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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Genet.</journal-id>
<journal-title>Frontiers in Genetics</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Genet.</abbrev-journal-title>
<issn pub-type="epub">1664-8021</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="publisher-id">740437</article-id>
<article-id pub-id-type="doi">10.3389/fgene.2021.740437</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Genetics</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Genetic Diversity, Structure, and Selective Sweeps in <italic>Spinacia turkestanica</italic> Associated With the Domestication of Cultivated Spinach</article-title>
<alt-title alt-title-type="left-running-head">Gyawali et&#x20;al.</alt-title>
<alt-title alt-title-type="right-running-head">Genetic Diversity in Wild Spinach</alt-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>Gyawali</surname>
<given-names>Sanjaya</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="fn" rid="fn1">
<sup>&#x2020;</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/545353/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Bhattarai</surname>
<given-names>Gehendra</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="fn" rid="fn1">
<sup>&#x2020;</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/558623/overview"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Shi</surname>
<given-names>Ainong</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="corresp" rid="c001">&#x2a;</xref>
<uri xlink:href="https://loop.frontiersin.org/people/644493/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Kik</surname>
<given-names>Chris</given-names>
</name>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/35948/overview"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>du Toit</surname>
<given-names>Lindsey J.</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="corresp" rid="c001">&#x2a;</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1405531/overview"/>
</contrib>
</contrib-group>
<aff id="aff1">
<label>
<sup>1</sup>
</label>Washington State University Mount Vernon Northwestern Washington Research and Extension Center, <addr-line>Mount Vernon</addr-line>, <addr-line>WA</addr-line>, <country>United&#x20;States</country>
</aff>
<aff id="aff2">
<label>
<sup>2</sup>
</label>Department of Horticulture, University of Arkansas, <addr-line>Fayetteville</addr-line>, <addr-line>AR</addr-line>, <country>United&#x20;States</country>
</aff>
<aff id="aff3">
<label>
<sup>3</sup>
</label>Centre for Genetic Resources, the Netherlands (CGN), Wageningen University and Research (WUR), <addr-line>Wageningen</addr-line>, <country>Netherlands</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/806696/overview">Luis Herrera-Estrella</ext-link>, Texas Tech University, United&#x20;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/790791/overview">Briana Gross</ext-link>, University of Minnesota Duluth, United&#x20;States</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/25722/overview">Jonathan F. Wendel</ext-link>, Iowa State University, United&#x20;States</p>
</fn>
<corresp id="c001">&#x2a;Correspondence: Ainong Shi, <email>ashi@uark.edu</email>; Lindsey J.&#x20;du Toit, <email>dutoit@wsu.edu</email>
</corresp>
<fn fn-type="equal" id="fn1">
<label>
<sup>&#x2020;</sup>
</label>
<p>These authors have contributed equally to this work and share first authorship.</p>
</fn>
<fn fn-type="other">
<p>This article was submitted to Plant Genomics, a section of the journal Frontiers in Genetics</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>08</day>
<month>12</month>
<year>2021</year>
</pub-date>
<pub-date pub-type="collection">
<year>2021</year>
</pub-date>
<volume>12</volume>
<elocation-id>740437</elocation-id>
<history>
<date date-type="received">
<day>13</day>
<month>07</month>
<year>2021</year>
</date>
<date date-type="accepted">
<day>15</day>
<month>11</month>
<year>2021</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2021 Gyawali, Bhattarai, Shi, Kik and du Toit.</copyright-statement>
<copyright-year>2021</copyright-year>
<copyright-holder>Gyawali, Bhattarai, Shi, Kik and du Toit</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&#x20;terms.</p>
</license>
</permissions>
<abstract>
<p>Genotype-by-sequencing (GBS) was used to explore the genetic diversity and structure of <italic>Spinacia turkestanica</italic>, and the selective sweeps involved in domestication of cultivated spinach, <italic>S. oleracea</italic>, from <italic>S. turkestanica</italic>. A total 7,065 single nucleotide polymorphisms (SNPs) generated for 16&#x20;<italic>Spinacia oleracea</italic> and 76&#x20;<italic>S. turkestanica</italic> accessions placed the <italic>S. oleracea</italic> accessions in one group, <italic>Q</italic>1, and the 76&#x20;<italic>S. turkestanica</italic> accessions, which originated from Central Asia, in two distinct groups, <italic>Q</italic>2 and <italic>Q</italic>3. The <italic>Q</italic>2 group shared greater genetic identity with the <italic>S. oleracea</italic> accessions, <italic>Q</italic>1, than the <italic>Q</italic>3&#x20;<italic>S. turkestanica</italic> group. Likewise, the <italic>S. oleracea Q</italic>1 group had a smaller <italic>F</italic>st (0.008) with the <italic>Q</italic>2 group than with the <italic>Q</italic>3 group (<italic>F</italic>st &#x3d; 0.012), and a greater gene flow (Nm &#x3d; 30.13) with the <italic>Q</italic>2 group than with the <italic>Q</italic>3 group (Nm &#x3d; 21.83). The <italic>Q</italic>2 accessions originated primarily from Uzbekistan while the <italic>Q</italic>3 accessions originated mostly from Tajikistan. The Zarafshan Mountain Range appears to have served as a physical barrier that largely separated members of the <italic>Q</italic>2 and <italic>Q</italic>3 groups of <italic>S. turkestanica</italic>. Accessions with admixtures of <italic>Q</italic>2 and <italic>Q</italic>3 were collected primarily from lower elevations at the southern end of the Zarafshan Mountain Range in Uzbekistan. Selective sweep regions identified at 32, 49, and 52&#xa0;Mb on chromosomes 1, 2, and 3, respectively, appear to have played a vital role in the domestication of <italic>S. oleracea</italic> as they are correlated with important domestication traits, including day length sensitivity for bolting (flowering). High XP-CLR scores at the 52&#xa0;Mb genomic region of chromosome three suggest that a selective sweep at this region was responsible for early differentiation of <italic>S. turkestanica</italic> into two groups in Central&#x20;Asia.</p>
</abstract>
<kwd-group>
<kwd>gene flow</kwd>
<kwd>genetic diversity</kwd>
<kwd>population structure</kwd>
<kwd>selective sweeps</kwd>
<kwd>spinach</kwd>
<kwd>
<italic>Spinacia</italic>
</kwd>
<kwd>SNP</kwd>
</kwd-group>
<contract-sponsor id="cn001">U.S. Department of Agriculture<named-content content-type="fundref-id">10.13039/100000199</named-content>
</contract-sponsor>
</article-meta>
</front>
<body>
<sec id="s1">
<title>Introduction</title>
<p>The genus <italic>Spinacia</italic> consists of cultivated spinach (<italic>Spinacia oleracea</italic> L.) as well as two other species which occur in nature, <italic>S. turkestanica</italic> Iljin and <italic>S. tetrandra</italic> ex M. Bieb (<xref ref-type="bibr" rid="B57">Rubatzky and Yamaguchi, 1997</xref>). The three species are diploids (2n &#x3d; 2x &#x3d; 12), and all three have an annual life cycle and a dioecious breeding system (<xref ref-type="bibr" rid="B47">Morelock and Correll, 2008</xref>). Furthermore, the two wild species are cross-compatible with cultivated spinach. Currently, spinach is grown commercially worldwide. In 2018, 0.9 million ha were cultivated with spinach, producing 26.3 million tons of spinach at a production value of US$18 billion, which accounted for 2% of the global gross annual vegetable production value (<xref ref-type="bibr" rid="B24">FAOSTAT, 2020</xref>). <italic>S. tetrandra</italic> is distributed in the Middle East and the Trans Caucasus region (Armenia, Georgia, Iran, Iraq, Kurdistan, and Turkey), and <italic>S. turkestanica</italic> is distributed across Central Asia (Kazakhstan, Tajikistan, Turkmenistan, and Uzbekistan) and South Asia (Afghanistan and Pakistan) (<xref ref-type="bibr" rid="B2">Andersen and Torp, 2011</xref>; <xref ref-type="bibr" rid="B55">Ribera et&#x20;al., 2020</xref>; <xref ref-type="bibr" rid="B66">van Treuren et&#x20;al., 2020</xref>). A limited number of <italic>Spinacia</italic> genetic resources is available currently in gene banks around the world, including approximately 2,100 accessions, most of which are <italic>S. oleracea</italic>, with only 89&#x20;<italic>S. turkestanica</italic> and 59&#x20;<italic>S. tetrandra</italic> accessions (<xref ref-type="bibr" rid="B55">Ribera et&#x20;al., 2020</xref>; <xref ref-type="bibr" rid="B66">van Treuren et&#x20;al., 2020</xref>).</p>
<p>Few genetic diversity studies have been performed on spinach. Diversity analyses were first carried out for spinach accessions using polymerase chain reaction (PCR) assays based on simple sequence repeat (SSR) and target region amplification polymorphism (TRAP) markers to generate genetic fingerprint data (<xref ref-type="bibr" rid="B32">Hu et&#x20;al., 2007</xref>; <xref ref-type="bibr" rid="B35">Khattak et&#x20;al., 2007</xref>; <xref ref-type="bibr" rid="B38">Kuwahara et&#x20;al., 2014</xref>; <xref ref-type="bibr" rid="B29">G&#xf6;l et&#x20;al., 2017</xref>; <xref ref-type="bibr" rid="B40">Li et&#x20;al., 2018</xref>; <xref ref-type="bibr" rid="B4">Bhattarai et&#x20;al., 2021</xref>). These studies found spinach accessions to be clustered based on their geographic origin, with separation of accessions into two to three major groups. Genotyping-by-sequencing (GBS) has been used in recent years to identify genome-wide single nucleotide polymorphism (SNP) markers (<xref ref-type="bibr" rid="B59">Shi et&#x20;al., 2017</xref>), and transcriptome sequencing has been used to evaluate the genetic diversity and phylogeny of spinach accessions (<xref ref-type="bibr" rid="B68">Xu et&#x20;al., 2015</xref>; <xref ref-type="bibr" rid="B67">Xu et&#x20;al., 2017</xref>). Phylogenetic analysis of cultivated <italic>S. oleracea</italic> accessions and accessions of the wild relatives <italic>S. turkestanica</italic> and <italic>S. tetrandra</italic>, based on transcriptome sequence analysis, revealed that <italic>S. turkestanica</italic> is the progenitor of cultivated <italic>S. oleracea</italic>, with <italic>S. tetrandra</italic> genetically more distantly related to the other two species (<xref ref-type="bibr" rid="B27">Fujito et&#x20;al., 2015</xref>; <xref ref-type="bibr" rid="B68">Xu et&#x20;al., 2015</xref>; <xref ref-type="bibr" rid="B67">Xu et&#x20;al., 2017</xref>). The same conclusion was reached by <xref ref-type="bibr" rid="B56">Ribera et&#x20;al. (2021)</xref> who completed a diversity assessment of wild <italic>Spinacia</italic> species using a limited number of SNP markers (<italic>n</italic>&#x20;&#x3d; 56) for 25&#x20;<italic>S. turkestanica</italic>, 16&#x20;<italic>S. tetrandra</italic>, and 54&#x20;<italic>S. oleracea</italic> accessions.</p>
