)</xref> as well as our novel sequences, our phylogenetic analysis groups together west Cuban haplotypes within and outside of the Guanahacabibes peninsula together, indicating this peninsular boundary does not impede gene flow to other localities in Cuba. Our study does not expand on the <xref ref-type="bibr" rid="B30">Heinicke et&#xa0;al., 2011</xref> finding of Bahamian samples forming a monophyly, as we did not include additional Bahamian sampling outside of <xref ref-type="bibr" rid="B30">Heinicke et&#xa0;al. (2011)</xref> providing another reason for additional sampling in the Caribbean and specifically the Bahamas.</p>
<p>We expect that <italic>O. septentrionalis</italic> will continue to negatively affect native species through resource use and influences on local pathogen dynamics, but changes in the genetic composition of <italic>O. septentrionalis</italic> populations are a potential cause for concern. Anecdotal sightings of <italic>O. septentrionalis</italic> outside their established invasive territory are plentiful and range from Georgia to as far north as Vermont along the east coast of the United States (<xref ref-type="bibr" rid="B56">Morningstar et&#xa0;al., 2024</xref>). These sightings are likely a result of anthropogenic transport either via horticulture or other items transported from their invasive range to wider regions of the U.S. and are not yet representative of established breeding colonies. Cold temperatures play a large role in limiting the northern distribution of <italic>O. septentrionalis</italic>, which have been observed dead at temperatures below 0 &#xb0;C (<xref ref-type="bibr" rid="B28">Haggerty and Crisman, 2015</xref>), but shifting global temperatures threaten this climatic barrier to expansion. With fewer freeze events occurring in regions north of the current range of <italic>O. septentrionalis</italic>, these populations may persist and establish farther north than previously expected (<xref ref-type="bibr" rid="B59">Osland et&#xa0;al., 2021</xref>).</p>
<p>Admixed populations at range limits may also benefit from an increased evolutionary potential resulting from heterosis, thereby increasing the extent of dispersal and probability of permanent establishment (<xref ref-type="bibr" rid="B18">Forsman, 2013</xref>; <xref ref-type="bibr" rid="B84">Wagner et&#xa0;al., 2017</xref>). Novel genotypes resulting from heterosis (<xref ref-type="bibr" rid="B83">Verhoeven et&#xa0;al., 2011</xref>) may allow for adaptation to colder temperatures. Evidence shows <italic>O. septentrionalis</italic> from the northern latitudinal limits of their Florida range had critical thermal minima trending lower than their southern counterparts and that in general <italic>O. septentrionalis</italic> has a higher tolerance for cold weather than previously believed (<xref ref-type="bibr" rid="B81">Simpson, 2013</xref>). Though cold tolerance tends to result from phenotypic plasticity (<xref ref-type="bibr" rid="B51">McCann et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B55">Mittan and Zamudio, 2019</xref>), it is possible that exposure to freeze events and the existence of novel genotypes within northern populations result in adapted cold tolerance. Though we observed patterns suggesting local adaptation of the cyt-b mitochondrial gene in Florida and Louisiana, more work could help to assess adaptation in functionally relevant genes. Future experimental studies on mitochondrial gene transcription associated with thermal regulation across invasive populations could provide deeper insight into thermal adaptation (<xref ref-type="bibr" rid="B34">Hong et&#xa0;al., 2024</xref>).</p>
<p>Disparities in size between northern and southern populations of <italic>O. septentrionalis</italic> have also been recorded (<xref ref-type="bibr" rid="B52">McGarrity and Johnson, 2009</xref>). Studies do not yet indicate if this shift to smaller sizes in colder latitudes is genetically based or if these changes result from environmental effects such as shifts in food availability or metabolic constraints resulting from cold temperatures. It is possible that smaller body size and increasing urban development may aid in their spread, as <italic>O. septentrionalis</italic> can exploit urban refugia to escape or minimize exposure to thermal temperature limits (<xref ref-type="bibr" rid="B28">Haggerty and Crisman, 2015</xref>; <xref ref-type="bibr" rid="B53">Meshaka, 2001</xref>).</p>
<p>Invasive species present a unique opportunity to study evolution in action by assessing novel selection pressures <italic>in situ</italic>. These systems can serve as natural experiments, with introduced populations functioning as treatment groups and native populations acting as controls. Invasive <italic>O. septentrionalis</italic> have the potential to serve as a powerful model for studying rapid adaptation to novel environmental conditions, especially in the recently established Louisiana population. While mitochondrial genes markers have historically served as a valuable tool in determining the origin of invasive species, next-generation sequencing (NGS) techniques offer better resolution to fine scale population structure and more robust findings on this recent population divergence (<xref ref-type="bibr" rid="B57">North et&#xa0;al., 2021</xref>). Whole mitochondrial genome analysis can expand on findings derived from single genes for more comprehensive insights as demonstrated with <italic>Rhinella marina</italic>, the invasive cane toad (<xref ref-type="bibr" rid="B9">Cheung et&#xa0;al., 2024</xref>). Like many amphibian species, <italic>O. septrentrionalis</italic> has not yet had its nuclear or mitochondrial genome sequenced, due in part to the difficulty of assemblage (<xref ref-type="bibr" rid="B43">Kosch et&#xa0;al., 2024</xref>; <xref ref-type="bibr" rid="B58">O&#x2019;Connell et&#xa0;al., 2024</xref>) inhibiting the depth of evolutionary questioning utilizing this species.</p>
