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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Microbiol.</journal-id>
<journal-title>Frontiers in Microbiology</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Microbiol.</abbrev-journal-title>
<issn pub-type="epub">1664-302X</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fmicb.2022.842106</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Microbiology</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Genetic Diversity and Population Structure Reveal Cryptic Genetic Variation and Long Distance Migration of <italic>Puccinia graminis</italic> f. sp. <italic>tritici</italic> in the Indian Subcontinent</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name><surname>Prasad</surname> <given-names>Pramod</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/329539/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Thakur</surname> <given-names>Rajni Kant</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
</contrib>
<contrib contrib-type="author">
<name><surname>Savadi</surname> <given-names>Siddanna</given-names></name>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name><surname>Bhardwaj</surname> <given-names>Subhash Chander</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="corresp" rid="c001"><sup>&#x002A;</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/333306/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Gangwar</surname> <given-names>Om Prakash</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/549318/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Lata</surname> <given-names>Charu</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
</contrib>
<contrib contrib-type="author">
<name><surname>Adhikari</surname> <given-names>Sneha</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
</contrib>
<contrib contrib-type="author">
<name><surname>Kumar</surname> <given-names>Subodh</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
</contrib>
</contrib-group>
<aff id="aff1"><sup>1</sup><institution>ICAR-Indian Institute of Wheat and Barley Research, Regional Station</institution>, <addr-line>Shimla</addr-line>, <country>India</country></aff>
<aff id="aff2"><sup>2</sup><institution>ICAR-Directorate of Cashew Research</institution>, <addr-line>Puttur</addr-line>, <country>India</country></aff>
<author-notes>
<fn fn-type="edited-by"><p>Edited by: Peng Zhang, The University of Sydney, Australia</p></fn>
<fn fn-type="edited-by"><p>Reviewed by: Pablo Daniel Olivera, University of Minnesota Twin Cities, United States; Jianping Zhang, Commonwealth Scientific and Industrial Research Organisation, Australia</p></fn>
<corresp id="c001">&#x002A;Correspondence: Subhash Chander Bhardwaj, <email>scbfdl@hotmail.com</email></corresp>
<fn fn-type="other" id="fn004"><p>This article was submitted to Evolutionary and Genomic Microbiology, a section of the journal Frontiers in Microbiology</p></fn>
</author-notes>
<pub-date pub-type="epub">
<day>13</day>
<month>04</month>
<year>2022</year>
</pub-date>
<pub-date pub-type="collection">
<year>2022</year>
</pub-date>
<volume>13</volume>
<elocation-id>842106</elocation-id>
<history>
<date date-type="received">
<day>23</day>
<month>12</month>
<year>2021</year>
</date>
<date date-type="accepted">
<day>16</day>
<month>03</month>
<year>2022</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x00A9; 2022 Prasad, Thakur, Savadi, Bhardwaj, Gangwar, Lata, Adhikari and Kumar.</copyright-statement>
<copyright-year>2022</copyright-year>
<copyright-holder>Prasad, Thakur, Savadi, Bhardwaj, Gangwar, Lata, Adhikari and Kumar</copyright-holder>
<license xlink:href="http://creativecommons.org/licenses/by/4.0/"><p>This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.</p></license>
</permissions>
<abstract>
<p>Stem rust caused by <italic>Puccinia graminis</italic> f. sp. <italic>tritici</italic> (<italic>Pgt</italic>) is a devastating disease of wheat worldwide since time immemorial. Several wheat stem rust outbreaks have been reported worldwide including India. Approximately 7 mha wheat area in central and peninsular India is highly vulnerable to stem rust epidemics. In this study, a repository of 29 single genotype uredospore pathotypes, representing five geographical regions, was characterized by investigating their virulence phenotype and simple sequence repeat (SSR) genotypes using 37 reproducible polymorphic SSR markers, 32 of which had &#x2265; 0.50 polymorphic information content (PIC) value. Virulence phenotypes were used to evaluate the virulence frequency (VF) and construct a hypothetical evolutionary hierarchy of these pathotypes. We projected seven lineages to explain the evolutionary pattern of the <italic>Pgt</italic> population. The VF of these pathotypes ranged between 0% and 100%. The virulence-based neighbor-joining (NJ) cluster analysis grouped <italic>Pgt</italic> pathotypes into five virulence groups. Likewise, five molecular groups were categorized using molecular genotypes. The molecular grouping was supported by principal coordinate analysis (PCoA), which revealed 25% of the cumulative variance contributed by the first two axes. Analysis of molecular variance (AMOVA) revealed 8 and 92% of the variation among and within the populations, respectively. The Mantel test confirmed a positive but weak correlation (<italic>R</italic><sup>2</sup> = 0.15) between virulence phenotypes and SSR genotypes. The highest and lowest values of different genetic diversity parameters (Na, Ne, I, He, uHe, and %P) revealed maximum and minimum variability in the <italic>Pgt</italic> population from Maharashtra and Uttar Pradesh, respectively. The population structure analysis clustered 29 <italic>Pgt</italic> pathotypes into two subpopulations and an admixture. Our results demonstrated that there was significant genetic diversity among <italic>Pgt</italic> pathotypes resulting from their long-distance dispersal ability complemented by gene flow. These findings provide insights into the virulence patterns, genetic variations, and possible evolution of <italic>Pgt</italic> pathotypes, which would support strategic stem rust resistance breeding.</p>
</abstract>
<kwd-group>
<kwd>wheat</kwd>
<kwd>stem rust</kwd>
<kwd>virulence phenotype</kwd>
<kwd>SSR genotype</kwd>
<kwd>genetic diversity</kwd>
<kwd>evolution</kwd>
</kwd-group>
<counts>
<fig-count count="7"/>
<table-count count="4"/>
<equation-count count="1"/>
<ref-count count="75"/>
<page-count count="16"/>
<word-count count="11616"/>
</counts>
</article-meta>
</front>
<body>
<sec id="S1" sec-type="intro">
<title>Introduction</title>
<p>Wheat (<italic>Triticum aestivum</italic> L.) is one of the most important sources of human nutrition and plays a critical role in global food security. The global wheat production reached 760.7 million tons during 2019, and 31% of it came from the two Asian countries, i.e., China and India, ranked first and second in global wheat production, respectively (<xref ref-type="bibr" rid="B19">FAO, 2021</xref>). Wheat production has been continuously threatened by several abiotic and biotic factors including diseases. Stem (black) rust caused by <italic>Puccinia graminis</italic> f. sp. <italic>tritici</italic> Eriks. and Henn. <italic>(Pgt)</italic> is a highly devastating disease of wheat and could result in wheat yield losses up to 100% on susceptible wheat cultivars (<xref ref-type="bibr" rid="B4">Anonymous, 1982</xref>; <xref ref-type="bibr" rid="B72">Worku et al., 2016</xref>). It is an obligate biotrophic, macrocyclic, and heteroecious fungus. The <italic>Pgt</italic> population comprises pathotypes with a highly diverse virulence nature or in some cases could be extremely uniform, which can disperse over long distances through wind and evolve new pathotypes that could overcome the stem rust resistance in wheat cultivars (<xref ref-type="bibr" rid="B63">Singh et al., 2015</xref>; <xref ref-type="bibr" rid="B54">Prasad et al., 2016</xref>).</p>
<p>Stem rust epidemics have occurred in the majority of wheat-growing regions of the world including East Africa, Eastern Europe, Australia, North America, Canada, the United States, and India (<xref ref-type="bibr" rid="B17">Dill-Macky et al., 1990</xref>; <xref ref-type="bibr" rid="B18">Eversmeyer and Kramer, 2000</xref>; <xref ref-type="bibr" rid="B52">Prasad et al., 2017b</xref>,<xref ref-type="bibr" rid="B51">2020</xref>). In India, stem rust is known to affect wheat crops in approximately 7 Mha areas covering the Central and Southern parts of the country. Historically, severe stem rust outbreak on Einkorn wheat was reported during 1907, followed by epidemics of 1946&#x2013;1947 and 1948&#x2013;1949 in Central and Southern India, respectively (<xref ref-type="bibr" rid="B38">Mehta, 1952</xref>; <xref ref-type="bibr" rid="B55">Prasad et al., 2018</xref>). With the help of strong disease surveillance, availability of suitable stem rust-resistant wheat cultivars, and high varietal replacement rate, the rusts have been kept under check; and no wheat rust epidemics were reported from any of the wheat-growing areas from India in the post green revolution period. <xref ref-type="bibr" rid="B38">Mehta (1952)</xref> reported a total loss of approximately 60 million Indian rupees annually in wheat and barley due to rust diseases in India. Stem rust resistance genes <italic>Sr2, Sr5, Sr6, Sr7a, Sr7b, Sr8a, Sr8b, Sr9b, Sr9e, Sr11, Sr12, Sr13, Sr17, Sr21, Sr24, Sr25, Sr30</italic>, and <italic>Sr31</italic> are very common in Indian wheat cultivars. Among these, <italic>Sr2, Sr11</italic>, and <italic>Sr31</italic> are more frequent in bread wheat, whereas <italic>Sr7b, Sr9e, Sr11</italic>, and <italic>Sr13</italic> have been postulated in many durum cultivars (<xref ref-type="bibr" rid="B25">Jain et al., 2013</xref>). The emergence of TTKSK (also known as Ug99), one of the most virulent forms of <italic>Pgt</italic>, was first identified from Uganda in 1998 (<xref ref-type="bibr" rid="B57">Pretorius et al., 2000</xref>) and its variants (15 races), reported in 14 countries including Egypt, Yemen, and Iran (<xref ref-type="bibr" rid="B63">Singh et al., 2015</xref>; <ext-link ext-link-type="uri" xlink:href="https://rusttracker.cimmyt.org/?page_id=22">https://rusttracker.cimmyt.org/?page_id=22</ext-link>) and has rendered 90% of the world wheat varieties susceptible to stem rust (<xref ref-type="bibr" rid="B63">Singh et al., 2015</xref>; <xref ref-type="bibr" rid="B72">Worku et al., 2016</xref>; <xref ref-type="bibr" rid="B65">Soko et al., 2018</xref>). Another stem rust race, namely, Digalu (TKTTF) caused 100% yield loss in many Ethiopian regions during 2013&#x2013;2014 and 2014&#x2013;2015 (<xref ref-type="bibr" rid="B40">Olivera et al., 2015</xref>). Thus, stem rust has become a massive menace for world wheat production and has threatened global food security (<xref ref-type="bibr" rid="B47">Patpour et al., 2016</xref>; <xref ref-type="bibr" rid="B54">Prasad et al., 2016</xref>; <xref ref-type="bibr" rid="B41">Olivera et al., 2019</xref>).</p>
<p>The stem rust management in wheat primarily relies on the cultivation of disease-resistant varieties in combination with appropriate agronomic practices and the use of fungicides (<xref ref-type="bibr" rid="B10">Bhardwaj et al., 2016</xref>; <xref ref-type="bibr" rid="B59">Savadi et al., 2017</xref>). However, race-specific resistance is often overcome by the frequent introduction or evolution of new <italic>Pgt</italic> pathotypes through mutation, somatic recombination, or sexual recombination (<xref ref-type="bibr" rid="B47">Patpour et al., 2016</xref>). Therefore, regular monitoring of variations in the <italic>Pgt</italic> populations is essential for the identification of new resistance sources and anticipatory breeding for rust resistance to effectively manage the newly emerging <italic>Pgt</italic> isolates. The understanding of the virulence and genetic diversity, distribution, and population structure of the <italic>Pgt</italic> population allows effective monitoring of the emerging stem rust challenge, which is critical in formulating wheat stem rust management strategies (<xref ref-type="bibr" rid="B1">Abebe et al., 2012</xref>).</p>
