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        <gco:CharacterString>Methods and Sampling: &amp;lt;p&amp;gt;Copepods were collected by Drs. Martin Bontrager, David B. Stern, and Carol E. Lee of the University of Wisconsin-Madison using plankton tows from nine locations across North America:&amp;lt;/p&amp;gt;

&amp;lt;ul&amp;gt;
&amp;lt;li&amp;gt;Braddock Bay, Lake&amp;amp;nbsp;Ontario, NY&amp;amp;nbsp; &amp;amp;nbsp; &amp;amp;nbsp; &amp;amp;nbsp; &amp;amp;nbsp; &amp;amp;nbsp; (43.307, -77.706)&amp;lt;/li&amp;gt;
&amp;lt;li&amp;gt;Milwaukee, Lake&amp;amp;nbsp;Michigan, WI&amp;amp;nbsp; &amp;amp;nbsp; &amp;amp;nbsp; &amp;amp;nbsp; &amp;amp;nbsp; &amp;amp;nbsp; &amp;amp;nbsp; &amp;amp;nbsp;(43.051, -87.882)&amp;lt;/li&amp;gt;
&amp;lt;li&amp;gt;Montmagny, St. Lawrence Estuary, QC&amp;amp;nbsp; (46.99, -70.55)&amp;lt;/li&amp;gt;
&amp;lt;li&amp;gt;L’Isle Verte, St. Lawrence Estuary, QC&amp;amp;nbsp; &amp;amp;nbsp;(48.002, -69.423)&amp;lt;/li&amp;gt;
&amp;lt;li&amp;gt;Lake Texoma, Red. River, OK&amp;amp;nbsp; &amp;amp;nbsp; &amp;amp;nbsp; &amp;amp;nbsp; &amp;amp;nbsp; &amp;amp;nbsp; &amp;amp;nbsp; &amp;amp;nbsp; &amp;amp;nbsp;(33.882, -96.797)&amp;lt;/li&amp;gt;
&amp;lt;li&amp;gt;Lake Eufaula, Arkansas River, OK&amp;amp;nbsp; &amp;amp;nbsp; &amp;amp;nbsp; &amp;amp;nbsp; &amp;amp;nbsp; (35.146, -95.627)&amp;lt;/li&amp;gt;
&amp;lt;li&amp;gt;Louisville, Ohio River, KY&amp;amp;nbsp; &amp;amp;nbsp; &amp;amp;nbsp; &amp;amp;nbsp; &amp;amp;nbsp; &amp;amp;nbsp; &amp;amp;nbsp; &amp;amp;nbsp; &amp;amp;nbsp; &amp;amp;nbsp; &amp;amp;nbsp; &amp;amp;nbsp; (38.26, -85.747)&amp;lt;/li&amp;gt;
&amp;lt;li&amp;gt;Cocodrie Bayou, Gulf of Mexico, LA&amp;amp;nbsp; &amp;amp;nbsp; &amp;amp;nbsp; &amp;amp;nbsp;(29.254, -90.664)&amp;lt;/li&amp;gt;
&amp;lt;li&amp;gt;Taylor Bayou, Gulf of Mexico, TX&amp;amp;nbsp; &amp;amp;nbsp; &amp;amp;nbsp; &amp;amp;nbsp; &amp;amp;nbsp; &amp;amp;nbsp; (29.883, -94.051)&amp;lt;/li&amp;gt;
&amp;lt;/ul&amp;gt;

&amp;lt;p&amp;gt;Population sampling targeted nine wild populations of the&amp;amp;nbsp;&amp;lt;em&amp;gt;Eurytemora affinis&amp;lt;/em&amp;gt;&amp;amp;nbsp;complex (copepods)&amp;amp;nbsp;from two genetically distinct lineages (the Gulf and Atlantic clades) including both native saline and invaded freshwater locations. Salinity measurements from each sampling site were collected using a handheld refractometer.&amp;lt;/p&amp;gt;

