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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Genet.</journal-id>
<journal-title>Frontiers in Genetics</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Genet.</abbrev-journal-title>
<issn pub-type="epub">1664-8021</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="publisher-id">1219898</article-id>
<article-id pub-id-type="doi">10.3389/fgene.2023.1219898</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Genetics</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Mapping of the <italic>Cladosporium fulvum</italic> resistance gene <italic>Cf-16</italic>, a major gene involved in leaf mold disease in tomato</article-title>
<alt-title alt-title-type="left-running-head">Zhang et al.</alt-title>
<alt-title alt-title-type="right-running-head">
<ext-link ext-link-type="uri" xlink:href="https://doi.org/10.3389/fgene.2023.1219898">10.3389/fgene.2023.1219898</ext-link>
</alt-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>Zhang</surname>
<given-names>Dongye</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="fn" rid="fn1">
<sup>&#x2020;</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/2307397/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Li</surname>
<given-names>Huijia</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="fn" rid="fn1">
<sup>&#x2020;</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Liu</surname>
<given-names>Guan</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1850454/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Xie</surname>
<given-names>Libo</given-names>
</name>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Feng</surname>
<given-names>Guojun</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="corresp" rid="c001">&#x2a;</xref>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Xu</surname>
<given-names>Xiangyang</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="corresp" rid="c001">&#x2a;</xref>
<uri xlink:href="https://loop.frontiersin.org/people/918389/overview"/>
</contrib>
</contrib-group>
<aff id="aff1">
<sup>1</sup>
<institution>College of Advanced Agriculture and Ecological Environment</institution>, <institution>Heilongjiang University</institution>, <addr-line>Harbin</addr-line>, <country>China</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>Laboratory of Genetic Breeding in Tomato</institution>, <institution>College of Horticulture and Landscape Architecture</institution>, <institution>Northeast Agricultural University</institution>, <addr-line>Harbin</addr-line>, <country>China</country>
</aff>
<aff id="aff3">
<sup>3</sup>
<institution>Horticultural Sub-Academy</institution>, <institution>Heilongjiang Academy of Agricultural Sciences</institution>, <addr-line>Harbin</addr-line>, <country>China</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>
<bold>Edited by:</bold> <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/473639/overview">Zefeng Yang</ext-link>, Yangzhou University, China</p>
</fn>
<fn fn-type="edited-by">
<p>
<bold>Reviewed by:</bold> <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/415209/overview">Junliang Yin</ext-link>, Yangtze University, China</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/819827/overview">Pedro Alberto Balatti</ext-link>, National University of La Plata, Argentina</p>
</fn>
<corresp id="c001">&#x2a;Correspondence: Guojun Feng, <email>fengguojun@hlju.edu.cn</email>; Xiangyang Xu, <email>xxy709@126.com</email>
</corresp>
<fn fn-type="equal" id="fn1">
<label>
<sup>&#x2020;</sup>
</label>
<p>These authors have contributed equally to this work and share first authorship</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>27</day>
<month>07</month>
<year>2023</year>
</pub-date>
<pub-date pub-type="collection">
<year>2023</year>
</pub-date>
<volume>14</volume>
<elocation-id>1219898</elocation-id>
<history>
<date date-type="received">
<day>09</day>
<month>05</month>
<year>2023</year>
</date>
<date date-type="accepted">
<day>18</day>
<month>07</month>
<year>2023</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2023 Zhang, Li, Liu, Xie, Feng and Xu.</copyright-statement>
<copyright-year>2023</copyright-year>
