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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.2022.874120</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>Multi-Locus Sequence Analysis Reveals Diversity of the Rice Kernel Smut Populations in the United States</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>Khanal</surname>
<given-names>Sabin</given-names>
</name>
<xref rid="aff1" ref-type="aff"><sup>1</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/1654898/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Antony-Babu</surname>
<given-names>Sanjay</given-names>
</name>
<xref rid="aff2" ref-type="aff"><sup>2</sup></xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Gaire</surname>
<given-names>Shankar P.</given-names>
</name>
<xref rid="aff1" ref-type="aff"><sup>1</sup></xref>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Zhou</surname>
<given-names>Xin-Gen</given-names>
</name>
<xref rid="aff1" ref-type="aff"><sup>1</sup></xref>
<xref rid="c001" ref-type="corresp"><sup>&#x002A;</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/1093716/overview"/>
</contrib>
</contrib-group>
<aff id="aff1"><sup>1</sup><institution>Texas A&#x0026;M AgriLife Research Center</institution>, <addr-line>Beaumont, TX</addr-line>, <country>United States</country>
</aff>
<aff id="aff2"><sup>2</sup><institution>Department of Plant Pathology and Microbiology, Texas A&#x0026;M University</institution>, <addr-line>College Station, TX</addr-line>, <country>United States</country>
</aff>
<author-notes>
<fn id="fn0001" fn-type="edited-by">
<p>Edited by: Baokai Cui, Beijing Forestry University, China</p>
</fn>
<fn id="fn0002" fn-type="edited-by">
<p>Reviewed by: Alexander N. Ignatov, Peoples&#x2019; Friendship University of Russia, Russia; Malkhan Singh Gurjar, Indian Agricultural Research Institute (ICAR), India; Pradeep Sharma, Indian Institute of Wheat and Barley Research (ICAR), India</p>
</fn>
<corresp id="c001">&#x002A;Correspondence: Xin-Gen Zhou, <email>xzhou@aesrg.tamu.edu</email></corresp>
<fn id="fn0003" fn-type="other">
<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>04</day>
<month>05</month>
<year>2022</year>
</pub-date>
<pub-date pub-type="collection">
<year>2022</year>
</pub-date>
<volume>13</volume>
<elocation-id>874120</elocation-id>
<history>
<date date-type="received">
<day>11</day>
<month>02</month>
<year>2022</year>
</date>
<date date-type="accepted">
<day>07</day>
<month>04</month>
<year>2022</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x00A9; 2022 Khanal, Antony-Babu, Gaire and Zhou.</copyright-statement>
<copyright-year>2022</copyright-year>
<copyright-holder>Khanal, Antony-Babu, Gaire and Zhou</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>Rice (<italic>Oryza sativa</italic>) is the second leading cereal crop in the world and is one of the most important field crops in the US, valued at approximately $2.5 billion. Kernel smut (<italic>Tilletia horrida</italic> Tak.), once considered as a minor disease, is now an emerging economically important disease in the US. In this study, we used multi-locus sequence analysis to investigate the genetic diversity of 63 isolates of <italic>T. horrida</italic> collected from various rice-growing areas across in the US. Three different phylogeny analyses (maximum likelihood, neighbor-joining, and minimum evolution) were conducted based on the gene sequence sets, consisting of all four genes concatenated together, two rRNA regions concatenated together, and only ITS region sequences. The results of multi-gene analyses revealed the presence of four clades in the US populations, with 59% of the isolates clustering together. The populations collected from Mississippi and Louisiana were found to be the most diverse, whereas the populations from Arkansas and California were the least diverse. Similarly, ITS region-based analysis revealed that there were three clades in the <italic>T. horrida</italic> populations, with a majority (76%) of the isolates clustering together along with the 22 <italic>Tilletia</italic> spp. from eight different countries (Australia, China, India, Korea, Pakistan, Taiwan, The US, and Vietnam) that were grouped together. Two of the three clades in the ITS region-based phylogeny consisted of the isolates reported from multiple countries, suggesting potential multiple entries of <italic>T. horrida</italic> into the US. This is the first multi-locus analysis of <italic>T. horrida</italic> populations. The results will help develop effective management strategies, especially breeding for resistant cultivars, for the control of kernel smut in rice.</p>
</abstract>
<kwd-group>
<kwd>Rice</kwd>
<kwd>kernel smut</kwd>
<kwd>Tilletia</kwd>
<kwd><italic>Tilletia horrida</italic></kwd>
<kwd><italic>Tilletia barclayana</italic></kwd>
<kwd>genetic diversity</kwd>
</kwd-group>
<contract-num rid="cn1">2015-51300-24286</contract-num>
<contract-sponsor id="cn1">USDA NIFA OREI</contract-sponsor>
<counts>
<fig-count count="5"/>
<table-count count="4"/>
<equation-count count="0"/>
<ref-count count="66"/>
<page-count count="12"/>
<word-count count="8463"/>
</counts>
</article-meta>
</front>
<body>
<sec id="sec1" sec-type="intro">
<title>Introduction</title>
<p>Rice (<italic>Oryza sativa</italic> L.) is one of the most important crops with a worldwide production of 509 million metric tons annually (<xref ref-type="bibr" rid="ref16">FAOSTAT, 2019</xref>). Rice provides a major source of energy for more than half of the world population (<xref ref-type="bibr" rid="ref16">FAOSTAT, 2019</xref>). In 2019, the US rice production was estimated to be 10 million metric tons. Arkansas, California, Louisiana, Mississippi, Missouri, and Texas are the major rice producers in the US (<xref ref-type="bibr" rid="ref49">USDA, 2020</xref>). Rice kernel smut, caused by <italic>Tilletia horrida</italic> Tak., causes partial or full bunt in rice grains, resulting in a direct reduction in grain yield and quality (<xref ref-type="bibr" rid="ref58">Whitney and Cartwright, 2018</xref>). Rice kernel smut was first reported in 1896 in Japan (<xref ref-type="bibr" rid="ref45">Takahashi, 1896</xref>); currently, rice kernel smut is widespread across rice-growing countries and its distribution is expected to be wider than recently reported (<xref ref-type="bibr" rid="ref6">Carris et al., 2006</xref>).</p>
<p>Average losses from rice kernel smut have been reported around 15%; however, losses as high as 87 and 100% in Pakistan and China have been reported (<xref ref-type="bibr" rid="ref4">Biswas, 2003</xref>). Major losses from kernel smut are due to the depletion in grain quality with countries restricting the maximum permissible limit for the smutted grains. Milled rice in the US has a restriction of 3% smutted rice (<xref ref-type="bibr" rid="ref49">USDA, 2020</xref>). Similarly, certified rice seeds in India have a restriction of 0.5% smutted rice grains (<xref ref-type="bibr" rid="ref8">Chahal, 2001</xref>). Historically kernel smut was considered a minor disease; however, persistent occurrence and frequent outbreaks of the disease in recent years have made kernel smut as one of the most economically important diseases in rice in many countries (<xref ref-type="bibr" rid="ref13">Elshafey, 2018</xref>; <xref ref-type="bibr" rid="ref55">Wang et al., 2019b</xref>; <xref ref-type="bibr" rid="ref1">Allen et al., 2020</xref>; <xref ref-type="bibr" rid="ref60">Zhou et al., 2020</xref>). In the US, kernel smut occurrence and severity have been on the rise for the past decade and pose a serious threat to the US rice production (<xref ref-type="bibr" rid="ref14">Espino, 2019</xref>, <xref ref-type="bibr" rid="ref15">2020</xref>; <xref ref-type="bibr" rid="ref1">Allen et al., 2020</xref>; <xref ref-type="bibr" rid="ref57">Way and Zhou, 2020</xref>). In 2021, severe outbreaks of kernel smut occurred widely across the Texas rice areas and southwest Louisiana, with the percentage of affected panicles ranged up to 50% and the infected kernels ranged up to 20 percent (<xref ref-type="bibr" rid="ref59">Zhou et al., 2021a</xref>). In states such as Arkansas and California where rice industry is valued as billion-dollar industry, potential economic losses are even higher (<xref ref-type="bibr" rid="ref49">USDA, 2020</xref>). With continual increase in acreage compounded with the use of susceptible cultivars, kernel smut has also threatened organic rice production in California and Texas, the two leading states in the US organic rice production (<xref ref-type="bibr" rid="ref61">Zhou et al., 2021b</xref>).</p>
<p>Rice kernel smut is caused by a basidiomycota fungus, belonging to <italic>Tilletia</italic> genus and Tilletiaceae family. More than 80 genera and 4,200 species of smut fungi have been reported as the pathogens to many plant species (<xref ref-type="bibr" rid="ref51">V&#x00E1;nky, 1987</xref>). Phylogenetically <italic>Tilletia</italic> species have been considered to separate their lines from those of other smut fungi, <italic>Ustilago</italic> and <italic>Sporisorium</italic> (<xref ref-type="bibr" rid="ref36">Roux et al., 1998</xref>). <italic>Tilletia horrida</italic> forms thick walled dark teliospores which can be present widely on the soil, plant debris, and rice seeds (<xref ref-type="bibr" rid="ref6">Carris et al., 2006</xref>; <xref ref-type="bibr" rid="ref58">Whitney and Cartwright, 2018</xref>). Kernel smut taxonomy has been turbulent through the years of many studies. <italic>Tilletia horrida</italic> Tak., was first described by Takahashi in 1896; however, over the years, various authors reclassified the fungus to different genus and species: <italic>T. barclayana</italic> (Bref.) Sacc. &#x0026; Syd., <italic>Neovossia barclayana</italic> (Bref.), and <italic>Neovossia horrida</italic> (Tak.; <xref ref-type="bibr" rid="ref48">Tullis and Johnson, 1952</xref>). Through the years, <italic>T. barclayana</italic> and <italic>T. horrida</italic> have been interchangeably used to describe kernel smut of rice. However, a distinction between <italic>T. horrida</italic> and <italic>T. barclayana</italic> has been demonstrated by various molecular and phylogenetic studies (<xref ref-type="bibr" rid="ref26">Levy et al., 2001</xref>; <xref ref-type="bibr" rid="ref6">Carris et al., 2006</xref>). Currently, <italic>T. horrida</italic> has been more commonly used to describe kernel smut of rice in the literature (<xref ref-type="bibr" rid="ref52">Wang et al., 2015</xref>, <xref ref-type="bibr" rid="ref53">2019a</xref>,<xref ref-type="bibr" rid="ref55">b</xref>; <xref ref-type="bibr" rid="ref1">Allen et al., 2020</xref>).</p>