&amp;lt;p&amp;gt;Plankton was brought back to the lab and sorted. &amp;amp;nbsp;&amp;lt;em&amp;gt;Eurytemora affinis&amp;lt;/em&amp;gt; complex copepods were pooled into samples consisting of 100 individuals with an approximate 1:1 sex ratio, and subjected to DNA extraction. DNA sequencing data were collected using the Nextera DNA library preparation kit (Illumina, Inc., San Diego, CA, USA). Libraries were sequenced on an Illumina HiSeq platform at the University of Maryland, School of Medicine, Institute for Genome Sciences. The data were generated to investigate evolutionary genomic factors underlying successful invasion of freshwater habitats. Patterns of genetic diversity within and among populations were analyzed to detect signatures of natural selection.&amp;lt;/p&amp;gt;

&amp;lt;p&amp;gt;Additional methods and results can be found in Stern &amp;amp;amp; Lee (2020).&amp;lt;br /&amp;gt;
Scripts to process allele frequency files used in the PoolSeq analyses available in Stern (2022).&amp;lt;br /&amp;gt;
Sequence data is archived under NCBI BioProject PRJNA610547 (see Related Datasets below)&amp;lt;/p&amp;gt;</gco:CharacterString>
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                <gco:CharacterString>&amp;lt;p&amp;gt;Copepods were collected by Drs. Martin Bontrager, David B. Stern, and Carol E. Lee of the University of Wisconsin-Madison using plankton tows from nine locations across North America:&amp;lt;/p&amp;gt;

&amp;lt;ul&amp;gt;
&amp;lt;li&amp;gt;Braddock Bay, Lake&amp;amp;nbsp;Ontario, NY&amp;amp;nbsp; &amp;amp;nbsp; &amp;amp;nbsp; &amp;amp;nbsp; &amp;amp;nbsp; &amp;amp;nbsp; (43.307, -77.706)&amp;lt;/li&amp;gt;
&amp;lt;li&amp;gt;Milwaukee, Lake&amp;amp;nbsp;Michigan, WI&amp;amp;nbsp; &amp;amp;nbsp; &amp;amp;nbsp; &amp;amp;nbsp; &amp;amp;nbsp; &amp;amp;nbsp; &amp;amp;nbsp; &amp;amp;nbsp;(43.051, -87.882)&amp;lt;/li&amp;gt;
&amp;lt;li&amp;gt;Montmagny, St. Lawrence Estuary, QC&amp;amp;nbsp; (46.99, -70.55)&amp;lt;/li&amp;gt;
&amp;lt;li&amp;gt;L’Isle Verte, St. Lawrence Estuary, QC&amp;amp;nbsp; &amp;amp;nbsp;(48.002, -69.423)&amp;lt;/li&amp;gt;
&amp;lt;li&amp;gt;Lake Texoma, Red. River, OK&amp;amp;nbsp; &amp;amp;nbsp; &amp;amp;nbsp; &amp;amp;nbsp; &amp;amp;nbsp; &amp;amp;nbsp; &amp;amp;nbsp; &amp;amp;nbsp; &amp;amp;nbsp;(33.882, -96.797)&amp;lt;/li&amp;gt;
&amp;lt;li&amp;gt;Lake Eufaula, Arkansas River, OK&amp;amp;nbsp; &amp;amp;nbsp; &amp;amp;nbsp; &amp;amp;nbsp; &amp;amp;nbsp; (35.146, -95.627)&amp;lt;/li&amp;gt;
&amp;lt;li&amp;gt;Louisville, Ohio River, KY&amp;amp;nbsp; &amp;amp;nbsp; &amp;amp;nbsp; &amp;amp;nbsp; &amp;amp;nbsp; &amp;amp;nbsp; &amp;amp;nbsp; &amp;amp;nbsp; &amp;amp;nbsp; &amp;amp;nbsp; &amp;amp;nbsp; &amp;amp;nbsp; (38.26, -85.747)&amp;lt;/li&amp;gt;
&amp;lt;li&amp;gt;Cocodrie Bayou, Gulf of Mexico, LA&amp;amp;nbsp; &amp;amp;nbsp; &amp;amp;nbsp; &amp;amp;nbsp;(29.254, -90.664)&amp;lt;/li&amp;gt;
&amp;lt;li&amp;gt;Taylor Bayou, Gulf of Mexico, TX&amp;amp;nbsp; &amp;amp;nbsp; &amp;amp;nbsp; &amp;amp;nbsp; &amp;amp;nbsp; &amp;amp;nbsp; (29.883, -94.051)&amp;lt;/li&amp;gt;
&amp;lt;/ul&amp;gt;