<p>Domestication transforms the traits and genomes of crops (<xref ref-type="bibr" rid="B31">Harlan, 1992</xref>; <xref ref-type="bibr" rid="B46">Meyer et&#x20;al., 2012</xref>). During the domestication of wild species, certain traits that are advantageous for humans as sources of food, fiber, and/or other materials are selected, including female inflorescence, enlarged seed and fruit size (<xref ref-type="bibr" rid="B26">Frary et&#x20;al., 2000</xref>; <xref ref-type="bibr" rid="B20">Doebley, 2004</xref>); seed dispersal, loss of dormancy, and ripening time (<xref ref-type="bibr" rid="B15">Cockram et&#x20;al., 2007</xref>); flowering time (<xref ref-type="bibr" rid="B67">Xu et&#x20;al., 2017</xref>); and diversification of plant architecture (<xref ref-type="bibr" rid="B14">Clark et&#x20;al., 2004</xref>). During domestication, not only are the phenotypes transformed, but the domestication events also leave genetic signatures, measured as selective sweeps, on both the population structure and genetic diversity of existing populations (<xref ref-type="bibr" rid="B18">Doebley et&#x20;al., 2006</xref>; <xref ref-type="bibr" rid="B1">Abbo et&#x20;al., 2014</xref>). Domestication and the selection of specific agronomic traits reduces genetic diversity across the genome of cultivated species relative to wild species, with a significant reduction in genetic diversity associated with major domestication traits (<xref ref-type="bibr" rid="B19">Doebley, 1989</xref>). The genetic diversity and population structure, domestication history, and spread of spinach to current production areas have been examined (<xref ref-type="bibr" rid="B67">Xu et&#x20;al., 2017</xref>; <xref ref-type="bibr" rid="B55">Ribera et&#x20;al., 2020</xref>; <xref ref-type="bibr" rid="B56">Ribera et&#x20;al., 2021</xref>). However, genetic changes in agronomically important traits, and the genetic basis of domestication are not well understood for spinach (<xref ref-type="bibr" rid="B55">Ribera et&#x20;al., 2020</xref>). <xref ref-type="bibr" rid="B67">Xu et&#x20;al. (2017)</xref> reported 93 selective sweeps in the spinach genome that are associated with a number of quantitative trait loci (QTLs), including QTLs for day length sensitivity to induce bolting and flowering, leaf number, stem length, and petiole color associated with domestication of cultivated spinach. A more detailed genetic characterization of available wild and cultivated <italic>Spinacia</italic> accessions may provide further insights into spinach diversity and domestication.</p>
<p>Wild <italic>Spinacia</italic> species can be sources of many commercially important genetic traits (for a review, see: <xref ref-type="bibr" rid="B47">Morelock and Correll, 2008</xref>; <xref ref-type="bibr" rid="B60">Simko et&#x20;al., 2014</xref>). For example, the alleles conferring resistance to downy mildew (<italic>Peronospora effusa</italic> f. sp. <italic>spinaciae</italic>) in <italic>S. turkestanica</italic> have been transferred successfully into <italic>S. oleracea</italic>, providing the primary means of controlling this devastating disease (<xref ref-type="bibr" rid="B63">Smith, 1950</xref>; <xref ref-type="bibr" rid="B62">Smith and Zahara, 1956</xref>; <xref ref-type="bibr" rid="B16">Correll et&#x20;al., 2011</xref>; <xref ref-type="bibr" rid="B55">Ribera et&#x20;al., 2020</xref>; <xref ref-type="bibr" rid="B66">van Treuren et&#x20;al., 2020</xref>). Despite examples of wild species providing valuable genetic traits for cultivated spinach, wild spinach species have not been characterized extensively for economically important traits, and the genetic structure of wild spinach accessions largely has not been explored. Wild relatives of spinach serve as a genetic reservoir for spinach breeding programs and genetic studies, but generally remain untapped. This is due, in part, to limited access to wild spinach accessions since the Convention on Biodiversity (<xref ref-type="bibr" rid="B64">UN, 1992</xref>) and the International Treaty on Plant Genetic Resources for Food and Agriculture (ITPGRFA) (<xref ref-type="bibr" rid="B25">FAO, 2009</xref>) have become enforced (<xref ref-type="bibr" rid="B66">van Treuren et&#x20;al., 2020</xref>).</p>
<p>In 2008, the Centre for Genetic Resources, the Netherlands (CGN) carried out an expedition to collect seed from populations of <italic>S. turkestanica</italic> at the center of biodiversity for this genus, namely Central Asia (<xref ref-type="bibr" rid="B36">Kik, 2008</xref>). After the collecting mission, the seeds were multiplied and added to the CGN gene bank as accessions for public access. The population structure and genetic diversity of <italic>Spinacia</italic> accessions in relation to their geographic origin, the presence of selective sweeps identified using SNP markers, and the relationships of cultivated spinach accessions with accessions of this wild ancestor were investigated in this study to clarify our understanding of the domestication history of spinach. With an extensive SNP data set generated by GBS, this study aimed to address the following questions relating to the origin and domestication of spinach:<list list-type="simple">
<list-item>
<p>1) What is the genetic diversity and group structure of <italic>S. turkestanica</italic> in Central Asia?</p>
</list-item>
<list-item>
<p>2) If a group structure exists, what were the selective sweeps in the <italic>Spinacia</italic> genome that led to differences among these groups?</p>
</list-item>
<list-item>
<p>3) Which <italic>S. turkestanica</italic> selective sweeps were involved in the domestication of spinach?</p>
</list-item>
</list>
</p>
</sec>
<sec sec-type="materials|methods" id="s2">
<title>Materials and Methods</title>
<sec id="s2-1">
<title>Plant Material</title>
<p>A total of 92 accessions of two <italic>Spinacia</italic> spp. was used in this study. Three accessions of <italic>S. turkestanica</italic> originating from Turkmenistan, another <italic>S. turkestanica</italic> accession of unknown origin, and 16&#x20;<italic>S. oleracea</italic> accessions were received from the National Plant Germplasm System (NPGS) of the United&#x20;States Department of Agriculture (USDA). In addition, 72&#x20;<italic>S. turkestanica</italic> accessions collected in Uzbekistan and Tajikistan were obtained from the CGN, Wageningen University and Research (WUR). CGN collected the material under the Standard Material Transfer Agreement (SMTA) of the ITPGRFA. Information on each accession, including the country of origin, collection site (latitude, longitude, and altitude), and collection year is provided in <xref ref-type="sec" rid="s10">Supplementary Table S1</xref>. For each accession, one randomly selected plant (representing an accession) was used for the molecular analyses.</p>
<p>Spinach plants were grown in RediEarth propagation mix (Sunshine Horticulture, Agawam, MA) in a greenhouse at the Washington State University (WSU) Mount Vernon Northwestern Washington Research and Extension Center, with the air temperature set at 22&#x2013;24&#xb0;C during the day and 18&#x2013;20&#xb0;C by night, and supplemental lighting provided for 10&#xa0;h/day. Plants were fertigated daily with General Purpose Fertilizer 20-20-20 (Plant Marvel, Chicago, IL) injected into the irrigation water at a 1:100 ratio for applying a final nitrogen concentration of 200&#xa0;ppm at each irrigation. A single leaf was harvested from each plant 35&#xa0;days after planting, frozen immediately in liquid nitrogen, and stored at &#x2212;80&#xb0;C.</p>
</sec>
<sec id="s2-2">
<title>Sequencing and Marker Discovery</title>
<p>Genomic DNA was isolated from the single frozen leaf of each plant using the cetyl trimethylammonium bromide (CTAB) method (<xref ref-type="bibr" rid="B48">Murray and Thompson, 1980</xref>; <xref ref-type="bibr" rid="B53">Porebski et&#x20;al., 1997</xref>), after the leaf was ground in liquid nitrogen with a mortar and pestle. The DNA quality was checked on a 1% agarose gel, quantified using a Qubit, and submitted to the University of Wisconsin Madison Biotechnology Center (<ext-link ext-link-type="uri" xlink:href="https://www.biotech.wisc.edu/">https://www.biotech.wisc.edu/</ext-link>) for sequencing, where DNA quality and integrity were re-evaluated using the Quant-IT PicoGreen fluorescent dye (Thermo Fisher, Waltham, MA). The GBS method of <xref ref-type="bibr" rid="B21">Elshire et&#x20;al. (2011)</xref> was used to sequence the samples after digesting genomic DNA with the <italic>Ape</italic>KI restriction enzyme, as described by <xref ref-type="bibr" rid="B3">Bhattarai et&#x20;al. (2020)</xref>. Digested DNA fragments were ligated with unique barcodes and Illumina adapters, and the samples were pooled in equal proportion to construct GBS libraries, as described by <xref ref-type="bibr" rid="B21">Elshire et&#x20;al. (2011)</xref>. Finally, the 96-plex GBS libraries were amplified, purified, and sequenced as 150&#xa0;bp paired-end reads on an Illumina NovaSeq machine (Illumina, San Diego,&#x20;CA).</p>