<p>Molecular phylogeny through multi-locus sequence typing (MLST) offers an excellent means to parse bacterial population structure with the use of housekeeping gene sequences and hence found a rightful reliable place in disease epidemiology (<xref ref-type="bibr" rid="ref28">Maiden et al., 1998</xref>). MLST characterizes bacterial strain by their unique allelic profiles by measuring the variations in housekeeping genes. MLST provides a discriminatory power to differentiate different bacterial strains. Although use of MLST is less prevalent in mycology, it has also become a useful tool for studying to understand the fungal populations (<xref ref-type="bibr" rid="ref46">Taylor and Fisher, 2003</xref>). The method represents an important tool to determine the population of fungi that are pathogenic to humans (<xref ref-type="bibr" rid="ref5">Bougnoux et al., 2003</xref>; <xref ref-type="bibr" rid="ref3">Bain et al., 2007</xref>) and plants (<xref ref-type="bibr" rid="ref24">Kellner et al., 2011</xref>; <xref ref-type="bibr" rid="ref10">Choi et al., 2013</xref>; <xref ref-type="bibr" rid="ref43">Sun et al., 2013</xref>; <xref ref-type="bibr" rid="ref22">Gurjar et al., 2021</xref>). MLSA has also been used to study the genetic diversity of various smut fungi (<xref ref-type="bibr" rid="ref24">Kellner et al., 2011</xref>; <xref ref-type="bibr" rid="ref43">Sun et al., 2013</xref>; <xref ref-type="bibr" rid="ref22">Gurjar et al., 2021</xref>; <xref ref-type="bibr" rid="ref40">Sedaghatjoo, 2021</xref>). Previous phylogenetic studies of <italic>T. horrida</italic> populations have been rare. One phylogenetic study conducted with <italic>T. horrida</italic> isolates collected from seven different provinces in China did not find any genetic variation (<xref ref-type="bibr" rid="ref54">Wang et al., 2018</xref>). In the current study, we used the MLSA approach to understand the genetic diversity of the <italic>T. horrida</italic> populations in the US. Understanding the genetic diversity will help in designing and improving rice breeding programs to develop new cultivars with improved kernel smut resistance and in developing effective chemical management strategies for control of kernel smut. The results of our multi-gene phylogeny analyses showed, for the first time, the presence of genetic diversity in the rice kernel smut populations in the US, with all the <italic>T. horrida</italic> isolates clustering into four different genetic groups.</p>
</sec>
<sec id="sec2" sec-type="materials|methods">
<title>Materials and Methods</title>
<sec id="sec3">
<title>Collection of Isolates</title>
<p>Rice grain samples were collected in the 2018 and 2019 growing seasons from six major different rice-growing states in the US (<xref rid="fig1" ref-type="fig">Figure 1</xref>; <xref rid="tab1" ref-type="table">Table 1</xref>). Rice grain samples showing the symptoms of kernel smut were brought to the Plant Pathology Lab at the Texas A&#x0026;M AgriLife Research Center, Beaumont, Texas. Sixty-three fungal isolates were isolated from the infected rice grain samples. Putative <italic>T. horrida</italic> were isolated from teliospores in 2% water-agar, based on the procedure described previously (<xref ref-type="bibr" rid="ref9">Chahal et al., 1993</xref>). Germination of teliospores was visually confirmed under microscope after 3&#x2009;days of incubation. Primary sporidia that germinated from the single teliospores were transferred to potato dextrose agar (PDA) plates and incubated for growth at 28<sup>o</sup> C for 14&#x2009;days. Mycelium was stored in a solution comprising of 2% of sucrose and 20% of glycerol solution in &#x2212;80&#x00B0;C for long-term storage.</p>
<fig position="float" id="fig1">
<label>Figure 1</label>
<caption><p>Geographical distribution of 63 <italic>Tilletia horrida</italic> isolates in Arkansas (AR), California (CA), Louisiana (LA), Mississippi (MI), Missouri (MO), and Texas (TX), covering almost all rice-growing areas in the US. Gradient shading areas inside each state represent the rice production in the US in 2019 provided by the USDA National Agricultural statistics services. The number in the parentheses represents the number of isolates from each county pointed by the red arrow.</p></caption>
<graphic xlink:href="fmicb-13-874120-g001.tif"/>
</fig>
<table-wrap position="float" id="tab1">
<label>Table 1</label>
<caption><p>Geographic origin and NCBI accession number of 63 isolates of <italic>Tilletia horrida</italic> sequenced in this study.</p></caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="middle" rowspan="2">Isolates</th>
<th align="left" valign="middle" rowspan="2">State</th>
<th align="left" valign="middle" rowspan="2">County/Parish</th>
<th align="center" valign="middle" colspan="4">NCBI accession no.</th>
</tr>
<tr>
<th align="center" valign="top">ITS</th>
<th align="center" valign="top">LSU</th>
<th align="center" valign="top"><italic>EF1&#x03B1;</italic></th>
<th align="center" valign="top"><italic>RPB1</italic></th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top">AR-1</td>
<td align="left" valign="top">Arkansas</td>
<td align="left" valign="top">Desha</td>
<td align="center" valign="top">MZ424381</td>
<td align="center" valign="top">MZ424318</td>
<td align="center" valign="top">MZ448515</td>
<td align="center" valign="top">MZ496315</td>
</tr>
<tr>
<td align="left" valign="top">AR-2</td>
<td align="left" valign="top">Arkansas</td>
<td align="left" valign="top">Cross</td>
<td align="center" valign="top">MZ424382</td>
<td align="center" valign="top">MZ424319</td>
<td align="center" valign="top">MZ448516</td>
<td align="center" valign="top">MZ496316</td>
</tr>
<tr>
<td align="left" valign="top">AR-3</td>
<td align="left" valign="top">Arkansas</td>
<td align="left" valign="top">Arkansas</td>
<td align="center" valign="top">MZ424383</td>
<td align="center" valign="top">MZ424320</td>
<td align="center" valign="top">MZ448517</td>
<td align="center" valign="top">MZ496317</td>
</tr>
<tr>
<td align="left" valign="top">AR-4</td>
<td align="left" valign="top">Arkansas</td>
<td align="left" valign="top">Desha</td>
<td align="center" valign="top">MZ424384</td>
<td align="center" valign="top">MZ424321</td>
<td align="center" valign="top">MZ448518</td>
<td align="center" valign="top">MZ496318</td>
</tr>
<tr>
<td align="left" valign="top">AR-5</td>
<td align="left" valign="top">Arkansas</td>
<td align="left" valign="top">Arkansas</td>
<td align="center" valign="top">MZ424385</td>
<td align="center" valign="top">MZ424322</td>
<td align="center" valign="top">MZ448519</td>
<td align="center" valign="top">MZ496319</td>
</tr>
<tr>
<td align="left" valign="top">AR-6</td>
<td align="left" valign="top">Arkansas</td>
<td align="left" valign="top">Cross</td>
<td align="center" valign="top">MZ424386</td>
<td align="center" valign="top">MZ424323</td>
<td align="center" valign="top">MZ448520</td>
<td align="center" valign="top">MZ496320</td>
</tr>
<tr>
<td align="left" valign="top">AR-7</td>
<td align="left" valign="top">Arkansas</td>
<td align="left" valign="top">Arkansas</td>
<td align="center" valign="top">MZ424387</td>
<td align="center" valign="top">MZ424324</td>
<td align="center" valign="top">MZ448521</td>
<td align="center" valign="top">MZ496321</td>
</tr>
<tr>
<td align="left" valign="top">CA-1</td>
<td align="left" valign="top">California</td>
<td align="left" valign="top">Sutter</td>
<td align="center" valign="top">MZ424388</td>
<td align="center" valign="top">MZ424325</td>
<td align="center" valign="top">MZ448522</td>
<td align="center" valign="top">MZ496322</td>
</tr>
<tr>
<td align="left" valign="top">CA-2</td>
<td align="left" valign="top">California</td>
<td align="left" valign="top">Glenn</td>
<td align="center" valign="top">MZ424389</td>
<td align="center" valign="top">MZ424326</td>
<td align="center" valign="top">MZ448523</td>
<td align="center" valign="top">MZ496323</td>
</tr>
<tr>
<td align="left" valign="top">CA-3</td>
<td align="left" valign="top">California</td>
<td align="left" valign="top">Contra Costa</td>
<td align="center" valign="top">MZ424390</td>
<td align="center" valign="top">MZ424327</td>
<td align="center" valign="top">MZ448524</td>
<td align="center" valign="top">MZ496324</td>
</tr>
<tr>
<td align="left" valign="top">CA-4</td>
<td align="left" valign="top">California</td>
<td align="left" valign="top">Contra Costa</td>
<td align="center" valign="top">MZ424391</td>
<td align="center" valign="top">MZ424328</td>
<td align="center" valign="top">MZ448525</td>
<td align="center" valign="top">MZ496325</td>
</tr>
<tr>
<td align="left" valign="top">CA-5</td>
<td align="left" valign="top">California</td>
<td align="left" valign="top">Contra Costa</td>
<td align="center" valign="top">MZ424392</td>
<td align="center" valign="top">MZ424329</td>
<td align="center" valign="top">MZ448526</td>
<td align="center" valign="top">MZ496326</td>
</tr>
<tr>
<td align="left" valign="top">CA-6</td>
<td align="left" valign="top">California</td>
<td align="left" valign="top">Sutter</td>
<td align="center" valign="top">MZ424393</td>
<td align="center" valign="top">MZ424330</td>
<td align="center" valign="top">MZ448527</td>
<td align="center" valign="top">MZ496327</td>
</tr>
<tr>
<td align="left" valign="top">CA-7</td>
<td align="left" valign="top">California</td>
<td align="left" valign="top">Glenn</td>
<td align="center" valign="top">MZ424394</td>
<td align="center" valign="top">MZ424331</td>
<td align="center" valign="top">MZ448528</td>
<td align="center" valign="top">MZ496328</td>
</tr>
<tr>
<td align="left" valign="top">CA-8</td>
<td align="left" valign="top">California</td>
<td align="left" valign="top">Butte</td>
<td align="center" valign="top">MZ424395</td>
<td align="center" valign="top">MZ424332</td>
<td align="center" valign="top">MZ448529</td>
<td align="center" valign="top">MZ496329</td>
</tr>
<tr>
<td align="left" valign="top">CA-9</td>
<td align="left" valign="top">California</td>
<td align="left" valign="top">Butte</td>
<td align="center" valign="top">MZ424396</td>
<td align="center" valign="top">MZ424333</td>
<td align="center" valign="top">MZ448530</td>
<td align="center" valign="top">MZ496330</td>
</tr>
<tr>
<td align="left" valign="top">CA-10</td>
<td align="left" valign="top">California</td>
<td align="left" valign="top">Butte</td>
<td align="center" valign="top">MZ424397</td>
<td align="center" valign="top">MZ424334</td>
<td align="center" valign="top">MZ448531</td>
<td align="center" valign="top">MZ496331</td>
</tr>
<tr>
<td align="left" valign="top">LA-1</td>
<td align="left" valign="top">Louisiana</td>
<td align="left" valign="top">Jefferson Davis</td>
<td align="center" valign="top">MZ424398</td>
<td align="center" valign="top">MZ424335</td>
<td align="center" valign="top">MZ448532</td>
<td align="center" valign="top">MZ496332</td>
</tr>
<tr>
<td align="left" valign="top">LA-2</td>
<td align="left" valign="top">Louisiana</td>