&amp;lt;p&amp;gt;Population sampling targeted nine wild populations of the&amp;amp;nbsp;&amp;lt;em&amp;gt;Eurytemora affinis&amp;lt;/em&amp;gt;&amp;amp;nbsp;complex (copepods)&amp;amp;nbsp;from two genetically distinct lineages (the Gulf and Atlantic clades) including both native saline and invaded freshwater locations. Salinity measurements from each sampling site were collected using a handheld refractometer.&amp;lt;/p&amp;gt;

&amp;lt;p&amp;gt;Plankton was brought back to the lab and sorted. &amp;amp;nbsp;&amp;lt;em&amp;gt;Eurytemora affinis&amp;lt;/em&amp;gt; complex copepods were pooled into samples consisting of 100 individuals with an approximate 1:1 sex ratio, and subjected to DNA extraction. DNA sequencing data were collected using the Nextera DNA library preparation kit (Illumina, Inc., San Diego, CA, USA). Libraries were sequenced on an Illumina HiSeq platform at the University of Maryland, School of Medicine, Institute for Genome Sciences. The data were generated to investigate evolutionary genomic factors underlying successful invasion of freshwater habitats. Patterns of genetic diversity within and among populations were analyzed to detect signatures of natural selection.&amp;lt;/p&amp;gt;

&amp;lt;p&amp;gt;Additional methods and results can be found in Stern &amp;amp;amp; Lee (2020).&amp;lt;br /&amp;gt;
Scripts to process allele frequency files used in the PoolSeq analyses available in Stern (2022).&amp;lt;br /&amp;gt;
Sequence data is archived under NCBI BioProject PRJNA610547 (see Related Datasets below)&amp;lt;/p&amp;gt;</gco:CharacterString>
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              <gmd:source>
                <gmd:LI_Source>
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                      <gmd:title>
                        <gco:CharacterString>Specified by the Principal Investigator(s)</gco:CharacterString>
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                      <gmd:date gco:nilReason="unknown"/>
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          </gmd:processStep>
          <gmd:processStep xlink:title="Data Processing Description">
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              <gmd:description>
                <gco:CharacterString>&amp;lt;p&amp;gt;&amp;lt;strong&amp;gt;Raw reads&amp;lt;/strong&amp;gt; were trimmed and filtered of adapter sequences, low-complexity sequences and low-quality (Q&amp;amp;lt;15) bases using BBDuk in the BBTools package (Bushnell, 2014). &amp;lt;strong&amp;gt;Processed read&amp;lt;/strong&amp;gt;s were mapped to the repeat-masked &amp;lt;em&amp;gt;E. affinis&amp;lt;/em&amp;gt; complex (Atlantic clade) draft reference genome using BWA-MEM v.0.7.17 (Li, 2013). &amp;lt;strong&amp;gt;Paired-end read&amp;lt;/strong&amp;gt;s that did not align concordantly with BWA-MEM were aligned as single-end reads using NextGenMap v.0.5.5 (Sedlazeck et al., 2013)&amp;amp;nbsp;to aid in the alignment of diverged sequences. The combined read-mapping procedure achieved a mean mapping rate of 95.09 ± 1.42%. Duplicate reads were removed using Picard v.2.18.27 (Soifer, 2022) and regions around insertions or deletions were realigned using GATK v.3.8 (Van der Auwera &amp;amp;amp; O'Connor, 2020). SAMtools v.1.3.1(Li et al., 2009) was used to convert BAM files into mpileup format after removing low-quality alignments and bases (Q&amp;amp;lt;20). Sites within 3 bp (base pair) of an insertion or deletion were removed and the filtered mpileup was converted to sync format using PoPoolation2 (Kofler, Pandey, Schlotterer,&amp;amp;nbsp;2011). The R package poolfstat v.1.0 (Gautier et al., 2021)&amp;amp;nbsp;was used to detect bi-allelic SNPs with a global minor allele frequency &amp;amp;gt;0.05, at least four reads were required for a base call, and a minimum of 20 and a maximum of 200 total read counts were required for all populations. In total, 6,635,765 SNPs passed these filters when considering all nine populations. A total of 7,565,621 and 5,323,780 SNPs were called for the Atlantic and Gulf clades, respectively.&amp;lt;/p&amp;gt;