<p>Virulence-based phenotyping of <italic>Pgt</italic> races in India started way back in 1932, and since then, 29 pathotypes of <italic>Pgt</italic> have been identified from the Indian subcontinent based on their pathogenicity on Indian stem rust differentials (<xref ref-type="bibr" rid="B55">Prasad et al., 2018</xref>). However, the genetic analysis of these pathotypes using molecular markers is not reported till date. Genetic analysis and genotypic variability of plant-pathogen populations have assisted researchers to reveal the genetic relationship among different pathotypes and track the pathways by which these pathogens evolve over time and space (<xref ref-type="bibr" rid="B40">Olivera et al., 2015</xref>; <xref ref-type="bibr" rid="B53">Prasad et al., 2017a</xref>). The simple sequence repeat (SSR) or microsatellite markers are most extensively used and established for exploring population dynamics and evolutionary patterns of <italic>Puccinia</italic> spp. due to the multi-allelic, reproducible, and highly polymorphic nature of these markers (<xref ref-type="bibr" rid="B75">Zhong et al., 2009</xref>; <xref ref-type="bibr" rid="B60">Savadi et al., 2020</xref>). This study was conducted to explore the virulence-based phenotype and SSR marker-based genotype patterns, population structure, and other diversity parameters in a repository of 29 <italic>Pgt</italic> pathotypes collected during the past &#x223C;90 years from India and neighboring countries and maintained <italic>in vivo</italic> at ICAR-Indian Institute of Wheat and Barley Research, Regional Station (ICAR-IIWBR, RS), Shimla, India. Every year 100&#x2013;200 isolates of <italic>Pgt</italic> collected from different wheat stem rust-prone areas in the Indian subcontinent are analyzed. Since the alternate host for stem rust is not functional, only 29 pathotypes have been identified in <italic>Pgt</italic> from this region. These pathotypes have been identified from different locations and years. The information on the distribution of these pathotypes during different years and locations is being published regularly, and the latest was by <xref ref-type="bibr" rid="B55">Prasad et al. (2018)</xref>.</p>
</sec>
<sec id="S2" sec-type="materials|methods">
<title>Materials and Methods</title>
<sec id="S2.SS1">
<title>Purification and Multiplication of <italic>Puccinia graminis tritici</italic> Pathotypes</title>
<p>Twenty-nine <italic>P. graminis</italic> f. sp. <italic>tritici</italic> (<italic>Pgt</italic>) pathotypes, detected from the Indian subcontinent (<xref ref-type="fig" rid="F1">Figure 1</xref>) and maintained at ICAR-IIWBR, RS, Shimla, were selected to study their virulence-based phenotype and SSR marker-based genotype patterns (<xref ref-type="table" rid="T1">Table 1</xref>). Single pustules, isolated for all the pathotypes to minimize the chances of heterogeneity within individual pathotypes, were multiplied on susceptible wheat variety &#x201C;Agra local.&#x201D; The uredospores from all the pathotypes were collected and stored for purity check, virulence phenotype, and SSR genotype analysis.</p>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption><p>Wheat growing areas of India showing the field locations (indicated by a star), where <italic>Puccinia graminis</italic> f. sp. <italic>tritici</italic> pathotypes were initially detected.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmicb-13-842106-g001.tif"/>
</fig>
<table-wrap position="float" id="T1">
<label>TABLE 1</label>
<caption><p>Designation, geographic origin, year of identification, and avirulence/virulence formula of 29 pathotypes of <italic>Puccinia graminis</italic> f. sp. <italic>tritici</italic> from the Indian subcontinent used to study virulence phenotype and simple sequence repeat (SSR) genotypes.</p></caption>
<table cellspacing="5" cellpadding="5" frame="hsides" rules="groups">
<thead>
<tr>
<td valign="top" align="left">S. no.</td>
<td valign="top" align="center" colspan="3">Designation<hr/></td>
<td valign="top" align="center" colspan="2">First detection<hr/></td>
<td valign="top" align="left">Avirulence/virulence formula</td>
</tr>
<tr>
<td/>
<td valign="top" align="center">New</td>
<td valign="top" align="center">Old</td>
<td valign="top" align="center">North American Equivalent<xref ref-type="table-fn" rid="t1fns1">&#x002A;</xref></td>
<td valign="top" align="center">Year</td>
<td valign="top" align="center">Place</td>
<td/>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">1</td>
<td valign="top" align="center">79G31</td>
<td valign="top" align="center">11</td>
<td valign="top" align="center">RRTSF</td>
<td valign="top" align="center">1962</td>
<td valign="top" align="center">Maharashtra</td>
<td valign="top" align="left"><italic>Sr7a, 8a, 8b, 9e, 22, 23, 24, 25, 26, 27, 31, 32, 33, 35, 37, 39, 40, 43, Tmp, Tt3</italic>/<italic>5, 6, 7b 9a, 9b, 9c, 9d, 9f, 9g, 10, 11, 13, 14, 15, 16, 17, 18, 19, 20, 21, 28, 29, 30, 34, 36, 38, McN</italic></td>
</tr>
<tr>
<td valign="top" align="left">2</td>
<td valign="top" align="center">203G15</td>
<td valign="top" align="center">11A</td>
<td valign="top" align="center">RHTSF</td>
<td valign="top" align="center">1974</td>
<td valign="top" align="center">Wellington, Tamil Nadu</td>
<td valign="top" align="left"><italic>Sr7a, 8a, 8b, 9e, 11, 22, 23, 24, 25, 26, 27, 31, 32, 33, 35, 39, 40, 43, Tmp, Tt3</italic>/<italic>5, 6, 7b 9a, 9b, 9c, 9d, 9f, 9g, 10, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 28, 29, 30, 34, 36, 37, 38, McN</italic></td>
</tr>
<tr>
<td valign="top" align="left">3</td>
<td valign="top" align="center">16G2</td>
<td valign="top" align="center">14</td>
<td valign="top" align="center">GKBSC</td>
<td valign="top" align="center">1959</td>
<td valign="top" align="center">Gwalior, Madhya Pradesh</td>
<td valign="top" align="left"><italic>Sr5, 7a, 7b, 9b, 9e, 11, 13, 17, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 39, 39, 40, 43, Tmp, Tt3</italic>/<italic>2, 6, 8a, 8b, 9a, 9d, 9f, 9g, 10, 14, 15, 16, 18, 19, 20, 21, McN</italic></td>
</tr>
<tr>
<td valign="top" align="left">4</td>
<td valign="top" align="center">123G15</td>
<td valign="top" align="center">15-1</td>
<td valign="top" align="center">TKTSF</td>
<td valign="top" align="center">2008</td>
<td valign="top" align="center">Karnataka</td>
<td valign="top" align="left"><italic>Sr7a, 11, 24, 25, 26, 27, 31, 32, 33, 35, 37, 39, 40, 43, Gt, Tmp, Tt3</italic>/<italic>5, 6, 7b, 8a, 8b, 9a, 9b, 9d, 9e, 9f, 9g, 10, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 28, 29, 30, 34, 36, 38, 42, 44, McN, Wld</italic></td>
</tr>
<tr>
<td valign="top" align="left">5</td>
<td valign="top" align="center">9G5</td>
<td valign="top" align="center">21</td>
<td valign="top" align="center">CHMQC</td>
<td valign="top" align="center">1935</td>
<td valign="top" align="center">Lyallpur, Pakistan, Himachal Pradesh</td>
<td valign="top" align="left"><italic>Sr5, 7a, 8a, 8b, 9b, 9c, 9e, 10, 11, 12, 15, 21, 22, 23, 24, 25, 26, 27, 29, 30, 31, 32, 33, 34, 35, 37, 38, 39, 40, 43, Gt, Tmp, Tt3</italic>/<italic>6,7b, 9d, 9f, 9g, 13, 14, 16, 17, 19, 28, 36, McN</italic></td>
</tr>
<tr>
<td valign="top" align="left">6</td>
<td valign="top" align="center">24G5</td>
<td valign="top" align="center">21-1</td>
<td valign="top" align="center">CKMSC</td>
<td valign="top" align="center">1985</td>
<td valign="top" align="center">Uttar Pradesh</td>
<td valign="top" align="left"><italic>Sr5, 7a, 9b, 9e, 11, 13, 21, 23, 24, 25, 26, 27, 29, 30, 31, 32, 33, 35, 37, 38, 39, 40, 43, Tmp, Tt3</italic>/<italic>6, 7b, 8a, 8b, 9a, 9d, 9f, 9g, 10, 14, 15, 16, 17, 18, 19, 20, 22, 28, 34, 36, McN</italic></td>
</tr>
<tr>
<td valign="top" align="left">7</td>
<td valign="top" align="center">75G5</td>
<td valign="top" align="center">21A-2</td>
<td valign="top" align="center">CCTJC</td>
<td valign="top" align="center">1962</td>
<td valign="top" align="center">Indore, Madhya Pradesh</td>
<td valign="top" align="left"><italic>Sr5, 6, 7a, 8a, 8b, 9a, 9c, 9e, 11, 12, 21, 22, 23, 24, 25, 26, 27, 29, 31, 32, 33, 35, 37, 38, 39, 40, 43, Gt, Tmp, Tt3</italic>/<italic>7b, 9b, 9d, 9f, 9g, 10, 13, 14, 15, 16, 17, 19, 28, 30, 34, 36, McN</italic></td>
</tr>
<tr>
<td valign="top" align="left">8</td>
<td valign="top" align="center">5G19</td>
<td valign="top" align="center">24A</td>
<td valign="top" align="center">HRMSF</td>
<td valign="top" align="center">1981</td>
<td valign="top" align="center">Powarkheda, Madhya Pradesh</td>
<td valign="top" align="left"><italic>Sr5, 7a, 8a, 8b, 9b, 9e, 24, 25, 26, 27, 28, 30, 31, 32, 33, 35, 36, 37, 39, 40, 43, Tmp</italic>/<italic>2, 6, 7b, 9a, 9d, 9f, 9g, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 29, 34, 36, 38, 42, 44, McN</italic></td>
</tr>
<tr>
<td valign="top" align="left">9</td>
<td valign="top" align="center">10G13</td>
<td valign="top" align="center">34-1</td>
<td valign="top" align="center">MCGGP</td>
<td valign="top" align="center">1991</td>
<td valign="top" align="center">Gotegaon, Madhya Pradesh</td>
<td valign="top" align="left"><italic>Sr6, 7a, 8a, 8b, 9a, 9e, 10, 11, 13, 17, 19, 21, 22, 23, 24, 25, 26, 27, 30, 31, 32, 33, 35, 36, 37, 39, 40,43, Tmp, Tt3</italic>/<italic>5, 7b, 9b, 9d, 9f, 9g, 14, 15, 16, 18, 20, 28, 29, 34, 38, McN</italic></td>
</tr>
<tr>
<td valign="top" align="left">10</td>
<td valign="top" align="center">104G13</td>
<td valign="top" align="center">40</td>
<td valign="top" align="center">PHDGC</td>
<td valign="top" align="center">1932</td>
<td valign="top" align="center">Pune, Maharashtra</td>
<td valign="top" align="left"><italic>Sr2, 7a, 8a, 8b, 9a, 9b, 9c, 10, 11, 12, 13, 14, 17, 21, 22, 23, 24, 25, 26, 27, 29, 31, 32, 33, 35, 36, 37, 38, 39, 40, 43, Tmp, Tt3/5, 6, 7b, 9d, 9e, 9f, 15, 16, 19, 28,30, 34, McN</italic></td>
</tr>
<tr>
<td valign="top" align="left">11</td>
<td valign="top" align="center">62G29</td>
<td valign="top" align="center">40A</td>
<td valign="top" align="center">PTHSC</td>
<td valign="top" align="center">1974</td>
<td valign="top" align="center">Wellington, Tamil Nadu</td>
<td valign="top" align="left"><italic>Sr7a, 13, 21, 22, 24, 25, 26, 27, 30, 31, 32, 33, 35, 36, 37, 38, 39, 40, 43, Tmp, Tt3</italic>/<italic>5, 6, 7b, 8a, 8b, 9a, 9b, 9d, 9e, 9f, 9g, 10, 11, 14, 15, 16, 17, 18, 19, 20, 23, 28, 29, 34, McN</italic></td>
</tr>
<tr>
<td valign="top" align="left">12</td>
<td valign="top" align="center">62G29-1</td>
<td valign="top" align="center">40-1</td>
<td valign="top" align="center">PTHSM</td>
<td valign="top" align="center">1989</td>
<td valign="top" align="center">Wellington, Tamil Nadu</td>
<td valign="top" align="left"><italic>Sr7a, 13, 21, 22, 25, 26, 27, 30, 31, 32, 33, 35, 36, 37, 38, 39, 40, 43, Tmp, Tt3</italic>/<italic>5, 6, 7b, 8a, 8b, 9a, 9b, 9d, 9e, 9f, 9g, 10, 11, 14, 15, 16, 17, 18, 19, 20, 23, 24, 28, 29, 34, McN</italic></td>
</tr>
<tr>
<td valign="top" align="left">13</td>
<td valign="top" align="center">58G13-3</td>
<td valign="top" align="center">40-2</td>
<td valign="top" align="center">PKRSC</td>
<td valign="top" align="center">2006</td>
<td valign="top" align="center">Karnataka</td>
<td valign="top" align="left"><italic>Sr7a, 11, 13, 14, 21, 22, 23, 24, 26, 27, 29, 30, 31, 32, 33, 35, 37, 38, 39, 40, 43, Tmp</italic>/<italic>5, 6, 7b, 8a, 8b, 9a, 9b, 9d, 9e, 9f, 9g, 10, 12, 15, 16, 17, 18, 19, 20, 25, 28, 34, 36, 42, Wld-1, McN, Gt</italic></td>
</tr>
<tr>
<td valign="top" align="left">14</td>
<td valign="top" align="center">127G29</td>
<td valign="top" align="center">40-3</td>
<td valign="top" align="center">PTKSF</td>
<td valign="top" align="center">2008</td>
<td valign="top" align="center">Dharwad, Karnataka</td>
<td valign="top" align="left"><italic>Sr21, 22,24, 25, 26, 27, 31, 32, 33, 35, 36, 37, 39, 40, 42, 43, Tmp, Tt3</italic>/<italic>5, 6, 7a, 7b, 8a, 8b, 9a, 9b, 9d, 9e, 9f, 9g, 10, 11, 14, 15, 16, 17, 18, 19, 20, 23, 28, 29, 30, 34, 38, 44, McN, Gt</italic></td>
</tr>
<tr>
<td valign="top" align="left">15</td>
<td valign="top" align="center">19G35</td>
<td valign="top" align="center">42</td>
<td valign="top" align="center">HKGGC</td>
<td valign="top" align="center">1932</td>
<td valign="top" align="center">Pune, Maharashtra</td>
<td valign="top" align="left"><italic>Sr2, 5, 9a, 9c, 9e, 10, 11, 17, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34,35, 36, 37, 38, 39, 40, 43, Tmp, Tt3/6, 7a, 7b, 8a, 8b, 9b, 9d, 9f, 12, 13, 14, 15, 16, 19, 21, McN</italic></td>
</tr>
<tr>
<td valign="top" align="left">16</td>
<td valign="top" align="center">7G35</td>
<td valign="top" align="center">42B</td>
<td valign="top" align="center">HRHJC</td>
<td valign="top" align="center">1947</td>
<td valign="top" align="center">Mahabaleshwar, Maharashtra</td>
<td valign="top" align="left"><italic>Sr2, 5, 8a, 8b,9a, 9c, 9e, 22, 24, 25, 26, 27, 28, 29, 30, 31, 32, 35, 36, 37, 38, 39, 40, 43, Tmp, Tt3/6, 7a, 7b, 9b, 9d, 9f, 10, 11, 12, 13, 14, 15, 16, 17, 19, 21, 23, 33, 34, McN</italic></td>
</tr>
<tr>
<td valign="top" align="left">17</td>
<td valign="top" align="center">37G3</td>
<td valign="top" align="center">117</td>
<td valign="top" align="center">KRCSC</td>
<td valign="top" align="center">1945</td>
<td valign="top" align="center">Vetool, Karnataka</td>
<td valign="top" align="left"><italic>Sr7a, 5, 8, 9b, 12, 22, 24, 25, 26, 27, 28, 30, 31, 32, 33, 35, 36, 37/6, 7b, 9a, 9c, 9d, 9e, 9f, 10, 11, 13, 14, 15, 16, 17, 19, 21, 23, 29, 34</italic></td>
</tr>
<tr>
<td valign="top" align="left">18</td>
<td valign="top" align="center">36G2</td>
<td valign="top" align="center">117A</td>
<td valign="top" align="center">KRCQC</td>
<td valign="top" align="center">1961</td>
<td valign="top" align="center">Karnataka</td>