<td align="left" valign="top">Jefferson Davis</td>
<td align="center" valign="top">MZ424399</td>
<td align="center" valign="top">MZ424336</td>
<td align="center" valign="top">MZ448533</td>
<td align="center" valign="top">MZ496333</td>
</tr>
<tr>
<td align="left" valign="top">LA-3</td>
<td align="left" valign="top">Louisiana</td>
<td align="left" valign="top">Acadia</td>
<td align="center" valign="top">MZ424400</td>
<td align="center" valign="top">MZ424337</td>
<td align="center" valign="top">MZ448534</td>
<td align="center" valign="top">MZ496334</td>
</tr>
<tr>
<td align="left" valign="top">LA-4</td>
<td align="left" valign="top">Louisiana</td>
<td align="left" valign="top">Acadia</td>
<td align="center" valign="top">MZ424401</td>
<td align="center" valign="top">MZ424338</td>
<td align="center" valign="top">MZ448535</td>
<td align="center" valign="top">MZ496335</td>
</tr>
<tr>
<td align="left" valign="top">LA-5</td>
<td align="left" valign="top">Louisiana</td>
<td align="left" valign="top">Acadia</td>
<td align="center" valign="top">MZ424402</td>
<td align="center" valign="top">MZ424339</td>
<td align="center" valign="top">MZ448536</td>
<td align="center" valign="top">MZ496336</td>
</tr>
<tr>
<td align="left" valign="top">LA-6</td>
<td align="left" valign="top">Louisiana</td>
<td align="left" valign="top">Jefferson Davis</td>
<td align="center" valign="top">MZ424403</td>
<td align="center" valign="top">MZ424340</td>
<td align="center" valign="top">MZ448537</td>
<td align="center" valign="top">MZ496337</td>
</tr>
<tr>
<td align="left" valign="top">LA-7</td>
<td align="left" valign="top">Louisiana</td>
<td align="left" valign="top">Acadia</td>
<td align="center" valign="top">MZ424404</td>
<td align="center" valign="top">MZ424341</td>
<td align="center" valign="top">MZ448538</td>
<td align="center" valign="top">MZ496338</td>
</tr>
<tr>
<td align="left" valign="top">LA-8</td>
<td align="left" valign="top">Louisiana</td>
<td align="left" valign="top">Acadia</td>
<td align="center" valign="top">MZ424405</td>
<td align="center" valign="top">MZ424342</td>
<td align="center" valign="top">MZ448539</td>
<td align="center" valign="top">MZ496339</td>
</tr>
<tr>
<td align="left" valign="top">LA-9</td>
<td align="left" valign="top">Louisiana</td>
<td align="left" valign="top">Acadia</td>
<td align="center" valign="top">MZ424406</td>
<td align="center" valign="top">MZ424343</td>
<td align="center" valign="top">MZ448540</td>
<td align="center" valign="top">MZ496340</td>
</tr>
<tr>
<td align="left" valign="top">MO-1</td>
<td align="left" valign="top">Missouri</td>
<td align="left" valign="top">Dunklin</td>
<td align="center" valign="top">MZ424407</td>
<td align="center" valign="top">MZ424344</td>
<td align="center" valign="top">MZ448541</td>
<td align="center" valign="top">MZ496341</td>
</tr>
<tr>
<td align="left" valign="top">MO-2</td>
<td align="left" valign="top">Missouri</td>
<td align="left" valign="top">Dunklin</td>
<td align="center" valign="top">MZ424408</td>
<td align="center" valign="top">MZ424345</td>
<td align="center" valign="top">MZ448542</td>
<td align="center" valign="top">MZ496342</td>
</tr>
<tr>
<td align="left" valign="top">MO-3</td>
<td align="left" valign="top">Missouri</td>
<td align="left" valign="top">Dunklin</td>
<td align="center" valign="top">MZ424436</td>
<td align="center" valign="top">MZ424373</td>
<td align="center" valign="top">MZ448570</td>
<td align="center" valign="top">MZ496370</td>
</tr>
<tr>
<td align="left" valign="top">MS-1</td>
<td align="left" valign="top">Mississippi</td>
<td align="left" valign="top">Bolivar</td>
<td align="center" valign="top">MZ424409</td>
<td align="center" valign="top">MZ424346</td>
<td align="center" valign="top">MZ448543</td>
<td align="center" valign="top">MZ496343</td>
</tr>
<tr>
<td align="left" valign="top">MS-2</td>
<td align="left" valign="top">Mississippi</td>
<td align="left" valign="top">Bolivar</td>
<td align="center" valign="top">MZ424410</td>
<td align="center" valign="top">MZ424347</td>
<td align="center" valign="top">MZ448544</td>
<td align="center" valign="top">MZ496344</td>
</tr>
<tr>
<td align="left" valign="top">MS-3</td>
<td align="left" valign="top">Mississippi</td>
<td align="left" valign="top">Bolivar</td>
<td align="center" valign="top">MZ424411</td>
<td align="center" valign="top">MZ424348</td>
<td align="center" valign="top">MZ448545</td>
<td align="center" valign="top">MZ496345</td>
</tr>
<tr>
<td align="left" valign="top">MS-4</td>
<td align="left" valign="top">Mississippi</td>
<td align="left" valign="top">Bolivar</td>
<td align="center" valign="top">MZ424412</td>
<td align="center" valign="top">MZ424349</td>
<td align="center" valign="top">MZ448546</td>
<td align="center" valign="top">MZ496346</td>
</tr>
<tr>
<td align="left" valign="top">MS-5</td>
<td align="left" valign="top">Mississippi</td>
<td align="left" valign="top">Bolivar</td>
<td align="center" valign="top">MZ424413</td>
<td align="center" valign="top">MZ424350</td>
<td align="center" valign="top">MZ448547</td>
<td align="center" valign="top">MZ496347</td>
</tr>
<tr>
<td align="left" valign="top">MS-6</td>
<td align="left" valign="top">Mississippi</td>
<td align="left" valign="top">Bolivar</td>
<td align="center" valign="top">MZ424414</td>
<td align="center" valign="top">MZ424351</td>
<td align="center" valign="top">MZ448548</td>
<td align="center" valign="top">MZ496348</td>
</tr>
<tr>
<td align="left" valign="top">MS-7</td>
<td align="left" valign="top">Mississippi</td>
<td align="left" valign="top">Bolivar</td>
<td align="center" valign="top">MZ424415</td>
<td align="center" valign="top">MZ424352</td>
<td align="center" valign="top">MZ448549</td>
<td align="center" valign="top">MZ496349</td>
</tr>
<tr>
<td align="left" valign="top">MS-8</td>
<td align="left" valign="top">Mississippi</td>
<td align="left" valign="top">Bolivar</td>
<td align="center" valign="top">MZ424416</td>
<td align="center" valign="top">MZ424353</td>
<td align="center" valign="top">MZ448550</td>
<td align="center" valign="top">MZ496350</td>
</tr>
<tr>
<td align="left" valign="top">MS-9</td>
<td align="left" valign="top">Mississippi</td>
<td align="left" valign="top">Bolivar</td>
<td align="center" valign="top">MZ424417</td>
<td align="center" valign="top">MZ424354</td>
<td align="center" valign="top">MZ448551</td>
<td align="center" valign="top">MZ496351</td>
</tr>
<tr>
<td align="left" valign="top">MS-10</td>
<td align="left" valign="top">Mississippi</td>
<td align="left" valign="top">Bolivar</td>
<td align="center" valign="top">MZ424418</td>
<td align="center" valign="top">MZ424355</td>
<td align="center" valign="top">MZ448552</td>
<td align="center" valign="top">MZ496352</td>
</tr>
<tr>
<td align="left" valign="top">MS-11</td>
<td align="left" valign="top">Mississippi</td>
<td align="left" valign="top">Bolivar</td>
<td align="center" valign="top">MZ424419</td>
<td align="center" valign="top">MZ424356</td>
<td align="center" valign="top">MZ448553</td>
<td align="center" valign="top">MZ496353</td>
</tr>
<tr>
<td align="left" valign="top">MS-12</td>
<td align="left" valign="top">Mississippi</td>
<td align="left" valign="top">Bolivar</td>
<td align="center" valign="top">MZ424420</td>
<td align="center" valign="top">MZ424357</td>
<td align="center" valign="top">MZ448554</td>
<td align="center" valign="top">MZ496354</td>
</tr>
<tr>
<td align="left" valign="top">MS-13</td>
<td align="left" valign="top">Mississippi</td>
<td align="left" valign="top">Bolivar</td>
<td align="center" valign="top">MZ424421</td>
<td align="center" valign="top">MZ424358</td>
<td align="center" valign="top">MZ448555</td>
<td align="center" valign="top">MZ496355</td>
</tr>
<tr>
<td align="left" valign="top">MS-14</td>
<td align="left" valign="top">Mississippi</td>
<td align="left" valign="top">Bolivar</td>
<td align="center" valign="top">MZ424422</td>
<td align="center" valign="top">MZ424359</td>
<td align="center" valign="top">MZ448556</td>
<td align="center" valign="top">MZ496356</td>
</tr>
<tr>
<td align="left" valign="top">MS-15</td>
<td align="left" valign="top">Mississippi</td>
<td align="left" valign="top">Bolivar</td>
<td align="center" valign="top">MZ424423</td>
<td align="center" valign="top">MZ424360</td>
<td align="center" valign="top">MZ448557</td>
<td align="center" valign="top">MZ496357</td>
</tr>
<tr>
<td align="left" valign="top">MS-16</td>
<td align="left" valign="top">Mississippi</td>
<td align="left" valign="top">Bolivar</td>
<td align="center" valign="top">MZ424424</td>
<td align="center" valign="top">MZ424361</td>
<td align="center" valign="top">MZ448558</td>
<td align="center" valign="top">MZ496358</td>
</tr>
<tr>
<td align="left" valign="top">MS-17</td>
<td align="left" valign="top">Mississippi</td>
<td align="left" valign="top">Bolivar</td>
<td align="center" valign="top">MZ424425</td>
<td align="center" valign="top">MZ424362</td>
<td align="center" valign="top">MZ448559</td>
<td align="center" valign="top">MZ496359</td>
</tr>
<tr>
<td align="left" valign="top">MS-18</td>
<td align="left" valign="top">Mississippi</td>
<td align="left" valign="top">Bolivar</td>
<td align="center" valign="top">MZ424426</td>
<td align="center" valign="top">MZ424363</td>
<td align="center" valign="top">MZ448560</td>
<td align="center" valign="top">MZ496360</td>
</tr>
<tr>
<td align="left" valign="top">MS-19</td>
<td align="left" valign="top">Mississippi</td>
<td align="left" valign="top">Bolivar</td>
<td align="center" valign="top">MZ424427</td>
<td align="center" valign="top">MZ424364</td>
<td align="center" valign="top">MZ448561</td>
<td align="center" valign="top">MZ496361</td>
</tr>
<tr>
<td align="left" valign="top">MS-20</td>
<td align="left" valign="top">Mississippi</td>
<td align="left" valign="top">Bolivar</td>
<td align="center" valign="top">MZ424428</td>
<td align="center" valign="top">MZ424365</td>
<td align="center" valign="top">MZ448562</td>
<td align="center" valign="top">MZ496362</td>
</tr>
<tr>
<td align="left" valign="top">MS-21</td>
<td align="left" valign="top">Mississippi</td>
<td align="left" valign="top">Bolivar</td>
<td align="center" valign="top">MZ424429</td>
<td align="center" valign="top">MZ424366</td>
<td align="center" valign="top">MZ448563</td>
<td align="center" valign="top">MZ496363</td>
</tr>
<tr>
<td align="left" valign="top">MS-22</td>
<td align="left" valign="top">Mississippi</td>
<td align="left" valign="top">Bolivar</td>
<td align="center" valign="top">MZ424430</td>
<td align="center" valign="top">MZ424367</td>
<td align="center" valign="top">MZ448564</td>
<td align="center" valign="top">MZ496364</td>
</tr>
<tr>
<td align="left" valign="top">MS-23</td>
<td align="left" valign="top">Mississippi</td>
<td align="left" valign="top">Bolivar</td>
<td align="center" valign="top">MZ424431</td>
<td align="center" valign="top">MZ424368</td>