&amp;lt;p&amp;gt;&amp;lt;strong&amp;gt;Software&amp;lt;/strong&amp;gt;&amp;lt;br /&amp;gt;
(See also&amp;amp;nbsp;Related Publications section below)&amp;lt;/p&amp;gt;

&amp;lt;ul&amp;gt;
&amp;lt;li&amp;gt;BBTools v38.33&amp;amp;nbsp;&amp;amp;nbsp;(Bushnell, 2014)&amp;lt;/li&amp;gt;
&amp;lt;li&amp;gt;BWA-MEM v0.7.17&amp;amp;nbsp; (Li, 2013)&amp;lt;/li&amp;gt;
&amp;lt;li&amp;gt;NextGenMap v0.5.5&amp;amp;nbsp; (Sedlazeck, 2013)&amp;lt;/li&amp;gt;
&amp;lt;li&amp;gt;Picard v2.18.27&amp;amp;nbsp; (Soifer, 2022)&amp;lt;/li&amp;gt;
&amp;lt;li&amp;gt;GATK v3.8&amp;amp;nbsp; (Van der Auwera &amp;amp;amp; O'Connor, 2020)&amp;lt;/li&amp;gt;
&amp;lt;li&amp;gt;SAMtools v1.3.1&amp;amp;nbsp; (Li et al., 2009)&amp;amp;nbsp;&amp;lt;/li&amp;gt;
&amp;lt;li&amp;gt;PoPoolation v1.2.2&amp;amp;nbsp;&amp;amp;nbsp;(Kofler et al., 2011)&amp;lt;/li&amp;gt;
&amp;lt;li&amp;gt;PoPoolation2 v1.013&amp;amp;nbsp; (Kofler, Pandey, Schlotterer, 2011)&amp;lt;/li&amp;gt;
&amp;lt;li&amp;gt;poolfstat v.1.0&amp;amp;nbsp; (Gautier et al., 2021)&amp;lt;/li&amp;gt;
&amp;lt;li&amp;gt;TreeMix v1.13&amp;amp;nbsp; (Pickrell &amp;amp;amp; Pritchard, 2012)&amp;lt;/li&amp;gt;
&amp;lt;li&amp;gt;phytools v.0.6&amp;amp;nbsp; (Revell, 2011)&amp;lt;/li&amp;gt;
&amp;lt;li&amp;gt;BayeScan 2, BayeScan 3&amp;amp;nbsp; (Foll &amp;amp;amp; Gaggiotti, 2008)&amp;lt;/li&amp;gt;
&amp;lt;li&amp;gt;BayPass v2.1&amp;amp;nbsp; (Gautier, 2015)&amp;lt;/li&amp;gt;
&amp;lt;li&amp;gt;BetaScan2&amp;amp;nbsp; (Siewert &amp;amp;amp; Voight, 2020)&amp;lt;/li&amp;gt;
&amp;lt;li&amp;gt;GenMap&amp;amp;nbsp; (Pockrandt et al., 2020)&amp;amp;nbsp;&amp;lt;/li&amp;gt;
&amp;lt;li&amp;gt;edgeR&amp;amp;nbsp; (Robinson et al, 2010)&amp;lt;/li&amp;gt;
&amp;lt;li&amp;gt;BedTools v2.28&amp;amp;nbsp; (Quinlan &amp;amp;amp; Hall, 2010)&amp;lt;/li&amp;gt;
&amp;lt;li&amp;gt;BEDOPS&amp;amp;nbsp; (Neph et al., 2012)&amp;lt;/li&amp;gt;
&amp;lt;li&amp;gt;Gowinda&amp;amp;nbsp; (Kofler &amp;amp;amp; Schlotterer, 2012)&amp;lt;/li&amp;gt;
&amp;lt;li&amp;gt;custom code&amp;amp;nbsp; (Stern, 2022 for https://github.com/TheDBStern/poolseq_utils)&amp;lt;/li&amp;gt;
&amp;lt;/ul&amp;gt;

