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<journal-id journal-id-type="publisher-id">Front. Environ. Sci.</journal-id>
<journal-title>Frontiers in Environmental Science</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Environ. Sci.</abbrev-journal-title>
<issn pub-type="epub">2296-665X</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
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<article-id pub-id-type="publisher-id">1258880</article-id>
<article-id pub-id-type="doi">10.3389/fenvs.2023.1258880</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Environmental Science</subject>
<subj-group>
<subject>Opinion</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Time to invest in the worst: a call for full genome sequencing of the 100 worst invasive species</article-title>
<alt-title alt-title-type="left-running-head">Lancaster et al.</alt-title>
<alt-title alt-title-type="right-running-head">
<ext-link ext-link-type="uri" xlink:href="https://doi.org/10.3389/fenvs.2023.1258880">10.3389/fenvs.2023.1258880</ext-link>
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<contrib-group>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Lancaster</surname>
<given-names>Emily Rose</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="corresp" rid="c001">&#x2a;</xref>
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<role content-type="https://credit.niso.org/contributor-roles/Writing - review &#x26; editing/"/>
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<contrib contrib-type="author">
<name>
<surname>Lee Jerde</surname>
<given-names>Christopher</given-names>
</name>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/587686/overview"/>
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<role content-type="https://credit.niso.org/contributor-roles/Writing - review &#x26; editing/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Mahon</surname>
<given-names>Andrew Robert</given-names>
</name>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/134546/overview"/>
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<contrib contrib-type="author">
<name>
<surname>Grey</surname>
<given-names>Erin Katherine</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
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<aff id="aff1">
<sup>1</sup>
<institution>University of Maine</institution>, <institution>School of Marine Sciences and School of Ecology and Environmental Sciences</institution>, <addr-line>Orono</addr-line>, <addr-line>ME</addr-line>, <country>United States</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>University of New England</institution>, <institution>School of Marine and Environmental Programs</institution>, <addr-line>Biddeford</addr-line>, <addr-line>ME</addr-line>, <country>United States</country>
</aff>
<aff id="aff3">
<sup>3</sup>
<institution>University of Santa Barbara</institution>, <institution>Marine Science Institute</institution>, <addr-line>Santa Barbara</addr-line>, <addr-line>CA</addr-line>, <country>United States</country>
</aff>
<aff id="aff4">
<sup>4</sup>
<institution>Central Michigan University</institution>, <institution>Department of Biology</institution>, <addr-line>Mount Pleasant</addr-line>, <addr-line>MI</addr-line>, <country>United States</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>
<bold>Edited by:</bold> <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/971140/overview">Antoinette J. Piaggio</ext-link>, Animal and Plant Health Inspection Service (USDA), United States</p>
</fn>
<fn fn-type="edited-by">
<p>
<bold>Reviewed by:</bold> <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/858042/overview">Rafael Miranda</ext-link>, University of Navarra, Spain</p>
</fn>
<corresp id="c001">&#x2a;Correspondence: Emily Rose Lancaster, <email>emily.rose.pierce@maine.edu</email>
</corresp>
</author-notes>
<pub-date pub-type="epub">
<day>30</day>
<month>10</month>
<year>2023</year>
</pub-date>
<pub-date pub-type="collection">
<year>2023</year>
</pub-date>
<volume>11</volume>
<elocation-id>1258880</elocation-id>
<history>
<date date-type="received">
<day>14</day>
<month>07</month>
<year>2023</year>
</date>
<date date-type="accepted">
<day>17</day>
<month>10</month>
<year>2023</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2023 Lancaster, Lee Jerde, Mahon and Grey.</copyright-statement>
<copyright-year>2023</copyright-year>
<copyright-holder>Lancaster, Lee Jerde, Mahon and Grey</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>
<kwd-group>
<kwd>conservation</kwd>
<kwd>environmental DNA</kwd>
<kwd>genomics</kwd>
<kwd>invasive species</kwd>
<kwd>population genetics</kwd>