<p>Using the Skewer program (<xref ref-type="bibr" rid="B33">Jiang et&#x20;al., 2014</xref>), the reads were pre-processed to remove sequencing adapters and to filter out low-quality bases for a minimum quality of Q20. Filtered, good quality reads were de-multiplexed and aligned to the spinach reference genome (<xref ref-type="bibr" rid="B67">Xu et&#x20;al., 2017</xref>; <ext-link ext-link-type="uri" xlink:href="http://www.spianchbase.org">http://www.spianchbase.org</ext-link>) using Bowtie two software (<xref ref-type="bibr" rid="B39">Langmead and Salzberg, 2012</xref>). The TASSEL GBS v2 pipeline was used to remove barcodes, filter for quality, and call SNPs (<xref ref-type="bibr" rid="B7">Bradbury et&#x20;al., 2007</xref>; <xref ref-type="bibr" rid="B28">Glaubitz et&#x20;al., 2014</xref>). The SNPs were filtered further using VCFtools v0.1.15 (<xref ref-type="bibr" rid="B17">Danecek et&#x20;al., 2011</xref>) to remove indels, remove minor alleles with frequency (MAF) &#x3c; 0.05, retain only bi-allelic SNPs, achieve a minimum SNP quality score (minQ) &#x3c; 20 and a minimum genotype read depth (minDP) of 10, remove SNPs missing from &#x3e;20% of the accessions, and remove plants (accessions) with &#x3e;20% missing data. Final filtration was used to exclude SNPs with &#x3e;20% missing data, a minDP of 15, and a MAF &#x3c;5%. The filtered SNPS were pruned for linkage disequilibrium (LD) in PLINK v1.9 (<xref ref-type="bibr" rid="B11">Chang et&#x20;al., 2015</xref>) using the indep-pairwise 50 5 0.2 option to remove correlated pairs of SNPs. The SNPs were separated into two files, one for each of the <italic>S. oleracea</italic> and <italic>S. turkestanica</italic> species. Both files were checked for common SNPs, and the common SNP was genotyped across all accessions for both species. Final filtered SNP distribution across the six spinach chromosomes was determined using the CMplot package in R. The filtered datasets were then used for diversity, phylogenetic, structure, and selective sweep analyses.</p>
</sec>
<sec id="s2-3">
<title>Population Structure and Clustering</title>
<p>The structure of accessions of the two <italic>Spinacia</italic> spp. was analyzed using the software STRUCTURE 2.3.4, with individual accessions assigned to genetic clusters, hereafter called groups, based on inferred genetic ancestry (<xref ref-type="bibr" rid="B54">Pritchard et&#x20;al., 2000</xref>). Structure implements a Bayesian model-based clustering method which assigns multi-locus accessions to a number of user-defined groups (K), and is based on maximization of linkage equilibrium (LE) within groups but minimization of LE among groups. The structure analysis parameters were set to an admixture model, with K ranging from 1 to 10 using five iterations, a burn in period of 100,000, and a Markov Chain Monte Carlo (MCMC) run length of 100,000. The K was determined by considering various factors suggested by <xref ref-type="bibr" rid="B9">Camus-Kulandaivelu et&#x20;al. (2006)</xref>. First, Structure Harvester version 0.6.4 was used to determine K, as described by <xref ref-type="bibr" rid="B22">Evanno et&#x20;al. (2005)</xref> [<ext-link ext-link-type="uri" xlink:href="http://taylor0.biology.ucla.edu/structureHarvester/">http://taylor0.biology.ucla.edu/structureHarvester/</ext-link>]. The resulting proportion of membership coefficients (<italic>Q</italic> matrices) for each accession was used to draw a bar plot to visualize clustering of the spinach accessions. True groups were identified as the maximum value of &#x394;K, based on the rate of change of the natural log probability of the data. <italic>Spinacia</italic> spp. were assigned to individual groups (<italic>Q</italic>) based on an assignment value of 75%. Second, the inferred ancestry assessments obtained from Structure were judged based on prior knowledge of the geographic location of the collection site of each accession of both <italic>Spinacia</italic> spp., provided by the respective gene banks. A total of 7,065 SNPs common to the 76&#x20;<italic>S. turkestanica</italic> and 16&#x20;<italic>S. oleracea</italic> accessions was used to analyze the population structure of the accessions of these two species. To understand better the group structure and clustering pattern of these accessions, principal component analysis (PCA) was completed using PLINK v1.9 (<xref ref-type="bibr" rid="B11">Chang et&#x20;al., 2015</xref>), and plotted in R. Genetic relationships among the accessions were inferred based on a neighbor-joining phylogenetic analysis in MEGA7 (<xref ref-type="bibr" rid="B37">Kumar et&#x20;al., 2016</xref>) with 200 bootstraps.</p>
<p>The SNPs were used to determine the genetic diversity and genetic structure of the accessions of the two <italic>Spinacia</italic> species. The summary statistics of genetic diversity (GD) and polymorphic information content (PIC) of SNPs were calculated using PowerMarker software V 3.25. (<xref ref-type="bibr" rid="B41">Liu and Muse, 2005</xref>). The PIC of SNPs was calculated using the following formula, according to <xref ref-type="bibr" rid="B6">Botstein et&#x20;al. (1980)</xref>:<disp-formula id="equ1">
<mml:math id="m1">
<mml:mrow>
<mml:mi>P</mml:mi>
<mml:mi>I</mml:mi>
<mml:mi>C</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mn>1</mml:mn>
<mml:mo>&#x2212;</mml:mo>
<mml:mo>&#xa0;</mml:mo>
<mml:munderover>
<mml:mstyle displaystyle="true">
<mml:mo>&#x2211;</mml:mo>
</mml:mstyle>
<mml:mrow>
<mml:mi>j</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
<mml:mi>n</mml:mi>
</mml:munderover>
<mml:msubsup>
<mml:mi>P</mml:mi>
<mml:mrow>
<mml:mi>i</mml:mi>
<mml:mi>j</mml:mi>
</mml:mrow>
<mml:mn>2</mml:mn>
</mml:msubsup>
<mml:mo>&#x2212;</mml:mo>
<mml:munderover>
<mml:mstyle displaystyle="true">
<mml:mo>&#x2211;</mml:mo>
</mml:mstyle>
<mml:mrow>
<mml:mi>j</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
<mml:mrow>
<mml:mi>n</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
</mml:munderover>
<mml:munderover>
<mml:mstyle displaystyle="true">
<mml:mo>&#x2211;</mml:mo>
</mml:mstyle>
<mml:mrow>
<mml:mi>k</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mi>j</mml:mi>
<mml:mo>&#x2b;</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
<mml:mi>n</mml:mi>
</mml:munderover>
<mml:mn>2</mml:mn>
<mml:msubsup>
<mml:mi>P</mml:mi>
<mml:mrow>
<mml:mi>i</mml:mi>
<mml:mi>j</mml:mi>
</mml:mrow>
<mml:mn>2</mml:mn>
</mml:msubsup>
<mml:msubsup>
<mml:mi>P</mml:mi>
<mml:mrow>
<mml:mi>i</mml:mi>
<mml:mi>k</mml:mi>
</mml:mrow>
<mml:mn>2</mml:mn>
</mml:msubsup>
</mml:mrow>
</mml:math>
</disp-formula>where, <italic>P</italic>
<sub>
<italic>ij</italic>
</sub> and <italic>P</italic>
<sub>
<italic>ik</italic>
</sub> are the frequencies of the <italic>j</italic>th and <italic>k</italic>th alleles, respectively, of bi-allelic SNP marker&#x20;<italic>i</italic>.</p>
<p>The number of different alleles (Na), number of effective alleles (Ne), Nei&#x2019;s genetic diversity (<italic>h</italic>) (<xref ref-type="bibr" rid="B49">Nei, 1973</xref>; <xref ref-type="bibr" rid="B50">Nei, 1978</xref>), unbiased genetic diversity (u<italic>h</italic>), and Shannon&#x2019;s information index (<italic>I</italic>) were calculated using GenAlEx 6.3 (<xref ref-type="bibr" rid="B52">Peakall and Smouse, 2006</xref>). Analysis of molecular variance (AMOVA), group genetic differentiation (<italic>F</italic>st), Nei&#x2019;s unbiased genetic distance (<italic>D</italic>), and Nei&#x2019;s unbiased genetic identity (<italic>I</italic>
<sub>
<italic>d</italic>
</sub>) were also estimated using GenAlEx 6.3. Gene flow (Nm) was calculated using the formula Nm &#x3d; [(1/<italic>F</italic>st)-1]/4, according to <xref ref-type="bibr" rid="B52">Peakall and Smouse (2006)</xref>. The AMOVA (<xref ref-type="bibr" rid="B23">Excoffier et&#x20;al., 1992</xref>) was used for hierarchical partitioning of genetic variation among the groups, and among individuals within the groups of the two <italic>Spinacia</italic> spp., using <italic>G-</italic>statistics. In total, 999 permutations determined the fixation indices (<italic>F</italic>st) at a level of significance of <italic>p</italic>&#x20;&#x3c; 0.001. Nucleotide diversity (&#x3c0;) was calculated using VCFtools v0.1.15 (<xref ref-type="bibr" rid="B17">Danecek et&#x20;al., 2011</xref>) with a 1-kb window size across the genome (window-pi 1,000).</p>
</sec>
<sec id="s2-4">
<title>Linkage Disequilibrium and Selective Sweep Regions in the <italic>Spinacia</italic> Genome</title>
<p>Linkage disequilibrium (LD) was calculated using SNP pairs within a 200&#xa0;Kb window, and plotted using PopLDdecay3.4.1 (<xref ref-type="bibr" rid="B70">Zhang et&#x20;al., 2019</xref>) for each <italic>S. oleracea</italic> and <italic>S. turkestanica</italic>, and for the <italic>Q</italic>2 and <italic>Q</italic>3 groups of <italic>S. turkestanica</italic> (see details in the Results section). Again, for LD analysis between the <italic>Q</italic>2 and <italic>Q</italic>3 groups of <italic>S. turkestanica</italic>, accessions with &#x3c;0.75 membership assignment (admixed between <italic>Q</italic>2 and <italic>Q</italic>3) of the group structure were excluded. As a result, of 76&#x20;<italic>S. turkestanica</italic> accessions, only 63 (33 from <italic>Q</italic>2 as the query panel, and 30 from <italic>Q</italic>3 as the reference panel) were used. The physical distance of the LD curve intersecting at the critical value of <italic>r</italic>
<sup>2</sup> &#x3d; 0.20 was used as LD decay for each species and for groups within <italic>S. turkestanica</italic>. Screening of the spinach genome for selective sweep regions was first performed by comparing allele frequency differentiation between the <italic>S. turkestanica</italic> and <italic>S. oleracea</italic> accessions, following the method described by <xref ref-type="bibr" rid="B67">Xu et&#x20;al. (2017)</xref>. Then, since the population structure analysis described above revealed two distinct groups, <italic>Q</italic>2 and <italic>Q</italic>3, among the <italic>S. turkestanica</italic> accessions, screening for selective sweep regions associated with the <italic>Q</italic>2 and <italic>Q</italic>3 groups of <italic>S. turkestanica</italic> was carried out by modelling the likelihood of multi-locus allele frequency differentiation between the two groups using XP-CLR v1.0 (<xref ref-type="bibr" rid="B12">Chen et&#x20;al., 2010</xref>). XP-CLR detects selective sweep regions by modeling the likelihood of multi-locus allele frequency differentiation between two groups. The XP-CLR was run using xpclr v1.1.2 (<ext-link ext-link-type="uri" xlink:href="https://github.com/hardingnj/xpclr">https://github.com/hardingnj/xpclr</ext-link>) for each pseudochromosome with 50&#xa0;Kb sliding window, 10&#xa0;Kb step size, and setting the maximum number of SNPs in each window to 50 (--size 50,000 --step 10,000 --maxsnps 50). The adjacent windows (&#x3c;10&#xa0;Kb) with high XP-CLR scores (top 1%) were grouped into a single region representing a single selective sweep region. The candidate genes within the selective sweep regions were also identified. XP-CLR analysis was performed using the 76&#x20;<italic>S. turkestanica</italic> accessions as a reference panel and 16&#x20;<italic>S. oleracea</italic> accessions as a query panel to identify selective sweeps. Of the 63&#x20;<italic>S. turkestanica</italic> accessions that remained after filtering for admixture, 33 accessions in <italic>Q</italic>2 and 30 in <italic>Q</italic>3 were used as the reference panel in the XP-CLR analysis. Similarly, given the evidence (see Results) that the <italic>S. oleracea</italic> accessions (<italic>Q</italic>1) are most closely related to the <italic>Q</italic>2 group of <italic>S. turkestanica</italic>, an analysis of selective sweeps was also computed between the 16 <italic>Q</italic>1 accessions as the query group and 33 <italic>Q</italic>2 accessions as the reference&#x20;group.</p>