<copyright-holder>Zhang, Li, Liu, Xie, Feng and Xu</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>Tomato (<italic>Solanum lycopersicum</italic>) is widely cultivated and consumed worldwide. Tomato leaf mold, caused by <italic>Cladosporium fulvum</italic>, is one of the most devastating diseases in tomato production. At present, some tomato leaf mold resistance (<italic>Cf</italic> series) genes used in production gradually lose resistance due to the continuous and rapid differentiation of <italic>C. fulvum</italic> physiological races. The <italic>Cf-16</italic> gene derived from the &#x201c;Ontario7816&#x201d; tomato cultivar has shown effective resistance in field trials for many years, but few studies have reported on the mapping of the <italic>Cf-16</italic> gene, which has not been cloned, limiting its utilization in tomato breeding. Here, we mapped <italic>Cf-16</italic> using a novel comprehensive strategy including bulk segregation analysis (BSA), genome resequencing and SSR molecular markers. A genetic analysis revealed that <italic>Cf-16</italic> resistance in &#x201c;Ontario7816&#x201d; is controlled by one major dominant locus. The <italic>Cf-16</italic> gene was mapped in a region of 2.6&#xa0;cM at chromosome 6 between two markers, namely, TGS447 and TES312, by using an F<sub>2</sub> population from a cross between the resistant cultivar &#x201c;Ontario7816&#x201d; and susceptible line &#x201c;Moneymaker.&#x201d; Two nucleotide-binding-site-leucine-rich repeat (NBS-LRR) resistance genes, namely, XM_004240667.3 and XM_010323727.1, were identified in this interval. They are strong candidates for the <italic>Cf-16</italic> gene. The mapping of <italic>Cf-16</italic> may speed up its utilization for breeding resistant tomato varieties and represents an important step forward in our understanding of the mechanism underlying resistance to tomato leaf mold.</p>
</abstract>
<kwd-group>
<kwd>tomato</kwd>
<kwd>mapping</kwd>
<kwd>
<italic>Cladosporium fulvum</italic>
</kwd>
<kwd>resistance gene Cf-16</kwd>
<kwd>BSA</kwd>
<kwd>SSR markers</kwd>
</kwd-group>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-at-acceptance</meta-name>
<meta-value>Genomics of Plants and the Phytoecosystem</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec id="s1">
<title>Introduction</title>
<p>Tomato (<italic>Solanum lycopersicum</italic> L.) is a global vegetable cultivated and consumed worldside that has outstanding nutritional. Because of its rich flavor, it is also often used as a fruit (<xref ref-type="bibr" rid="B7">Kim et al., 2017</xref>). Leaf mold disease caused by <italic>Cladosporium fulvum</italic> is considered to be one of the most devastating diseases in tomato crops and has threatened tomato-growing areas worldwide, especially for tomato grown in protected areas. This pathogen reduces both fruit yield and quality and sometimes even kills tomato plants (<xref ref-type="bibr" rid="B20">Thomma et al., 2005</xref>; <xref ref-type="bibr" rid="B15">Mesarich et al., 2014</xref>). In the early stages, tomato leaf mold disease symptoms appear as irregular or oval light yellow chlorotic spots on the backs of the leaves. As the disease progresses, the affected leaves grow gray&#x2012;brown or dark-brown velvety mold layers. When the disease is severe, the leaves senesce, wither and fall off prematurely (<xref ref-type="bibr" rid="B27">Zhao et al., 2022</xref>). However, it is increasingly difficult to control this disease in tomato-growing regions around the world. Thus, breeding for tomato leaf mold resistance will provide an effective and environmentally friendly alternative to chemical control. <italic>C. fulvum</italic> is the causal organism of tomato leaf mold, a fungal disease first described by <xref ref-type="bibr" rid="B2">Cooke (1883)</xref>. The differentiation rate of <italic>C. fulvum</italic> physiological races is very rapid, and new races are continuously isolated and identified (<xref ref-type="bibr" rid="B3">Enya et al., 2009</xref>; <xref ref-type="bibr" rid="B4">Iida et al., 2010</xref>; <xref ref-type="bibr" rid="B12">Li et al., 2015</xref>). Thus, the resistance effectiveness of some tomato leaf mold resistance (<italic>Cf</italic> series) genes used in breeding production has gradually been undermined. Therefore, the mining, cloning and application of new <italic>Cf</italic> genes have become particularly critical.</p>
<p>