<kwd>reference genome</kwd>
<kwd>whole genome sequencing</kwd>
<kwd>world&#x2019;s worst alien invasive species</kwd>
</kwd-group>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-at-acceptance</meta-name>
<meta-value>Conservation and Restoration Ecology</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec id="s1">
<title>1 Introduction</title>
<p>Human-mediated environmental change is impacting every corner of our planet (<xref ref-type="bibr" rid="B32">Pereira et al., 2010</xref>). The 2022 Intergovernmental Panel on Climate Change (IPCC) reported that climate change will cause increased extreme weather events, water and food insecurity, species loss, and declines in human health (IPCC 2022). Apart from climate impacts, anthropogenic effects on ecosystems also include moving species from one area to another either unintentionally (i.e., ballast or fouling) or intentionally (i.e., aquarium trade, aquaculture, biocontrol, or assisted migration). If the organism is released into the new environment, it has the potential to become a damaging invasive species. Not all invasive species are damaging, but the lack of evolutionary history between the invader and recipient community creates novel interactions with the potential to be antagonistic (<xref ref-type="bibr" rid="B17">Gilman et al., 2010</xref>). Invasive species can be found in all ecosystems and are documented on every continent (<xref ref-type="bibr" rid="B37">Simberloff, 2013</xref>; <xref ref-type="bibr" rid="B6">Bergstrom, 2022</xref>). If they do have an impact, they could affect food supply, fisheries and agriculture, human health, and ecosystem functioning (<xref ref-type="bibr" rid="B8">Charles and Dukes, 2008</xref>). For example, European green crab, <italic>Carcinus maenas</italic>, has negatively affected the softshell clam fishery as well as native eelgrass beds which help prevent coastal erosion (<xref ref-type="bibr" rid="B15">Garbary et al., 2014</xref>). Elsewhere, the domestic cat, <italic>Felis catus</italic>, decimates local bird and other small prey populations (<xref ref-type="bibr" rid="B5">Baker et al., 2005</xref>). In some cases, invasive species have benefit, including recreational value, such as introduced deer or salmonids, or regulatory services that help clean up waterways (Sax et al., 2022). Despite perceived benefits, ecological and cultural effects must be considered across ecosystems and temporal scales.</p>
<p>In 2014, the Invasive Species Specialist Group (ISSG) of the International Union for Conservation of Nature (IUCN) created a list of &#x201c;100 of the World&#x2019;s Worst Invasive Alien Species.&#x201d; While invasive species not included in the list are also impactful, these 101 species were selected due to their relatively large impacts on humans and ecology (<xref ref-type="bibr" rid="B18">Global Invasive Species Database, 2005</xref>). This list has been useful for increasing global awareness and galvanizing research and mitigation efforts but is not perfect. For example, one recent study looked at the impact of marine invasive species and found that the listed five marine species (<italic>Caulerpa taxifolia</italic>, <italic>Mytilus galloprovincialis, Carcinus maenas, Undaria pinnatifida, Pterois</italic> spp.<italic>,</italic> and <italic>Mnemiopsis leidyi</italic>) had little to no ecological impact on their invaded environments and a short-lived media impact (Geraldi et al., 2019). Furthermore, only one species of a given genus was chosen for the &#x201c;Worst&#x201d; list, where in some instances several congeneric species have invaded regions (e.g., North American freshwater systems by <italic>Dreissena</italic> spp.). The worst invasive species list includes fungi, plants, invertebrates, and vertebrates affecting six of seven continents. As of yet, none of these listed invasive species have reached Antarctica, though several species may have the physiological capacity to survive if introduced (<xref ref-type="bibr" rid="B40">Tepolt and Somero, 2014</xref>). While the World&#x2019;s 100 Worst Invasive Alien Species List ought to be updated to better reflect the impacts and taxonomic breadth of invasive species, it remains widely cited (more than 2,600 times as of August, 2018) in the scientific literature and its species serve as models for invasion issues (Geraldi et al., 2019).</p>