<p>Our study concludes that the newly established Louisiana population of <italic>O. septentrionalis</italic> is derived from multiple introductions, primarily from central Florida. These introductions likely occurred via anthropogenic means (<xref ref-type="bibr" rid="B36">Johnson, 2023</xref>), though we cannot conclude with certainty whether the transport of flora from Florida to Louisiana contributed to this establishment. To&#xa0;fully resolve the origin of Louisiana&#x2019;s population, future work&#xa0;could prioritize increased sampling across the Florida panhandle, Caribbean, and key Floridian localities. By identifying the source populations and the degree of admixture within the Louisiana population, we gain insight into where management efforts could be prioritized and understanding of the genetic variation available for selection to act upon. In the case of <italic>O. septentrionalis</italic>, this knowledge can be used not only for reconstructing invasion history, but could also anticipate the species&#x2019; capacity to adapt to colder climates, urban environments, and other novel pressures.</p>
</sec>
</body>
<back>
<sec id="s5" 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">
<bold>Supplementary Material</bold>
</xref>.</p>
</sec>
<sec id="s6" sec-type="ethics-statement">
<title>Ethics statement</title>
<p>The animal study was approved by Institutional Animal Care and Use Committee. The study was conducted in accordance with the local legislation and institutional requirements.</p>
</sec>
<sec id="s7" sec-type="author-contributions">
<title>Author contributions</title>
<p>EB: Investigation, Writing &#x2013; review &amp; editing, Visualization, Formal analysis, Project administration, Writing &#x2013; original draft, Data curation. KP: Data curation, Investigation, Writing &#x2013; review &amp; editing. KM: Investigation, Writing &#x2013; review &amp; editing, Formal analysis, Visualization, Data curation, Project administration. MA: Data curation, Project administration, Investigation, Funding acquisition, Writing &#x2013; review &amp; editing, Writing &#x2013; original draft, Conceptualization. BG: Methodology, Investigation, Resources, Data curation, Project administration, Funding acquisition, Conceptualization, Writing &#x2013; review &amp; editing. JW: Conceptualization, Methodology, Resources, Data curation, Investigation, Writing &#x2013; review &amp; editing, Project administration, Funding acquisition. RM: Investigation, Data curation, Writing &#x2013; review &amp; editing, Resources. AS: Writing &#x2013; review &amp; editing, Funding acquisition, Investigation, Supervision, Resources, Project administration, Methodology.</p>
</sec>
<sec id="s8" sec-type="funding-information">
<title>Funding</title>
<p>The author(s) declare financial support was received for the research and/or publication of this article. USGS, NSF and FWC contributed funds supporting research. Article processing charges were provided in part by the UCF College of Graduate Studies Open Access Publishing Fund.</p>
</sec>
<ack>
<title>Acknowledgments</title>
<p>Thanks to the Conservation, Restoration and Communication REU, and students from the Savage lab including Maddie Thurber, Siena Krullis, Ivan Santana, Patricia Hernandez, and Savannah Freeman who assisted in catching or processing samples. Thanks to Maryam Ghoojaei for her guidance on implementing bootstrapping analyses in RStudio. Animals in Florida were captured under Florida Fish and Wildlife Conservation Commission Scientific Collecting Permits and handled in accordance with the approved IACUC protocols. We thank Lindy J. Muse, Nicole D. Jennings, Brittany R. Maldonado, Raymond P. Kidder, Melanie Litton, CJ Hillard, Katie Everett, and many volunteers and a few private landowners for Louisiana tissue collection. We captured animals under annual Louisiana Department of Wildlife and Fisheries Scientific Collecting Permits and handled all animals in accordance with approved IACUC protocols (USGS WARC FY2008&#x2013;1). Any use of trade, firm, or product names is for descriptive purposes only and does not imply endorsement by the U.S. Government. This is contribution number 959 of the U.S. Geological Survey Amphibian Research and Monitoring Initiative (ARMI).</p>
</ack>
<sec id="s9" sec-type="COI-statement">
<title>Conflict of interest</title>
<p>The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
<p>The author(s) declared that they were an editorial board member of Frontiers, at the time of submission. This had no impact on the peer review process and the final decision.</p>
</sec>
<sec id="s10" sec-type="ai-statement">
<title>Generative AI statement</title>
<p>The author(s) declare that no Generative AI was used in the creation of this manuscript.</p>
<p>Any alternative text (alt text) provided alongside figures in this article has been generated by Frontiers with the support of artificial intelligence and reasonable efforts have been made to ensure accuracy, including review by the authors wherever possible. If&#xa0;you identify any issues, please contact us.</p>
</sec>
<sec id="s11" sec-type="disclaimer">
<title>Publisher&#x2019;s note</title>
<p>All claims expressed in this article are solely those of the authors&#xa0;and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
<sec id="s12" sec-type="supplementary-material">
<title>Supplementary material</title>
<p>The Supplementary Material for this article can be found online at: <ext-link ext-link-type="uri" xlink:href="https://www.frontiersin.org/articles/10.3389/famrs.2025.1646714/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/famrs.2025.1646714/full#supplementary-material</ext-link>
</p>
<supplementary-material xlink:href="Table1.docx" id="SM1" mimetype="application/vnd.openxmlformats-officedocument.wordprocessingml.document"/>
<supplementary-material xlink:href="Table2.xlsx" id="SM2" mimetype="application/vnd.openxmlformats-officedocument.spreadsheetml.sheet"/>
</sec>
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