<italic>Cf</italic> genes are a class of functional genes with typical AVR recognition ability (<xref ref-type="bibr" rid="B18">Rivas and Thomas, 2005</xref>). At least 24 <italic>Cf</italic> genes, named <italic>Cf-1</italic> &#x223c; <italic>Cf-24</italic>, have been identified by Dr. Kerr&#x2019;s laboratory. The susceptible cultivar &#x2018;Moneymaker&#x2019; is known as a <italic>Cf-0</italic> cultivar what means that it lack resistance genes. These <italic>Cf</italic> genes are derived from tomato and its wild relatives (<xref ref-type="bibr" rid="B6">Kanwar et al., 1980</xref>). At present, some <italic>Cf</italic> genes have been cloned using methods such as transposon tagging and map-based cloning, including <italic>Cf-2</italic> (<italic>Hcr2-2B</italic>, <italic>Hcr2-2C</italic>), <italic>Cf-5</italic>, <italic>Cf-4</italic> (<italic>Hcr9-4D</italic>), <italic>Cf-4E</italic> (<italic>Hcr9-9B</italic>), <italic>Cf-9</italic> (<italic>Hcr9-9C</italic>), and <italic>9DC</italic> (<italic>Hcr9-M205</italic>) (<xref ref-type="bibr" rid="B26">Zhao et al., 2019</xref>). Some <italic>Avr</italic> genes (<italic>Avr2</italic>, <italic>Avr4</italic>, <italic>Avr4E</italic>, <italic>Avr5</italic>, <italic>Avr9</italic>, Ecp1, Ecp2, Ecp4, Ecp5, Ecp6, and Ecp7) corresponding to <italic>Cf</italic> genes have also been isolated and identified (<xref ref-type="bibr" rid="B27">Zhao et al., 2022</xref>). <italic>Cf</italic> genes encode transmembrane glycoproteins with typical extracellular leucine-rich repeats (LRRs). The different LRR numbers in different <italic>Cf</italic> genes determine the ability of different <italic>Cf</italic> genes to recognize different physiological races of the pathogen (<xref ref-type="bibr" rid="B8">Kruijt et al., 2005</xref>).</p>
<p>DNA markers have been widely used in identifying and mapping plant disease resistance genes. In recent years, single-nucleotide polymorphism (SNP) markers have been widely used to identify markers associated with important traits, including tomato disease resistance (<xref ref-type="bibr" rid="B24">Yang et al., 2017</xref>; <xref ref-type="bibr" rid="B13">Liu et al., 2019</xref>). Bulked segregant analysis (BSA) can rapidly detect specific genes or genomic regions. In particular, the combination of BSA and genome resequencing accelerates the cloning of genes responsible for important traits (<xref ref-type="bibr" rid="B16">Michelmore et al., 1991</xref>; <xref ref-type="bibr" rid="B28">Zou et al., 2016</xref>). Moreover, Kompetitive allele-specific PCR (KASP) markers converted from special SNPs are more flexible and efficient than the original SNP markers for use in genotyping and marker-assisted selection (MAS) (<xref ref-type="bibr" rid="B13">Liu et al., 2019</xref>; <xref ref-type="bibr" rid="B23">Yang et al., 2022</xref>). However, simple sequence repeat (SSR) markers are still used to study traits of interest by linkage analysis (<xref ref-type="bibr" rid="B19">Rui et al., 2017</xref>).</p>
<p>In this study, we explored the genetic characteristics of the <italic>Cf-16</italic> gene by developing a large F<sub>2</sub> population and BC<sub>1</sub> populations. Notably, this is the first time that BSA combined with genome resequencing technology and molecular markers has been used for mapping the tomato <italic>Cladosporium fulvum</italic> resistance gene <italic>Cf-16</italic>. This study will be valuable for <italic>Cf-16</italic> cloning and resistance breeding in tomato.</p>
</sec>
<sec sec-type="materials|methods" id="s2">
<title>Materials and methods</title>
<sec id="s2-1">
<title>Plant materials and <italic>C. fulvum</italic> inoculation</title>
<p>Resistant female &#x201c;Ontario7816&#x201d; (P<sub>1</sub>, kindly provided by the Institute of Vegetables and Flowers, Chinese Academy of Agricultural Science), whose genome contain the <italic>Cf-16</italic> gene, was crossed with the susceptible male &#x201c;Moneymaker&#x201d; (P<sub>2</sub>, kindly provided by the Tomato Genetic Resource Center, LA2706). The F<sub>1</sub> individuals were then self-crossed to harvest F<sub>2</sub> seeds, and the BC<sub>1</sub> plants were generated by backcrossing the F<sub>1</sub> plants with &#x201c;Ontario7816&#x201d; and &#x201c;Moneymaker.&#x201d; All plants were grown in the greenhouse under favorable conditions.</p>
<p>Ten <italic>C. fulvum</italic> physiological races (1.2, 1.2.3, 1.2.3.4, 1.2.4, 1.3.4, 2.3, 1.3, 1.4, 1.2.3.4.5, and 1.2.3.4.9) provided by the tomato research group of Horticulture College, Northeast Agricultural University, were used to test to characterize the resistance responses of &#x201c;Ontario7816&#x201d; and &#x201c;Moneymaker&#x201d;.</p>