<p>As invasive species continue to spread and threaten native biodiversity, detection and management are critical to protecting ecosystems, fisheries, and human wellbeing (<xref ref-type="bibr" rid="B33">Pimentel et al., 2004</xref>). Our ability to combat invasive species is hindered by lack of genetic information (<xref ref-type="bibr" rid="B30">Matheson and McGaughran, 2022</xref>), highlighted by the fact that 52 of the World&#x2019;s Worst species do not have a fully sequenced reference genome listed in NCBI&#x2019;s Genbank. Having a full genome for these species would augment early detection through environmental DNA or ploidy testing, and allow for investigation into population genetics, transcriptomics, genomics, and control methods such as genetically modifying organisms. Here, we advocate for full genome sequencing for the remaining World&#x2019;s Worst species, outline a plan for collecting the remaining specimens, and calculate the cost of completing the remaining sequencing. Our ability to manage invasive species using genomics-based research is within reach (<xref ref-type="bibr" rid="B34">Sepulveda et al., 2020</xref>).</p>
</sec>
<sec id="s2">
<title>2 Why?</title>
<p>Full genome sequencing has a variety of applications, from early species detection to population control, with several applications highly relevant for invasive species management (<xref ref-type="fig" rid="F1">Figure 1</xref>). Environmental DNA (eDNA) methods have been used for the early detection of species in aquatic ecosystems (<xref ref-type="bibr" rid="B12">Ficetola et al., 2008</xref>; <xref ref-type="bibr" rid="B34">Sepulveda et al., 2020</xref>). Environmental DNA is shed into the environment (air, soil, ice, and water) as an organism undergoes its normal activities; respiring, reproducing, and naturally exuding fluids and cells (<xref ref-type="bibr" rid="B11">Deiner et al., 2017</xref>; <xref ref-type="bibr" rid="B38">Taberlet et al., 2012</xref>). This eDNA can be extracted from a sample and used in molecular techniques to detect single species (e.g., quantitative polymerase chain reaction [qPCR]), the presence of males (e.g., via PCR targeting Y-linked genes like mammalian <italic>SRY</italic>), intraspecific genetic diversity (e.g., microsatellites and single-nucleotide polymorphisms), or a community of species (e.g., metabarcoding). Due to the sensitivity of these methods, eDNA techniques can be used without direct capture of an organism, allowing for early detection of invasive or cryptic species. Indeed, several studies have found eDNA methods are to be a valuable part of early detection strategies for invasive species (reviewed in <xref ref-type="bibr" rid="B14">Fonseca et al., 2023</xref>). Whole genome sequencing for the remaining World&#x2019;s Worst Invasive Species would assist in eDNA invasive species detection by broadening the loci available for metabarcoding and qPCR assays to ensure species specificity. For example, when developing eDNA assays to detect a certain species, often looking outside of the typically used barcode genes provides increased opportunity to ensure species specificity (<xref ref-type="bibr" rid="B28">Lim and Thompson, 2021</xref>). Further, whole genome sequencing would open the door for broader use of molecular tools for population genetics applications that can require dozens to thousands of informative loci (<xref ref-type="bibr" rid="B36">Sigsgaard et al., 2016</xref>; <xref ref-type="bibr" rid="B41">Wheat et al., 2016</xref>; <xref ref-type="bibr" rid="B2">Adams et al., 2019</xref>, <xref ref-type="bibr" rid="B1">Adams et al., 2022</xref>; <xref ref-type="bibr" rid="B4">Andres et al., 2021</xref>, <xref ref-type="bibr" rid="B3">Andres et al., 2023</xref>).</p>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption>
<p>Conceptual diagram outlining benefits of whole genome sequencing for the study of invasive species.</p>
</caption>
<graphic xlink:href="fenvs-11-1258880-g001.tif"/>
</fig>
<p>While early detection with eDNA is one use of whole genome sequencing, it is but one of many potential applications for the use of these data. Whole genomes will bolster population genetic/genomic studies by providing a map for low-coverage genome sequencing. Population level research focusing on invasive species can help researchers gather information on the amount of introduction events (propagule pressure), genetic bottlenecks, generation time, natural selection, and genetic drift of the population in the recipient community. Additionally, these data can be used to investigate gene expression (transcriptomics) for the invading and native species and can then be used to identify novel genes that are under selection and up/downregulation. Furthermore, by comparing intraspecific and interspecific similarities in the genomes of invasive species, there is potential to predict future invasions through genomics informed species distribution modeling (<xref ref-type="bibr" rid="B21">Hamelin and Roe, 2020</xref>; <xref ref-type="bibr" rid="B23">Hudson et al., 2021</xref>). For example, genetic mapping of <italic>Ophiostoma novo-ulmi</italic> helped identify the gene transfer that causes Dutch elm disease to be incredibly invasive (<xref ref-type="bibr" rid="B31">Paoletti et al., 2006</xref>).</p>