<td align="center" valign="top">MZ448565</td>
<td align="center" valign="top">MZ496365</td>
</tr>
<tr>
<td align="left" valign="top">MS-24</td>
<td align="left" valign="top">Mississippi</td>
<td align="left" valign="top">Bolivar</td>
<td align="center" valign="top">MZ424432</td>
<td align="center" valign="top">MZ424369</td>
<td align="center" valign="top">MZ448566</td>
<td align="center" valign="top">MZ496366</td>
</tr>
<tr>
<td align="left" valign="top">MS-25</td>
<td align="left" valign="top">Mississippi</td>
<td align="left" valign="top">Bolivar</td>
<td align="center" valign="top">MZ424433</td>
<td align="center" valign="top">MZ424370</td>
<td align="center" valign="top">MZ448567</td>
<td align="center" valign="top">MZ496367</td>
</tr>
<tr>
<td align="left" valign="top">MS-26</td>
<td align="left" valign="top">Mississippi</td>
<td align="left" valign="top">Bolivar</td>
<td align="center" valign="top">MZ424434</td>
<td align="center" valign="top">MZ424371</td>
<td align="center" valign="top">MZ448568</td>
<td align="center" valign="top">MZ496368</td>
</tr>
<tr>
<td align="left" valign="top">MS-27</td>
<td align="left" valign="top">Mississippi</td>
<td align="left" valign="top">Bolivar</td>
<td align="center" valign="top">MZ424435</td>
<td align="center" valign="top">MZ424372</td>
<td align="center" valign="top">MZ448569</td>
<td align="center" valign="top">MZ496369</td>
</tr>
<tr>
<td align="left" valign="top">TX-1</td>
<td align="left" valign="top">Texas</td>
<td align="left" valign="top">Jefferson</td>
<td align="center" valign="top">MZ424437</td>
<td align="center" valign="top">MZ424374</td>
<td align="center" valign="top">MZ448571</td>
<td align="center" valign="top">MZ496371</td>
</tr>
<tr>
<td align="left" valign="top">TX-2</td>
<td align="left" valign="top">Texas</td>
<td align="left" valign="top">Jefferson</td>
<td align="center" valign="top">MZ424438</td>
<td align="center" valign="top">MZ424375</td>
<td align="center" valign="top">MZ448572</td>
<td align="center" valign="top">MZ496372</td>
</tr>
<tr>
<td align="left" valign="top">TX-3</td>
<td align="left" valign="top">Texas</td>
<td align="left" valign="top">Jefferson</td>
<td align="center" valign="top">MZ424439</td>
<td align="center" valign="top">MZ424376</td>
<td align="center" valign="top">MZ448573</td>
<td align="center" valign="top">MZ496373</td>
</tr>
<tr>
<td align="left" valign="top">TX-4</td>
<td align="left" valign="top">Texas</td>
<td align="left" valign="top">Jefferson</td>
<td align="center" valign="top">MZ424440</td>
<td align="center" valign="top">MZ424377</td>
<td align="center" valign="top">MZ448574</td>
<td align="center" valign="top">MZ496374</td>
</tr>
<tr>
<td align="left" valign="top">TX-5</td>
<td align="left" valign="top">Texas</td>
<td align="left" valign="top">Chambers</td>
<td align="center" valign="top">MZ424441</td>
<td align="center" valign="top">MZ424378</td>
<td align="center" valign="top">MZ448575</td>
<td align="center" valign="top">MZ496375</td>
</tr>
<tr>
<td align="left" valign="top">TX-6</td>
<td align="left" valign="top">Texas</td>
<td align="left" valign="top">Chambers</td>
<td align="center" valign="top">MZ424442</td>
<td align="center" valign="top">MZ424379</td>
<td align="center" valign="top">MZ448576</td>
<td align="center" valign="top">MZ496376</td>
</tr>
<tr>
<td align="left" valign="top">TX-7</td>
<td align="left" valign="top">Texas</td>
<td align="left" valign="top">Chambers</td>
<td align="center" valign="top">MZ424443</td>
<td align="center" valign="top">MZ424380</td>
<td align="center" valign="top">MZ448577</td>
<td align="center" valign="top">MZ496377</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
<sec id="sec4">
<title>DNA Extraction</title>
<p><italic>Tilletia horrida</italic> isolates growing in PDA plates for 14&#x2009;days were used for DNA extraction. Mycelium was collected by washing the culture plates with 1% NaCl solution and 100&#x2009;mg (fresh weight) of the mycelium mass were used for the DNA extraction. DNA was extracted using the fungi/yeast genomic isolation kit (Norgen Biotek Corp., ON, Canada) following the manufacturer&#x2019;s protocol. The quality of the DNA was checked using the Spectramax quickdrop spectrophotometer (Molecular Devices LLC, San Jose, CA).</p>
</sec>
<sec id="sec5">
<title>Amplification and DNA Sequencing</title>
<p>Genomic DNA of the <italic>T. horrida</italic> isolates was amplified by PCR using four different genomic regions, consisting of two protein-coding genes: translation elongation factor 1-&#x03B1; (<italic>EF-1&#x03B1;</italic>) and the largest subunit of RNA polymerase II (<italic>RPB1</italic>), and two rRNA regions: ITS1 through 2 regions and D1/D2 domains of the large subunit (LSU) rRNA. The primers used in this study were obtained from previous studies (<xref ref-type="bibr" rid="ref17">Fell et al., 2000</xref>; <xref ref-type="bibr" rid="ref56">Wang et al., 2014</xref>) and the conserved primer sequence website of the Vilgalmys Mycology lab-Duke University.<xref rid="fn0004" ref-type="fn"><sup>1</sup></xref> Each PCR reaction mixture was composed of 3&#x2009;&#x03BC;l of DNA adjusted between 10&#x2013;50&#x2009;ng/&#x03BC;l, 12.5&#x2009;&#x03BC;l of 2x KAPA 2G master mix (KAPA Biosystems, Roche Sequencing, Wilmington, MA, United States), 1.25&#x2009;&#x03BC;l of forward, 1.25&#x2009;&#x03BC;l of reverse primers, and 8&#x2009;&#x03BC;l of water to bring the total reaction volume to 25&#x2009;&#x03BC;l. PCR parameters for amplifying <italic>EF-1&#x03B1;</italic> and RPB<italic>1</italic> were used in this study were the same as described previously (<xref ref-type="bibr" rid="ref56">Wang et al., 2014</xref>). Amplification for ITS and LSU were performed as follows: initial denaturation at 94&#x00B0;C for 5&#x2009;min followed by 40&#x2009;cycles of denaturation at 30s at 94&#x00B0;C, annealing 15&#x2009;s at 53.5&#x00B0;C, and elongation at 30s at 72&#x00B0;C; and final elongation at 72&#x00B0;C at 5&#x2009;min. All PCR amplification was conducted in Biometra TOne Thermocycler (Analytikjena, Jena, Germany). All PCR products were run in 1% agarose gel and visualized in blue light. All PCR products were purified from the electrophoresis gel with Zymoclean Gel DNA recovery kits (Zymoresearch, Irvine, CA, United States) according to manufacturer&#x2019;s recommendations. The purified PCR products were sequenced using capillary Sanger&#x2019;s sequencing protocol by external sequencing service provider, Eton Biosciences Inc. (San Diego, CA, United States).</p>
</sec>
<sec id="sec6">
<title>Phylogeny Constructions</title>
<p>Sequences were manually curated and trimmed for noises at the 5&#x2032; and 3&#x2032; ends. Consensus sequences from forward and reverse reads were generated by Benchling online.<xref rid="fn0005" ref-type="fn"><sup>2</sup></xref> Sequences were aligned with MAFFT v7.475 (<xref ref-type="bibr" rid="ref23">Katoh and Standley, 2013</xref>) with accurate alignment method, L-INS-I, built-in MAFFT function of &#x201C;&#x2014;adjustdirection&#x201D; was used to orient the nucleotide sequences in same direction. All sequence alignments were edited and adjusted manually in MEGAX (<xref ref-type="bibr" rid="ref25">Kumar et al., 2018</xref>). Three different phylogeny analyses were conducted as: Maximum Likelihood (ML; <xref ref-type="bibr" rid="ref18">Felsenstein, 1981</xref>), Neighbor-Joining (NJ; <xref ref-type="bibr" rid="ref39">Saitou and Nei, 1987</xref>), and Minimum Evolution (ME; <xref ref-type="bibr" rid="ref38">Rzhetsky and Nei, 1993</xref>). ML analysis was performed with RaxML version 8.2.12 (<xref ref-type="bibr" rid="ref42">Stamatakis, 2014</xref>). RaxML analysis was conducted for 1,000 bootstrap replicated with rapid bootstrap analysis with GTRCAT substitution approximation. NJ and ME analyses were performed in R 4.0.3 (<xref ref-type="bibr" rid="ref33">R Core Team, 2020</xref>) with APE package version 5.4&#x2013;1(<xref ref-type="bibr" rid="ref32">Paradis et al., 2004</xref>) using Rstudio (<xref ref-type="bibr" rid="ref34">R Studio Team, 2020</xref>). NJ analysis was performed in default mode, whereas ME was performed with balanced function (<xref ref-type="bibr" rid="ref12">Desper and Gascuel, 2004</xref>). Tree topologies were visualized and edited using FigTree v1.4.4 (<xref ref-type="bibr" rid="ref35">Rambaut, 2018</xref>). Overall, three different sequences sets were used to construct the phylogeny trees.</p>
</sec>
<sec id="sec7">
<title>Multi-Gene Phylogeny Analyses</title>
<p>Aligned individual sequences were concatenated in different combinations to form three datasets: (1) Ribosomal RNA datasets of 1,075&#x2009;bp formed by combination of LSU and ITS (including 5.8 rRNA) in that order; (2) Multi-gene datasets of 1,615&#x2009;bp formed by combination of two protein-coding genes <italic>EF1-&#x03B1;</italic> and <italic>RPB1</italic> in that order; and (3) Multi-gene datasets of 2,690&#x2009;bp were formed by combining all four sequences, order of genes <italic>EF1-&#x03B1;</italic>, <italic>RPB1</italic>, LSU, and ITS (including 5.8S rRNA). Nucleotide sequence length was approximately 895, 720, 545, and 530&#x2009;bp for <italic>EF1-&#x03B1;</italic>, <italic>RPB1</italic>, LSU, and ITS (including 5.8S rRNA), respectively. All datasets were subjected to all three phylogeny constructions such as ML, NJ, and ME. <italic>Tilletia horrida</italic> strain QB1 (Bio project no: PRJNA280382; <xref ref-type="bibr" rid="ref52">Wang et al., 2015</xref>) was used as the reference. <italic>Tilletia controversa</italic> strain DAOMC 236426 (Bio project no: PRJNA393324; <xref ref-type="bibr" rid="ref30">Nguyen et al., 2019</xref>) was used as an outgroup in the final tree.</p>
</sec>
<sec id="sec8">
<title>Its Region-Only Phylogeny Analysis</title>
<p>In order to take advantage of the multiple <italic>T. horrida</italic> ITS sequences in the database (with no corresponding protein-coding gene sequences), we performed an ITS region-along sequence analyses. ITS sequences of all 63 <italic>T. horrida</italic> isolates from this study were subjected to the National Center for Biotechnology Institute (NCBI) BLAST (<xref ref-type="bibr" rid="ref2">Altschul et al., 1990</xref>). All the hits in the NCBI results were downloaded for the analysis. Multiple entries in the result were cross-referenced based on the accession numbers and the duplicates were removed. A total of 172 unique accession numbers of various <italic>Tilletia</italic> spp. were downloaded from NCBI using BioPython 1.78 (<xref ref-type="bibr" rid="ref11">Cock et al., 2009</xref>) in Python 3.8.5 (<xref ref-type="bibr" rid="ref50">Van Rossum and Drake, 2009</xref>). Based on the preliminary tree branching pattern, a final ITS region-only phylogeny tree was constructed using 26 <italic>T. horrida</italic> sequences, six <italic>T. barclayana</italic> sequences, and one <italic>T. australiensis</italic> sequence (<xref rid="tab2" ref-type="table">Table 2</xref>). Preliminary ITS region-only phylogeny tree with all 172 <italic>Tilletia</italic> spp. isolates, NCBI accession numbers, and other information are available in supplementary (<xref ref-type="supplementary-material" rid="SM1">Supplementary Table S1</xref>; <xref ref-type="supplementary-material" rid="SM2">Figure S2</xref>).</p>