</sec>
</sec>
<sec sec-type="results" id="s3">
<title>Results</title>
<sec id="s3-1">
<title>Genotyping, SNP Discovery, and SNP Distribution in <italic>S. turkestanica</italic> and <italic>S. oleracea</italic>
</title>
<p>Approximately 331.2 million raw reads were generated from the Illumina NovaSeq run for the 92&#x20;<italic>Spinacia</italic> accessions. After filtering for sequencing adapters, low-quality bases, and de-multiplexing to extract reads matching the sample barcodes, approximately 300.7 million reads were retained with an average of 3.1 million and a median of 3.1 million reads per accession. Using the TASSEL GBS v2 pipeline, 210,968 SNPs were identified across the six chromosomes. After the SNPs were filtered for indels and a MAF &#x3c;0.05, 105,328 SNPs were retained. Further filtering to keep only bi-allelic SNPs resulted in retention of 103,704&#x20;SNPs.</p>
<p>When the SNP dataset was separated into two files, one for each species, with filtering for 20% missing SNP data, 9,456 and 7,629 SNPs were retained for <italic>S. oleracea</italic> and S. <italic>turkestanica</italic>, respectively. Across both species, there were 20.7% missing calls, and the rest of the SNPs were retained for genetic analysis. Among the filtered SNPs, 7,065 SNPs common to all 92&#x20;<italic>Spinacia</italic> accessions that met the filtration criteria were retained. The distribution and density of these SNPs across the six chromosomes of <italic>S. turkestanica</italic> and <italic>S. oleracea</italic> are presented in <xref ref-type="fig" rid="F1">Figure&#x20;1</xref>, with 832, 839, 1,915, 1,748, 906, and 825 SNPs located on chromosomes 1 through 6, respectively. The SNP density ranged from 0 to &#x3e;40 SNPs/Mb physical distance. These&#x20;SNPs were well distributed across all six chromosomes (<xref ref-type="fig" rid="F1">Figure&#x20;1</xref>).</p>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption>
<p>Single nucleotide polymorphisms (SNPs) detected in <italic>Spinacia</italic> genomes after quality filtration, showing the physical density map of 7,065 SNPs common to 16&#x20;<italic>S. oleracea</italic> and 76&#x20;<italic>S. turkestanica</italic> accessions. The colors refer to the SNP density across the six chromosomes (CH1 to CH6) in the <italic>Spinacia</italic> genome. Numbers above the six chromosome diagrams refer to the distance (in Mb) on the chromosomes of SNPs retained after filtering.</p>
</caption>
<graphic xlink:href="fgene-12-740437-g001.tif"/>
</fig>
</sec>
<sec id="s3-2">
<title>Genetic Diversity, Genetic Differentiation, and Gene Flow in <italic>S. turkestanica</italic> and <italic>S. oleracea</italic>
</title>
<p>The genetic diversity of the 7,065 SNPs common to the 16&#x20;<italic>S. oleracea</italic> and 76&#x20;<italic>S. turkestanica</italic> accessions ranged from 0.10 (40 SNPs) to 0.50 (3,418 SNPs), with an average of 0.35 (<xref ref-type="sec" rid="s10">Supplementary Figure S1A</xref>). The genetic diversity of 79% of these SNPs was &#x3e;0.3. The PIC of these SNPs ranged from 0.10 (160 SNPs) to 0.40 (3,798 SNPs), with an average of 0.28 for the <italic>S. oleracea</italic> and <italic>S. turkestanica</italic> accessions (<xref ref-type="sec" rid="s10">Supplementary Figure S1B</xref>). The PIC of 75% of these SNPs was &#x3e;0.3.</p>
<p>The AMOVA of the 76&#x20;<italic>S. turkestanica</italic> and 16&#x20;<italic>S. oleracea</italic> accessions with 7,065 common SNPs showed 0.5% estimated variance accounted for by the two species, while 99.5% was accounted for by individual accessions within each species (<xref ref-type="table" rid="T1">Table&#x20;1</xref>). The average <italic>F</italic>st and gene flow (Nm) was 44.5 among three groups of the two species. The greatest <italic>F</italic>st, 0.012, was between groups <italic>Q</italic>2 and <italic>Q</italic>3, both of which consisted of accessions of <italic>S. turkestanica</italic>, followed by 0.011 for group <italic>Q</italic>1 of <italic>S. oleracea</italic> and <italic>Q</italic>3 of <italic>S. turkestanica</italic>, and then 0.008 between the <italic>Q</italic>1 and <italic>Q</italic>2 groups (<xref ref-type="table" rid="T2">Table&#x20;2</xref>). The genetic distance, <italic>D</italic>, followed the same pattern, with the largest <italic>D</italic> between groups <italic>Q2</italic> and <italic>Q3</italic>, and the smallest between groups <italic>Q</italic>1 and <italic>Q</italic>2. The genetic identity, <italic>I</italic>
<sub>
<italic>d</italic>
</sub>, was greatest for <italic>Q1</italic> and <italic>Q2</italic> (0.993), followed by <italic>Q1</italic> and <italic>Q3</italic> (0.989), and <italic>Q2</italic> and <italic>Q3</italic> (0.988). Consequently, the highest Nm was between <italic>Q</italic>1 and <italic>Q</italic>2 (30.13), followed by <italic>Q</italic>1 and <italic>Q</italic>3 (21.83), and <italic>Q</italic>2 and <italic>Q</italic>3 (19.77) (<xref ref-type="table" rid="T2">Table&#x20;2</xref>). The mean number of different alleles (Na), number of effective alleles (Ne), diversity index (<italic>h</italic>), unbiased diversity index (u<italic>h</italic>), Shannon&#x2019;s Information Index (<italic>I</italic>) and nucleotide diversity (&#x3c0;) ranged from 1.988 to 1.997, 1.607 to 1.616, 0.347 to 0.351, 0.355 to 0.357, 0.516 to 0.523, and 0.9223 &#xd7; 10<sup>&#x2212;3</sup> to 0.9371 &#xd7; 10<sup>&#x2212;3</sup> respectively (<xref ref-type="table" rid="T3">Table&#x20;3</xref>). The mean nucleotide diversity (&#x3c0;) of the 92&#x20;<italic>Spinacia</italic> accessions was estimated to be 0.8998 &#xd7; 10<sup>&#x2212;3</sup>. Overall, of the three groups, <italic>Q</italic>2 was the most diverse (<italic>h</italic>&#x20;&#x3d; 0.351, u<italic>h</italic>&#x20;&#x3d; 0.356, and <italic>I</italic>&#x20;&#x3d; 0.523), followed by <italic>Q</italic>3 (<italic>h</italic>&#x20;&#x3d; 0.349, u<italic>h</italic>&#x20;&#x3d; 0.355, and <italic>I</italic>&#x20;&#x3d; 0.520) and <italic>Q</italic>1 (<italic>h</italic>&#x20;&#x3d; 0.347, u<italic>h</italic>&#x20;&#x3d; 0.357, and <italic>I</italic>&#x20;&#x3d; 0.516). However, the unbiased diversity index (u<italic>h</italic>) of <italic>Q</italic>1, which largely comprised <italic>S. oleracea</italic> accessions, was greater than that of the <italic>Q</italic>2 and <italic>Q</italic>3 groups (<xref ref-type="table" rid="T3">Table&#x20;3</xref>).</p>
<table-wrap id="T1" position="float">
<label>TABLE 1</label>
<caption>
<p>Analysis of molecular variance (AMOVA) of the genetic differentiation among and within three subpopulations of <italic>Spinacia</italic> derived from 16&#x20;<italic>S. oleracea</italic> and 76&#x20;<italic>S. turkestanica</italic> accessions that had 7,065 single nucleotide polymorphisms (SNPs) in common.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="left">Source<xref ref-type="table-fn" rid="Tfn1">
<sup>a</sup>
</xref>
</th>
<th align="center">df</th>
<th align="center">SS</th>
<th align="center">Est. var.</th>
<th align="center">%<xref ref-type="table-fn" rid="Tfn2">
<sup>b</sup>
</xref>
</th>
<th align="center">
<italic>F</italic>st<xref ref-type="table-fn" rid="Tfn3">
<sup>c</sup>
</xref>
</th>
<th align="center">Nm<xref ref-type="table-fn" rid="Tfn4">
<sup>d</sup>
</xref>
</th>
<th align="center">
<italic>p</italic> value<xref ref-type="table-fn" rid="Tfn5">
<sup>e</sup>
</xref>
</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="left">Among groups</td>
<td align="char" char=".">2</td>
<td align="center">3,483.28</td>
<td align="center">8.17</td>
<td align="char" char=".">0.05</td>
<td align="char" char=".">0.006</td>
<td align="char" char=".">44.5</td>
<td align="char" char=".">0.024</td>
</tr>
<tr>
<td align="left">Within group</td>
<td align="char" char=".">92</td>
<td align="center">151,444.50</td>
<td align="center">1,646.13</td>
<td align="char" char=".">99.5</td>
<td align="left"/>
<td align="left"/>
<td align="left"/>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn id="Tfn1">
<label>a</label>
<p>Variance partitioned among and within the groups of <italic>S. oleracea</italic> and <italic>S. turkestanica</italic> accessions.</p>
</fn>
<fn id="Tfn2">
<label>b</label>
<p>Percentage of variation among SNPs, contributed among the three groups and within the groups.</p>
</fn>
<fn id="Tfn3">
<label>c</label>
<p>
<italic>F</italic>st, Fixation index, a measure of genetic differentiation among populations (<xref ref-type="bibr" rid="B52">Peakall and Smouse, 2006</xref>).</p>
</fn>
<fn id="Tfn4">
<label>d</label>
<p>Nm &#x3d; Number of migrant alleles between subpopulations, <inline-formula id="inf1">
<mml:math id="m2">
<mml:mrow>
<mml:mtext>Nm</mml:mtext>
<mml:mo>&#x3d;</mml:mo>
<mml:mrow>
<mml:mo>[</mml:mo>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mn>1</mml:mn>
<mml:mo>/</mml:mo>
<mml:mi>F</mml:mi>
<mml:mtext>st</mml:mtext>
<mml:mo>)</mml:mo>
</mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>1</mml:mn>
<mml:mo>]</mml:mo>
</mml:mrow>
<mml:mo>/</mml:mo>
<mml:mn>4</mml:mn>
</mml:mrow>
</mml:math>
</inline-formula> (<xref ref-type="bibr" rid="B52">Peakall and Smouse, 2006</xref>).</p>
</fn>
<fn id="Tfn5">
<label>e</label>
<p>Probability of obtaining an equal or lower <italic>F</italic>st value, determined with 999 randomizations.</p>
</fn>
</table-wrap-foot>
</table-wrap>
<table-wrap id="T2" position="float">
<label>TABLE 2</label>
<caption>