<td valign="top" align="left"><italic>Sr5, 8, 9b, 10, 12, 13, 14, 16, 22, 24, 25, 26, 27, 28, 30, 31, 32, 33, 36, 37/6, 7b, 9a, 9c, 9d, 9e, 9f, 11, 15, 21, 23, 29, 34</italic></td>
</tr>
<tr>
<td valign="top" align="left">19</td>
<td valign="top" align="center">38G18</td>
<td valign="top" align="center">117A-1</td>
<td valign="top" align="center">HRHSC</td>
<td valign="top" align="center">1977</td>
<td valign="top" align="center">Dharwad, Karnataka</td>
<td valign="top" align="left"><italic>Sr5, 7b, 8, 12, 13, 22, 24, 25, 26, 27, 28, 30, 31, 32, 33, 35, 36, 37/6, 7a, 9a, 9b, 9c, 9d, 9e, 9f, 10, 11, 14, 15, 16, 17, 19, 21, 23, 29, 34</italic></td>
</tr>
<tr>
<td valign="top" align="left">20</td>
<td valign="top" align="center">166G2</td>
<td valign="top" align="center">117-1</td>
<td valign="top" align="center">JRHSC</td>
<td valign="top" align="center">1987</td>
<td valign="top" align="center">Dharwad, Karnataka</td>
<td valign="top" align="left"><italic>Sr5, 7a, 7b, 8, 12, 13, 14, 22, 24, 25, 26, 27, 28, 30, 31, 32, 33, 35, 36/6, 9a, 9b, 9c, 9d, 9e, 9f, 10, 11, 15, 16, 17, 19, 21, 23, 29, 34, 37</italic></td>
</tr>
<tr>
<td valign="top" align="left">21</td>
<td valign="top" align="center">33G3</td>
<td valign="top" align="center">117-2</td>
<td valign="top" align="center">KHCSC</td>
<td valign="top" align="center">1987</td>
<td valign="top" align="center">Karnal, Haryana</td>
<td valign="top" align="left"><italic>Sr5, 7a, 8a, 8b, 9b, 11, 12, 22, 24, 25, 26, 27, 28, 30, 31, 32, 33, 35, 36, 37, Tmp</italic>/<italic>2, 6, 7b, 9a, 9c, 9d, 9e, 9f, 9g, 10, 13, 14, 15, 16, 17, 19, 21, 23, 29, 34, McN</italic></td>
</tr>
<tr>
<td valign="top" align="left">22</td>
<td valign="top" align="center">167G3</td>
<td valign="top" align="center">117-3</td>
<td valign="top" align="center">KRCSC</td>
<td valign="top" align="center">1987</td>
<td valign="top" align="center">Wellington, Tamil Nadu</td>
<td valign="top" align="left"><italic>Sr5, 8a, 8b, 9b, 22, 24, 25, 26, 27, 28, 30, 31, 32, 33, 35, 36, 38, 39, 40, 43, Tmp</italic>/<italic>2, 6, 7a, 7b, 9e, 9f, 9g, 10, 11, 12, 13, 14, 15, 16, 17, 19, 21, 23, 29, 34, 37, McN</italic></td>
</tr>
<tr>
<td valign="top" align="left">23</td>
<td valign="top" align="center">166G3</td>
<td valign="top" align="center">117-4</td>
<td valign="top" align="center">KMGSC</td>
<td valign="top" align="center">1987</td>
<td valign="top" align="center">Dharwad, Karnataka</td>
<td valign="top" align="left"><italic>Sr5, 6, 7a, 8a, 8b, 9c, 9f, 12, 13, 14, 17, 19, 22, 23, 24, 25, 26, 27, 28, 30, 31, 32, 33, 35, 36, 38, 39, 40, 43, Tmp/2, 7b, 9a, 9b, 9e, 9d, 9e, 9g, 10, 11, 15, 16, 21, 29, 34, 37, McN</italic></td>
</tr>
<tr>
<td valign="top" align="left">24</td>
<td valign="top" align="center">166G2-2</td>
<td valign="top" align="center">117-5</td>
<td valign="top" align="center">JRHSC</td>
<td valign="top" align="center">1987</td>
<td valign="top" align="center">Mahabaleshwar, Maharashtra</td>
<td valign="top" align="left"><italic>Sr5, 7a, 7b, 8a, 8b, 13, 14, 22, 24, 25, 26, 27, 28, 30, 31, 32, 33, 34, 35, 36, 38, 39, 40, 43, Tmp/2, 6, 9a, 9b, 9c,9e, 9d, 9e, 9f, 9g, 10, 11, 12, 15, 16, 17, 19, 21, 23, 29, 37, McN</italic></td>
</tr>
<tr>
<td valign="top" align="left">25</td>
<td valign="top" align="center">37G19</td>
<td valign="top" align="center">117-6</td>
<td valign="top" align="center">KRCSC</td>
<td valign="top" align="center">1990</td>
<td valign="top" align="center">Niphad, Maharashtra</td>
<td valign="top" align="left"><italic>Sr5, 8a, 8b, 9b, 22, 24, 25, 26, 27, 28, 30, 31, 32, 33, 35, 36, 37, Tmp</italic>/<italic>2, 6, 7a, 7b, 9e, 9f, 9g, 10, 11, 12, 13, 14, 15, 16, 17, 19, 21, 23, 29, 34, McN</italic></td>
</tr>
<tr>
<td valign="top" align="left">26</td>
<td valign="top" align="center">7G11</td>
<td valign="top" align="center">122</td>
<td valign="top" align="center">RRJQC</td>
<td valign="top" align="center">1952</td>
<td valign="top" align="center">Bagalkot, Karnataka</td>
<td valign="top" align="left"><italic>Sr7a, 8a, 8b, 9e, 10, 12, 14, 15, 16, 17, 18, 19, 20, 22, 24, 25, 26, 27, 28, 30, 31, 32, 33, 35, 36, 37, 38, 39, 40, 43, Tmp, Tt3</italic>/<italic>5, 6, 7b, 9a, 9b, 9c, 9d, 9f, 9g, 11, 13, 21, 23, 29, 34, McN</italic></td>
</tr>
<tr>
<td valign="top" align="left">27</td>
<td valign="top" align="center">53G1</td>
<td valign="top" align="center">184</td>
<td valign="top" align="center">FPCSC</td>
<td valign="top" align="center">1965</td>
<td valign="top" align="center">Karnal, Haryana</td>
<td valign="top" align="left"><italic>Sr5, 6, 9b, 15, 18, 21, 22, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 35, 36, 37, 38, 39, 40, 42, 43, Tmp, Tt3</italic>/<italic>7a, 7b, 8a, 8b, 9a, 9c, 9d, 9e, 9f, 9g, 10, 11, 12, 13, 14, 16, 17, 19, 20, 23, 34, McN</italic></td>
</tr>
<tr>
<td valign="top" align="left">28</td>
<td valign="top" align="center">55G1</td>
<td valign="top" align="center">184-1</td>
<td valign="top" align="center">FPHSC</td>
<td valign="top" align="center">2005</td>
<td valign="top" align="center">Pune, Maharashtra</td>
<td valign="top" align="left"><italic>Sr5, 6, 15, 18, 21, 22, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 35, 36, 37, 38, 39, 40, 42, 43, Tmp, Tt3</italic>/<italic>7a, 7b, 8a, 8b, 9a, 9b, 9c, 9d, 9e, 9f, 9g, 10, 11, 12, 13, 14, 16, 17, 19, 20, 23, 34, McN</italic></td>
</tr>
<tr>
<td valign="top" align="left">29</td>
<td valign="top" align="center">7G43</td>
<td valign="top" align="center">295</td>
<td valign="top" align="center">RRHQC</td>
<td valign="top" align="center">1962</td>
<td valign="top" align="center">Indore, Madhya Pradesh</td>
<td valign="top" align="left"><italic>Sr8a, 8b, 9e, 9c, 10, 12, 14, 15, 16, 18, 19, 20, 22, 24, 25, 26, 27, 28, 30, 31, 32, 33, 35, 36, 37, 38, 39, 40, 43, Tmp, Tt3</italic>/<italic>6, 5, 7a, 7b, 9a, 9b, 9d, 9f, 9g, 11, 13, 17, 21, 23, 29, 34, McN</italic></td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn id="t1fns1"><p><italic>&#x002A;<xref ref-type="bibr" rid="B26">Jin et al. (2008)</xref>.</italic></p></fn>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="S2.SS2">
<title>Virulence Phenotyping</title>
<p>All the pathotypes were inoculated onto standard Indian stem rust differentials (<xref ref-type="supplementary-material" rid="TS1">Supplementary Table 1</xref>; <xref ref-type="bibr" rid="B5">Bahadur et al., 1985a</xref>; <xref ref-type="bibr" rid="B39">Nayar et al., 1997</xref>; <xref ref-type="bibr" rid="B55">Prasad et al., 2018</xref>) for screening their purity and virulence phenotypes. Other near isogenic lines and wheat genotypes having known Sr genes were also inoculated with all 29 <italic>Pgt</italic> pathotypes to derive the avirulence/virulence formula of these pathotypes. The other additional Sr genes that were used to characterize these pathotypes are mentioned against each pathotype (avirulence/virulence formula) in <xref ref-type="table" rid="T1">Table 1</xref>. The sets of differentials were grown in aluminum bread pans (29 &#x00D7; 12 &#x00D7; 7 cm) containing fresh loam soil and farmyard manure (3:1), autoclaved twice at 60&#x00B0;C for 2 h. Inoculation of each pathotype was performed 10&#x2013;12 days after sowing, once the primary leaf of seedlings fully emerged. Approximately 50 mg uredospores were suspended in 2 ml Soltrol 170 (Chevron Phillips Chemical Company, United States), a non-phytotoxic isoparaffinic mineral oil, and this suspension was atomized on the differentials using an atomizer in the inoculation chamber. The inoculated seedlings were sprayed with a fine mist of water and then shifted to water-saturated incubation chambers with &#x003E; 80% relative humidity (RH). After incubation for 48 h, the trays were transferred to the fully air-conditioned greenhouses equipped with separate growth chambers for individual pathotypes and maintained at 25 &#x00B1; 2&#x00B0;C, 40&#x2013;60% RH, and 12 h photoperiod. The infection type (IT) of each pathotype on stem rust differentials was scored 15 days after inoculation according to the 0&#x2013;4 disease rating scale (<xref ref-type="bibr" rid="B66">Stakman et al., 1962</xref>), where ITs 0&#x2013;2 were interpreted as resistant and 3&#x2013;4 as susceptible. The virulence phenotyping exercise was repeated to confirm the purity of each pathotype. Likewise, the avirulence/virulence formula of each pathotype was assigned based on the ITs of each pathotype on near-isogenic lines or wheat varieties with known stem rust (Sr) resistance genes.</p>
</sec>
<sec id="S2.SS3">
<title>Molecular Genotyping</title>
<sec id="S2.SS3.SSS1">
<title>DNA Extraction and Primer Synthesis</title>
<p>The cetyltrimethylammonium bromide (CTAB) method, as previously described (<xref ref-type="bibr" rid="B30">Kiran et al., 2017</xref>), was employed to extract DNA from 50 mg dried uredospores each of 29 <italic>Pgt</italic> pathotypes. The purity and concentration of the extracted genomic DNA were assessed using the NanoDrop 2000<sup>&#x00AE;</sup> UV-Vis Spectrophotometer (Thermo Fisher Scientific, Waltham, MA, United States). The quality of DNA was also evaluated by running it on 1% agarose gels. One hundred <italic>Puccinia</italic> spp. specific SSR markers designed previously (<xref ref-type="bibr" rid="B27">Karaoglu et al., 2013</xref>; <xref ref-type="bibr" rid="B53">Prasad et al., 2017a</xref>,<xref ref-type="bibr" rid="B55">2018</xref>; <xref ref-type="bibr" rid="B60">Savadi et al., 2020</xref>) were synthesized from Agile Life Science Technologies (New Delhi, India) and screened against selected eleven <italic>Pgt</italic> pathotypes (11, 14, 15-1, 21, 24A, 34-1, 40A, 42, 117-6, 122, and 184), representing different virulence patterns. Of the 100 markers, 37 (<xref ref-type="table" rid="T2">Table 2</xref>) with the ability to amplify highly repeatable polymorphic alleles were selected to genotype all 29 pathotypes.</p>
<table-wrap position="float" id="T2">
<label>TABLE 2</label>
<caption><p>List of 37 SSR markers used for population genetic diversity analysis of <italic>Puccinia graminis</italic> f. sp. <italic>tritici</italic> and their sequence, annealing temperature, major allele frequency, gene diversity, heterozygosity, and polymorphic information content (PIC) values.</p></caption>
<table cellspacing="5" cellpadding="5" frame="hsides" rules="groups">
<thead>
<tr>
<td valign="top" align="left">S. no.</td>
<td valign="top" align="center">Marker/Locus</td>
<td valign="top" align="center">Primers (5&#x2032;-3&#x2032;)</td>
<td valign="top" align="center">AT<xref ref-type="table-fn" rid="t2fns1">&#x002A;</xref> (&#x00B0;C)</td>
<td valign="top" align="center">MAL</td>
<td valign="top" align="center">GD</td>
<td valign="top" align="center">H</td>
<td valign="top" align="center">PIC</td>
<td valign="top" align="center">References</td>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">1</td>
<td valign="top" align="center">PgSUN27</td>
<td valign="top" align="center">F: TCAGCCCATCATCAGGACTC</td>
<td valign="top" align="center">54</td>
<td valign="top" align="center">0.53</td>
<td valign="top" align="center">0.5</td>
<td valign="top" align="center">0.86</td>
<td valign="top" align="center">0.6</td>
<td valign="top" align="center"><xref ref-type="bibr" rid="B27">Karaoglu et al., 2013</xref></td>
</tr>
<tr>
<td/>
<td/>
<td valign="top" align="center">R: CCTCCAGCCCAGTTCAGAGC</td>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
</tr>
<tr>
<td valign="top" align="left">2</td>
<td valign="top" align="center">PGTG 03066</td>
<td valign="top" align="center">F: CGAAAGAAAGGAAACGAAGGT</td>
<td valign="top" align="center">50</td>
<td valign="top" align="center">0.53</td>
<td valign="top" align="center">0.5</td>
<td valign="top" align="center">0.66</td>
<td valign="top" align="center">0.88</td>
<td valign="top" align="center"><xref ref-type="bibr" rid="B55">Prasad et al., 2018</xref></td>
</tr>
<tr>
<td/>
<td/>
<td valign="top" align="center">R: ACATCAATCTCGACCAATCTCC</td>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
</tr>
<tr>
<td valign="top" align="left">3</td>
<td valign="top" align="center">PGTG 04483</td>
<td valign="top" align="center">F: TCCCATCACATGCAGTAGTAGC</td>
<td valign="top" align="center">48</td>
<td valign="top" align="center">0.5</td>
<td valign="top" align="center">0.5</td>
<td valign="top" align="center">0.93</td>
<td valign="top" align="center">0.69</td>
<td/>
</tr>
<tr>
<td/>
<td/>
<td valign="top" align="center">R: AATCTAATTGACAGCCTTGCGT</td>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
</tr>
<tr>
<td valign="top" align="left">4</td>
<td valign="top" align="center">PGTG 00856</td>
<td valign="top" align="center">F: ACAACAACAACAGCAGGACATC</td>
<td valign="top" align="center">49</td>
<td valign="top" align="center">0.6</td>
<td valign="top" align="center">0.48</td>
<td valign="top" align="center">0.45</td>
<td valign="top" align="center">0.79</td>
<td/>
</tr>
<tr>
<td/>
<td/>