<p>Lastly, whole genome sequences can assist in control methods for invasive species. These applications include genetically modifying organisms to decrease fecundity or otherwise decrease population levels using molecular techniques such as CRISPR/Cas9 (<xref ref-type="bibr" rid="B27">Li and Scott, 2016</xref>). Ploidy testing can be useful for assessing harms, as polyploidy in plants has been shown to increase invasiveness (i.e., <xref ref-type="bibr" rid="B39">Beest et al., 2012</xref>), and natural or synthetic ploidy may decrease the success of an invasive species. Transgene-based gene drives use RNA or polypeptides to modify an organism&#x2019;s effect on the recipient community. Gene drive methods have been investigated for invasive mosquitoes to decrease disease transmission and have been considered to control reproduction of mice populations on islands (<xref ref-type="bibr" rid="B16">Gierus et al., 2022</xref>; <xref ref-type="bibr" rid="B22">Harvey-Samuel et al., 2019</xref>). Indeed, with any use of genome editing, ethical and biological considerations must be taken to mitigate any potential negative effects.</p>
</sec>
<sec id="s3">
<title>3 Estimated cost of sequencing and sample collection</title>
<p>Currently, genomic sequencing costs are conservatively estimated to be approximately $5,000 per Gb of the genome, based on externally sourced prices from a number of commercial facilities (A. Mahon, unpublished data). Genome sizes for each of the species lacking a sequenced genome were estimated by comparing data from closely related species (<xref ref-type="bibr" rid="B26">Leitch et al., 2019</xref>; <xref ref-type="bibr" rid="B19">Gregory, 2022</xref>). Other genome sizes have been estimated through real-time PCR or flow cytometry (<xref ref-type="bibr" rid="B42">Wilhelm et al., 2003</xref>; <xref ref-type="bibr" rid="B24">Johnston et al., 2019</xref>; <xref ref-type="bibr" rid="B26">Leitch et al., 2019</xref>; <xref ref-type="bibr" rid="B19">Gregory, 2022</xref>). To obtain the best estimates for genome sizes, if many related species had their genomes sequenced, the estimated genome size represents an average of those species (see <xref ref-type="sec" rid="s9">Supplementary Table S1</xref> for estimates). If between two and five related species had their genomes sequenced, the estimate reflects the largest genome size. For these 52 species, total sequencing cost is estimated to be less than $600,000. One species, <italic>Pinus pinaster</italic>, has a large, estimated genome size, which may be inflating the cost to sequence and should be investigated further.</p>
<p>The true global costs of invasive species are largely unknown and unquantified. However, <xref ref-type="bibr" rid="B10">Cuthbert et al. (2022)</xref> estimated the cost, with 60 of the 100 worst invasive species for which estimates are reliably known, to be at least $148.9 billion (USD), or approximately 248 times greater than the total cost ($0.6 million USD) of sequencing the 52 un-sequenced invasive species. The economic benefits of the 100 worst invasive species, such as <italic>Oreochromis mossambicus</italic> as a food source, are also largely unknown (but see <xref ref-type="bibr" rid="B20">Gu et al., 2019</xref>) for a discussion of a cost-benefit trade-off for tilapia). However, if the invasive species is a net benefit overall, there are emerging conservation and management benefits to also having the whole genome sequencing information available (<xref ref-type="bibr" rid="B35">Shafer et al., 2015</xref>).</p>
<p>We strongly recommend that sample collection and sequencing occur in the native range of the organism in question if possible. Sequencing from the native region ensures that any loss in diversity resulting from genetic bottlenecks, which are common in invasive species populations if few organisms are introduced, will not skew the genomic data. This recommendation only stands if the organism is not endangered or hybridized in its native range; to our understanding, none of these 52 species fall into this category, however <italic>Oreochromis mossambicus</italic> is considered &#x201c;near threatened&#x201d; in its native range due to hybridization (<xref ref-type="bibr" rid="B13">Firmat et al., 2013</xref>). We also recommend