<p>Population differentiation, genetic distance, genetic identity, and gene flow between pairs of three subpopulations of <italic>Spinacia oleracea</italic> and <italic>S. turkestanica</italic> identified using 7,065 single nucleotide polymorphisms (SNPs) common to 16&#x20;<italic>S. oleracea</italic> and 76&#x20;<italic>S. turkestanica</italic> accessions.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th colspan="2" align="left">Paired <italic>Spinacia</italic> subpopulation</th>
<th align="center">
<italic>F</italic>st<xref ref-type="table-fn" rid="Tfn6">
<sup>a</sup>
</xref>
</th>
<th align="center">
<italic>D</italic>
<xref ref-type="table-fn" rid="Tfn7">
<sup>b</sup>
</xref>
</th>
<th align="center">
<italic>I</italic>
<sub>
<italic>d</italic>
</sub>
<xref ref-type="table-fn" rid="Tfn8">
<sup>c</sup>
</xref>
</th>
<th align="center">Nm<xref ref-type="table-fn" rid="Tfn9">
<sup>d</sup>
</xref>
</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="left">
<italic>Q</italic>1</td>
<td align="center">
<italic>Q</italic>2</td>
<td align="char" char=".">0.008</td>
<td align="char" char=".">0.007</td>
<td align="char" char=".">0.993</td>
<td align="char" char=".">30.13</td>
</tr>
<tr>
<td align="left">
<italic>Q</italic>1</td>
<td align="center">
<italic>Q</italic>3</td>
<td align="char" char=".">0.011</td>
<td align="char" char=".">0.011</td>
<td align="char" char=".">0.989</td>
<td align="char" char=".">21.83</td>
</tr>
<tr>
<td align="left">
<italic>Q</italic>2</td>
<td align="center">
<italic>Q</italic>3</td>
<td align="char" char=".">0.012</td>
<td align="char" char=".">0.012</td>
<td align="char" char=".">0.988</td>
<td align="char" char=".">19.77</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn id="Tfn6">
<label>a</label>
<p>
<italic>F</italic>st, Fixation index calculated in GenAlEx 6.5. <italic>F</italic>st provides a measure of the genetic differentiation among populations (<xref ref-type="bibr" rid="B52">Peakall and Smouse, 2006</xref>).</p>
</fn>
<fn id="Tfn7">
<label>b</label>
<p>Nei&#x2019;s unbiased genetic distance (<italic>D</italic>) of the three groups of <italic>Spinacia</italic> in the two species.</p>
</fn>
<fn id="Tfn8">
<label>c</label>
<p>Genetic identity (I<sub>d</sub>) was calculated using GenAIEx 6.5 (<xref ref-type="bibr" rid="B52">Peakall and Smouse, 2006</xref>).</p>
</fn>
<fn id="Tfn9">
<label>d</label>
<p>Nm, Number of migrant alleles between species <inline-formula id="inf2">
<mml:math id="m3">
<mml:mrow>
<mml:mo>&#x3d;</mml:mo>
<mml:mrow>
<mml:mo>[</mml:mo>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mn>1</mml:mn>
<mml:mo>/</mml:mo>
<mml:mi>F</mml:mi>
<mml:mtext>st</mml:mtext>
<mml:mo>)</mml:mo>
</mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>1</mml:mn>
<mml:mo>]</mml:mo>
</mml:mrow>
<mml:mo>/</mml:mo>
<mml:mn>4</mml:mn>
</mml:mrow>
</mml:math>
</inline-formula> (<xref ref-type="bibr" rid="B52">Peakall and Smouse, 2006</xref>).</p>
</fn>
</table-wrap-foot>
</table-wrap>
<table-wrap id="T3" position="float">
<label>TABLE 3</label>
<caption>
<p>Mean number of different alleles (Na), number of effective alleles (Ne), diversity index (<italic>h</italic>), unbiased diversity index (u<italic>h</italic>), Shannon&#x2019;s information index (<italic>I</italic>), and nucleotide diversity (<italic>&#x3c0;</italic>) calculated for 7,065 single nucleotide polymorphisms (SNPs) common to 92&#x20;<italic>Spinacia</italic> accessions.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="left">Group (<italic>Spinacia</italic> species)</th>
<th align="center">No. of accessions</th>
<th align="center">Na<xref ref-type="table-fn" rid="Tfn10">
<sup>a</sup>
</xref>
</th>
<th align="center">Ne<xref ref-type="table-fn" rid="Tfn11">
<sup>b</sup>
</xref>
</th>
<th align="center">
<italic>h</italic>
<xref ref-type="table-fn" rid="Tfn12">
<sup>c</sup>
</xref>
</th>
<th align="center">u<italic>h</italic>
<xref ref-type="table-fn" rid="Tfn13">
<sup>d</sup>
</xref>
</th>
<th align="center">
<italic>I</italic>
<xref ref-type="table-fn" rid="Tfn14">
<sup>e</sup>
</xref>
</th>
<th align="center">
<italic>&#x3c0;</italic>
<xref ref-type="table-fn" rid="Tfn15">
<sup>f</sup>
</xref>
</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="left">All genotypes<xref ref-type="table-fn" rid="Tfn16">
<sup>g</sup>
</xref>
</td>
<td align="char" char=".">92</td>
<td align="char" char=".">1.994</td>
<td align="char" char=".">1.611</td>
<td align="char" char=".">0.349</td>
<td align="char" char=".">0.356</td>
<td align="char" char=".">0.520</td>
<td align="center">0.8998 &#xd7; 10<sup>&#x2212;3</sup>
</td>
</tr>
<tr>
<td align="left">
<italic>Q</italic>1 (<italic>S. oleracea</italic>)</td>
<td align="char" char=".">16</td>
<td align="char" char=".">1.988</td>
<td align="char" char=".">1.607</td>
<td align="char" char=".">0.347</td>
<td align="char" char=".">0.357</td>
<td align="char" char=".">0.516</td>
<td align="center">0.9371 &#xd7; 10<sup>&#x2212;3</sup>
</td>
</tr>
<tr>
<td align="left">
<italic>Q</italic>2 (<italic>S. turkestanica</italic>)</td>
<td align="char" char=".">33</td>
<td align="char" char=".">1.996</td>
<td align="char" char=".">1.616</td>
<td align="char" char=".">0.351</td>
<td align="char" char=".">0.356</td>
<td align="char" char=".">0.523</td>
<td align="center">0.9223 &#xd7; 10<sup>&#x2212;3</sup>
</td>
</tr>
<tr>
<td align="left">
<italic>Q</italic>3 (<italic>S. turkestanica</italic>)</td>
<td align="char" char=".">30</td>
<td align="char" char=".">1.997</td>
<td align="char" char=".">1.611</td>
<td align="char" char=".">0.349</td>
<td align="char" char=".">0.355</td>
<td align="char" char=".">0.520</td>
<td align="center">0.9304 &#xd7; 10<sup>&#x2212;3</sup>
</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn id="Tfn10">
<label>a</label>
<p>Na, number of different alleles.</p>
</fn>
<fn id="Tfn11">
<label>b</label>
<p>Ne, number of effective alleles [<inline-formula id="inf3">
<mml:math id="m4">
<mml:mrow>
<mml:mn>1</mml:mn>
<mml:mo>/</mml:mo>
<mml:mstyle displaystyle="true">
<mml:mo>&#x2211;</mml:mo>
<mml:mrow>
<mml:msubsup>
<mml:mi>p</mml:mi>
<mml:mi>i</mml:mi>
<mml:mn>2</mml:mn>
</mml:msubsup>
</mml:mrow>
</mml:mstyle>
</mml:mrow>
</mml:math>
</inline-formula>], where <italic>pi</italic> is the frequency of the <italic>i</italic>th allele (<xref ref-type="bibr" rid="B52">Peakall and Smouse, 2006</xref>).</p>
</fn>
<fn id="Tfn12">
<label>c</label>
<p>
<italic>h</italic>, diversity index <inline-formula id="inf4">
<mml:math id="m5">
<mml:mrow>
<mml:mrow>
<mml:mo>[</mml:mo>
<mml:mrow>
<mml:mn>1</mml:mn>
<mml:mo>&#x2212;</mml:mo>
<mml:mstyle displaystyle="true">
<mml:mo>&#x2211;</mml:mo>
<mml:mrow>
<mml:msubsup>
<mml:mi>p</mml:mi>
<mml:mi>i</mml:mi>
<mml:mn>2</mml:mn>
</mml:msubsup>
</mml:mrow>
</mml:mstyle>
</mml:mrow>
<mml:mo>]</mml:mo>
</mml:mrow>
</mml:mrow>
</mml:math>
</inline-formula>, where <italic>pi</italic> is the frequency of the <italic>i</italic>th allele (<xref ref-type="bibr" rid="B52">Peakall and Smouse, 2006</xref>).</p>
</fn>
<fn id="Tfn13">
<label>d</label>
<p>u<italic>h</italic>, unbiased diversity index <inline-formula id="inf5">
<mml:math id="m6">
<mml:mrow>
<mml:mo>[</mml:mo>
<mml:mi>n</mml:mi>
<mml:mo>/</mml:mo>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mi>n</mml:mi>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>1</mml:mn>
<mml:mo>)</mml:mo>
</mml:mrow>
<mml:mo>&#x2217;</mml:mo>
<mml:mi>h</mml:mi>
<mml:mo>]</mml:mo>
</mml:mrow>
</mml:math>
</inline-formula>, where <italic>h</italic> is the diversity index and <italic>n</italic> is the sample size (<xref ref-type="bibr" rid="B52">Peakall and Smouse, 2006</xref>).</p>
</fn>
<fn id="Tfn14">
<label>e</label>
<p>
<italic>I</italic>, Shannon&#x2019;s information index <inline-formula id="inf6">
<mml:math id="m7">
<mml:mrow>
<mml:mrow>
<mml:mo>[</mml:mo>
<mml:mrow>
<mml:mi>I</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mstyle displaystyle="true">
<mml:mo>&#x2211;</mml:mo>
<mml:mrow>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mrow>
<mml:msubsup>
<mml:mi>p</mml:mi>
<mml:mi>i</mml:mi>
<mml:mo>&#x2217;</mml:mo>
</mml:msubsup>
<mml:mi>I</mml:mi>
<mml:mi>n</mml:mi>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mrow>
<mml:msub>
<mml:mi>p</mml:mi>
<mml:mi>i</mml:mi>
</mml:msub>
</mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
</mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
</mml:mrow>
</mml:mstyle>
</mml:mrow>
<mml:mo>]</mml:mo>
</mml:mrow>
</mml:mrow>
</mml:math>
</inline-formula>, where <italic>p</italic>
<sub>
<italic>i</italic>
</sub> is the frequency of <italic>i</italic>th allele and <italic>In</italic> is the natural logarithm (<xref ref-type="bibr" rid="B52">Peakall and Smouse, 2006</xref>).</p>
</fn>
<fn id="Tfn15">
<label>f</label>
<p>
<italic>&#x3c0;</italic>, Nucleotide diversity (&#x3c0; was estimated using VCFtools from 1&#xa0;Kb windows across the spinach genome).</p>
</fn>
<fn id="Tfn16">
<label>g</label>
<p>All genotypes includes 13 admixed accessions in addition to the <italic>Q</italic>1 (<italic>n</italic>&#x20;&#x3d; 16), <italic>Q</italic>2 (<italic>n</italic>&#x20;&#x3d; 33), and <italic>Q</italic>3 (<italic>n</italic>&#x20;&#x3d; 30) accessions.</p>
</fn>
</table-wrap-foot>
</table-wrap>
<p>The STRUCTURE analysis based on 7,065 SNPs common to the <italic>S. oleracea</italic> and <italic>S. turkestanica</italic> accessions revealed three main groups, <italic>Q</italic>1, <italic>Q</italic>2, and <italic>Q</italic>3 (<xref ref-type="fig" rid="F2">Figure&#x20;2</xref>), that comprised 18, 43, and 31 accessions, respectively (<xref ref-type="fig" rid="F3">Figure&#x20;3A</xref>). The <italic>Q</italic>1 group largely comprised cultivated spinach, <italic>S. oleracea</italic>, and admixtures of both species, while the <italic>Q</italic>2 and <italic>Q</italic>3 groups comprised <italic>S. turkestanica</italic> accessions only. Multivariate analyses using UPGMA and PCA supported results of the structure analyses, clustering a large majority of the accessions of <italic>Spinacia</italic> into three groups, <italic>Q1</italic> (11 accessions), <italic>Q2</italic> (34 accessions), and <italic>Q3</italic> (30 accessions), with another 17 accessions admixed (<xref ref-type="fig" rid="F3">Figures 3B,C</xref>). The accessions AM45 (United&#x20;States), AM239 (the Netherlands), AM268 (Macedonia), AM277 (United&#x20;Kingdom), AM316 (Denmark), AM330 (Nepal), AM360 (United&#x20;States), and Viroflay (France) had &#x3e;0.970 inferred membership in the <italic>S. oleracea</italic> group, while another eight <italic>S. oleracea</italic> accessions had varying degrees of admixture with <italic>S. turkestanica</italic> (<xref ref-type="fig" rid="F3">Figure&#x20;3A</xref>).</p>