<p>At the 5&#x2013;6 leaf stage, all P<sub>1</sub>, P<sub>2</sub>, F<sub>1</sub>, F<sub>2</sub>, and BC<sub>1</sub>P<sub>2</sub> plants were inoculated with <italic>C. fulvum</italic> race 1.2.3.4., which is a predominant physiological race in Heilongjiang Province, China. The plants were assessed for disease severity at 15&#xa0;days postinoculation. Inoculation and assessment of disease severity ratings were performed as described by <xref ref-type="bibr" rid="B22">Xue et al. (2017)</xref>. The plants were visually assessed for the severity of symptoms on a scale of 0&#x2013;9 points. Plants with a disease index of 0&#x2013;3 were regarded as resistant, and those with a score of 5&#x2013;9 were regarded as susceptible.</p>
</sec>
<sec id="s2-2">
<title>DNA extraction, resequencing and association analysis</title>
<p>After inoculation, the F<sub>2</sub> plants were used for genetic analysis and bulked segregant analysis (BSA). The parents (P<sub>1</sub> and P<sub>2</sub>) and the F<sub>2</sub> lines were prepared for genome resequencing and molecular marker detection, respectively. The resistant pool (F<sub>2</sub>R-pool, 25 resistant plants) and the susceptible pool (F<sub>2</sub>S-pool, 25 susceptible plants) were built by screening resistant and susceptible plants from the 726 F<sub>2</sub> individuals. The cetyl-trimethylammonium bromide (CTAB) method was used for DNA extraction from young leaves, including those of the parents and the F2 lines. Bulked DNA samples were also subjected to the CTAB method by mixing equal amounts of DNA at a final concentration of 200&#xa0;mg (<xref ref-type="bibr" rid="B1">Allen et al., 2006</xref>).</p>
<p>The resequencing and associated analysis were performed by BGI Tech (Shenzhen, China). The samples were constructed to generate 200&#x2013;300&#xa0;bp small fragment libraries for upsequencing on BGISEQ. The raw data were filtered to obtain clean data by the BGI in-house filter SOAPnuke. Subsequently, the clean data were aligned to the <italic>S. lycopersicum</italic> genome sequence (<ext-link ext-link-type="uri" xlink:href="ftp://ftp.ncbi.nlm.nih.gov/genomes/all/GCF/000/188/115/GCF_000188115.3_SL2.50">ftp://ftp.ncbi.nlm.nih.gov/genomes/all/GCF/000/188/115/GCF_000188115.3_SL2.50</ext-link>) using Burrows-Wheeler Aligner (<xref ref-type="bibr" rid="B10">Li and Durbin, 2010</xref>). SNP and InDel detection processes were performed with Genome Analysis Toolkit (GATK) (<xref ref-type="bibr" rid="B11">Li et al., 2009</xref>), and we used an analysis tool developed by BGI to perform annotation and classification. The SNP-index method was used for the association analysis. The SNP index values of the resistant and susceptible pools were calculated using the resistant female &#x201c;Ontario7816&#x201d; as a reference.</p>
</sec>
<sec id="s2-3">
<title>SSR molecular marker analysis</title>
<p>Based on the candidate region of the association analysis, a total of 58 SSR markers from the Sol Genomics Network (SGN, <ext-link ext-link-type="uri" xlink:href="http://solgenomics.net/">http://solgenomics.net/</ext-link>) database were screened (<xref ref-type="sec" rid="s11">Supplementary Table S1</xref>). SSR molecular markers were performed using the parents, F<sub>1</sub> and 303 F<sub>2</sub> individuals. Genetic linkage mapping was performed by JoinMap4 software (<xref ref-type="bibr" rid="B17">Ooijen and Van, 2006</xref>). Based on the electrophoresis results of 8% non-denaturing polyacrylamide gels.</p>
</sec>
<sec id="s2-4">
<title>General strategy used for mapping the <italic>Cf-16</italic> gene</title>
<p>The general strategy of mapping the <italic>Cf-16</italic> gene in &#x201c;Ontario7816&#x201d; is illustrated in <xref ref-type="sec" rid="s11">Supplementary Figure S1</xref>. To determine the inheritance pattern of <italic>Cf-16</italic> resistance in &#x201c;Ontario7816&#x201d; first, 726 F<sub>2</sub> individuals and 106 BC<sub>1</sub>P<sub>2</sub> individuals were planted and inoculated with <italic>C. fulvum</italic> race 1.2.3.4. The segregation ratios of resistant and susceptible phenotypes were recorded and further examined by the chi-square test. Next, to explore the rough position of the <italic>Cf-16</italic> gene, bulked segregation analysis (BSA) combined with parental resequencing was performed. To further map the <italic>Cf-16</italic> gene, 303 F<sub>2</sub> individuals were planted and further screened with 58 SSR markers from the SGN (<xref ref-type="sec" rid="s11">Supplementary Figure S1</xref>