<td valign="top" align="center">R: TCGTTGAGGATGATTGAGTTTG</td>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
</tr>
<tr>
<td valign="top" align="left">5</td>
<td valign="top" align="center">PGTG 07438</td>
<td valign="top" align="center">F: ACTGGCTCATCATCATCTTCCT</td>
<td valign="top" align="center">52</td>
<td valign="top" align="center">0.55</td>
<td valign="top" align="center">0.49</td>
<td valign="top" align="center">0.9</td>
<td valign="top" align="center">0.49</td>
<td/>
</tr>
<tr>
<td/>
<td/>
<td valign="top" align="center">R: CCAACCATTCCGACCTAATAAA</td>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
</tr>
<tr>
<td valign="top" align="left">6</td>
<td valign="top" align="center">SSR-P GT-42</td>
<td valign="top" align="center">F: GGGGTGAGTTTCTGTATTGA</td>
<td valign="top" align="center">50</td>
<td valign="top" align="center">0.66</td>
<td valign="top" align="center">0.45</td>
<td valign="top" align="center">0.55</td>
<td valign="top" align="center">0.91</td>
<td valign="top" align="center"><xref ref-type="bibr" rid="B53">Prasad et al., 2017a</xref></td>
</tr>
<tr>
<td/>
<td/>
<td valign="top" align="center">R: CAGAGATCATCGAGGAAAAC</td>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
</tr>
<tr>
<td valign="top" align="left">7</td>
<td valign="top" align="center">SSR-P AG-40</td>
<td valign="top" align="center">F: CTTTCTTACCCCCACAACTAC</td>
<td valign="top" align="center">51</td>
<td valign="top" align="center">0.67</td>
<td valign="top" align="center">0.44</td>
<td valign="top" align="center">0.52</td>
<td valign="top" align="center">0.87</td>
<td/>
</tr>
<tr>
<td/>
<td/>
<td valign="top" align="center">R: CTCTCTCTCTCTCTCTCTCTCTC</td>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
</tr>
<tr>
<td valign="top" align="left">8</td>
<td valign="top" align="center">SSR-P CT-36</td>
<td valign="top" align="center">F: ACTCTCAAACTCACTCCCTCT</td>
<td valign="top" align="center">48</td>
<td valign="top" align="center">0.74</td>
<td valign="top" align="center">0.38</td>
<td valign="top" align="center">0.17</td>
<td valign="top" align="center">0.83</td>
<td/>
</tr>
<tr>
<td/>
<td/>
<td valign="top" align="center">R: GACTACACCATTTCAAACCAA</td>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
</tr>
<tr>
<td valign="top" align="left">9</td>
<td valign="top" align="center">SSR-P AC-32</td>
<td valign="top" align="center">F: ACAAAACAAACAGATCCACTG</td>
<td valign="top" align="center">49</td>
<td valign="top" align="center">0.53</td>
<td valign="top" align="center">0.5</td>
<td valign="top" align="center">0.17</td>
<td valign="top" align="center">0.91</td>
<td/>
</tr>
<tr>
<td/>
<td/>
<td valign="top" align="center">R: ACGTATTTGGTCTTCTTCTCC</td>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
</tr>
<tr>
<td valign="top" align="left">10</td>
<td valign="top" align="center">SSR-P CAA-60</td>
<td valign="top" align="center">F: AACTGCGAGGACAACTTTC</td>
<td valign="top" align="center">52</td>
<td valign="top" align="center">0.81</td>
<td valign="top" align="center">0.31</td>
<td valign="top" align="center">0.38</td>
<td valign="top" align="center">0.97</td>
<td/>
</tr>
<tr>
<td/>
<td/>
<td valign="top" align="center">R: CGTCTGCTGAGTTTCTGTATT</td>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
</tr>
<tr>
<td valign="top" align="left">11</td>
<td valign="top" align="center">SSR-P GGT-45</td>
<td valign="top" align="center">F: GCTGCTTGATGGAGGATG</td>
<td valign="top" align="center">55</td>
<td valign="top" align="center">0.55</td>
<td valign="top" align="center">0.49</td>
<td valign="top" align="center">0.62</td>
<td valign="top" align="center">0.75</td>
<td/>
</tr>
<tr>
<td/>
<td/>
<td valign="top" align="center">R: AACAGCTTCAGCGACCTC</td>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
</tr>
<tr>
<td valign="top" align="left">12</td>
<td valign="top" align="center">SSR-P GTT-45</td>
<td valign="top" align="center">F: GATGAGGTTGTTGAAGGAGA</td>
<td valign="top" align="center">49.6</td>
<td valign="top" align="center">0.52</td>
<td valign="top" align="center">0.5</td>
<td valign="top" align="center">0.76</td>
<td valign="top" align="center">0.81</td>
<td/>
</tr>
<tr>
<td/>
<td/>
<td valign="top" align="center">R: ACCAGAACCAACAAAACAAC</td>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
</tr>
<tr>
<td valign="top" align="left">13</td>
<td valign="top" align="center">SSR-P CAC-45</td>
<td valign="top" align="center">F: GAAGACCATCCTCACGACT</td>
<td valign="top" align="center">51</td>
<td valign="top" align="center">0.66</td>
<td valign="top" align="center">0.45</td>
<td valign="top" align="center">0.14</td>
<td valign="top" align="center">0.69</td>
<td/>
</tr>
<tr>
<td/>
<td/>
<td valign="top" align="center">R: TTCTTCTTGTTGGTTTTTCTG</td>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
</tr>
<tr>
<td valign="top" align="left">14</td>
<td valign="top" align="center">SSR-P CAAC- 44</td>
<td valign="top" align="center">F: AGCGTAGAGTCAGTCAGTCAG</td>
<td valign="top" align="center">51</td>
<td valign="top" align="center">0.59</td>
<td valign="top" align="center">0.49</td>
<td valign="top" align="center">0.41</td>
<td valign="top" align="center">0.61</td>
<td/>
</tr>
<tr>
<td/>
<td/>
<td valign="top" align="center">R: GCTAATAAGGAGATTGGGTTG</td>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
</tr>
<tr>
<td valign="top" align="left">15</td>
<td valign="top" align="center">SSR-P TATC-40</td>
<td valign="top" align="center">F: AAGCGTGATCAAGTAGGTTTA</td>
<td valign="top" align="center">50.4</td>
<td valign="top" align="center">0.74</td>
<td valign="top" align="center">0.38</td>
<td valign="top" align="center">0.38</td>
<td valign="top" align="center">0.47</td>
<td/>
</tr>
<tr>
<td/>
<td/>
<td valign="top" align="center">R: GATGGACAAGTAGAGAGATGG</td>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
</tr>
<tr>
<td valign="top" align="left">16</td>
<td valign="top" align="center">SSR-P TCCG-36</td>
<td valign="top" align="center">F: TTTTTCTAGATCCACCAACC</td>
<td valign="top" align="center">50.4</td>
<td valign="top" align="center">0.52</td>
<td valign="top" align="center">0.5</td>
<td valign="top" align="center">0.48</td>
<td valign="top" align="center">0.71</td>
<td/>
</tr>
<tr>
<td/>
<td/>
<td valign="top" align="center">R: TACGAACAGGAGTCCCTCA</td>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
</tr>
<tr>
<td valign="top" align="left">17</td>
<td valign="top" align="center">SSR-P TATTG-60</td>
<td valign="top" align="center">F: TCAAACAACTTCATCCTGAAC</td>
<td valign="top" align="center">48</td>
<td valign="top" align="center">0.62</td>
<td valign="top" align="center">0.47</td>
<td valign="top" align="center">0.28</td>
<td valign="top" align="center">0.87</td>
<td/>
</tr>
<tr>
<td/>
<td/>
<td valign="top" align="center">R: ATGTGATATCTTTTGGATTGG</td>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
</tr>
<tr>
<td valign="top" align="left">18</td>
<td valign="top" align="center">SSR-P TCTTT-50</td>
<td valign="top" align="center">F: GGGTTTATATGGTGGGTGT</td>
<td valign="top" align="center">48</td>
<td valign="top" align="center">0.53</td>
<td valign="top" align="center">0.5</td>
<td valign="top" align="center">0.52</td>
<td valign="top" align="center">0.78</td>
<td/>
</tr>
<tr>
<td/>
<td/>
<td valign="top" align="center">R: GTTGAGTGGGTGAGATGAGTA</td>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
</tr>
<tr>
<td valign="top" align="left">19</td>
<td valign="top" align="center">SSR-P ACAAAC-48</td>
<td valign="top" align="center">F: ATACATTTTGGTTACCCACCT</td>
<td valign="top" align="center">48.9</td>
<td valign="top" align="center">0.57</td>
<td valign="top" align="center">0.49</td>
<td valign="top" align="center">0.66</td>
<td valign="top" align="center">0.8</td>
<td/>
</tr>
<tr>
<td/>
<td/>
<td valign="top" align="center">R: TGTGTTTGTTTGTGTTTGTGT</td>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
</tr>
<tr>
<td valign="top" align="left">20</td>
<td valign="top" align="center">SSR-P GCTGTT-60</td>
<td valign="top" align="center">F: GATGAGCAGCATGAGGAG</td>
<td valign="top" align="center">51.9</td>
<td valign="top" align="center">0.53</td>
<td valign="top" align="center">0.5</td>
<td valign="top" align="center">0.38</td>
<td valign="top" align="center">0.81</td>
<td/>
</tr>
<tr>
<td/>
<td/>
<td valign="top" align="center">R: CACCAGAACAACATACTCCAT</td>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
</tr>
<tr>
<td valign="top" align="left">21</td>
<td valign="top" align="center">PtESSR6</td>
<td valign="top" align="center">F: ATGATGTCCCGCTCACCT</td>
<td valign="top" align="center">52</td>
<td valign="top" align="center">0.69</td>
<td valign="top" align="center">0.43</td>
<td valign="top" align="center">0.28</td>
<td valign="top" align="center">0.88</td>
<td valign="top" align="center"><xref ref-type="bibr" rid="B60">Savadi et al., 2020</xref></td>
</tr>
<tr>
<td/>
<td/>
<td valign="top" align="center">R: ATCACAGAGTTGGCGATATG</td>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
</tr>
<tr>
<td valign="top" align="left">22</td>
<td valign="top" align="center">PtESSR17</td>
<td valign="top" align="center">F: CAAACTGCCCAATCTTTATCT</td>
<td valign="top" align="center">53</td>
<td valign="top" align="center">0.53</td>
<td valign="top" align="center">0.5</td>
<td valign="top" align="center">0.31</td>
<td valign="top" align="center">0.77</td>
<td/>
</tr>
<tr>
<td/>
<td/>
<td valign="top" align="center">R: GTGCGAGCCTGTCCCTTC</td>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
</tr>
<tr>
<td valign="top" align="left">23</td>
<td valign="top" align="center">PtESSR18</td>
<td valign="top" align="center">F: CTCTGCCCCTCTCTCTCC</td>
<td valign="top" align="center">50</td>
<td valign="top" align="center">0.57</td>
<td valign="top" align="center">0.49</td>
<td valign="top" align="center">0.52</td>
<td valign="top" align="center">0.76</td>
<td/>
</tr>
<tr>
<td/>
<td/>
<td valign="top" align="center">R: CTACCTCATCAGGCACCTT</td>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
</tr>
<tr>
<td valign="top" align="left">24</td>
<td valign="top" align="center">PtESSR22</td>
<td valign="top" align="center">F: ACAGAGGGAGCTCCACAA</td>
<td valign="top" align="center">51</td>
<td valign="top" align="center">0.69</td>
<td valign="top" align="center">0.43</td>
<td valign="top" align="center">0.62</td>
<td valign="top" align="center">0.79</td>
<td/>
</tr>
<tr>
<td/>
<td/>
<td valign="top" align="center">R: CTCCCGCTACCCTTTCTC</td>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
</tr>
<tr>
<td valign="top" align="left">25</td>
<td valign="top" align="center">PtESSR24</td>
<td valign="top" align="center">F: CGTAGACGTTCACCTCGT</td>
<td valign="top" align="center">49</td>
<td valign="top" align="center">0.76</td>
<td valign="top" align="center">0.37</td>
<td valign="top" align="center">0.41</td>
<td valign="top" align="center">0.58</td>
<td/>
</tr>
<tr>
<td/>
<td/>
<td valign="top" align="center">R: GGCGGTTACTGTTTTGTTT</td>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
</tr>
<tr>
<td valign="top" align="left">26</td>
<td valign="top" align="center">PtESSR25</td>
<td valign="top" align="center">F: TCTCGACGATCTGGACAT</td>
<td valign="top" align="center">50</td>
<td valign="top" align="center">0.6</td>
<td valign="top" align="center">0.48</td>
<td valign="top" align="center">0.66</td>
<td valign="top" align="center">0.49</td>
<td/>
</tr>
<tr>
<td/>
<td/>
<td valign="top" align="center">R: GAGGTCGAGGACGAGGAC</td>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
</tr>
<tr>
<td valign="top" align="left">27</td>
<td valign="top" align="center">PtESSR26</td>
<td valign="top" align="center">F: AGGGAGGAGGATGATGGT</td>
<td valign="top" align="center">55</td>
<td valign="top" align="center">0.69</td>
<td valign="top" align="center">0.43</td>
<td valign="top" align="center">0.48</td>
<td valign="top" align="center">0.76</td>
<td/>
</tr>
<tr>
<td/>
<td/>
<td valign="top" align="center">R: TGGAGGAGAAAGGATGAAC</td>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
</tr>
<tr>
<td valign="top" align="left">28</td>
<td valign="top" align="center">PtESSR27</td>
<td valign="top" align="center">F: GGATGAGAGATACAACAACCA</td>
<td valign="top" align="center">53</td>
<td valign="top" align="center">0.59</td>
<td valign="top" align="center">0.49</td>
<td valign="top" align="center">0.48</td>
<td valign="top" align="center">0.82</td>
<td/>
</tr>
<tr>
<td/>
<td/>
<td valign="top" align="center">R: AACATTTGGGTGCAGTAAATA</td>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
</tr>
<tr>
<td valign="top" align="left">29</td>
<td valign="top" align="center">PtESSR28</td>
<td valign="top" align="center">F: ATTGTGGCGGCGGAGGAG</td>
<td valign="top" align="center">54</td>
<td valign="top" align="center">0.97</td>
<td valign="top" align="center">0.07</td>
<td valign="top" align="center">0.07</td>
<td valign="top" align="center">0.61</td>
<td/>
</tr>
<tr>
<td/>
<td/>
<td valign="top" align="center">R: GATCTTGGACACCGAGAAG</td>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
</tr>