<fig id="F2" position="float">
<label>FIGURE 2</label>
<caption>
<p>Graphical representation of variance in the number of subpopulations, K, and mean likelihood values generated with the software STRUCTURE for 16&#x20;<italic>Spinacia oleracea</italic> and 76&#x20;<italic>S. turkestanica</italic> accessions based on 7,065 single nucleotide polymorphisms common to these accessions. <bold>(A)</bold> Delta (&#x394;) <italic>K</italic> for the different number of spinach subpopulations (K). <bold>(B)</bold> The average log likelihood values of K.</p>
</caption>
<graphic xlink:href="fgene-12-740437-g002.tif"/>
</fig>
<fig id="F3" position="float">
<label>FIGURE 3</label>
<caption>
<p>Population structure of 92 accessions of two <italic>Spinacia</italic> spp. based on single nucleotide polymorphisms (SNPs). <bold>(A)</bold> Population structure of 16&#x20;<italic>S. oleracea</italic> and 76&#x20;<italic>S. turkestanica</italic> accessions based on 7,065 SNPs common to these accessions, with K &#x3d; 3 groups, <italic>Q</italic>1 (<italic>S. oleracea</italic> and <italic>S. turkestanica</italic>), <italic>Q</italic>2 (<italic>S. turkestanica</italic>), and <italic>Q</italic>3 (<italic>S. turkestanica</italic>), determined using STRUCTURE. <bold>(B)</bold> Neighbor joining tree of the 16&#x20;<italic>S. oleracea</italic> and 76&#x20;<italic>S. turkestanica</italic> accessions. <bold>(C)</bold> Principal component analysis (PCA) of the 16&#x20;<italic>S. oleracea</italic> and 76&#x20;<italic>S. turkestanica</italic> accessions based on the SNPs.</p>
</caption>
<graphic xlink:href="fgene-12-740437-g003.tif"/>
</fig>
</sec>
<sec id="s3-3">
<title>Geographic Distribution of <italic>S. turkestanica</italic> Accessions Collected in Central Asia</title>
<p>The distribution of spinach accessions based on their original geographic location of collection is presented in <xref ref-type="fig" rid="F4">Figure&#x20;4</xref>, with detailed information on the two <italic>Spinacia</italic> spp. provided in <xref ref-type="sec" rid="s10">Supplementary Table S1</xref>. The <italic>Q</italic>1 group was dominated by <italic>S. oleracea</italic> landraces (accessions) collected from Afghanistan, China, Iran, India, Nepal, and Pakistan, as well as nine <italic>S. turkestanica</italic> accessions admixed with <italic>S. oleracea</italic> accessions (<xref ref-type="fig" rid="F4">Figure&#x20;4</xref>). Of these nine admixed <italic>S. turkestanica</italic> accessions in <italic>Q</italic>1, five (St22, St36, US-St4, US-St5, and US-St8) were collected from Turkmenistan. Interestingly, with few exceptions, group <italic>Q</italic>2&#x20;comprised <italic>S. turkestanica</italic> accessions originating from Uzbekistan, while a majority of group <italic>Q</italic>3 comprised <italic>S. turkestanica</italic> accessions originating from Tajikistan (<xref ref-type="fig" rid="F4">Figure&#x20;4</xref>). The exceptions included three accessions (St39, St29, and St58) originating from the southeastern part of Uzbekistan, which had varying degrees of admixture of groups <italic>Q</italic>2 and&#x20;<italic>Q</italic>3.</p>
<fig id="F4" position="float">
<label>FIGURE 4</label>
<caption>
<p>Geographic distribution of accessions of <italic>Spinacia oleracea</italic> and <italic>S. turkestanica</italic> that form three groups based on single nucleotide polymorphisms (SNPs) detected in the plants collected from these locations. Red represents the proportion of membership of a genotype from the <italic>Q</italic>1 group, comprised primarily of <italic>S. oleracea</italic>, and green and blue represent the proportions of membership in two groups, <italic>Q</italic>2 and <italic>Q</italic>3, respectively, of <italic>S. turkestanica</italic>. The admixed accessions are color-coded proportionally to the degree of ancestry from <italic>Q</italic>1, <italic>Q</italic>2, and <italic>Q</italic>3 groups. The <italic>S. turkestanica</italic> accessions consist of mixed ancestry, based on &#x3c;95% membership in the <italic>Q</italic>2 or <italic>Q</italic>3 subpopulations. AFG, Afghanistan, CHN, China; IND, India; IRN, Iran; KYG, Kyrgyzstan; NPL, Nepal; PAK, Pakistan; TJK, Tajikistan; TMK, Turkmenistan, and UZB, Uzbekistan. AM, Association mapping panel of <italic>S. oleracea</italic> accessions obtained from the United&#x20;States Department of Agriculture National Plant Germplasm System (USDA NPGS). St &#x3d; <italic>S. turkestanica</italic> genotype obtained from the Centre for Genetic Resources in the Netherlands (CGN). Us-St &#x3d; <italic>S. turkestanica</italic> accessions obtained from the USDA NPGS.</p>
</caption>
<graphic xlink:href="fgene-12-740437-g004.tif"/>
</fig>
</sec>
<sec id="s3-4">
<title>Linkage Disequilibrium and Selective Sweep Regions in the <italic>Spinacia</italic> Genome</title>
<p>The LD plot showed decreasing LD between markers with the increase in physical distance on the chromosomes (<xref ref-type="fig" rid="F5">Figure&#x20;5</xref>). The LD decay plot revealed a rapid rate of LD decay in both <italic>Spinacia</italic> species. The LD decay was around 9&#xa0;Kb in <italic>S. turkestanica</italic> and around 12&#xa0;Kb in <italic>S. oleracea</italic> at <italic>r</italic>
<sup>2</sup> &#x3d; 0.2 (<xref ref-type="fig" rid="F5">Figure&#x20;5A</xref>). The <italic>S. turkestanica</italic> groups <italic>Q</italic>2 and <italic>Q</italic>3 did not show such differences in LD decay rate (<xref ref-type="fig" rid="F5">Figure&#x20;5B</xref>). The analysis of selective sweeps of the <italic>S. oleracea</italic> and <italic>S. turkestanica</italic> genomes, determined by XP-CLR analysis, revealed a total of 20 regions, including 3, 2, 9, 1, 3, and two regions in chromosomes 1, 2, 3, 4, 5, and 6, respectively (<xref ref-type="table" rid="T4">Table&#x20;4</xref>; <xref ref-type="sec" rid="s10">Supplementary Table S2</xref>). The highest XP-CLR score was for the 30&#x2013;32&#xa0;Mb region of chromosome 1, with 35 SNPs under selection (12 SNPs in chromosome region 1.3 with an XP-CLR score of 24.75009, and 23 SNPs in region 1.2 with an XP-CLR score of 0.00597). Another important selective sweep region was at 98&#xa0;Mb on chromosome 3, where 23 SNPs are under selection (12 SNPs in region 3.8 with an XP-CLR score of 18.20349, and 11 SNPs in region 3.9 with a score of 11.40893).</p>
<fig id="F5" position="float">
<label>FIGURE 5</label>
<caption>
<p>Linkage disequilibrium (LD) decay determined by squared correlations of allele frequency (<italic>r</italic>
<sup>2</sup>) against physical distance (Kb) between single nucleotide polymorphism markers of <bold>(A)</bold> accessions of cultivated spinach, <italic>Spinacia oleracea</italic>, vs. accessions of the wild relative, <italic>S. turkestanica</italic>; and <bold>(B)</bold> group <italic>Q</italic>2 vs. <italic>Q</italic>3 of <italic>S. turkestanica</italic>.</p>
</caption>
<graphic xlink:href="fgene-12-740437-g005.tif"/>
</fig>
<table-wrap id="T4" position="float">
<label>TABLE 4</label>
<caption>
<p>Selective sweep regions of 16&#x20;<italic>Spinacia oleracea</italic> (<italic>Q</italic>1) accessions and 76&#x20;<italic>S. turkestanica</italic> (<italic>Q</italic>2 and <italic>Q</italic>3) accessions, 16&#x20;<italic>S. oleracea Q</italic>1 accessions and 33&#x20;<italic>Q</italic>2&#x20;<italic>S. turkestanica</italic> accessions, and 33&#x20;<italic>Q</italic>2 and 30&#x20;<italic>Q</italic>3 accessions within <italic>S. turkestanica</italic>, as determined by XP-CLR analyses.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="left">Selective sweep region<xref ref-type="table-fn" rid="Tfn17">
<sup>a</sup>
</xref>
</th>
<th align="center">Ch</th>
<th align="center">Start <break/>(bp)<xref ref-type="table-fn" rid="Tfn18">
<sup>b</sup>
</xref>
</th>
<th align="center">Stop <break/>(bp)<xref ref-type="table-fn" rid="Tfn18">
<sup>b</sup>
</xref>
</th>
<th align="center">Number <break/>of SNPs<xref ref-type="table-fn" rid="Tfn19">
<sup>c</sup>
</xref>
</th>
<th align="center">Average <break/>XP-CLR value<xref ref-type="table-fn" rid="Tfn20">
<sup>d</sup>
</xref>
</th>
<th align="center">Trait<xref ref-type="table-fn" rid="Tfn18">
<sup>b</sup>
</xref>
</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td colspan="7" align="left">
<italic>S. oleracea Q</italic>1 (<italic>n</italic>&#x20;&#x3d; 16 accessions) vs. <italic>S. turkestanica Q</italic>2 &#x2b; <italic>Q</italic>3 (<italic>n</italic>&#x20;&#x3d; 76)</td>
</tr>
<tr>
<td align="left">&#x2003;1.1</td>
<td align="center">1</td>
<td align="center">13767918</td>
<td align="center">13771242</td>
<td align="center">16</td>
<td align="center">2.90262</td>
<td align="left"/>
</tr>
<tr>
<td align="left">&#x2003;1.2</td>
<td align="center">1</td>
<td align="center">30294746</td>
<td align="center">30304212</td>
<td align="center">23</td>
<td align="center">0.00597</td>
<td align="left"/>
</tr>
<tr>
<td align="left">&#x2003;1.3</td>
<td align="center">1</td>
<td align="center">32043580</td>
<td align="center">32067908</td>
<td align="center">12</td>
<td align="center">24.75009</td>
<td align="center">1,3,4</td>
</tr>
<tr>
<td align="left">&#x2003;2.1</td>
<td align="center">2</td>
<td align="center">12809167</td>
<td align="center">12824488</td>
<td align="center">15</td>
<td align="center">0.47358</td>
<td align="left"/>
</tr>
<tr>
<td align="left">&#x2003;2.2</td>
<td align="center">2</td>
<td align="center">49380338</td>
<td align="center">49419339</td>
<td align="center">14</td>
<td align="center">0.00005</td>
<td align="center">1,2,3,4,5</td>
</tr>
<tr>
<td align="left">&#x2003;3.1</td>
<td align="center">3</td>
<td align="center">42939848</td>
<td align="center">42945383</td>
<td align="center">12</td>
<td align="center">0.00028</td>
<td align="left"/>
</tr>
<tr>
<td align="left">&#x2003;3.2</td>
<td align="center">3</td>
<td align="center">44947407</td>
<td align="center">44947437</td>
<td align="center">13</td>
<td align="center">8.05075</td>
<td align="left"/>
</tr>
<tr>
<td align="left">&#x2003;3.3</td>
<td align="center">3</td>
<td align="center">47715823</td>
<td align="center">47747386</td>