<table-wrap position="float" id="tab2">
<label>Table 2</label>
<caption><p>Primers of ITS, LSU, <italic>EF-1&#x03B1;,</italic> and <italic>RPB1</italic> used in this study.</p></caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="middle">Name</th>
<th align="left" valign="middle">Locus</th>
<th align="left" valign="middle">Primers (5&#x2032;-3&#x2032;)</th>
<th align="center" valign="middle"><italic>Tm</italic><xref rid="tfn1" ref-type="table-fn"><sup>a</sup></xref> (<xref ref-type="bibr" rid="ref11">Cock et al., 2009</xref>)</th>
<th align="left" valign="middle">References</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top">Internal transcriber space</td>
<td align="left" valign="top">ITS</td>
<td align="left" valign="top">ITS1: TCC GTA GGT GAA CCT GCG G<break/>ITS4: TCC TCC GCT TAT TGA TAT GC</td>
<td align="center" valign="top">59.5<break/>52.1</td>
<td align="left" valign="top" rowspan="2">
<xref ref-type="bibr" rid="ref17">Fell et al., 2000</xref>
</td>
</tr>
<tr>
<td align="left" valign="top">D1/D2 domains of the large subunit of rRNA</td>
<td align="left" valign="top">LSU</td>
<td align="left" valign="top">F63: GCA TAT CAA TAA GCG GAG GAA AAG<break/>LR3: GGT CCG TGT TTC AAG ACG G</td>
<td align="center" valign="top">54.2<break/>56.2</td>
</tr>
<tr>
<td align="left" valign="top">Elongation Factor</td>
<td align="left" valign="top"><italic>EF-1&#x03B1;</italic></td>
<td align="left" valign="top">EF1-983F: GCY CCY GGH CAY CGT GAY TTY AT<break/>EF1-2218R: ATG ACA CCR ACR GCR ACR GTY TG</td>
<td align="center" valign="top">61.2<break/>60.9</td>
<td align="left" valign="top" rowspan="2">
<xref ref-type="bibr" rid="ref56">Wang et al., 2014</xref>
</td>
</tr>
<tr>
<td align="left" valign="top">largest subunit of RNA polymerase II</td>
<td align="left" valign="top"><italic>RPB1</italic></td>
<td align="left" valign="top">RPB1-Af: GAR TGY CCD GGD CAY TTY GG<break/>RPB1-Cr: CCN GCD ATN TCR TTR TCC ATR TA</td>
<td align="center" valign="top">57.8<break/>54.2</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn id="tfn1">
<label>a</label>
<p>Melting temperature of the primer.</p>
</fn>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="sec9">
<title>Analysis of Diversity and Recombination Rates</title>
<p>DnaSP v6.0 (<xref ref-type="bibr" rid="ref37">Rozas et al., 2017</xref>) was used to determine nucleotide diversity and the minimum number of recombination events. Similarly, DnaSP v 6.0 (<xref ref-type="bibr" rid="ref37">Rozas et al., 2017</xref>) was also used for the calculation of class I neutrality tests: Tajima&#x2019;s D and Fu and Li&#x2019;s D&#x002A; and F&#x002A;, for detecting departure from the mutation/drift equilibrium (<xref ref-type="bibr" rid="ref44">Tajima, 1989</xref>; <xref ref-type="bibr" rid="ref19">Fu and Li, 1993</xref>). For the above-mentioned calculation, only <italic>T. horrida</italic> isolates were considered in multi-gene sequence sets and <italic>T. controversa</italic> was used as an outgroup as needed. However, for ITS region-only sequence sets, <italic>T. barclayana</italic> strain 104 was used as an outgroup as needed.</p>
</sec>
<sec id="sec10">
<title>Nucleotide Sequence Accession Numbers</title>
<p>All the sequenced genes have been deposited into the National Center for Biotechnology Institute (NCBI) database under the following accession numbers: LSU, MZ424318&#x2013;MZ424380, ITS, MZ424381&#x2013;MZ424443, <italic>EF1</italic>, MZ448515&#x2013;MZ448577, and <italic>RPB1</italic>, MZ496315&#x2013;MZ496377.</p>
</sec>
</sec>
<sec id="sec11" sec-type="results">
<title>Results</title>
<sec id="sec12">
<title>Its Region-Only Phylogeny Characterization</title>
<p>We took advantage of the ITS region sequences available on multiple isolates in the databases and conducted phylogenetic analysis first based on the ITS region-only. For the analysis, we downloaded 172 various <italic>Tilletia</italic> spp. from NCBI and constructed a phylogenetic tree. Most of the isolates formed species-specific clades (<xref ref-type="supplementary-material" rid="SM3">Supplementary Figure S2</xref>). Hence, the final tree was constructed with 63 <italic>T. horrida</italic> isolates collected from this study, along with a subset of the sequences from the NCBI database, including 26 <italic>T. horrida</italic> isolates, six <italic>T. barclayana</italic> isolates, and one <italic>T. australiensis</italic> isolate downloaded from the NCBI database. All <italic>T. barclayana</italic> isolates were included in the final tree due to taxonomy controversy of the kernel smut fungus. Phylogeny based on ITS region (<xref rid="fig2" ref-type="fig">Figure 2</xref>) shows three different groups of the isolates. Most isolates (76%) were clustered together along with 22 isolates from eight different countries (Australia, China, India, Korea, Pakistan, Taiwan, the US, and Vietnam) in Clade III (<xref rid="fig2" ref-type="fig">Figure 2</xref>; <xref rid="tab3" ref-type="table">Table 3</xref>). Out of the remaining 15 isolates, 11 <italic>T. horrida</italic> isolates collected in this study were clustered together in clade II. All the isolates clustered in clade II were from the current study. Clade I was grouped by clustering of seven isolates from China, one from Japan, and four <italic>T. horrida</italic> isolates from the current study (<xref rid="fig2" ref-type="fig">Figure 2</xref>; <xref rid="tab3" ref-type="table">Table 3</xref>).</p>
<fig position="float" id="fig2">
<label>Figure 2</label>
<caption><p>ITS region-based neighbor-joining phylogenetic tree with 63 <italic>T. horrida</italic> isolates collected Arkansas (AR), California (CA), Louisiana (LA), Mississippi (MS), Missouri (MO), and Texas (TX) in the US in the current study, along with 33 ITS sequences obtained from the NCBI database. <italic>T. horrida</italic> strain QB1 was used as a reference isolate and <italic>T. barclayana</italic> S104 was used as an outgroup. The scale bar represents the number of substitutions per site. The values on the branches indicate the percentage of trees based on 1,000 bootstrap replicates on ML/NJ/ME, respectively. Only branches values with &#x003E;50% replicates are shown.</p></caption>
<graphic xlink:href="fmicb-13-874120-g002.tif"/>
</fig>
<table-wrap position="float" id="tab3">
<label>Table 3</label>
<caption><p>NCBI accession number, host, and country of origin of the strains of <italic>Tilletia australiensis, T. barclayana</italic>, and <italic>T. horrida</italic> used in the final ITS-only region phylogenetic analysis.</p></caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top">Name of Isolate</th>
<th align="left" valign="top">Strain name</th>
<th align="left" valign="top">NCBI accession no.</th>
<th align="left" valign="top">Host</th>
<th align="left" valign="top">Country of origin</th>
<th align="left" valign="top">References</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top"><italic>T. australiensis</italic></td>
<td align="left" valign="top">BRIP 51874</td>
<td align="left" valign="top">MH231774.1</td>
<td align="left" valign="top"><italic>Oryza rufipogon</italic></td>
<td align="left" valign="top">Australia</td>
<td align="left" valign="top">
<xref ref-type="bibr" rid="ref29">McTaggart and Shivas, 2018</xref>
</td>
</tr>
<tr>
<td align="left" valign="top"><italic>T. barclayana</italic></td>
<td align="left" valign="top">S637</td>
<td align="left" valign="top">AF310170.1</td>
<td align="left" valign="top"><italic>Paspalum distichum</italic></td>
<td align="left" valign="top">United States</td>
<td align="left" valign="top">
<xref ref-type="bibr" rid="ref26">Levy et al., 2001</xref>
</td>
</tr>
<tr>
<td align="left" valign="top"><italic>T. barclayana</italic></td>
<td align="left" valign="top">S828</td>
<td align="left" valign="top">AF310169.1</td>
<td align="left" valign="top"><italic>Paspalum obtusum</italic></td>
<td align="left" valign="top">United States</td>
<td align="left" valign="top">
<xref ref-type="bibr" rid="ref26">Levy et al., 2001</xref>
</td>
</tr>
<tr>
<td align="left" valign="top"><italic>T. barclayana</italic></td>
<td align="left" valign="top">S832</td>
<td align="left" valign="top">AF310168.1</td>
<td align="left" valign="top"><italic>Paspalum distichum</italic></td>
<td align="left" valign="top">United States</td>
<td align="left" valign="top">
<xref ref-type="bibr" rid="ref26">Levy et al., 2001</xref>
</td>
</tr>
<tr>
<td align="left" valign="top"><italic>T. barclayana</italic></td>
<td align="left" valign="top">DAOM236425</td>
<td align="left" valign="top">HQ317521.1</td>
<td align="left" valign="top"><italic>Oryza sativa</italic></td>
<td align="left" valign="top">United States</td>
<td align="left" valign="top">
<xref ref-type="bibr" rid="ref27">Liu et al., 2014</xref>
</td>
</tr>
<tr>
<td align="left" valign="top"><italic>T. barclayana</italic></td>
<td align="left" valign="top">DAOM238028</td>
<td align="left" valign="top">HQ317541.1</td>
<td align="left" valign="top"><italic>Oryza sativa</italic></td>
<td align="left" valign="top">United States</td>
<td align="left" valign="top">
<xref ref-type="bibr" rid="ref27">Liu et al., 2014</xref>
</td>
</tr>
<tr>
<td align="left" valign="top"><italic>T. barclayana</italic></td>
<td align="left" valign="top">104</td>
<td align="left" valign="top">AF399894.1</td>
<td align="left" valign="top"><italic>Pennisetum orientale</italic></td>
<td align="left" valign="top">China</td>
<td align="left" valign="top">
<xref ref-type="bibr" rid="ref004">Zhang et al., 2001</xref>
</td>
</tr>
<tr>
<td align="left" valign="top"><italic>T. horrida</italic></td>
<td align="left" valign="top">T 54899</td>
<td align="left" valign="top">MH231786.1</td>
<td align="left" valign="top"><italic>Oryza sativa</italic></td>
<td align="left" valign="top">Australia</td>
<td align="left" valign="top">
<xref ref-type="bibr" rid="ref29">McTaggart and Shivas, 2018</xref>
</td>
</tr>
<tr>
<td align="left" valign="top"><italic>T. horrida</italic></td>
<td align="left" valign="top">QB-1</td>
<td align="left" valign="top">LAXH01000427.1</td>
<td align="left" valign="top">Rice</td>
<td align="left" valign="top">China</td>
<td align="left" valign="top">
<xref ref-type="bibr" rid="ref52">Wang et al., 2015</xref>
</td>
</tr>
<tr>
<td align="left" valign="top"><italic>T. horrida</italic></td>