<tr>
<td valign="top" align="left">30</td>
<td valign="top" align="center">PtESSR30</td>
<td valign="top" align="center">F: GGACTTGCGTTCTACTACAAA</td>
<td valign="top" align="center">53</td>
<td valign="top" align="center">0.93</td>
<td valign="top" align="center">0.13</td>
<td valign="top" align="center">0.14</td>
<td valign="top" align="center">0.48</td>
<td/>
</tr>
<tr>
<td/>
<td/>
<td valign="top" align="center">R: TACTCCACTTTTTAGCCTCCT</td>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
</tr>
<tr>
<td valign="top" align="left">31</td>
<td valign="top" align="center">PtESSR31</td>
<td valign="top" align="center">F: TCTCGAGGATCTCTAGGTAGC</td>
<td valign="top" align="center">53</td>
<td valign="top" align="center">0.55</td>
<td valign="top" align="center">0.49</td>
<td valign="top" align="center">0.41</td>
<td valign="top" align="center">0.86</td>
<td/>
</tr>
<tr>
<td/>
<td/>
<td valign="top" align="center">R: GACGAGACCTCCGTATCC</td>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
</tr>
<tr>
<td valign="top" align="left">32</td>
<td valign="top" align="center">PtESSR33</td>
<td valign="top" align="center">F: AGTGACACCATGAATGAAAAA</td>
<td valign="top" align="center">53</td>
<td valign="top" align="center">0.79</td>
<td valign="top" align="center">0.33</td>
<td valign="top" align="center">0.21</td>
<td valign="top" align="center">0.7</td>
<td/>
</tr>
<tr>
<td/>
<td/>
<td valign="top" align="center">R: CAAGAAAACAAAAACAGCACT</td>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
</tr>
<tr>
<td valign="top" align="left">33</td>
<td valign="top" align="center">PtESSR34</td>
<td valign="top" align="center">F: CATATGAAGACAGGGAGCAC</td>
<td valign="top" align="center">54</td>
<td valign="top" align="center">0.81</td>
<td valign="top" align="center">0.31</td>
<td valign="top" align="center">0.31</td>
<td valign="top" align="center">0.43</td>
<td/>
</tr>
<tr>
<td/>
<td/>
<td valign="top" align="center">R: GTCATGGTGGATTGATTGA</td>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
</tr>
<tr>
<td valign="top" align="left">34</td>
<td valign="top" align="center">PtESSR35</td>
<td valign="top" align="center">F: GATTCCGGATTAGCCACTA</td>
<td valign="top" align="center">53</td>
<td valign="top" align="center">0.66</td>
<td valign="top" align="center">0.45</td>
<td valign="top" align="center">0.48</td>
<td valign="top" align="center">0.62</td>
<td/>
</tr>
<tr>
<td/>
<td/>
<td valign="top" align="center">R: AAATAAGCAGCTCCCAATC</td>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
</tr>
<tr>
<td valign="top" align="left">35</td>
<td valign="top" align="center">PtESSR36</td>
<td valign="top" align="center">F: CTGTTTCTTGGTGATCAGGT</td>
<td valign="top" align="center">54</td>
<td valign="top" align="center">0.78</td>
<td valign="top" align="center">0.35</td>
<td valign="top" align="center">0.31</td>
<td valign="top" align="center">0.62</td>
<td/>
</tr>
<tr>
<td/>
<td/>
<td valign="top" align="center">R: CCAGAACAGTCATCCTCCT</td>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
</tr>
<tr>
<td valign="top" align="left">36</td>
<td valign="top" align="center">PtESSR38</td>
<td valign="top" align="center">F: CTTGCTGTGCCGGTCCTT</td>
<td valign="top" align="center">53</td>
<td valign="top" align="center">0.64</td>
<td valign="top" align="center">0.46</td>
<td valign="top" align="center">0.52</td>
<td valign="top" align="center">0.76</td>
<td/>
</tr>
<tr>
<td/>
<td/>
<td valign="top" align="center">R: CCTCTCCACCACCATGAC</td>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
</tr>
<tr>
<td valign="top" align="left">37</td>
<td valign="top" align="center">PtESSR46</td>
<td valign="top" align="center">F: TCCCAGAGTATGTGTTTTGTT</td>
<td valign="top" align="center">53</td>
<td valign="top" align="center">0.74</td>
<td valign="top" align="center">0.38</td>
<td valign="top" align="center">0.38</td>
<td valign="top" align="center">0.67</td>
<td/>
</tr>
<tr>
<td/>
<td/>
<td valign="top" align="center">R: CGTGAGTTATGGATGGATG</td>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
</tr>
<tr>
<td valign="top" align="left" colspan="3">Mean</td>
<td/>
<td valign="top" align="center">0.65</td>
<td valign="top" align="center">0.43</td>
<td valign="top" align="center">0.45</td>
<td valign="top" align="center">0.73</td>
<td/>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn id="t2fns1"><p><italic>&#x002A;AT, annealing temperature; MAL, major allele frequency; GD, gene diversity; H, heterozygosity; PIC, polymorphic information content.</italic></p></fn>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="S2.SS3.SSS2">
<title>Polymerase Chain Reaction Amplification and Polymorphic Allele Scoring</title>
<p>Polymerase chain reaction (PCR) was performed in 20 &#x03BC;l of the PCR reaction mixture containing 25 ng of template DNA, 200 &#x03BC;M of dNTPs, 1 &#x00D7; PCR buffer (10 mM Tris, pH 9.0, and 50 mM KCl), 1.5 mM MgCl<sub>2</sub>, 2.5 U Taq polymerase (HiMedia Lab., Mumbai, India), and 10 pmol of both forward and reverse primers. The PCR programs were set at 94&#x00B0;C for 2 min (initial denaturation); followed by 35 cycles of 30 s at 94&#x00B0;C, 30 s at marker specific annealing temperature (<xref ref-type="table" rid="T2">Table 2</xref>), and 1 min at 72&#x00B0;C; with a final extension at 72&#x00B0;C for 7 min in a thermal cycler (Applied Biosystems Veriti&#x2122;, CA, United States). The amplified products were resolved on 3% Super MT4 Agarose gel (Life Technologies, New Delhi, India) in 1&#x00D7; Tris-Borate-EDTA (TBE) buffer at 65&#x2013;70 V for 2&#x2013;3 h. DNA fragments were visualized under UV light and photographed using the gel documentation system (Bio-Rad Laboratories Inc., Hercules, CA, United States). The number of polymorphic alleles for each SSR locus was scored. The genotyping studies were repeated and confirmed before data analysis.</p>
</sec>
</sec>
<sec id="S2.SS4">
<title>Data Analysis</title>
<p>The virulence frequency (VF) of all 29 pathotypes on each of the entry (gene/cultivar) of differential sets was determined as the percentage of the pathotype virulent for a specific gene or cultivar of the differential set from the total of pathotypes under study. The binary data, generated as &#x201C;1&#x201D; and &#x201C;0&#x201D; to symbolize the virulence and avirulence, respectively, of each pathotype on wheat differential lines, were used to construct the virulence phenotype-based dendrogram of <italic>Pgt</italic> pathotypes. Likewise, binary codes as &#x201C;1&#x201D; and &#x201C;0&#x201D; were generated to represent the presence and absence, respectively, of SSR alleles of different sizes from multilocus allelic data matrix for all pathotype&#x2013;primer combinations. The SSR alleles of different sizes from multilocus allelic data matrix were arranged according to their molecular weights (in base pair) for calculating major allele frequency (MAF), gene diversity, and heterozygosity of each SSR marker using PowerMarker version 3.25 (<xref ref-type="bibr" rid="B35">Lu et al., 2005</xref>). Polymorphic information content (PIC) value, discriminating two loci, was calculated using the following formula proposed by <xref ref-type="bibr" rid="B3">Anderson et al. (1993)</xref>:</p>
<disp-formula id="S2.E1"><label>(1)</label><mml:math id="M1"><mml:mrow><mml:mpadded width="+2.8pt"><mml:mtext>PICj</mml:mtext></mml:mpadded><mml:mo>=</mml:mo><mml:mrow><mml:mn>&#x2004;1</mml:mn><mml:mo>-</mml:mo><mml:mrow><mml:munderover><mml:mo largeop="true" movablelimits="false" symmetric="true">&#x2211;</mml:mo><mml:mrow><mml:mi>f</mml:mi><mml:mo>=</mml:mo><mml:mn>1</mml:mn></mml:mrow><mml:mi>n</mml:mi></mml:munderover><mml:mrow><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:msub><mml:mi>P</mml:mi><mml:mrow><mml:mi>i</mml:mi><mml:mi>j</mml:mi></mml:mrow></mml:msub><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mn>2</mml:mn></mml:mrow></mml:mrow></mml:mrow></mml:mrow></mml:math></disp-formula>
<p>where <italic>n</italic> and <italic>P</italic><sub>ij</sub> are the numbers of alleles and frequency of the <italic>j</italic>th allele for marker <italic>I</italic>, respectively.</p>
<p>For the analysis of genetic diversity parameters using GenAlEx, the <italic>Pgt</italic> population was divided into the following five subpopulations: (i) North India, (ii) Karnataka, (iii) Madhya Pradesh, (iv) Maharashtra, and (v) Tamil Nadu, which correspond to the place of origin of different pathotypes. The Shannon&#x2019;s information index (<italic>I</italic>), expected heterozygosity (He), unbiased expected heterozygosity (uHe), percentage of polymorphic loci (%P), principal coordinate analysis (PCoA), Mantel correlation test, and analysis of molecular variance (AMOVA) were determined using GenAlEx 6.5 (<xref ref-type="bibr" rid="B49">Peakall and Smouse, 2012</xref>). GenAlEx was also used to calculate Nei&#x2019;s genetic distance in a pairwise population matrix. Cluster analysis for both virulence phenotype and molecular genotype data was performed to generate dendrograms based on the neighbor-joining (NJ) cluster analysis using DARwin 6.0.14 (<xref ref-type="bibr" rid="B50">Perrier and Jacquemoud-collet, 2006</xref>). The population structure data of <italic>Pgt</italic> pathotypes were generated using STRUCTURE 2.3.4 (<xref ref-type="bibr" rid="B58">Pritchard et al., 2000</xref>) with the admixture model-based clustering method with 50,000 burin-in periods, 500,000 iterations, and two replications.</p>
</sec>
</sec>
<sec id="S3" sec-type="results">
<title>Results</title>
<sec id="S3.SS1">
<title>Virulence Phenotyping and Frequency</title>
<p>The virulence phenotyping of 29 <italic>Pgt</italic> pathotypes detected over the 90 years was performed on Indian stem rust differential sets and other Sr genes to explore their avirulence/virulence formula. Avirulence/virulence formula established for each of the 29 <italic>Pgt</italic> pathotypes against up to 50 Sr genes is presented in <xref ref-type="table" rid="T1">Table 1</xref>. Ten Sr genes, namely, <italic>Sr26, Sr27, Sr31, Sr32, Sr33, Sr35, Sr39, Sr40, Sr43, SrTmp</italic>, and <italic>SrTt3</italic> were found effective against all 29 pathotypes (<xref ref-type="table" rid="T1">Table 1</xref>). The <italic>Sr24</italic> was effective against all the pathotypes except 34-1 and 40-1, likewise, <italic>Sr25</italic> conferred resistance to all the pathotypes except 40-2. The virulence phenotyping observations were used to calculate the VF of all 29 pathotypes on each of the entry of differential sets. The VF of <italic>Pgt</italic> pathotypes on stem rust differentials varied from 0.00 {DWR195 (<italic>Sr31</italic>) and HD2189 (<italic>Sr11</italic> and some other unknown gene)} to 100% (for Barley Local and Agra Local) (<xref ref-type="fig" rid="F2">Figure 2</xref>). The VF on Khapli (<italic>Sr7a, Sr13, Sr14</italic>+), <italic>Sr7a</italic> +, <italic>Sr24</italic>, HI1077 (<italic>Sr9b, 11</italic>+), and <italic>Sr25</italic> was less than 10.4%, whereas &#x003E; 40% VF was recorded on <italic>Sr13</italic>, <italic>Sr9b</italic>, <italic>Sr11</italic>, <italic>Sr9e</italic>, Marquis (<italic>Sr7b</italic>+), Einkorn (<italic>Sr21</italic>+), and Kota (<italic>Sr28</italic>+). Moderate virulence frequencies was observed on Lok 1 (<italic>Sr9b, 11</italic>+) (13.8%), <italic>Sr37</italic> (17.24%), <italic>Sr30</italic> (20.68%), Charter (<italic>Sr11</italic>+) (24.13%), NI 5439 (<italic>Sr11</italic>+) (27.58%), <italic>Sr8b</italic> (34.84%), and Reliance (<italic>Sr5</italic>+) (37.9%). The dendrogram generated by unweighted NJ cluster analysis using virulence phenotype data of each pathotype on all the differentials divided the <italic>Pgt</italic> pathotypes into five distinct virulence groups (VGs) (I&#x2013;V) with 10, 2, 12, 3, and 2 pathotypes, respectively, in each group (<xref ref-type="fig" rid="F3">Figure 3</xref>). Group III was further divided into two subgroups IIIa and IIIb with eight and four pathotypes in each, respectively. All nine pathotypes in race 117 lineage were positioned in group I along with 24A, which to a certain extent have similar virulence pattern as 117-6. Only two pathotypes (184 and 184-1) were clustered in VG II. Pathotypes belonging to race 40 lineage were placed in VG III along with other pathotypes, i.e., race 21 group (21, 21-1, and 21A-2), race 11 group (11 and 11A), 15, and 34-1. Pathotypes 40A, 40-1, and 40-3 with a similar avirulence/virulence formula were clustered in subgroup IIIb (<xref ref-type="fig" rid="F3">Figure 3</xref>).</p>
<fig id="F2" position="float">
<label>FIGURE 2</label>
<caption><p>Virulence frequencies (%) of <italic>P. graminis</italic> f. sp. <italic>tritici</italic> pathotypes on stem rust differentials.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmicb-13-842106-g002.tif"/>
</fig>
<fig id="F3" position="float">
<label>FIGURE 3</label>