<bold>)</bold>.</p>
</sec>
</sec>
<sec sec-type="results" id="s3">
<title>Results</title>
<sec id="s3-1">
<title>Resistance and genetic analysis of the <italic>Cf-16</italic> gene</title>
<p>To identify the resistance potential of the <italic>Cf-16</italic> gene, we tested the resistance response of &#x201c;Ontario7816&#x201d; and &#x201c;Moneymaker&#x201d; to ten different races of <italic>C. fulvum</italic> (<xref ref-type="table" rid="T1">Table 1</xref>). &#x201c;Moneymaker&#x201d; showed susceptibility to all these physiological races of <italic>C. fulvum</italic>, while &#x201c;Ontario7816&#x201d; demonstrated resistance to all these races. These findings indicate that &#x201c;Ontario7816&#x201d; has highly resistant to <italic>C. fulvum</italic> and is suitable for future breeding work for disease resistance.</p>
<table-wrap id="T1" position="float">
<label>TABLE 1</label>
<caption>
<p>The resistance response of &#x201c;Ontario7816&#x201d; and &#x201c;Moneymaker&#x201d; to ten different physiological races of <italic>C. fulvum</italic>.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th rowspan="2" align="left">Physiological races</th>
<th colspan="2" align="left">Moneymaker (<italic>Cf-0</italic>)</th>
<th colspan="2" align="left">Ontario7816(<italic>Cf-16</italic>)</th>
</tr>
<tr>
<th align="left">Disease index</th>
<th align="left">Resistance level</th>
<th align="left">Disease index</th>
<th align="left">Resistance level</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="left">1.2</td>
<td align="left">65.4</td>
<td align="left">HS</td>
<td align="left">24.2</td>
<td align="left">R</td>
</tr>
<tr>
<td align="left">1.2.3</td>
<td align="left">50.1</td>
<td align="left">S</td>
<td align="left">17.6</td>
<td align="left">R</td>
</tr>
<tr>
<td align="left">1.2.3.4</td>
<td align="left">55.5</td>
<td align="left">HS</td>
<td align="left">20.4</td>
<td align="left">R</td>
</tr>
<tr>
<td align="left">1.2.4</td>
<td align="left">76.1</td>
<td align="left">HS</td>
<td align="left">18.5</td>
<td align="left">R</td>
</tr>
<tr>
<td align="left">1.3.4</td>
<td align="left">58.4</td>
<td align="left">HS</td>
<td align="left">9.8</td>
<td align="left">R</td>
</tr>
<tr>
<td align="left">2.3</td>
<td align="left">70.7</td>
<td align="left">HS</td>
<td align="left">34.5</td>
<td align="left">R</td>
</tr>
<tr>
<td align="left">1.3</td>
<td align="left">59.9</td>
<td align="left">HS</td>
<td align="left">16.4</td>
<td align="left">R</td>
</tr>
<tr>
<td align="left">1.4</td>
<td align="left">54.2</td>
<td align="left">HS</td>
<td align="left">19.9</td>
<td align="left">R</td>
</tr>
<tr>
<td align="left">1.2.3.4.5</td>
<td align="left">57.3</td>
<td align="left">HS</td>
<td align="left">22.6</td>
<td align="left">R</td>
</tr>
<tr>
<td align="left">1.2.3.4.9</td>
<td align="left">61.9</td>
<td align="left">HS</td>
<td align="left">18.9</td>
<td align="left">R</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>R, resistant; S, susceptible; HS, highly susceptible.</p>
</fn>
</table-wrap-foot>
</table-wrap>
<p>Then, we performed a disease assay on the two parents, F<sub>1</sub>, F<sub>2</sub> and BC<sub>1</sub>P<sub>2</sub> individuals at 15&#xa0;days postinoculation with the predominant physiological race 1.2.3.4 in Heilongjiang Province (<xref ref-type="fig" rid="F1">Figure 1</xref>). &#x201c;Ontario7816&#x201d; and F<sub>1</sub> plants were resistant to <italic>C. fulvum</italic> race 1.2.3.4, while &#x201c;Moneymaker&#x201d; plants were susceptible. Chi-square analysis showed that the segregation ratio of resistant and susceptible individuals of the F<sub>2</sub> population was 3:1. The resistant and susceptible BC<sub>1</sub>P<sub>2</sub> plants segregated according to the expected ratio of 1:1 (<xref ref-type="table" rid="T2">Table 2</xref>). This result confirms that the <italic>Cf-16</italic> gene confers resistance via a single dominant gene.</p>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption>
<p>Symptom rating index (0&#x2013;9) of tomato leaf mold.</p>
</caption>
<graphic xlink:href="fgene-14-1219898-g001.tif"/>
</fig>
<table-wrap id="T2" position="float">
<label>TABLE 2</label>
<caption>
<p>Genetic analysis of <italic>Cf-16</italic> disease resistance in different generations.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="center">Generation</th>
<th align="center">No. of total plants</th>