&amp;lt;p&amp;gt;&amp;lt;strong&amp;gt;BCO-DMO Processing&amp;lt;/strong&amp;gt;&amp;lt;br /&amp;gt;
- Converted date to Y-M-D format&amp;lt;br /&amp;gt;
-&amp;amp;nbsp;Separated latitude and longitude into separate columns and converted to decimal degrees&amp;lt;br /&amp;gt;
- Added a column for BioProject&amp;lt;br /&amp;gt;
- Added dates of collection based on Supplemental File information&amp;lt;br /&amp;gt;
- Sorted by Collection_Date&amp;lt;br /&amp;gt;
&amp;amp;nbsp;&amp;lt;/p&amp;gt;</gco:CharacterString>
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              <gmd:source>
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                  <gmd:sourceCitation>
                    <gmd:CI_Citation>
                      <gmd:title>
                        <gco:CharacterString>Specified by the Principal Investigator(s)</gco:CharacterString>
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                      <gmd:date gco:nilReason="unknown"/>
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   </gmd:DQ_DataQuality>
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    <gmx:Anchor xlink:href="http://lod.bco-dmo.org/id/affiliation/191.rdf" xlink:actuate="onRequest">Biological and Chemical Oceanography Data Management Office (BCO-DMO)</gmx:Anchor>
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				    <gco:CharacterString>508-289-2009</gco:CharacterString>
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				    <gco:CharacterString>WHOI MS#36</gco:CharacterString>
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				  <gmd:country>
				    <gco:CharacterString>USA</gco:CharacterString>
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				  <gmd:electronicMailAddress>
				    <gco:CharacterString>info@bco-dmo.org</gco:CharacterString>
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          </gmd:CI_OnlineResource>
        </gmd:onlineResource>
		  <gmd:hoursOfService>
        <gco:CharacterString>Monday - Friday 8:00am - 5:00pm</gco:CharacterString>
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		  <gmd:contactInstructions>
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  </gmd:contactInfo>
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          <gmi:identifier>
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              <gmd:code>
                <gmx:Anchor xlink:href="http://lod.bco-dmo.org/id/instrument/649.rdf" xlink:title="Automated DNA Sequencer" xlink:actuate="onRequest">Illumina HiSeq 2000</gmx:Anchor>
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            <gco:CharacterString>PI Supplied Instrument Name:  Instrument Name: Plankton Net Instrument Short Name:Plankton Net   Instrument Description: A Plankton Net is a generic term for a sampling net that is used to collect plankton. It is used only when detailed instrument documentation is not available. Community Standard Description: http://vocab.nerc.ac.uk/collection/L05/current/22/</gco:CharacterString>
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                <gmx:Anchor xlink:href="http://lod.bco-dmo.org/id/instrument/679.rdf" xlink:title="Refractometer" xlink:actuate="onRequest">handheld refractometer</gmx:Anchor>
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In optics the refractive index (or index of refraction) n of a substance (optical medium) is a dimensionless number that describes how light, or any other radiation, propagates through that medium.</gco:CharacterString>
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