<caption><p>The phylogenetic tree of <italic>P. graminis</italic> f. sp. <italic>tritici</italic> pathotypes from the Indian subcontinent based on their avirulence/virulence phenotypes on stem rust differentials. The characters at the base of selected branches indicate the number of the virulence group and subgroups.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmicb-13-842106-g003.tif"/>
</fig>
</sec>
<sec id="S3.SS2">
<title>Possible Evolutionary Hierarchy of Indian <italic>Puccinia graminis</italic> f. sp. <italic>tritici</italic> Pathotypes</title>
<p>Based on the avirulence/virulence assay on the standard differentials possessing different Sr genes, we proposed a possible evolutionary hierarchy among 29 <italic>Pgt</italic> pathotypes collected from India and neighboring countries over the nine decades (<xref ref-type="fig" rid="F4">Figure 4</xref>). Seven different possible lineages have been projected to explain the evolutionary pattern of these pathotypes over the years: (i) race 11 (2 pathotypes), (ii) race 21 (3 pathotypes), (iii) race 40 (6 pathotypes), (iv) race 42 (2 pathotypes), (v) race 117 (9 pathotypes), (vi) race 122 (2 pathotypes), and (vii) race 184 (2 pathotypes). The remaining three pathotypes, namely, 14, 24A, and 34-1 first discovered in 1959, 1981, and 1991, respectively, may be incursions from elsewhere or emerged independently. No conclusive evidence is available to prove the existence of their variants in the Indian subcontinent.</p>
<fig id="F4" position="float">
<label>FIGURE 4</label>
<caption><p>Proposed virulence-based hypothetical evolutionary hierarchy of <italic>P. graminis</italic> f. sp. <italic>tritici</italic> pathotypes from the Indian subcontinent based on virulence phenotyping. Solid outlines explain the probability of mutations for gain or loss of virulence for the Sr genes indicated alongside. The parallel dotted lines indicated the timeline of pathotype evolution in decades.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmicb-13-842106-g004.tif"/>
</fig>
</sec>
<sec id="S3.SS3">
<title>Molecular Genotyping</title>
<sec id="S3.SS3.SSS1">
<title>Simple Sequence Repeat Loci</title>
<p>Out of 100 <italic>Puccinia</italic> spp. SSR markers screened against <italic>Pgt</italic> pathotypes, 37 were found polymorphic. From 29 <italic>Pgt</italic> pathotypes used in this study, a total of 175 alleles with 4.7 alleles per marker were amplified. The number of alleles per locus ranged from two to eight. The amplification product sizes of these markers ranged from 0.1 to 1.5 kb (<xref ref-type="supplementary-material" rid="TS1">Supplementary Figure 1</xref> and <xref ref-type="supplementary-material" rid="TS1">Supplementary Table 2</xref>). The MAF of polymorphic markers ranged between 0.50 (PGTG 04483) and 0.97 (PtESSR28), with three other markers (i.e., SSR-P CAA-60, PtESSR30, and PtESSR34) showing &#x2265; 0.80 MAF (<xref ref-type="table" rid="T2">Table 2</xref>). Gene diversity ranged from 0.13 (PtESSR30) to 0.50 (Nine markers). The heterozygosity of these markers was in the range of 0.14 (SSR-P CAC-45 and PtESSR30) to 0.97 (PGTG 04483). Three polymorphic markers (PgSUN27, PGTG 04483, and PGTG 07438) had a heterozygosity score &#x2265;0.80. The PIC value ranged from 0.43 (PtESSR34) to 0.97 (SSR-P CAA-60) with thirteen markers showing &#x2265; 0.80 PIC value (<xref ref-type="table" rid="T2">Table 2</xref>).</p>
</sec>
</sec>
<sec id="S3.SS4">
<title>Molecular Grouping</title>
<sec id="S3.SS4.SSS1">
<title>Phylogenetic Analysis and Principal Coordinate Analysis</title>
<p>An unrooted dendrogram generated by unweighted NJ cluster analysis of the molecular data generated five distinct molecular groups (MGs I&#x2013;V) with 12, 4, 8, 1, and 4 pathotypes, respectively, in each group. MGs I and III were further divided into three (i.e., Ia, Ib, and Ic) and two (i.e., IIIa and IIIb) subgroups, respectively (<xref ref-type="fig" rid="F5">Figure 5</xref>). Subgroup Ia had four pathotypes (i.e., 24A, 34-1, 40-2, and 40-3), while Ib had seven pathotypes of which pathotypes 11 and 11A, belonging to race 11 lineage based on their virulence, had identical SSR genotype supported by a bootstrap value of 100%. Likewise, pathotypes 21 and 21A-2, belonging to the race 21 lineage and placed in subgroup Ib, shared 92% similarity in SSR genotype as supported by the bootstrap value. MG II had four pathotypes, namely, 40-1, 42, 184, and 184-1, the latter two of which had 95% similar SSR genotype as indicated by the bootstrap value. The third MG had five pathotypes in subgroup IIIa, all belonging to race 117 lineage, while subgroup IIIb had three pathotypes 117-6, 122, and 295. MG IV and subgroup Ic comprised only a single pathotype, i.e., 117A and 40A, respectively, demonstrating poor genetic similarity of these pathotypes with others. The MG V comprised of four pathotypes, namely 14, 117A-1, 42B, and 117, the latter two had fairly similar SSR genotype with 70% bootstrap value. The scatter plot from the PCoA revealed that the first two axes contributed 25.11% cumulative variance with 13.03% and 12.08% variation explained by the first and second axes, respectively (<xref ref-type="fig" rid="F6">Figure 6</xref> and <xref ref-type="supplementary-material" rid="TS1">Supplementary Table 3</xref>). The cumulative variance interpreted by all three axes together was 33.11%. However, this analysis, like virulence-based clustering, could not justify the region-specific grouping of the <italic>Pgt</italic> pathotypes.</p>
<fig id="F5" position="float">
<label>FIGURE 5</label>
<caption><p>The phylogenetic tree of <italic>P. graminis</italic> f. sp. <italic>tritici</italic> pathotypes from the Indian subcontinent constructed using 37 polymorphic simple sequence repeat (SSR) markers. The characters at the base of selected branches indicate the number of the molecular group and subgroups.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmicb-13-842106-g005.tif"/>
</fig>
<fig id="F6" position="float">
<label>FIGURE 6</label>
<caption><p>Principal coordinate analysis (PCoA) of <italic>P. graminis</italic> f. sp. <italic>tritici</italic> pathotypes from different geographical regions of India using 37 polymorphic SSR markers. The first and second principal axes revealed 13.03% and 12.08% of the total variation, respectively.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmicb-13-842106-g006.tif"/>
</fig>
</sec>
<sec id="S3.SS4.SSS2">
<title>Population Diversity</title>
<p>The genetic diversity of different <italic>Pgt</italic> populations was assessed using several parameters including the number of observed (Na) and effective (Ne) alleles, Shannon&#x2019;s information index (I), expected heterozygosity (He), and percentage of polymorphic loci (%P) (<xref ref-type="table" rid="T3">Table 3</xref>). Comparing the different regions, Karnataka and Maharashtra had the highest Na (1.64), followed by Tamil Nadu (1.48), Madhya Pradesh, and North India (both 1.46). The Ne ranged between 1.39 (North India) and 1.47 (Maharashtra). The Ne for other regions, i.e., Karnataka, Madhya Pradesh, and Tamil Nadu was 1.46, 1.43, and 1.43, respectively. The highest <italic>I</italic>-value was observed for Maharashtra (0.41) and the lowest for North India (0.35). Maharashtra and Karnataka had the highest (both 0.27) while North India (0.23) had the lowest He. Equal He (0.25) was observed for Madhya Pradesh and Tamil Nadu. The highest uHe score was 0.29 for both Maharashtra and Tamil Nadu, while lowest for North India (0.26). The %P ranged from 65.71 (North India) to 79.43 (Maharashtra). It was 66.29, 70.86, and 78.29 for Madhya Pradesh, Tamil Nadu, and Karnataka, respectively (<xref ref-type="table" rid="T3">Table 3</xref>). The Nei&#x2019;s genetic distance in pairwise population matrix was very low for all the geographical combinations, and it ranged from 0.041 between Tamil Nadu and Maharashtra to 0.087 between Karnataka and North India (<xref ref-type="table" rid="T4">Table 4</xref>).</p>
<table-wrap position="float" id="T3">
<label>TABLE 3</label>
<caption><p>Values of different genetic diversity parameters (number of observed and effective alleles, Shannon information index, expected and unbiased expected heterozygosity, and percentage of polymorphic loci) of <italic>Puccinia graminis</italic> f. sp. <italic>tritici</italic> groups belonging to five different geographic regions.</p></caption>
<table cellspacing="5" cellpadding="5" frame="hsides" rules="groups">
<thead>
<tr>
<td valign="top" align="left">Population</td>
<td valign="top" align="center">Population size</td>
<td valign="top" align="center">Na &#x00B1; SD</td>
<td valign="top" align="center">Ne &#x00B1; SD</td>
<td valign="top" align="center">I &#x00B1; SD</td>
<td valign="top" align="center">He &#x00B1; SD</td>
<td valign="top" align="center">uHe &#x00B1; SD</td>
<td valign="top" align="center">%P</td>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">North India</td>
<td valign="top" align="center">4</td>
<td valign="top" align="center">1.46 &#x00B1; 0.06</td>
<td valign="top" align="center">1.39 &#x00B1; 0.02</td>
<td valign="top" align="center">0.35 &#x00B1; 0.02</td>
<td valign="top" align="center">0.23 &#x00B1; 0.01</td>
<td valign="top" align="center">0.26 &#x00B1; 0.01</td>
<td valign="top" align="center">65.71%</td>
</tr>
<tr>
<td valign="top" align="left">Karnataka</td>
<td valign="top" align="center">9</td>
<td valign="top" align="center">1.64 &#x00B1; 0.05</td>
<td valign="top" align="center">1.46 &#x00B1; 0.02</td>
<td valign="top" align="center">0.40 &#x00B1; 0.02</td>
<td valign="top" align="center">0.27 &#x00B1; 0.01</td>
<td valign="top" align="center">0.28 &#x00B1; 0.01</td>
<td valign="top" align="center">78.29%</td>
</tr>
<tr>
<td valign="top" align="left">Madhya Pradesh</td>
<td valign="top" align="center">5</td>
<td valign="top" align="center">1.46 &#x00B1; 0.06</td>
<td valign="top" align="center">1.43 &#x00B1; 0.02</td>
<td valign="top" align="center">0.37 &#x00B1; 0.02</td>
<td valign="top" align="center">0.25 &#x00B1; 0.01</td>
<td valign="top" align="center">0.27 &#x00B1; 0.01</td>
<td valign="top" align="center">66.29%</td>
</tr>
<tr>
<td valign="top" align="left">Maharashtra</td>
<td valign="top" align="center">7</td>
<td valign="top" align="center">1.64 &#x00B1; 0.05</td>
<td valign="top" align="center">1.47 &#x00B1; 0.02</td>
<td valign="top" align="center">0.41 &#x00B1; 0.01</td>
<td valign="top" align="center">0.27 &#x00B1; 0.01</td>
<td valign="top" align="center">0.29 &#x00B1; 0.01</td>
<td valign="top" align="center">79.43%</td>
</tr>
<tr>
<td valign="top" align="left">Tamil Nadu</td>
<td valign="top" align="center">4</td>
<td valign="top" align="center">1.48 &#x00B1; 0.06</td>
<td valign="top" align="center">1.43 &#x00B1; 0.02</td>
<td valign="top" align="center">0.38 &#x00B1; 0.02</td>
<td valign="top" align="center">0.25 &#x00B1; 0.01</td>
<td valign="top" align="center">0.29 &#x00B1; 0.01</td>
<td valign="top" align="center">70.86%</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn><p><italic>Na, no. of observed alleles; Ne, no. of effective alleles; I, Shannon&#x2019;s information index; He, expected heterozygosity; uHe, unbiased expected heterozygosity; %P, percentage of polymorphic loci.</italic></p></fn>
</table-wrap-foot>
</table-wrap>
<table-wrap position="float" id="T4">
<label>TABLE 4</label>
<caption><p>Pairwise population matrix of Nei&#x2019;s genetic distance.</p></caption>
<table cellspacing="5" cellpadding="5" frame="hsides" rules="groups">
<thead>
<tr>
<td/>
<td valign="top" align="center">North India</td>
<td valign="top" align="center">Karnataka</td>
<td valign="top" align="center">Madhya Pradesh</td>
<td valign="top" align="center">Maharashtra</td>
<td valign="top" align="center">Tamil Nadu</td>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">North India</td>
<td valign="top" align="center">0.000</td>
<td/>
<td/>
<td/>
<td/>
</tr>
<tr>
<td valign="top" align="left">Karnataka</td>
<td valign="top" align="center">0.087</td>
<td valign="top" align="center">0.000</td>
<td/>
<td/>
<td/>
</tr>
<tr>
<td valign="top" align="left">Madhya Pradesh</td>
<td valign="top" align="center">0.086</td>
<td valign="top" align="center">0.070</td>
<td valign="top" align="center">0.000</td>
<td/>
<td/>
</tr>
<tr>
<td valign="top" align="left">Maharashtra</td>
<td valign="top" align="center">0.083</td>
<td valign="top" align="center">0.063</td>
<td valign="top" align="center">0.074</td>
<td valign="top" align="center">0.000</td>
<td/>
</tr>
<tr>
<td valign="top" align="left">Tamil Nadu</td>
<td valign="top" align="center">0.080</td>
<td valign="top" align="center">0.070</td>
<td valign="top" align="center">0.080</td>
<td valign="top" align="center">0.041</td>
<td valign="top" align="center">0.000</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
<sec id="S3.SS4.SSS3">
<title>Analysis of Molecular Variance</title>