<td align="left" valign="top">CN1</td>
<td align="left" valign="top">DQ827699.1</td>
<td align="left" valign="top"><italic>Oryza sativa</italic></td>
<td align="left" valign="top">China</td>
<td align="left" valign="top">
<xref ref-type="bibr" rid="ref62">Zhou et al., 2006</xref>
</td>
</tr>
<tr>
<td align="left" valign="top"><italic>T. horrida</italic></td>
<td align="left" valign="top">CN2</td>
<td align="left" valign="top">DQ827700.1</td>
<td align="left" valign="top"><italic>Oryza sativa</italic></td>
<td align="left" valign="top">China</td>
<td align="left" valign="top">
<xref ref-type="bibr" rid="ref62">Zhou et al., 2006</xref>
</td>
</tr>
<tr>
<td align="left" valign="top"><italic>T. horrida</italic></td>
<td align="left" valign="top">CN3</td>
<td align="left" valign="top">DQ827701.1</td>
<td align="left" valign="top"><italic>Oryza sativa</italic></td>
<td align="left" valign="top">China</td>
<td align="left" valign="top">
<xref ref-type="bibr" rid="ref62">Zhou et al., 2006</xref>
</td>
</tr>
<tr>
<td align="left" valign="top"><italic>T. horrida</italic></td>
<td align="left" valign="top">CN4</td>
<td align="left" valign="top">DQ827702.1</td>
<td align="left" valign="top"><italic>Oryza sativa</italic></td>
<td align="left" valign="top">China</td>
<td align="left" valign="top">
<xref ref-type="bibr" rid="ref62">Zhou et al., 2006</xref>
</td>
</tr>
<tr>
<td align="left" valign="top"><italic>T. horrida</italic></td>
<td align="left" valign="top">CN5</td>
<td align="left" valign="top">DQ827703.1</td>
<td align="left" valign="top"><italic>Oryza sativa</italic></td>
<td align="left" valign="top">China</td>
<td align="left" valign="top">
<xref ref-type="bibr" rid="ref62">Zhou et al., 2006</xref>
</td>
</tr>
<tr>
<td align="left" valign="top"><italic>T. horrida</italic></td>
<td align="left" valign="top">D95</td>
<td align="left" valign="top">DQ827704.1</td>
<td align="left" valign="top"><italic>Oryza sativa</italic></td>
<td align="left" valign="top">China</td>
<td align="left" valign="top">
<xref ref-type="bibr" rid="ref62">Zhou et al., 2006</xref>
</td>
</tr>
<tr>
<td align="left" valign="top"><italic>T. horrida</italic></td>
<td align="left" valign="top">D97</td>
<td align="left" valign="top">DQ827705.1</td>
<td align="left" valign="top"><italic>Oryza sativa</italic></td>
<td align="left" valign="top">China</td>
<td align="left" valign="top">
<xref ref-type="bibr" rid="ref62">Zhou et al., 2006</xref>
</td>
</tr>
<tr>
<td align="left" valign="top"><italic>T. horrida</italic></td>
<td align="left" valign="top">S080</td>
<td align="left" valign="top">AF398435.1</td>
<td align="left" valign="top"><italic>Oryza sativa</italic></td>
<td align="left" valign="top">China</td>
<td align="left" valign="top">
<xref ref-type="bibr" rid="ref004">Zhang et al., 2001</xref>
</td>
</tr>
<tr>
<td align="left" valign="top"><italic>T. horrida</italic></td>
<td align="left" valign="top">S145</td>
<td align="left" valign="top">AF399892.1</td>
<td align="left" valign="top"><italic>Oryza sativa</italic></td>
<td align="left" valign="top">China</td>
<td align="left" valign="top">
<xref ref-type="bibr" rid="ref004">Zhang et al., 2001</xref>
</td>
</tr>
<tr>
<td align="left" valign="top"><italic>T. horrida</italic></td>
<td align="left" valign="top">S150</td>
<td align="left" valign="top">AF399893.1</td>
<td align="left" valign="top"><italic>Oryza sativa</italic></td>
<td align="left" valign="top">China</td>
<td align="left" valign="top">
<xref ref-type="bibr" rid="ref004">Zhang et al., 2001</xref>
</td>
</tr>
<tr>
<td align="left" valign="top"><italic>T. horrida</italic></td>
<td align="left" valign="top">IN1</td>
<td align="left" valign="top">DQ827706.1</td>
<td align="left" valign="top">&#x2013;<xref rid="tfn2" ref-type="table-fn"><sup>a</sup></xref>
</td>
<td align="left" valign="top">India</td>
<td align="left" valign="top">
<xref ref-type="bibr" rid="ref62">Zhou et al., 2006</xref>
</td>
</tr>
<tr>
<td align="left" valign="top"><italic>T. horrida</italic></td>
<td align="left" valign="top">Isolate 2</td>
<td align="left" valign="top">AY560653.2</td>
<td align="left" valign="top">&#x2013;</td>
<td align="left" valign="top">India</td>
<td align="left" valign="top">
<xref ref-type="bibr" rid="ref003">Thirumalaisamy et al., 2007b</xref>
</td>
</tr>
<tr>
<td align="left" valign="top"><italic>T. horrida</italic></td>
<td align="left" valign="top">RB1</td>
<td align="left" valign="top">AY425727.2</td>
<td align="left" valign="top">&#x2013;</td>
<td align="left" valign="top">India</td>
<td align="left" valign="top">
<xref ref-type="bibr" rid="ref002">Thirumalaisamy et al., 2007a</xref>
</td>
</tr>
<tr>
<td align="left" valign="top"><italic>T. horrida</italic></td>
<td align="left" valign="top">JA1</td>
<td align="left" valign="top">DQ827707.1</td>
<td align="left" valign="top"><italic>Oryza sativa</italic></td>
<td align="left" valign="top">Japan</td>
<td align="left" valign="top">
<xref ref-type="bibr" rid="ref62">Zhou et al., 2006</xref>
</td>
</tr>
<tr>
<td align="left" valign="top"><italic>T. horrida</italic></td>
<td align="left" valign="top">K01</td>
<td align="left" valign="top">DQ827714.1</td>
<td align="left" valign="top"><italic>Oryza sativa</italic></td>
<td align="left" valign="top">South Korea</td>
<td align="left" valign="top">
<xref ref-type="bibr" rid="ref62">Zhou et al., 2006</xref>
</td>
</tr>
<tr>
<td align="left" valign="top"><italic>T. horrida</italic></td>
<td align="left" valign="top">17,069</td>
<td align="left" valign="top">LC494385.1</td>
<td align="left" valign="top"><italic>Oryza sativa</italic></td>
<td align="left" valign="top">Taiwan</td>
<td align="left" valign="top">
<xref ref-type="bibr" rid="ref001">Ou and Chen, 2019</xref>
</td>
</tr>
<tr>
<td align="left" valign="top"><italic>T. horrida</italic></td>
<td align="left" valign="top">PT1</td>
<td align="left" valign="top">DQ827708.1</td>
<td align="left" valign="top"><italic>Oryza sativa</italic></td>
<td align="left" valign="top">Pakistan</td>
<td align="left" valign="top">
<xref ref-type="bibr" rid="ref62">Zhou et al., 2006</xref>
</td>
</tr>
<tr>
<td align="left" valign="top"><italic>T. horrida</italic></td>
<td align="left" valign="top">US1</td>
<td align="left" valign="top">DQ827709.1</td>
<td align="left" valign="top"><italic>Oryza sativa</italic></td>
<td align="left" valign="top">United States</td>
<td align="left" valign="top">
<xref ref-type="bibr" rid="ref62">Zhou et al., 2006</xref>
</td>
</tr>
<tr>
<td align="left" valign="top"><italic>T. horrida</italic></td>
<td align="left" valign="top">US2</td>
<td align="left" valign="top">DQ827710.1</td>
<td align="left" valign="top"><italic>Oryza sativa</italic></td>
<td align="left" valign="top">United States</td>
<td align="left" valign="top">
<xref ref-type="bibr" rid="ref62">Zhou et al., 2006</xref>
</td>
</tr>
<tr>
<td align="left" valign="top"><italic>T. horrida</italic></td>
<td align="left" valign="top">US3</td>
<td align="left" valign="top">DQ827711.1</td>
<td align="left" valign="top">&#x2013;</td>
<td align="left" valign="top">United States</td>
<td align="left" valign="top">
<xref ref-type="bibr" rid="ref62">Zhou et al., 2006</xref>
</td>
</tr>
<tr>
<td align="left" valign="top"><italic>T. horrida</italic></td>
<td align="left" valign="top">US4</td>
<td align="left" valign="top">DQ827712.1</td>
<td align="left" valign="top"><italic>&#x2013;</italic></td>
<td align="left" valign="top">United States</td>
<td align="left" valign="top">
<xref ref-type="bibr" rid="ref62">Zhou et al., 2006</xref>
</td>
</tr>
<tr>
<td align="left" valign="top"><italic>T. horrida</italic></td>
<td align="left" valign="top">338</td>
<td align="left" valign="top">AF310172.1</td>
<td align="left" valign="top"><italic>Oryza sativa</italic></td>
<td align="left" valign="top">United States</td>
<td align="left" valign="top">
<xref ref-type="bibr" rid="ref26">Levy et al., 2001</xref>
</td>
</tr>
<tr>
<td align="left" valign="top"><italic>T. horrida</italic></td>
<td align="left" valign="top">358</td>
<td align="left" valign="top">AF310173.1</td>
<td align="left" valign="top"><italic>Oryza sativa</italic></td>
<td align="left" valign="top">United States</td>
<td align="left" valign="top">
<xref ref-type="bibr" rid="ref26">Levy et al., 2001</xref>
</td>
</tr>
<tr>
<td align="left" valign="top"><italic>T. horrida</italic></td>
<td align="left" valign="top">WSP69539</td>
<td align="left" valign="top">AF310171.1</td>
<td align="left" valign="top"><italic>Oryza sativa</italic></td>
<td align="left" valign="top">United States</td>
<td align="left" valign="top">
<xref ref-type="bibr" rid="ref26">Levy et al., 2001</xref>
</td>
</tr>
<tr>
<td align="left" valign="top"><italic>T. horrida</italic></td>
<td align="left" valign="top">YN1</td>
<td align="left" valign="top">DQ827713.1</td>
<td align="left" valign="top"><italic>Oryza sativa</italic></td>
<td align="left" valign="top">Vietnam</td>
<td align="left" valign="top">
<xref ref-type="bibr" rid="ref62">Zhou et al., 2006</xref>
</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn id="tfn2">
<label>a</label>
<p>Host information was not provided in the database.</p>
</fn>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="sec13">
<title>Multi-Gene Phylogeny Characterization</title>
<p>The concatenated sequence <italic>EF1&#x03B1;-RPB1</italic>-LSU-ITS of 63 <italic>T. horrida</italic> isolates with 2,960&#x2009;bp nucleotide was aligned and a phylogenetic tree was calculated with three different phylogenetic analyses. Phylogenetic analyses clustered the 63 isolates into five different groups (<xref rid="fig3" ref-type="fig">Figure 3</xref>). Most isolates (59%) were grouped together in clade V, which consists of the isolates collected from five different states (California, Louisiana, Mississippi, Missouri, and Texas). Most isolates collected from Mississippi (19/27), California (9/10), and Texas (4/7) were clustered in clade V. The isolates collected from Louisiana (4/9) and Missouri (1/3) were also grouped in clade V (<xref rid="fig3" ref-type="fig">Figure 3</xref>; <xref rid="tab1" ref-type="table">Table 1</xref>).</p>
<fig position="float" id="fig3">
<label>Figure 3</label>
<caption><p>Neighbor-joining phylogenetic tree of concatenated sequences with EF<italic>-1&#x03B1;, RPB1</italic>, LSU, and ITS of 63 isolates collected from Arkansas (AR), California (CA), Louisiana (LA), Mississippi (MS), Missouri (MO), and Texas (TX) in the US. <italic>T. horrida</italic> strain QB1 was used as a reference isolate and <italic>T. controversa</italic> strain DAOMC 236426 was used as an outgroup. The scale bar represents the number of substitutions per site. The value on the branches indicates the percentage of trees based on 1,000 bootstrap replicates on ML/NJ/ME, respectively. Only branches values with &#x003E;50% replicates are show; &#x201C;&#x002A;&#x201D; indicates that the branch value is less than 50%.</p></caption>