<td align="center">27</td>
<td align="center">2.69194</td>
<td align="left"/>
</tr>
<tr>
<td align="left">&#x2003;3.4</td>
<td align="center">3</td>
<td align="center">49633390</td>
<td align="center">49639104</td>
<td align="center">16</td>
<td align="center">7.17897</td>
<td align="left"/>
</tr>
<tr>
<td align="left">&#x2003;3.5</td>
<td align="center">3</td>
<td align="center">52127066</td>
<td align="center">52127085</td>
<td align="center">10</td>
<td align="center">4.8316</td>
<td align="left"/>
</tr>
<tr>
<td align="left">&#x2003;3.6</td>
<td align="center">3</td>
<td align="center">64263400</td>
<td align="center">64289424</td>
<td align="center">12</td>
<td align="center">7.61429</td>
<td align="left"/>
</tr>
<tr>
<td align="left">&#x2003;3.7</td>
<td align="center">3</td>
<td align="center">64329902</td>
<td align="center">64339621</td>
<td align="center">11</td>
<td align="center">0.08288</td>
<td align="left"/>
</tr>
<tr>
<td align="left">&#x2003;3.8</td>
<td align="center">3</td>
<td align="center">98092802</td>
<td align="center">98118223</td>
<td align="center">12</td>
<td align="center">18.20349</td>
<td align="left"/>
</tr>
<tr>
<td align="left">&#x2003;3.9</td>
<td align="center">3</td>
<td align="center">98111722</td>
<td align="center">98118223</td>
<td align="center">11</td>
<td align="center">11.40893</td>
<td align="left"/>
</tr>
<tr>
<td align="left">&#x2003;4.1</td>
<td align="center">4</td>
<td align="center">37572536</td>
<td align="center">37572740</td>
<td align="center">12</td>
<td align="center">2.3768</td>
<td align="left"/>
</tr>
<tr>
<td align="left">&#x2003;5.1</td>
<td align="center">5</td>
<td align="center">2812557</td>
<td align="center">2856559</td>
<td align="center">15</td>
<td align="center">4.47152</td>
<td align="left"/>
</tr>
<tr>
<td align="left">&#x2003;5.2</td>
<td align="center">5</td>
<td align="center">15307181</td>
<td align="center">15329358</td>
<td align="center">12</td>
<td align="center">3.79875</td>
<td align="left"/>
</tr>
<tr>
<td align="left">&#x2003;5.3</td>
<td align="center">5</td>
<td align="center">68504962</td>
<td align="center">68505353</td>
<td align="center">14</td>
<td align="center">1.01373</td>
<td align="left"/>
</tr>
<tr>
<td align="left">&#x2003;6.1</td>
<td align="center">6</td>
<td align="center">10990114</td>
<td align="center">10995636</td>
<td align="center">11</td>
<td align="center">3.40095</td>
<td align="left"/>
</tr>
<tr>
<td align="left">&#x2003;6.2</td>
<td align="center">6</td>
<td align="center">16607874</td>
<td align="center">16608048</td>
<td align="center">10</td>
<td align="center">6.75217</td>
<td align="left"/>
</tr>
<tr>
<td colspan="7" align="left">
<italic>S. oleracea Q</italic>1 (<italic>n</italic>&#x20;&#x3d; 16) vs. <italic>S. turkestanica Q</italic>2 (<italic>n</italic>&#x20;&#x3d; 33)</td>
</tr>
<tr>
<td align="left">&#x2003;1.3</td>
<td align="center">1</td>
<td align="center">32043580</td>
<td align="center">32067908</td>
<td align="center">12</td>
<td align="center">17.859</td>
<td align="center">1,3,4</td>
</tr>
<tr>
<td align="left">&#x2003;2.1</td>
<td align="center">2</td>
<td align="center">12809167</td>
<td align="center">12824488</td>
<td align="center">15</td>
<td align="center">0.606</td>
<td align="left"/>
</tr>
<tr>
<td align="left">&#x2003;3.2</td>
<td align="center">3</td>
<td align="center">44947407</td>
<td align="center">44947437</td>
<td align="center">13</td>
<td align="center">10.170</td>
<td align="left"/>
</tr>
<tr>
<td align="left">&#x2003;3.8</td>
<td align="center">3</td>
<td align="center">98092802</td>
<td align="center">98118223</td>
<td align="center">12</td>
<td align="center">16.506</td>
<td align="left"/>
</tr>
<tr>
<td align="left">&#x2003;3.9</td>
<td align="center">3</td>
<td align="center">98111722</td>
<td align="center">98118223</td>
<td align="center">11</td>
<td align="center">11.017</td>
<td align="left"/>
</tr>
<tr>
<td align="left">&#x2003;3.10</td>
<td align="center">3</td>
<td align="center">11302976</td>
<td align="center">11337711</td>
<td align="center">12</td>
<td align="center">15.832</td>
<td align="left"/>
</tr>
<tr>
<td align="left">&#x2003;4.1</td>
<td align="center">4</td>
<td align="center">37572536</td>
<td align="center">37572740</td>
<td align="center">12</td>
<td align="center">3.798</td>
<td align="left"/>
</tr>
<tr>
<td align="left">&#x2003;4.2</td>
<td align="center">4</td>
<td align="center">91347094</td>
<td align="center">91355343</td>
<td align="center">11</td>
<td align="center">1.031</td>
<td align="left"/>
</tr>
<tr>
<td align="left">&#x2003;5.1</td>
<td align="center">5</td>
<td align="center">2812557</td>
<td align="center">2856559</td>
<td align="center">15</td>
<td align="center">4.862</td>
<td align="left"/>
</tr>
<tr>
<td align="left">&#x2003;5.2</td>
<td align="center">5</td>
<td align="center">15307181</td>
<td align="center">15329358</td>
<td align="center">12</td>
<td align="center">4.054</td>
<td align="left"/>
</tr>
<tr>
<td align="left">&#x2003;6.1</td>
<td align="center">6</td>
<td align="center">10990114</td>
<td align="center">10995630</td>
<td align="center">10</td>
<td align="center">4.680</td>
<td align="left"/>
</tr>
<tr>
<td align="left">&#x2003;6.2</td>
<td align="center">6</td>
<td align="center">16607874</td>
<td align="center">16608048</td>
<td align="center">10</td>
<td align="center">6.311</td>
<td align="left"/>
</tr>
<tr>
<td colspan="7" align="left">
<italic>S. turkestanica</italic>: <italic>Q</italic>2 (<italic>n</italic>&#x20;&#x3d; 33) vs. <italic>Q</italic>3 (<italic>n</italic>&#x20;&#x3d; 30)</td>
</tr>
<tr>
<td align="left">&#x2003;2.3</td>
<td align="center">2</td>
<td align="center">9388527</td>
<td align="center">9388721</td>
<td align="center">11</td>
<td align="center">0.1601</td>
<td align="left"/>
</tr>
<tr>
<td align="left">&#x2003;3.5</td>
<td align="center">3</td>
<td align="center">52127066</td>
<td align="center">52127085</td>
<td align="center">10</td>
<td align="center">19.99774</td>
<td align="left"/>
</tr>
<tr>
<td align="left">&#x2003;3.11</td>
<td align="center">3</td>
<td align="center">1039703</td>
<td align="center">1074601</td>
<td align="center">25</td>
<td align="center">0.00472</td>
<td align="left"/>
</tr>
<tr>
<td align="left">&#x2003;3.12</td>
<td align="center">3</td>
<td align="center">47652733</td>
<td align="center">47654950</td>
<td align="center">11</td>
<td align="center">0.01379</td>
<td align="left"/>
</tr>
<tr>
<td align="left">&#x2003;5.1</td>
<td align="center">5</td>
<td align="center">10484169</td>
<td align="center">10484224</td>
<td align="center">12</td>
<td align="center">5.23574</td>
<td align="left"/>
</tr>
<tr>
<td align="left">&#x2003;5.4</td>
<td align="center">5</td>
<td align="center">67709289</td>
<td align="center">67711500</td>
<td align="center">19</td>
<td align="center">0.92735</td>
<td align="left"/>
</tr>
<tr>
<td align="left">&#x2003;6.3</td>
<td align="center">6</td>
<td align="center">16823978</td>
<td align="center">16824878</td>
<td align="center">11</td>
<td align="center">0.49522</td>
<td align="left"/>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn id="Tfn17">
<label>a</label>
<p>Selective sweep region refers to the genomic region (left side of the decimal indicates the chromosome number and right side of the decimal is an ordinal number) that experienced selection during evolution of the spinach genome. Accessions with admixture (see <xref ref-type="table" rid="T3">Table&#x20;3</xref>) were excluded from the analyses, e.g., 13 admixed accessions were excluded from the <italic>Q</italic>2 vs. <italic>Q</italic>3 analysis.</p>
</fn>
<fn id="Tfn18">
<label>b</label>
<p>Start and stop delineate the spinach genomic region (coordinates) of the selective sweep region.</p>
</fn>
<fn id="Tfn19">
<label>c</label>
<p>Number of single nucleotide polymorphisms (SNPs), the total number of SNPs, found in the candidate selective sweep region in the respective spinach genomic region.</p>
</fn>
<fn id="Tfn20">
<label>d</label>
<p>Average XP-CLR, value, the selective sweep value (the higher the XP-CLR, value the lower the allele frequency due to selective sweeps in the genomic region).</p>
</fn>
<fn id="Tfn21">
<label>e</label>
<p>Trait, genetic trait identified by <xref ref-type="bibr" rid="B67">Xu et&#x20;al. (2017)</xref> and <xref ref-type="bibr" rid="B10">Chan-Navarrete et&#x20;al. (2016)</xref>: 1, flowering time; 2, bolting; 3, number of leaves; 4, stem length, and 5, petiole&#x20;color.</p>
</fn>
</table-wrap-foot>
</table-wrap>
<p>Several of the selective sweep regions of <italic>Q</italic>1 vs. <italic>Q</italic>2 accessions were common to the <italic>Q</italic>1 vs. all <italic>S. turkestanica</italic> accessions (<italic>Q</italic>2 and <italic>Q</italic>3), including sweep regions 1.3, 2.1, 3.2, 3.8, 3.9, 4.1, 5.1, 5.2, 6.1 and 6.2 (<xref ref-type="table" rid="T4">Table&#x20;4</xref>). The analysis of selective sweeps of the two groups of <italic>S. turkestanica</italic>, <italic>Q</italic>2 vs. <italic>Q</italic>3, showed a total of seven regions spread over chromosomes 2, 3, 5, and 6 that played important roles in the differentiation of these two groups. Of these selective sweeps, 10 SNPs at the 52&#xa0;Mb region of chromosome three were common to both <italic>S. oleracea</italic> and <italic>S. turkestanica</italic> and had an XP-CLR score of 19.99774. The next highest XP-CLR score, 5.23574, was for the selective sweep region at 10&#xa0;Mb on chromosome 5, which encompassed 12 SNPs (<xref ref-type="table" rid="T4">Table&#x20;4</xref>).</p>
</sec>
</sec>
<sec sec-type="discussion" id="s4">
<title>Discussion</title>