<p>The AMOVA carried out by segregating the total variation among and within the populations explained that the maximum genetic variation was within the populations rather than among the <italic>Pgt</italic> populations belonging to different geographic regions. Genetic variations within the populations were 92%, and the remaining 8% (at <italic>P</italic> = 0.001) genetic variations were among the <italic>Pgt</italic> populations belonging to different geographic regions (<xref ref-type="supplementary-material" rid="TS1">Supplementary Figure 2</xref> and <xref ref-type="supplementary-material" rid="TS1">Supplementary Table 4</xref>).</p>
</sec>
<sec id="S3.SS4.SSS4">
<title>Population Structure</title>
<p>The SSR marker data-based population structure analysis was carried out to understand the genetic association among 29 <italic>Pgt</italic> pathotypes using STRUCTURE version 2.3.4. The maximum likelihood values and the mode of the distribution of the &#x0394;<italic>K</italic> index were 2, indicating the existence of two subpopulations. However, seven pathotypes (184, 117, 184-1, 34-1, 14, 40-1, and 42) were designated as admixture individuals and anticipated to have mixed ancestry. The <italic>K</italic> = 2 divided all the pathotypes into two subpopulations (S1 and S2) consisting of 11 <italic>Pgt</italic> pathotypes in each that were originated in 5 different geographical regions (<xref ref-type="fig" rid="F7">Figure 7</xref> and <xref ref-type="supplementary-material" rid="TS1">Supplementary Table 5</xref>). However, we did not observe any geographical region-specific grouping of <italic>Pgt</italic> pathotypes in both the subpopulations, signifying that the geographical distances have very less influence on genetic variations in <italic>Pgt</italic> populations.</p>
<fig id="F7" position="float">
<label>FIGURE 7</label>
<caption><p>Population grouping of <italic>P. graminis</italic> f. sp. <italic>tritici</italic> pathotypes at estimated membership fraction for <italic>K</italic> = 2 using STRUCTURE. The grouping indicates two different populations in green and red with allele sharing more than 70% and an admixture with allele sharing less than 70%.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmicb-13-842106-g007.tif"/>
</fig>
</sec>
<sec id="S3.SS4.SSS5">
<title>Mantel Correlation Test</title>
<p>Correlation analysis was performed to examine the relationship between virulence phenotypes and SSR genotypes of the <italic>Pgt</italic> population consisting of 29 individuals using the Mantel correlation test. The analysis revealed that there was a positive but weak (<italic>R</italic><sup>2</sup> = 0.1546) correlation between these two variables. The linear regression equation of correlation analysis was <italic>y</italic> = 0.0843<italic>x</italic> + 1.8141 (<xref ref-type="supplementary-material" rid="TS1">Supplementary Figure 3</xref>).</p>
</sec>
</sec>
</sec>
<sec id="S4" sec-type="discussion">
<title>Discussion</title>
<p><italic>Puccinia graminis tritici</italic> (<italic>Pgt</italic>), causing wheat stem rust, is highly destructive and one of the most extensively studied plant pathogens. Stem rust is a serious threat to world wheat production and food security. The emergence and dispersal of <italic>Pgt</italic> races, such as TTKSK (Ug99), TTRTF, TKTTF (Digalu race), and their variants, have posed a serious risk to global wheat production (<xref ref-type="bibr" rid="B57">Pretorius et al., 2000</xref>; <xref ref-type="bibr" rid="B40">Olivera et al., 2015</xref>; <xref ref-type="bibr" rid="B48">Patpour et al., 2020</xref>). The occurrence of such virulence has not been reported from any wheat-growing regions in the Indian subcontinent; however, strategic monitoring to track the change in the virulence pattern of <italic>Pgt</italic> is in place for early detection of likely new virulence (s), which might be introduced from elsewhere or evolved locally.</p>
<p>This study reports virulence phenotype and SSR genotype-based diversity analysis of <italic>Pgt</italic> repository (29 pathotypes) from the Indian subcontinent. Virulence phenotype data revealed both inter- and intra-lineage diverse nature of all 29 pathotypes on stem rust differentials and other Sr genes (<xref ref-type="table" rid="T1">Table 1</xref>). The virulence frequencies of <italic>Pgt</italic> pathotypes on stem rust differentials ranged between 0% and 100%. It was in the range of 20%&#x2013;60% for the majority of the differentials. Ten Sr genes (i.e., <italic>Sr26, Sr27, Sr31, Sr32, Sr33, Sr39, Sr40, Sr43, SrTmp</italic>, and <italic>SrTt3</italic>) were found effective to the Indian population of <italic>Pgt</italic>, whereas virulence for <italic>Sr24</italic> and <italic>Sr25</italic> was found only in two (34-1 and 40-1) and one pathotypes (40-2), respectively. Among the effective all stage resistance (ASR) genes in India, seven (<italic>Sr26, Sr27, Sr32, Sr33, Sr39, Sr40</italic>, and <italic>Sr43</italic>) confer resistance to Ug99 and other variants in its lineage and are possibly the most useful ASR genes (<xref ref-type="bibr" rid="B63">Singh et al., 2015</xref>). Some of these genes, <italic>Sr26</italic> in particular, have performed well against stem rust pathotypes worldwide and, therefore, could be a valuable asset for utilization in breeding programs if used in combinations with other effective genes (<xref ref-type="bibr" rid="B63">Singh et al., 2015</xref>; <xref ref-type="bibr" rid="B68">Terefe et al., 2016</xref>). Moreover, the availability of promising slow-rusting adult plant resistance (APR) genes such as <italic>Sr2</italic>, <italic>Sr55</italic>, <italic>Sr56</italic>, <italic>Sr57</italic>, <italic>Sr58</italic>, and others, and their pyramiding with effective ASR genes in cultivars with superior agronomic traits could further improve the effectiveness and durability of stem rust resistance (<xref ref-type="bibr" rid="B23">Huerta-Espino et al., 2020</xref>).</p>
<p>Virulence phenotype-based cluster analysis grouped <italic>Pgt</italic> pathotypes into five distinct VGs (I&#x2013;V). All the pathotypes in race 117 lineage were in VG I (<xref ref-type="fig" rid="F3">Figure 3</xref>). The clustering of pathotypes 40A, 40-1, and 40-3 justifies their similar virulence phenotypes on majority of the differentials except for: (i) <italic>Sr24</italic> (virulent: 40-1; avirulent: 40A and 40-3), (ii), <italic>Sr13</italic>, and (iii) <italic>Sr30</italic> (virulent: 40-3; avirulent: 40A and 40-1; for both <italic>Sr13</italic> and <italic>Sr30</italic>). The identical virulence phenotypes of 40A and 40-1, except for <italic>Sr24</italic> (virulent: 40-1), suggested and have been established that pathotype 40-1 had evolved through a single-step gain of virulence for <italic>Sr24</italic> in 40A (<xref ref-type="bibr" rid="B8">Bhardwaj et al., 1990</xref>). Other pathotypes in the same race lineage and belonging to one VG include 184 and 181-1 in VG II, 122 and 295 in VG IV, and 21, 21A-2, and 21-1 in subgroup IIIa. Likewise, pathotypes 11 and 11A were clustered in subgroups IIIa and IIIb (VG III), respectively.</p>
<p>The possible evolutionary lineages deduced based on the virulence-avirulence assays of 29 <italic>Pgt</italic> pathotypes classified them into seven lineages. In race 11 lineage, the first pathotype was 11 (virulence for <italic>Sr11</italic> and <italic>Sr30</italic>), which was detected in 1962 from Maharashtra (India). Subsequently, another pathotype in its lineage with additional virulence on <italic>Sr37</italic> was identified in 1974 as 11A (<xref ref-type="bibr" rid="B64">Sinha et al., 1976</xref>). Other difference between pathotypes 11 and 11A is that the latter has an avirulence phenotype on <italic>Sr11</italic>. In race 21 lineage, the first pathotypes to be identified was 21, which was simultaneously detected from Lyallpur, Pakistan, and Himachal Pradesh (India) in 1935. The one-step gain in virulence for <italic>Sr9b</italic> and <italic>Sr30</italic> in pathotype 21 caused the emergence of 21A-2 in 1962 from Madhya Pradesh (India). Likewise, additional virulence for <italic>Sr8b</italic> and loss of virulence for <italic>Sr13</italic> in pathotype 21 resulted in the emergence of 21-1 in 1985 from Uttar Pradesh (India) (<xref ref-type="bibr" rid="B6">Bahadur et al., 1985b</xref>). Pathotype 40 in race 40 lineage was detected in 1932 from Pune (India; <xref ref-type="bibr" rid="B37">Mehta, 1940</xref>), while a new independent pathotype 40A emerged in the Nilgiri Hills (Wellington, India) in 1974 (<xref ref-type="bibr" rid="B62">Sharma et al., 1975</xref>). Additional virulence for <italic>Sr24</italic> in pathotype 40A resulted in the emergence of 40-1 (<xref ref-type="bibr" rid="B8">Bhardwaj et al., 1990</xref>), while simultaneous gain and loss of virulence for <italic>Sr25</italic> and <italic>Sr11</italic>, respectively, in 40A resulted in the emergence of 40-2 (<xref ref-type="bibr" rid="B24">Jain et al., 2009</xref>). Other pathotypes 40-3 and 15-1 in race 40 lineage emerged from Dharwad (Karnataka) in 2008, resulting from the gain of virulence for <italic>Sr13</italic> and <italic>Sr30</italic> (for both 15-1 and 40-3) and loss of virulence for <italic>Sr11</italic> (for 15-1) in 40A (<xref ref-type="bibr" rid="B25">Jain et al., 2013</xref>).</p>
<p>Race 117 lineage has been the most variable collection of <italic>Pgt</italic> pathotypes in the Indian subcontinent. Pathotype 117 in this lineage was first detected from Madhya Pradesh in 1945 (<xref ref-type="bibr" rid="B56">Prasada and Lele, 1952</xref>). Since then, eight additional variants of this pathotype have been detected. The loss of virulence for <italic>Sr7b</italic> and <italic>Sr13</italic> in pathotype 117 resulted in the emergence of 117A in 1960 from Karnataka (<xref ref-type="bibr" rid="B46">Patil et al., 1963</xref>). Consequently, pathotypes 117-2 and 117-6 evolved as a result of loss of virulence to <italic>Sr11</italic> (<xref ref-type="bibr" rid="B8">Bhardwaj et al., 1990</xref>) and one step gain of virulence on Charter (<xref ref-type="bibr" rid="B9">Bhardwaj et al., 1994</xref>), respectively, in pathotype 117. Additional virulence in pathotype 117A for <italic>Sr9b</italic> and Charter resulted in the emergence of 117A-1 (<xref ref-type="bibr" rid="B61">Sharma et al., 1979</xref>), while the gain in virulence for <italic>Sr37</italic> in 117A contributed to the advent of 117-1 (<xref ref-type="bibr" rid="B7">Bhardwaj et al., 1989</xref>). Added virulence for <italic>Sr7b</italic> and NI5439 in pathotype 117-1 resulted in the emergence of 117-4 and 117-5, respectively, whereas pathotype 117-1 advanced to 117-3 after gaining additional virulence for <italic>Sr7b</italic> and <italic>Sr13</italic> (<xref ref-type="bibr" rid="B9">Bhardwaj et al., 1994</xref>). The gain in virulence was the principal mode of evolution in the race 117 lineage except for the emergence of 117A (117-<italic>Sr13</italic> and <italic>Sr7b</italic>) and 117-2 (117-<italic>Sr11</italic>), where the loss of virulence in pathotype 117 resulted in their evolution. The virulence-based hypothetical evolutionary hierarchy proposed in this study is to a great extent in agreement with previously discussed virulence phenotype data-based NJ cluster analysis. The evolutionary behavior of <italic>Pgt</italic> isolates reveals that the gain of virulence for <italic>Sr13</italic> was most frequent. The resistance genes present in the most widely used cultivars always play a critical role in influencing the prevalence of pathogen races in a specific region or location. The <italic>Sr13</italic>, one of the most widely used Sr genes in durum wheat, is very common in Indian cultivars as revealed by gene postulation using the gene matching technique. Moreover, the areas covering Madhya Pradesh, Karnataka, Maharashtra, and Tamil Nadu states, where most of the new pathotypes were initially detected, have all three types of wheat (i.e., aestivum, durum, and dicoccum) in cultivation. Adequate host diversity among aestivum, durum, and dicoccum wheat cultivars might be facilitating easier survival for newly evolved rust isolates.</p>
<p>The SSR genotype pattern of each of 29 <italic>Pgt</italic> pathotypes was estimated using 37 <italic>Puccinia</italic> spp. specific SSR markers developed in previous studies (<xref ref-type="bibr" rid="B27">Karaoglu et al., 2013</xref>; <xref ref-type="bibr" rid="B53">Prasad et al., 2017a</xref>, <xref ref-type="bibr" rid="B55">2018</xref>; <xref ref-type="bibr" rid="B60">Savadi et al., 2020</xref>). Four of these markers (i.e., PGTG 03066, PGTG 04483, PGTG 00856, and PGTG 07438) were gene-based functional SSRs, which are known to be most reliable and reproducible for genetic diversity analysis (<xref ref-type="bibr" rid="B2">Anderson and Lubberstedt, 2003</xref>; <xref ref-type="bibr" rid="B75">Zhong et al., 2009</xref>). The MAF, gene diversity, heterozygosity, and PIC values indicated that the SSR markers used in this study were highly informative and, therefore, yielded good quality genetic diversity analysis data. Thirty-two SSRs had PIC values more than 0.50, which is considered the most appropriate for conducting genetic diversity analysis (<xref ref-type="bibr" rid="B13">Botstein et al., 1980</xref>; <xref ref-type="bibr" rid="B67">Szabo, 2007</xref>).</p>