<graphic xlink:href="fmicb-13-874120-g003.tif"/>
</fig>
<p>Similarly, 27% of the 63 <italic>T. horrida</italic> isolates were clustered in clade I along with the reference isolate <italic>T. horrida</italic> strain QB1. All <italic>T. horrida</italic> isolates collected from Arkansas (7/7) were grouped in clade I, along with a few isolates collected from California (1/9), Louisiana (2/9), Missouri (1/3), Mississippi (3/27), and Texas (2/7). Additionally, clade III and clade IV clustered with four isolates each from Mississippi and Louisiana. Clade III consisted of the isolates collected from Louisiana (3/9) and Missouri (1/3), whereas all the isolates grouped in clade IV were collected from Mississippi (4/27). Two isolates, MS-15 and TX-5, were the only isolates to be grouped in clade II (<xref rid="fig3" ref-type="fig">Figure 3</xref>; <xref rid="tab1" ref-type="table">Table 1</xref>).</p>
</sec>
<sec id="sec14">
<title>rRNA Regions-Based Phylogeny Characterization</title>
<p>Multi-locus phylogeny of the concatenated of LSU-ITS (including 5.8S) sequences of 63 isolates of T. <italic>horrida</italic> with 1,065&#x2009;bp nucleotide was aligned and phylogenetic analyses were conducted. Our rRNA regions-based phylogenetic analysis clustered the 63 <italic>T. horrida</italic> isolates in four clades (<xref rid="fig4" ref-type="fig">Figure 4</xref>). Most of the isolates (76%) were grouped together in clade IV. Most isolates collected from Mississippi (20/27), California (9/10), Louisiana (7/9), and Texas (4/7), along with the isolates collected from Arkansas (1/7) and Missouri (2/3) were clustered together in clade IV (<xref rid="fig4" ref-type="fig">Figure 4</xref>; <xref rid="tab1" ref-type="table">Table 1</xref>).</p>
<fig position="float" id="fig4">
<label>Figure 4</label>
<caption><p>Neighbor-joining phylogenetic tree of concatenated sequences with rRNA regions LSU, and ITS of 63 isolates collected from Arkansas (AR), California (CA), Louisiana (LA), Mississippi (MS), Missouri (MO), and Texas (TX) in the US. <italic>T. horrida</italic> strain QB1 was used as a reference isolate and <italic>T. controversa</italic> strain DAOMC 236426 was used as an outgroup. The scale bar represents the number of substitutions per site. The value on the branches indicates the percentage of trees based on 1,000 bootstrap replicates on ML/NJ/ME, respectively. Only branches values with &#x003E;50% replicates are shown; &#x201C;&#x002A;&#x201D; indicates that the branch value is less than 50%.</p></caption>
<graphic xlink:href="fmicb-13-874120-g004.tif"/>
</fig>
<p>Similarly, two isolates from Arkansas and Mississippi each were grouped together in clade I, along with the reference isolates <italic>T. horrida</italic> strain QB1. Clade II consisted of the isolates collected from Arkansas (4/7), California (1/10), Louisiana (2/9), and Texas (3/7). Similarly, clade III consisted of five isolates from Mississippi and one isolate from Louisiana. Isolate MO-1 did not group with clades and monophyletically branched with clade I and clade II (<xref rid="fig4" ref-type="fig">Figure 4</xref>; <xref rid="tab1" ref-type="table">Table 1</xref>).</p>
</sec>
<sec id="sec15">
<title>Protein-Coding Gene-Based Phylogeny Characterization</title>
<p>Multi-locus phylogeny of the concatenated of <italic>EF1-&#x03B1;</italic> and <italic>RPB1</italic> sequences of 63 isolates of <italic>T. horrida</italic> with 1,615&#x2009;bp nucleotide was aligned and phylogenetic analyses were conducted. Our protein-coding gene-based phylogenetic analysis clustered the 63 <italic>T. horrida</italic> isolates in six clades (<xref rid="fig5" ref-type="fig">Figure 5</xref>). Most of the isolates (60%) were grouped together in clade VI. Most isolates collected from Mississippi (19/27), California (9/10), and Texas (4/7), along with isolates collected from Louisiana (4/9) and Missouri (1/3) were clustered together in clade VI (<xref rid="fig5" ref-type="fig">Figure 5</xref>; <xref rid="tab1" ref-type="table">Table 1</xref>).</p>
<fig position="float" id="fig5">
<label>Figure 5</label>
<caption><p>Neighbor-joining phylogenetic tree of concatenated sequences with protein coding genes EF<italic>-1&#x03B1;</italic> and <italic>RPB1</italic>of 63 isolates collected from Arkansas (AR), California (CA), Louisiana (LA), Mississippi (MS), Missouri (MO), and Texas (TX) in the US. <italic>T. horrida</italic> strain QB1 was used as a reference isolate and <italic>T. controversa</italic> strain DAOMC 236426 was used as an outgroup. The scale bar represents the number of substitutions per site. The value on the branches indicates the percentage of trees based on 1,000 bootstrap replicates on ML/NJ/ME, respectively. Only branches values with &#x003E;50% replicates are show; &#x201C;&#x002A;&#x201D; indicates that the branch value is less than 50%.</p></caption>
<graphic xlink:href="fmicb-13-874120-g005.tif"/>
</fig>
<p>Similarly, clade I consisted of three isolates collected from Arkansas (3/7) and one isolate each from Mississippi, Missouri, and Louisiana. Similarly, clade II consisted of four isolates collected from Arkansas, and one isolate each from California, Mississippi, and Louisiana, along with two isolates from Texas. Similarly, clade III consisted of two isolates collected from Louisiana and isolate each from Missouri and Mississippi. Clade IV consisted of only two isolates, one from Louisiana and the other from Texas, whereas clade V were clustered with four isolates all collected from Mississippi.</p>
</sec>
<sec id="sec16">
<title>Analysis of Diversity and Recombination Rates</title>
<p>Diversity parameters and neutrality test were calculated with concatenated sequence of all four regions and individually by DnaSP 6.0 (<xref ref-type="bibr" rid="ref37">Rozas et al., 2017</xref>). Test of neutrality showed non-significant drift from mutation equilibrium in both Tajima&#x2019;s D and Fu and Li&#x2019;s D&#x002A; and F&#x002A; statistics for both ITS-only region and multi-locus concatenated sequence. Number of recombination event was predicted to be 4 and 50 in ITS-only sequence and multi-locus sequence sets, respectively (<xref rid="tab4" ref-type="table">Table 4</xref>.)</p>
<table-wrap position="float" id="tab4">
<label>Table 4</label>
<caption><p>Sequence variation statistics of the kernel smut fungal populations in the US<xref rid="tfn3" ref-type="table-fn"><sup>a</sup></xref>.</p></caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="center" valign="middle" rowspan="2">Sequence set</th>
<th align="center" valign="top" colspan="5">Diversity parameters<xref rid="tfn4" ref-type="table-fn"><sup>b</sup></xref></th>
<th align="center" valign="top" colspan="4">Neutrality test</th>
</tr>
<tr>
<th align="center" valign="top"><italic>n</italic></th>
<th align="center" valign="top"><italic>S</italic></th>
<th align="center" valign="top">ND</th>
<th align="center" valign="top">&#x03B8;<italic><sub>w</sub></italic></th>
<th align="center" valign="top">NM</th>
<th align="center" valign="top">Tajima&#x2019;s D</th>
<th align="center" valign="top">Fu and Li&#x2019;s D&#x002A;</th>
<th align="center" valign="top">Fu and Li&#x2019;s F&#x002A;</th>
<th align="center" valign="top">R<xref rid="tfn5" ref-type="table-fn"><sup>c</sup></xref>
</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top">ITS-only<xref rid="tfn6" ref-type="table-fn"><sup>d</sup></xref>
</td>
<td align="center" valign="top">91</td>
<td align="center" valign="top">96</td>
<td align="left" valign="top">0.05515</td>
<td align="left" valign="top">18.88</td>
<td align="center" valign="top">139</td>
<td align="left" valign="top">0.43 (NS)<xref rid="tfn7" ref-type="table-fn"><sup>e</sup></xref>
</td>
<td align="left" valign="top">0.588 (NS)</td>
<td align="left" valign="top">0.62 (NS)</td>
<td align="center" valign="top">4</td>
</tr>
<tr>
<td align="left" valign="top">Multi-gene</td>
<td align="center" valign="top">64</td>
<td align="center" valign="top">427</td>
<td align="left" valign="top">0.053</td>
<td align="left" valign="top">90.308</td>
<td align="center" valign="top">469</td>
<td align="left" valign="top">1.49 (NS)</td>
<td align="left" valign="top">1.61(NS)</td>
<td align="left" valign="top">1.82(NS)</td>
<td align="center" valign="top">50</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn id="tfn3">
<label>a</label>
<p>All calculations were made using DnaSP v6.0 software.</p>
</fn>
<fn id="tfn4">
<label>b</label>
<p>n, number of strains; S, total number of segregating sites; ND, Nucleotide diversity; &#x03B8;<sub>w</sub>&#x2009;=&#x2009;Watterson&#x2019;s theta; and NM, number of mutations.</p>
</fn>
<fn id="tfn5">
<label>c</label>
<p>number of recombination events.</p>
</fn>
<fn id="tfn6">
<label>d</label>
<p>While calculating various parameter in the ITS-only sequence sets, four T. barclayana sequences which formed outgroups were removed from the calculation.</p>
</fn>
<fn id="tfn7">
<label>e</label>
<p>NS, not significant.</p>
</fn>
</table-wrap-foot>
</table-wrap>
<p>Among the individual regions nucleotide diversity (ND), Watterson&#x2019;s theta (&#x03B8;<sub>w</sub>) and segregating sites were found to be highest in <italic>RPB1</italic> region as compared to the other three regions. Test of neutrality showed significant drift from mutation equilibrium in both Tajima&#x2019;s D and Fu and Li&#x2019;s D&#x002A; and F&#x002A; statistics in <italic>RPB1</italic> region, whereas only Fu and Li D&#x002A; and F&#x002A; statistics were significant in rRNA regions and <italic>EF1&#x03B1;</italic> region (<xref ref-type="supplementary-material" rid="SM1">Supplementary Table S2</xref>).</p>
</sec>
</sec>
<sec id="sec17" sec-type="discussions">
<title>Discussion</title>
<p>Kernel smut of rice has emerged as one of the most important diseases, threatening the US rice production. Economic impact of kernel smut is more significant from the loss of quality than from the loss of yield. In recent years, an increase in the severity and incidence of kernel smut and in cases of rejection of rice at selling point has been reported across the US, especially in Texas. In this study, we investigated the genetic diversity of the <italic>T. horrida</italic> populations in the US. Genomic DNA was extracted from the 63 isolates of <italic>T. horrida</italic> collected from Arkansas, California, Louisiana, Missouri, Mississippi, and Texas and subjected to multi-locus sequence analysis (MLSA). The results of our study showed the presence of genetically diverse <italic>T. horrida</italic> populations in the US. To our knowledge, this is the first study to analyze multi-locus region of the <italic>T. horrida</italic> populations in rice.</p>