<th align="center">No. of resistant plants</th>
<th align="center">No. of susceptible plants</th>
<th align="center">The segregation ratio of R:S</th>
<th align="center">&#x3c7;2</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="center">P1 (Ontario7816)</td>
<td align="center">46</td>
<td align="center">46</td>
<td align="center">0</td>
<td align="left"/>
<td align="left"/>
</tr>
<tr>
<td align="center">P2 (Moneymaker)</td>
<td align="center">42</td>
<td align="center">0</td>
<td align="center">42</td>
<td align="left"/>
<td align="left"/>
</tr>
<tr>
<td align="center">F1</td>
<td align="center">26</td>
<td align="center">26</td>
<td align="center">0</td>
<td align="left"/>
<td align="left"/>
</tr>
<tr>
<td align="center">F2</td>
<td align="center">726</td>
<td align="center">551</td>
<td align="center">175</td>
<td align="center">3.149:1</td>
<td align="center">0.2645</td>
</tr>
<tr>
<td align="center">BC1P2</td>
<td align="center">106</td>
<td align="center">55</td>
<td align="center">51</td>
<td align="center">1.078:1</td>
<td align="center">0.0849</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>
<sup>&#x3c7;2</sup> <sub>0.05, 1</sub> &#x3d; 384.</p>
</fn>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="s3-2">
<title>Parental genome sequencing and SNP-index association analysis</title>
<p>A total of 208.96&#xa0;Gb clean data were obtained by Beijing Genomics Institute (BGI) sequencing, including 109.72&#xa0;Gb from the parents and 99.26&#xa0;Gb from the resistant and susceptible pools, all reads were of high quality (92.85% &#x3e; Q30 &#x3e; 90.45%) and with a stable GC content (36.28% &#x3e; GC &#x3e; 35.32%). The effective depths for the parents and the two F<sub>2</sub> pools were between 56.23 and 67.16. The quality of the sequencing is high and the data are reliable and could be used for subsequent analysis (<xref ref-type="table" rid="T3">Table 3</xref>).</p>
<table-wrap id="T3" position="float">
<label>TABLE 3</label>
<caption>
<p>Summary of the sequencing data.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="left">Sample</th>
<th align="left">GC_rate (%)</th>
<th align="left">Q20_rate (%)</th>
<th align="left">Q30_rate (%)</th>
<th align="left">Bases (Gb)</th>
<th align="left">Coverage_rate (%)</th>
<th align="left">Map_reads_rate (%)</th>
<th align="left">Effective_depth</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="left">P1</td>
<td align="left">36.16</td>
<td align="left">97.7</td>
<td align="left">90.45</td>
<td align="left">54.4</td>
<td align="left">89.04</td>
<td align="left">99.43</td>
<td align="left">66.03</td>
</tr>
<tr>
<td align="left">P2</td>
<td align="left">35.32</td>
<td align="left">97.89</td>
<td align="left">91.02</td>
<td align="left">55.32</td>
<td align="left">89.29</td>
<td align="left">99.83</td>
<td align="left">67.16</td>
</tr>
<tr>
<td align="left">R_F2</td>
<td align="left">36.28</td>
<td align="left">98.34</td>
<td align="left">92.85</td>
<td align="left">52.93</td>
<td align="left">89.48</td>
<td align="left">97.63</td>
<td align="left">64.25</td>
</tr>
<tr>
<td align="left">S_F2</td>
<td align="left">35.38</td>
<td align="left">98.01</td>
<td align="left">91.71</td>
<td align="left">46.32</td>
<td align="left">89.47</td>
<td align="left">99.75</td>
<td align="left">56.23</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>Coverage_rate, the ratio of the sequence to the entire genome; Map_reads_rate, the ratio of the number of reads to the reference genome to the number of reads of clean data; Effective_depth, the ratio of the number of bases aligned to the reference genome to the size of the effective genome (N is not included in the reference sequence).</p>
</fn>
</table-wrap-foot>
</table-wrap>
<p>Based on the resequencing results, we calculated the SNP index values of the two mixed pools using the resistant parent &#x201c;Ontario7816&#x201d; as the reference. The <italic>Cf-16</italic> gene was localized on tomato chromosome 6 by &#x394;SNP index analysis (<xref ref-type="fig" rid="F2">Figure 2</xref>). Further analysis revealed an SNP imbalance between 11 and 38&#xa0;Mb on chromosome 6, while the &#x394;SNP index of this region was greater than the threshold value at the 99% confidence level. Therefore, 11&#x2013;38&#xa0;Mb of chromosome 6 is the preliminary localization interval of the <italic>Cf-16</italic> gene for leaf mold resistance in tomato.</p>
<fig id="F2" position="float">
<label>FIGURE 2</label>