that the samples be processed in the native region, if possible, for both logistical and equity reasons. First, given complications arising from the Nagoya protocol and restriction on shipping samples in ethanol, sequencing nearby the point of collection would be easier and cheaper. Further, sequencing locally would direct scientific funds more equitably across the world, helping to build and strengthen genomics capacities in underserved areas that would improve research and public health both locally and globally (<xref ref-type="bibr" rid="B7">Blasiak et al., 2020</xref>; <xref ref-type="bibr" rid="B25">Knyazev et al., 2022</xref>). If local sequencing is not possible, we recommend using the Nagoya protocol for data sharing to ensure there is an equal benefit to all participating groups, with consent and cooperation with indigenous groups and communities (<xref ref-type="bibr" rid="B9">Convention on Biological Diversity, 2011</xref>). Invasive species genomes may benefit these groups by decreasing the risk of invasive species impacts on local ecosystems and food security via enhanced early detection and mitigation tools, so we believe sharing this knowledge with them quickly and accurately is extremely important.</p>
</sec>
<sec sec-type="discussion" id="s4">
<title>4 Discussion</title>
<p>The World&#x2019;s 100 Worst Invasive Species list aims to unite researchers and managers around the world to mitigate the spread and harms of biological invasions. Genomics can play a key role in this aim, but is currently hampered by lack of reference genomes, even though obtaining such genomes is easier and more affordable than ever. We see a great opportunity for collaborative efforts to obtain these missing genomes and increase genomic research capacity throughout the world. To realize this opportunity, researchers and funders must recognize that the benefits of reference genomes extend further than individual projects and value these contributions accordingly. In this way, we can propel invasion genomics research forward in a way that benefits the world equitably.</p>
<p>A significant number of the World&#x2019;s Worst Invasive Species do not have their genome sequenced. As we have highlighted here, genome sequencing will help with the early detection of these invaders and increase our general knowledge of invasion biology and population ecology. Ultimately, filling this genetic knowledge gap may allow scientists to work towards molecular strategies leading to the control or eradication of pests. Sequencing costs are continuing to drop. As calculated here, the remaining sequencing could be done for less than $1 million dollars. We hope that by calculating the cost and suggesting a way forward, this message will motivate groups of researchers to complete the required sequencing of the World&#x2019;s Worst and carry on with other more costly invasive species (<xref ref-type="bibr" rid="B10">Cuthbert et al., 2022</xref>).</p>
</sec>
</body>
<back>
<sec id="s5">
<title>Author contributions</title>
<p>EL: Conceptualization, Data curation, Investigation, Visualization, Writing&#x2013;original draft, Writing&#x2013;review and editing. CJ: Conceptualization, Data curation, Investigation, Visualization, Writing&#x2013;review and editing. AM: Conceptualization, Data curation, Investigation, Visualization, Writing&#x2013;review and editing. EG: Conceptualization, Writing&#x2013;original draft, Writing&#x2013;review and editing.</p>
</sec>
<sec id="s6">
<title>Funding</title>
<p>The author(s) declare financial support was received for the research, authorship, and/or publication of this article. EL and EG were supported by National Science Foundation award &#x23;OIA-1849227 to Maine EPSCoR at the University of Maine. Jerde was funded by the Gordon and Betty Moore Foundation&#x2019;s support of the California Biodiversity Network.</p>
</sec>
<ack>
<p>Thank you to Maine-EPSCOR and the Gordon and Betty Moore Foundation for supporting this work.</p>
</ack>
<sec sec-type="COI-statement" id="s7">
<title>Conflict of interest</title>
<p>The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec sec-type="disclaimer" id="s8">
<title>Publisher&#x2019;s note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
<sec id="s9">
<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/fenvs.2023.1258880/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fenvs.2023.1258880/full&#x23;supplementary-material</ext-link>
</p>
<supplementary-material xlink:href="Table1.DOCX" id="SM1" mimetype="application/DOCX" xmlns:xlink="http://www.w3.org/1999/xlink"/>
</sec>
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