<p>Our research reveals that there were five groups of the <italic>T. horrida</italic> populations in the US. <italic>Tilletia horrida</italic> clusters did not correspond with the geographical origin of the isolates collected. Only the isolates collected from Arkansas were clustered together in only one clade (clade I) with the reference isolate <italic>T. horrida</italic> strain QB1. Along with the Arkansas population, the isolates from California were the least diverse, whereas the population in Louisiana and Mississippi were most diverse as they grouped together in 3 out of 5 clades. Low diversity within the California population found in the current study can be attributed to quarantine practice that has been enforced in the state to prevent the introduction of disease, insect, and weed pests in rice seed into California from the southern region of the US and from foreign countries for many years (<xref ref-type="bibr" rid="ref31">Oscar, 2006</xref>). The results of our research here are in contrast with those of <italic>Ustilaginoidea virens</italic>, the causal agent of false smut of rice, where a higher level of genetic differentiation among the <italic>U. virens</italic> populations found in the study with the isolates collected from geographically distant rice-growing areas of China (<xref ref-type="bibr" rid="ref43">Sun et al., 2013</xref>). Unlike another bunt pathogen <italic>T. indica</italic> (<xref ref-type="bibr" rid="ref41">Singh and Gogoi, 2011</xref>), the lack of correlation between genetic diversity and geographical specificity among the <italic>T. horrida</italic> populations in the current study may be attributed to unrestricted trading of rice seeds and lack of quarantine restriction in the southern US. In addition, the current study indicates that there are some levels of genetic differentiation in the <italic>T. horrida</italic> populations. These results have a direct implementation on the development of new rice cultivars with improved resistance to kernel smut. Future efforts toward breeding for resistant cultivars against kernel smut should consider selecting representative isolates from each of genetically diverse groups in the process of kernel smut resistance screening.</p>
<p>Neutrality tests suggest there was no significant departure from the mutation drift equilibrium, indicating the <italic>T. horrida</italic> population does not deviate from natural expectation in Tajima&#x2019;s D and Fu and Li&#x2019;s D&#x002A; and F&#x002A; tests (<xref ref-type="bibr" rid="ref44">Tajima, 1989</xref>; <xref ref-type="bibr" rid="ref19">Fu and Li, 1993</xref>). Individual phylogenetic analyses of all four regions showed higher nucleotide substitution in <italic>RPB1</italic> and ITS as compared to the <italic>EF1&#x22C5;</italic> and LSU regions. Along with higher nucleotide substitution per site, <italic>RPB1</italic> also had highest nucleotide diversity (ND), Watterson&#x2019;s theta (&#x03B8;<sub>w</sub>), and segregating sites. Similarly, based on Tajima&#x2019;s D test, only <italic>RPB1</italic> deviates from the mutation equilibrium with significant and positive Tajima&#x2019;s D. Variation statistics showed 50 recombination events among the concatenated sequence. This might be due to the possible sexual recombination between different isolates. <italic>Tilleita horrida</italic> is a hemi-biotrophic fungus, which probably facilitates such recombination through mating of compatible types. However, no clear evidence of compatible sexual mating is still unknown in <italic>Tilletia horrida</italic> (<xref ref-type="bibr" rid="ref6">Carris et al., 2006</xref>) or in similar non-systematic bunt <italic>Tilletia indica</italic> (<xref ref-type="bibr" rid="ref20">Goates, 1988</xref>; <xref ref-type="bibr" rid="ref21">Gupta et al., 2015</xref>).</p>
<p>Along with multi-locus analysis of the <italic>T. horrida</italic> populations in the US, we also analyzed 33 other <italic>Tilletia</italic> spp., including <italic>T. horrida</italic> and <italic>T. barclayana</italic> reported from eight different countries. Due to the lack of global information on multi-locus regions on the <italic>T. horrida</italic> isolates, we analyzed ITS regions-only reported in the NCBI database. Our analysis revealed that there are three groups of <italic>T. horrida</italic> isolates distributed in the world. The majority (76%) of the <italic>T. horrida</italic> isolates from this study, along with six other isolates reported previously from the US (<xref ref-type="bibr" rid="ref26">Levy et al., 2001</xref>), was clustered together along with 15 other smut isolates from eight different countries. Similarly, four <italic>T. horrida</italic> isolates from this study were clustered together with seven <italic>T. horrida</italic> isolates reported from China (<xref ref-type="bibr" rid="ref62">Zhou et al., 2006</xref>; <xref ref-type="bibr" rid="ref52">Wang et al., 2015</xref>). Kernel smut is seedborne and rice is one of the most traded crops around the world (<xref ref-type="bibr" rid="ref49">USDA, 2020</xref>). Our ITS regions-only analysis suggests potential multiple entries of the kernel smut pathogen from foreign countries into the US.</p>
<p>In the current study, clade III also clustered with <italic>T. australiensis</italic> isolated from wild rice (<italic>O. rufipogon</italic>) in Australia (<xref ref-type="bibr" rid="ref29">McTaggart and Shivas, 2018</xref>) in addition to <italic>T. horrida</italic> isolates isolated from rice. ITS region sequence showed 99.75% similarity between <italic>T. australiensis</italic> and <italic>T. horrida</italic> strain 54,899 isolated from rice in Australia. Such high percentage of similarity between the kernel smut isolates from wild and cultivated rice indicates that the kernel smut fungus can infect multiple hosts and that wild rice potentially serves as an alternative host to the pathogen. The results of previously unverified reports indicate that <italic>T. horrida</italic> may infect <italic>Digitaria</italic> Haller, <italic>Leeria</italic> Sw., and <italic>Panicum</italic> L. (<xref ref-type="bibr" rid="ref47">Tracy and Earle, 1896</xref>) and <italic>Pennisetum</italic> L. C. (<xref ref-type="bibr" rid="ref48">Tullis and Johnson, 1952</xref>). However, until this date, there is no clear evidence that the <italic>T. horrida</italic> fungus can infect multiple hosts other than rice under natural conditions (<xref ref-type="bibr" rid="ref6">Carris et al., 2006</xref>). Out of six <italic>T. barclayana</italic> isolates only two strains, DAOM 236425 and DAOM 238028, clustered together in clade III. Two <italic>T. barclayana</italic> strains clustered in clade III were the only <italic>T. barclayana</italic> isolated from rice (Liu, 2014), whereas other <italic>T. barclayana</italic> strains were isolated either from <italic>Paspalum</italic> spp. or <italic>Pennisetum orientale</italic>. Other strains formed a separate group from <italic>T. horrida</italic> isolates. Kernel smut isolated from other grasses clearly form different branches in the phylogenetic tree. Difference in the lineage of <italic>T. horrida</italic> and <italic>T. barclayana</italic> isolates have also been demonstrated in previous studies (<xref ref-type="bibr" rid="ref26">Levy et al., 2001</xref>; <xref ref-type="bibr" rid="ref7">Castlebury et al., 2005</xref>).</p>
<p>In conclusion, we can parse finger genetic diversity in the kernel smut fungus, <italic>T. horrida</italic>, using multi-locus sequence analysis. This is the first study analyzing the genetic diversity among the <italic>T. horrida</italic> populations in the US. Our study demonstrates the presence of genetically diverse of <italic>T. horrida</italic> isolates in different rice-growing states. Higher than 99% similarity in ITS region sequences between <italic>T. horrida</italic> isolates and between different countries may be attributed to the wide distribution of smutted rice along with global trade. The understanding of the genetic diversity of the <italic>T. horrida</italic> populations from the current study will help researchers develop effective host resistance and chemical management strategies, especially cultivar resistance, for the control of kernel smut of rice.</p>
</sec>
<sec id="sec18" sec-type="data-availability">
<title>Data Availability Statement</title>
<p>The datasets presented in this study can be found in online repositories. The names of the repository/repositories and accession number(s) can be found in the article/<xref ref-type="supplementary-material" rid="SM1">Supplementary Material</xref>.</p>
</sec>
<sec id="sec19">
<title>Author Contributions</title>
<p>SK, SA-B, SG, and X-GZ conceived and designed the experiments. SK and SG performed the isolations of the fungus and genomic DNA extractions. SK performed all sequencing experiments and wrote the manuscript. SK and SA-B analyzed the data. All authors have read and approved the manuscript.</p>
</sec>
<sec id="sec20" sec-type="funding-information">
<title>Funding</title>
<p>This work was supported, in part, by USDA NIFA OREI (2015-51300-24286) and Texas Rice Research Foundation (TRRF 2018&#x2013;2021).</p>
</sec>
<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="sec23" 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>
</sec>
</body>
<back>
<ack>
<p>We thank S. S. Uppala, J. Shi, and K. Wang and rice farmers, county extension agents, and crop consultants for assistance in collecting rice kernel smut samples in Arkansas (AR), California (CA), Louisiana (LA), Mississippi (MI), Missouri (MO), and Texas (TX). We also thank L. Espino (CA), A. Famoso (LA), J. Jiang (CA), D. L. Harrell (LA), A. A. McClung (AR), and P. L. Sanchez (CA) for providing rice kernel smut samples from their states. We thank Elek Nagy for proofreading the manuscript. Portions of this research were conducted with the advanced computing resources provided by Texas A&#x0026;M High Performance Research Computing.</p>
</ack>
<sec id="sec22" sec-type="supplementary-material">
<title>Supplementary Material</title>
<p>The Supplementary Material for this article can be found online at: <ext-link xlink:href="https://www.frontiersin.org/articles/10.3389/fmicb.2022.874120/full#supplementary-material" ext-link-type="uri">https://www.frontiersin.org/articles/10.3389/fmicb.2022.874120/full#supplementary-material</ext-link></p>
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<supplementary-material xlink:href="Image_1.JPEG" id="SM2" mimetype="image/jpeg" xmlns:xlink="http://www.w3.org/1999/xlink"/>
<supplementary-material xlink:href="Image_2.JPEG" id="SM3" mimetype="image/jpeg" xmlns:xlink="http://www.w3.org/1999/xlink"/>
</sec>
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