<caption>
<p>SNP-index algorithm to map the <italic>Cf-16</italic> gene.</p>
</caption>
<graphic xlink:href="fgene-14-1219898-g002.tif"/>
</fig>
</sec>
<sec id="s3-3">
<title>Further mapping of the <italic>Cf-16</italic> gene</title>
<p>Based on the SNP index results, 58 SSR markers were used for polymorphic screening of the two parents and F<sub>1</sub> generation to further map the <italic>Cf-16</italic> gene (<xref ref-type="fig" rid="F3">Figure 3</xref>). Subsequently, SSR marker analysis was performed on 303 F<sub>2</sub> generations. Linkage mapping was performed using JoinMap 4.0 software based on the phenotypes and marker types of the F<sub>2</sub> generation (<xref ref-type="fig" rid="F4">Figure 4</xref>). The results showed that the most closely linked markers to the <italic>Cf-16</italic> gene were TGS447 and TES312, both with a genetic distance of 1.3&#xa0;cM. The positions of these two markers on chromosome 6 were 25.21&#xa0;Mb and 28.84&#xa0;Mb, respectively, and the physical distance of this candidate interval was 3.63&#xa0;Mb.</p>
<fig id="F3" position="float">
<label>FIGURE 3</label>
<caption>
<p>Screening of some SSR polymorphic markers.</p>
</caption>
<graphic xlink:href="fgene-14-1219898-g003.tif"/>
</fig>
<fig id="F4" position="float">
<label>FIGURE 4</label>
<caption>
<p>Linkage and chromosomal mapping of the leaf mold resistance gene <italic>Cf-16</italic> in tomato. <bold>(A)</bold> Genetic map of chromosome 6 in tomato; <bold>(B)</bold> SSR linkage of the <italic>Cf-16</italic> gene.</p>
</caption>
<graphic xlink:href="fgene-14-1219898-g004.tif"/>
</fig>
</sec>
<sec id="s3-4">
<title>Analysis of candidate genes</title>
<p>Based on the candidate interval of the SNP index and SSR marker analysis, we found that 71 genes were distributed in the DNA fragment associated to the resistance gene <italic>Cf-16</italic>. Meanwhile, the number of nonsynonymous SNPs between the two parents in this region was 139. The 71 genes in the candidate interval were subjected to further functional annotation and structural analysis. Based on the typical structural features of the cloned tomato leaf mold resistance <italic>Cf</italic> gene encoding LRR-TM, 2 candidate genes were screened out, XM_004240667.3 and XM_010323727.1.</p>
</sec>
</sec>
<sec sec-type="discussion" id="s4">
<title>Discussion</title>
<p>In recent years, tomato leaf mold has become probably the disease that damage tomato production the most. An effective way to control the disease is to breed resistance to leaf mold. However, some tomato leaf mold resistance (<italic>Cf</italic> series) genes used available hybrids using currently in farms have gradually lost resistance, due to the continuous and rapid differentiation of <italic>C. fulvum</italic> physiological races. It was found that the application of the <italic>Cf-4</italic> gene in production was overcome by <italic>C. fulvum</italic> physiological races such as 1.2.4 and 1.2.3.4. Subsequently, the application of <italic>Cf-5</italic> and <italic>Cf-9</italic>, which are commonly used in breeding, was gradually limited by the appearance and identification of physiological races 1.2.3.4.5, 1.2.3.4.9, 2.5, and 2.4.5 (<xref ref-type="bibr" rid="B12">Li et al., 2015</xref>; <xref ref-type="bibr" rid="B25">Zhao et al., 2016</xref>). It is crucial to understand the differentiation of <italic>C. fulvum</italic> physiological races and to characterize the resistance range of new <italic>Cf</italic> genes before undertaking breeding efforts for disease resistance. The <italic>Cf-16</italic> gene derived from the resistant material &#x201c;Ontario7816&#x201d; has shown effective resistance in field trials for many years. This study shows that &#x201c;Ontario7816&#x201d; has highly resistant to all the identified physiological races of <italic>C. fulvum</italic>. This result also indicates that this gene is a valuable resource against <italic>C. fulvum</italic> breeding. Therefore, mapping, cloning, and characterization of this gene may speed up its use in marker-assisted selection for resistance breeding and may have critical implications for our understanding of the resistance mechanism against tomato leaf mold disease.</p>