<p>The cluster analysis based on the SSR genotype data grouped 29 <italic>Pgt</italic> pathotypes into five MGs, of which MGs I and III were further divided into three and two subgroups, respectively (<xref ref-type="fig" rid="F5">Figure 5</xref>). The results of the PCoA explaining 25.11% cumulative variance corroborated the NJ cluster analysis. The <italic>Pgt</italic> pathotype grouping as explained through NJ cluster analysis and PCoA was entirely independent of their geographical distribution. For instance, the pathotypes from different regions, i.e., 117/117A-1 (Karnataka), 42B (Maharashtra), and 14 (Madhya Pradesh) were grouped in cluster MG-V, which reflected high genetic similarity among them (<xref ref-type="fig" rid="F5">Figure 5</xref>). Similarly, pathotypes 21, 21-1, and 21A-2 shared almost analogous virulence phenotype and SSR genotypes but detected in distal geographical regions, i.e., 21 and 21-1 in North India and 21A-2 in Central India. This relationship of the geographical distribution of <italic>Pgt</italic> pathotypes with their SSR genotypes could also be endorsed by the findings of AMOVA (<xref ref-type="supplementary-material" rid="TS1">Supplementary Figure 2</xref> and <xref ref-type="supplementary-material" rid="TS1">Supplementary Table 4</xref>). An explanation to justify such distribution of <italic>Pgt</italic> pathotypes could be the existence of gene flow (the transfer of genetic information from one population to the other) over long distances. Similar findings for cereal rust pathogens are reported from India, South America, North America, and Europe (<xref ref-type="bibr" rid="B36">McCallum et al., 1999</xref>; <xref ref-type="bibr" rid="B42">Ordonez and Kolmer, 2007</xref>; <xref ref-type="bibr" rid="B53">Prasad et al., 2017a</xref>). Conversely, clonal lineages were described for <italic>Puccinia</italic> spp. evolution from Australia {<italic>Pgt</italic> (<xref ref-type="bibr" rid="B73">Zhang et al., 2017</xref>), <italic>P. coronata</italic> f. sp. <italic>avenae</italic> (<xref ref-type="bibr" rid="B14">Brake et al., 2001</xref>), and <italic>P. graminis</italic> f. sp. <italic>avenae</italic> (<xref ref-type="bibr" rid="B28">Keiper et al., 2006</xref>)} and South Africa {<italic>Pgt</italic> (<xref ref-type="bibr" rid="B69">Visser et al., 2009</xref>)}.</p>
<p>The correlation analysis of virulence phenotype and SSR genotype data of all <italic>Pgt</italic> pathotypes revealed a positive (<italic>R</italic><sup>2</sup> = 0.1546) correlation between these two variables, which suggests a poor correlation between the virulence phenotypes and SSR genotypes. This is logical because the SSRs used in this study were unrelated to pathogenicity/virulence-specific genes. Similar findings were observed in our earlier studies (<xref ref-type="bibr" rid="B53">Prasad et al., 2017a</xref>,<xref ref-type="bibr" rid="B55">2018</xref>; <xref ref-type="bibr" rid="B20">Gangwar et al., 2021</xref>). Such correlation was also witnessed in the <italic>Puccinia striiformis</italic> population by <xref ref-type="bibr" rid="B15">Chen et al. (2010)</xref>, who clarified that SSR genotypes were independent of virulence and that the whole genomic region of the pathogen evolved much faster than its pathogenicity genes. In contrast, a strong correlation between virulence phenotype and SSR genotype data was observed in a population of <italic>Puccinia triticina</italic> from China (<xref ref-type="bibr" rid="B32">Kolmer, 2015</xref>) and Canada (<xref ref-type="bibr" rid="B71">Wang et al., 2010</xref>) and of <italic>P. striiformis</italic> from Europe (<xref ref-type="bibr" rid="B22">Hovmoller et al., 2002</xref>) populations. Such a positive strong correlation could be the result of SSR genotypic data acquired by the markers designed from virulence/pathogenicity genes, which are distributed throughout the pathogen genome (<xref ref-type="bibr" rid="B43">Ordonez and Kolmer, 2009</xref>; <xref ref-type="bibr" rid="B32">Kolmer, 2015</xref>). Moderate correlation (0.43; <italic>P</italic> = 1.0) between virulence phenotypes and SSR genotypes was reported for the <italic>P. triticina</italic> population from North America (<xref ref-type="bibr" rid="B43">Ordonez and Kolmer, 2009</xref>).</p>
<p>The value of different genetic diversity parameters, namely, Na, Ne, I, He, uHe, and %P was maximum for the <italic>Pgt</italic> population from Maharashtra and minimum for North India. These results suggest that the <italic>Pgt</italic> population is highly diverse in Maharashtra followed by Tamil Nadu, while the North Indian population has poor genetic diversity. These findings support our previous results for <italic>P. triticina</italic> and <italic>Pgt</italic> populations in the Indian subcontinent, wherein we documented that wheat cultivation round the year and availability of green bridges in higher hills of Tamil Nadu (Nilgiris), which receives high UV intensity sunlight, might be helping these pathogens to mutate and survive without difficulty (<xref ref-type="bibr" rid="B53">Prasad et al., 2017a</xref>,<xref ref-type="bibr" rid="B55">2018</xref>). All these factors are known to be critical for the evolution and survival of new virulences in nature (<xref ref-type="bibr" rid="B16">Cheng et al., 2014</xref>; <xref ref-type="bibr" rid="B63">Singh et al., 2015</xref>; <xref ref-type="bibr" rid="B74">Zhao et al., 2020</xref>). The new <italic>Pgt</italic> isolates evolved in these hills migrate to the foothills of Tamil Nadu and Karnataka, and subsequently, to plains of peninsular India (Karnataka, Maharashtra) and Central India (Madhya Pradesh), where these are established on susceptible wheat cultivars (<xref ref-type="bibr" rid="B38">Mehta, 1952</xref>). There are speculations that the primary source of inoculum of <italic>Pgt</italic> is also present in parts of Karnataka other than Nilgiris (<xref ref-type="bibr" rid="B7">Bhardwaj et al., 1989</xref>). Furthermore, the cultivation of susceptible bread, durum, and diacoccum wheat species in these areas might be helping an array of <italic>Pgt</italic> pathotypes with a diverse avirulence/virulence formula to survive and evolve locally. In contrast, cultivation of genetically uniform wheat species (mostly aestivum) in a small stem rust-prone geographical area in North India together with a short favorable period for stem rust development followed by harsh summers prohibits <italic>Pgt</italic> isolates to evolve and survive until the next crop season, which is reflected by poor genetic diversity within <italic>Pgt</italic> population in this region (<xref ref-type="bibr" rid="B11">Bhardwaj et al., 2019</xref>). The SSR genotype-based population structure analysis using a model-based tool clustered 29 <italic>Pgt</italic> pathotypes into two major subpopulations (i.e., SP1 and SP2), containing eleven pathotypes in each, and an admixture comprising seven pathotypes (i.e., 184, 117, 184-1, 34-1, 14, 40-1, and 42). Similar differentiation comprising subpopulations and admixture, using population structure analysis, was reported for the <italic>Pgt</italic> population from South Africa (<xref ref-type="bibr" rid="B68">Terefe et al., 2016</xref>; <xref ref-type="bibr" rid="B12">Boshoff et al., 2018</xref>) and <italic>P. graminis</italic> f. sp. <italic>avenae</italic> population from Australia, Brazil, and Sweden (<xref ref-type="bibr" rid="B21">Gnocato et al., 2018</xref>). However, four subpopulations were explained by a combined analysis of <italic>Pgt</italic> isolates from South Africa and Australia (<xref ref-type="bibr" rid="B70">Visser et al., 2019</xref>). Like cluster analysis, PCoA, and AMOVA, the grouping of <italic>Pgt</italic> pathotypes explained by population structure analysis was not related to their geographical distribution. For example, pathotypes 117-2, 21, and 184 belonged to the North India region while population structure analysis classified them in SP1, SP2, and admixture, respectively. Our results comprehend that the <italic>Pgt</italic> population in the Indian subcontinent might have evolved from two clonal events, and subsequently, gene flow, long-distance migration, and somatic hybridizations could have contributed to the development of the admixture population, which is not exceptional in <italic>Puccinia</italic> spp. (<xref ref-type="bibr" rid="B44">Park et al., 1999</xref>; <xref ref-type="bibr" rid="B45">Park and Wellings, 2012</xref>). The low Nei&#x2019;s genetic distance between different population combinations indicated that the <italic>Pgt</italic> population belonging to different geographical regions in the Indian subcontinent are closely related and thus explain poor genetic divergence. Similar findings are reported for two <italic>P. striiformis</italic> populations from Bajaur and Malakand in Pakistan, while substantial genetic divergence was observed between <italic>P. striiformis</italic> populations from Nepal, Pakistan, and Bhutan (<xref ref-type="bibr" rid="B29">Khan et al., 2019</xref>). Likewise, genetic divergence among <italic>P. triticina</italic> isolates collected from <italic>Aegilops speltoides</italic>, durum, and bread wheat; delimited by host specificity was reported from Israel (<xref ref-type="bibr" rid="B34">Liu et al., 2014</xref>). Genetic drift, gene flow, accumulated mutation, adaptation, and host specificity are suggested as the driving forces behind genetic divergence among <italic>Puccinia</italic> spp. (<xref ref-type="bibr" rid="B31">Kohn, 2005</xref>; <xref ref-type="bibr" rid="B33">Kolmer et al., 2020</xref>).</p>
</sec>
<sec id="S5" sec-type="conclusion">
<title>Conclusion</title>
<p>The repository of 29 <italic>Pgt</italic> pathotypes collected during the last &#x223C;90 years exhibited significant variability for virulence phenotype and SSR genotypes. The SSR markers used in this study were highly informative in explaining the genetic diversity among <italic>Pgt</italic> pathotypes. As revealed by different statistical programs and hypothetical evolutionary hierarchy, the gene flow, long-distance dispersal, and single-step mutation for gain and/or rare loss of virulence could have contributed to cryptic genetic variation and evolution in the <italic>Pgt</italic> population from the Indian subcontinent. The findings of population structure and genetic diversity analysis of <italic>Pgt</italic> population, supplemented by deployment of effective Sr genes (<italic>Sr26, Sr27, Sr31, Sr32, Sr33, Sr35, Sr39, Sr40, Sr43, SrTmp</italic>, and <italic>SrTt3</italic>) in combination with other APR genes, could be utilized for strategic wheat stem rust management.</p>
</sec>
<sec id="S6" sec-type="data-availability">
<title>Data Availability Statement</title>
<p>The original contributions presented in the study are included in the article/<xref ref-type="supplementary-material" rid="TS1">Supplementary Material</xref>, further inquiries can be directed to the corresponding author.</p>
</sec>
<sec id="S7">
<title>Author Contributions</title>
<p>PP, SS, and SB conceived the idea and designed the experiments. PP, RT, and SK performed the virulence phenotyping. PP and RT performed SSR genotyping. PP, SS, OG, CL, and SA performed the data analysis and prepared first draft of the manuscript. PP and SB reviewed and revised the manuscript. All authors contributed to the article and approved the submitted version.</p>
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<sec id="conf1" sec-type="COI-statement">
<title>Conflict of Interest</title>
<p>The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec id="pudiscl1" sec-type="disclaimer">
<title>Publisher&#x2019;s Note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
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<ack>
<p>We sincerely thank the Director, Indian Council of Agricultural Research (ICAR)-Indian Institute of Wheat and Barley Research (IIWBR), Karnal, India for financial and liberal support.</p>
</ack>
<sec id="S9" sec-type="supplementary-material">
<title>Supplementary Material</title>
<p>The Supplementary Material for this article can be found online at: <ext-link ext-link-type="uri" xlink:href="https://www.frontiersin.org/articles/10.3389/fmicb.2022.842106/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fmicb.2022.842106/full#supplementary-material</ext-link></p>
<supplementary-material xlink:href="Data_Sheet_1.docx" id="TS1" mimetype="application/vnd.openxmlformats-officedocument.wordprocessingml.document" xmlns:xlink="http://www.w3.org/1999/xlink"/>
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