<p>The relatively uniform, genome-wide distribution of 7,065 SNP markers identified across all six spinach chromosomes of 16&#x20;<italic>S. oleracea</italic> accessions and 76&#x20;<italic>S. turkestanica</italic> accessions, and the high genetic diversity and PIC of these SNPs, provided ideal molecular data for genetic analysis of these accessions of cultivated spinach, <italic>S. oleracea</italic>, and accessions of the wild relative, <italic>S. turkestanica</italic>. <xref ref-type="bibr" rid="B6">Botstein et&#x20;al. (1980)</xref> reported that if the PIC of a marker is &#x3e; 0.5, the marker can be considered highly polymorphic and desirable for genetic studies and crop breeding. The SNPs in this study were bi-allelic, restricting the highest value of PIC to 0.5 when the two alleles of a bi-allelic marker have identical frequencies. However, more than 75% of the SNPs had GD and PIC values &#x3e; 0.3, so these SNPs are highly desirable for studying the genetic diversity, population structures, and potential breeding strategies for spinach. The nucleotide diversity (&#x3c0;) estimated for cultivated <italic>S. oleracea</italic> accessions (0.9371 &#xd7; 10<sup>&#x2212;3</sup>) and the two sub-populations, <italic>Q2</italic> (0.9223 &#xd7; 10<sup>&#x2212;3</sup>) and <italic>Q3</italic> (0.9304 &#xd7; 10<sup>&#x2212;3</sup>), of wild <italic>S. turkestanica</italic> relatives was similar. The high nucleotide diversity of the 16&#x20;<italic>S. oleracea</italic> accessions evaluated in this study might reflect the limited sample size (16 accessions) collected from different geographic regions. The nucleotide diversity estimated using GBS-generated SNPs in this study was slightly greater than estimates in <xref ref-type="bibr" rid="B67">Xu et&#x20;al. (2017)</xref> with transcriptome-derived SNPs that ranged from 0.67 to 0.83 &#xd7; 10<sup>&#x2212;3</sup>.</p>
<p>Little information has been published on selective sweeps involved in the evolution of the genus <italic>Spinacia</italic> and domestication of cultivated spinach. This study identified 20 signatures of selective sweeps in the <italic>Spinacia</italic> genome associated with the domestication of <italic>S. oleracea</italic> from <italic>S. turkestanica</italic> (<xref ref-type="sec" rid="s10">Supplementary Table S2</xref>). However, these results should be interpreted with some caution when taking into account that 1 to 40 SNPs per Mb were discovered in this study and a linkage decay (LD) of around 10&#xa0;Kb can be assumed for cross-fertilizing species like spinach (<xref ref-type="bibr" rid="B44">Lowry et&#x20;al., 2017</xref>). Therefore, it is possible that loci under selection were missed in this study. In this study, selective sweep region 1.3 in chromosome 1, near 32&#xa0;Mb, had the greatest XP-CLR score, and his region aligns with the QTL for flowering time reported by <xref ref-type="bibr" rid="B10">Chan-Navarrete et&#x20;al. (2016)</xref> and <xref ref-type="bibr" rid="B13">Chitwood et&#x20;al. (2016)</xref>. This is also corroborated by <xref ref-type="bibr" rid="B67">Xu et&#x20;al. (2017)</xref> who showed that the selective sweep regions at 1.3 and 2.2 aligned with flowering time, number of leaves, and stem length. Interestingly, the selective sweep region 1.3 found when comparing the <italic>Q</italic>1&#x20;<italic>S. oleracea</italic> vs. <italic>Q</italic>2&#x20;<italic>S. turkestanica</italic> accessions was not present in the selective sweep analysis of the <italic>Q</italic>2 vs. <italic>Q</italic>3 groups of <italic>S. turkestanica</italic>. The analysis also identified nine selective sweep regions on chromosome 3, with regions 3.8 and 3.9 having high XP-CLR scores of 18.20349 (with 12 SNPs) and 11.40893 (with 11 SNPs), respectively. Further research is warranted to identify the specific domestication traits within these selective sweep regions in <italic>Spinacia</italic>.</p>
<p>Investigation of selective sweep regions of <italic>S. turkestanica</italic> groups <italic>Q</italic>2 and <italic>Q</italic>3 identified seven genomic regions that may be responsible for differentiation of these two groups. None of these selective sweeps regions coincided with domestication traits, although until present little research has been carried out on these traits in spinach. The selective sweep region 3.3&#xa0;at the 52&#xa0;Mb region of chromosome three appears to have had an important role in differentiation of the <italic>Q</italic>2 and <italic>Q</italic>3 groups. No genes involved in determining phenotypic traits have yet been associated with this region. A common selective sweep region at the 52&#xa0;Mb region of chromosome three was also detected between the <italic>S. oleracea Q1</italic> and <italic>S. turkestanica</italic> (<italic>Q2</italic> and <italic>Q3</italic>) groups. This suggests that <italic>S. turkestanica</italic> was differentiated into groups <italic>Q</italic>2 and <italic>Q</italic>3 prior to the domestication of <italic>S. oleracea</italic>. As the <italic>S. oleracea</italic> accessions had greater genetic identity (<italic>I</italic>
<sub>
<italic>d</italic>
</sub> &#x3d; 0.993), less genetic distance (<italic>D</italic>&#x20;&#x3d; 0.007), and more gene flow (Nm &#x3d; 30.13) with group <italic>Q</italic>2 accessions compared to group <italic>Q</italic>3 accessions (<italic>I</italic>
<sub>
<italic>d</italic>
</sub> &#x3d; 0.989, <italic>D</italic>&#x20;&#x3d; 0.011, and Nm &#x3d; 21.83), it is plausible that most of&#x20;the&#x20;<italic>S. oleracea</italic> accessions evolved from the <italic>Q</italic>2 group of <italic>S.&#x20;turkestanica</italic>.</p>
<p>The orogenic mountain range of Tien Shan stretches through Central Asia, including Kyrgyzstan, Tajikistan, Uzbekistan, and Turkmenistan (<xref ref-type="bibr" rid="B8">Brunet et&#x20;al., 2017</xref>). The Zarafshan mountain range (up to 5,489&#xa0;m above sea level) within this orogenic belt separates Uzbekistan, where group <italic>Q</italic>2 is concentrated, and Tajikistan, where group <italic>Q</italic>3 accessions were collected. Among the three groups, there was least gene flow (Nm &#x3d; 19.77) between <italic>Q</italic>2 and <italic>Q</italic>3. This mountain range probably has served as a physical barrier to gene flow between these two groups for thousands of years. Therefore, we hypothesize that the two groups, <italic>Q</italic>2 and <italic>Q</italic>3, of <italic>S. turkestanica</italic> are in an early stage of allopatric speciation. The Zarafshan mountain range of the Tian Shan orogenic belt loses elevation in the southern part, a region where three accessions were found to have mixed genetic constitutions of the <italic>Q</italic>2/<italic>Q</italic>3 groups. This probably points to the occurrence of a hybrid zone between the two groups. Further research is warranted to elaborate on the early speciation of <italic>Q</italic>2 and <italic>Q</italic>3 groups of <italic>S. turkestanica</italic> in Central&#x20;Asia.</p>
</sec>
<sec sec-type="conclusion" id="s5">
<title>Conclusions</title>
<p>High throughput GBS was employed to identify SNPs that were then used to explore the genetic diversity, genetic differentiation, and gene flow among accessions of <italic>S. turkestanica</italic> and <italic>S. oleracea</italic>, and to elucidate the origin of cultivated spinach. Three groups were identified among the <italic>S. oleracea</italic> and <italic>S. turkestanica</italic> accessions, with the <italic>S. oleracea</italic> accessions more closely related genetically to the <italic>Q</italic>2 group of <italic>S. turkestanica</italic> accessions than the <italic>Q</italic>3 group of this species. The selective sweep regions identified in the <italic>Spinacia</italic> genome indicated that <italic>S. turkestanica</italic> differentiated into the <italic>Q</italic>2 group (located on the western side of the Zarafshan mountain range) and <italic>Q</italic>3 group (located on the eastern side of the Zarafshan mountain range) first, followed by domestication of cultivated spinach, with <italic>Q</italic>2 accessions of <italic>S. turkestanica</italic> playing a greater role in the domestication of spinach. The selective sweep regions aligned with multiple domestication traits in the 32, 49, and 52&#xa0;Mb regions of chromosomes 1, 2, and 3, respectively. A hybrid zone between both groups was found at the southern end of the Zarafshan mountain range. The highly polymorphic SNPs identified in this study can be used in future studies, such as genome wide association studies (GWAS) and marker assisted selection for various economically important agronomic traits found in <italic>S. turkestanica</italic>.</p>
</sec>
</body>
<back>
<sec id="s6">
<title>Data Availability Statement</title>
<p>The original contributions presented in the study are available publicly. This data can be found in Figshare at: <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.6084/m9.fshare.15043191.v1">https://doi.org/10.6084/m9.figshare.15043191.v1</ext-link>.</p>
</sec>
<sec id="s7">
<title>Author Contributions</title>
<p>SG, AS, and LdT designed and conceived the research. CK supplied <italic>S. turkestanica</italic> germplasm from the Centre for Genetic Resources, the Netherlands. SG performed the experiment. SG and GB analyzed the data and wrote the manuscript. LdT and CK reviewed and edited the manuscript, and all coauthors read, revised, and approved the final manuscript.</p>
</sec>
<sec sec-type="COI-statement" id="s8">
<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="s9">
<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>
<ack>
<p>Financial support for this study was received from the USDA National Institute of Food and Agriculture Specialty Crop Research Initiative Project No. 2017-51181-26830, the Alfred Christianson Endowment in Vegetable Seed Science, and Washington State&#x20;University College of Agricultural, Human, and Natural Resource Sciences Hatch Project Nos. WNP0010 and WNP00595. The authors thank members of the Washington State University Vegetable Seed Pathology program for technical assistance with this research, particularly Michael Derie and Alex Batson. The contribution of CK was carried out in the framework of the program Genetic Resources (WOT-03) which is funded by the Dutch Ministry of Agriculture, Nature and Food Quality.</p>
</ack>
<sec id="s10">
<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/fgene.2021.740437/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fgene.2021.740437/full&#x23;supplementary-material</ext-link>
</p>
<supplementary-material>
<label>Supplementary Figure&#x20;1</label>
<caption>
<p>Distribution of the genetic diversity <bold>(A)</bold> and polymorphic information content (PIC) <bold>(B)</bold> for 7,065 single nucleotide polymorphisms (SNPs) common to 16 accessions of <italic>Spinacia oleracea</italic> and 76 accessions of <italic>S. turkestanica</italic>.</p>
</caption>
</supplementary-material>
<supplementary-material xlink:href="DataSheet1.xlsx" id="SM1" mimetype="application/xlsx" xmlns:xlink="http://www.w3.org/1999/xlink"/>
</sec>
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