<p>Previous studies have shown that most <italic>Cf</italic> genes are inherited dominant single genes. In this study, the genetic analysis indicated that the segregation ratios between resistant and susceptible plants in both the F<sub>2</sub> and BC<sub>1</sub>P<sub>2</sub> populations were in accordance with Mendel&#x2019;s law of segregation. The present results clarify that the <italic>Cf-16</italic> gene confers resistance via a single dominant gene. At the same time, it also paves the way for the next localization of <italic>Cf-16</italic>.</p>
<p>In this study, we mapped the <italic>Cf-16</italic> gene for the first time into a 2.6&#xa0;cM region on tomato chromosome 6 between two markers, TGS447 and TES312, using BSA combined with parental resequencing and SSR molecular markers. By functional annotation and structural analysis of the genes in the candidate region, we ultimately predicted two candidate genes, XM_004240667.3 (LRR receptor-like serine-/threonine-protein kinase At1g51880) and XM_010323727.1 (LRR receptor-like serine-/threonine-protein kinase RFK1 isoform X1. LRR receptor-like serine-/threonine-protein kinase), the largest class of receptor-like protein kinase (RLK), has an LRR structure and transmembrane region composed of conserved amino acid sequences (<xref ref-type="bibr" rid="B14">Man et al., 2020</xref>). The protein structures encoded by the cloned <italic>Cf</italic> genes <italic>Cf-2</italic>, <italic>Cf-4</italic>, <italic>Cf-5</italic>, and <italic>Cf-9</italic> all have the typical extracellular LRR domain, transmembrane domain and a short cytoplasmic domain, and the different numbers of LRRs are responsible for different <italic>Cf</italic> genes recognizing different pathogen physiological races (<xref ref-type="bibr" rid="B8">Kruijt et al., 2005</xref>). The two genes that were ultimately predicted in this study may have similar structures to <italic>Cf</italic> genes that have been cloned, so they are identified as candidate genes for <italic>Cf-16</italic>. However, it is essential to conduct expression pattern analysis and further functional verification of these two candidate genes.</p>
</sec>
<sec sec-type="conclusion" id="s5">
<title>Conclusion</title>
<p>In this study, we mapped the <italic>Cf-16</italic> gene for the first time into a 2.6&#xa0;cM region on tomato chromosome 6 between two markers, TGS447 and TES312, using F<sub>2</sub> bulked segregant analysis combined with genome resequencing and SSR molecular markers. Furthermore, we screened 2 possible candidate genes, XM_004240667.3 and XM_010323727.1, with LRR-TM structures similar to those of the cloned <italic>Cf</italic> genes according to their annotation information. The location and candidate gene screening of <italic>Cf-16</italic> could lay a robust foundation for later cloning of the <italic>Cf-16</italic> gene and applications in MAS selection programs.</p>
</sec>
</body>
<back>
<sec sec-type="data-availability" id="s6">
<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 below: <ext-link ext-link-type="uri" xlink:href="https://www.ncbi.nlm.nih.gov/sra">https://www.ncbi.nlm.nih.gov/sra</ext-link> PRJNA937877.</p>
</sec>
<sec id="s7">
<title>Author contributions</title>
<p>XX, GF, and DZ designed the research. DZ and HL conducted the experiments. DZ, HL, and GL conducted data curation and formal analysis. XX, GF, and LX revised the manuscript. All authors contributed to the article and approved the submitted version.</p>
</sec>
<sec id="s8">
<title>Funding</title>
<p>This work was supported by the Postdoctoral Program Foundation of Heilongjiang Province (LBH-Z21026), the Basic Scientific Research Foundation of Heilongjiang Provincial Universities (HDRCCX-2020-KYYWF-1047) and the Natural Science Outstanding Youth Foundation of Heilongjiang Province (YQ 2020C038).</p>
</sec>
<sec sec-type="COI-statement" id="s9">
<title>Conflict of interest</title>
<p>The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec sec-type="disclaimer" id="s10">
<title>Publisher&#x2019;s note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
<sec id="s11">
<title>Supplementary material</title>
<p>The Supplementary Material for this article can be found online at: <ext-link ext-link-type="uri" xlink:href="https://www.frontiersin.org/articles/10.3389/fgene.2023.1219898/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fgene.2023.1219898/full&#x23;supplementary-material</ext-link>
</p>
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<supplementary-material xlink:href="Image1.pdf" id="SM2" mimetype="application/pdf" xmlns:xlink="http://www.w3.org/1999/xlink"/>
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