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Kernel Bioassay Evaluation of Maize Ear Rot and Genome-Wide Association Analysis for Identifying Genetic Loci Associated with Resistance to Fusarium graminearum Infection
Gibberella ear rot (GER) caused by (teleomorph ) is one of the most destructive diseases in maize, which severely reduces yield and contaminates several potential mycotoxins in the grain. However, few efforts had been devoted to dissecting the genetic basis of maize GER resistance. In the present st...
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Published in: | Journal of fungi (Basel) 2023-12, Vol.9 (12), p.1157 |
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description | Gibberella ear rot (GER) caused by
(teleomorph
) is one of the most destructive diseases in maize, which severely reduces yield and contaminates several potential mycotoxins in the grain. However, few efforts had been devoted to dissecting the genetic basis of maize GER resistance. In the present study, a genome-wide association study (GWAS) was conducted in a maize association panel consisting of 303 diverse inbred lines. The phenotypes of GER severity were evaluated using kernel bioassay across multiple time points in the laboratory. Then, three models, including the fixed and random model circulating probability unification model (FarmCPU), general linear model (GLM), and mixed linear model (MLM), were conducted simultaneously in GWAS to identify single-nucleotide polymorphisms (SNPs) significantly associated with GER resistance. A total of four individual significant association SNPs with the phenotypic variation explained (PVE) ranging from 3.51 to 6.42% were obtained. Interestingly, the peak SNP (PUT-163a-71443302-3341) with the greatest PVE value, was co-localized in all models. Subsequently, 12 putative genes were captured from the peak SNP, and several of these genes were directly or indirectly involved in disease resistance. Overall, these findings contribute to understanding the complex plant-pathogen interactions in maize GER resistance. The regions and genes identified herein provide a list of candidate targets for further investigation, in addition to the kernel bioassay that can be used for evaluating and selecting elite germplasm resources with GER resistance in maize. |
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(teleomorph
) is one of the most destructive diseases in maize, which severely reduces yield and contaminates several potential mycotoxins in the grain. However, few efforts had been devoted to dissecting the genetic basis of maize GER resistance. In the present study, a genome-wide association study (GWAS) was conducted in a maize association panel consisting of 303 diverse inbred lines. The phenotypes of GER severity were evaluated using kernel bioassay across multiple time points in the laboratory. Then, three models, including the fixed and random model circulating probability unification model (FarmCPU), general linear model (GLM), and mixed linear model (MLM), were conducted simultaneously in GWAS to identify single-nucleotide polymorphisms (SNPs) significantly associated with GER resistance. A total of four individual significant association SNPs with the phenotypic variation explained (PVE) ranging from 3.51 to 6.42% were obtained. Interestingly, the peak SNP (PUT-163a-71443302-3341) with the greatest PVE value, was co-localized in all models. Subsequently, 12 putative genes were captured from the peak SNP, and several of these genes were directly or indirectly involved in disease resistance. Overall, these findings contribute to understanding the complex plant-pathogen interactions in maize GER resistance. The regions and genes identified herein provide a list of candidate targets for further investigation, in addition to the kernel bioassay that can be used for evaluating and selecting elite germplasm resources with GER resistance in maize.</description><identifier>ISSN: 2309-608X</identifier><identifier>EISSN: 2309-608X</identifier><identifier>DOI: 10.3390/jof9121157</identifier><identifier>PMID: 38132758</identifier><language>eng</language><publisher>Switzerland: MDPI AG</publisher><subject>Association analysis ; Bioassays ; Corn ; Disease ; Disease resistance ; Ear rot ; Experiments ; Fungal infections ; Fusarium graminearum ; Gene loci ; Genetic analysis ; Genome-wide association studies ; genome-wide association study ; Genomes ; Germplasm ; Gibberella ear rot ; Inbreeding ; kernel bioassay ; Laboratories ; maize ; Pathogens ; Perfect state ; Phenotypes ; Phenotypic variations ; Seeds ; Single-nucleotide polymorphism ; Variance analysis</subject><ispartof>Journal of fungi (Basel), 2023-12, Vol.9 (12), p.1157</ispartof><rights>2023 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/). Notwithstanding the ProQuest Terms and Conditions, you may use this content in accordance with the terms of the License.</rights><lds50>peer_reviewed</lds50><oa>free_for_read</oa><woscitedreferencessubscribed>false</woscitedreferencessubscribed><cites>FETCH-LOGICAL-c376t-8a1f945230fad461dd3619c2f973dd7a544e1e15a64c5a8829a416746e12a90a3</cites><orcidid>0000-0001-8409-8890</orcidid></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><linktopdf>$$Uhttps://www.proquest.com/docview/2904756618/fulltextPDF?pq-origsite=primo$$EPDF$$P50$$Gproquest$$Hfree_for_read</linktopdf><linktohtml>$$Uhttps://www.proquest.com/docview/2904756618?pq-origsite=primo$$EHTML$$P50$$Gproquest$$Hfree_for_read</linktohtml><link.rule.ids>314,776,780,25730,27900,27901,36988,36989,44565,75095</link.rule.ids><backlink>$$Uhttps://www.ncbi.nlm.nih.gov/pubmed/38132758$$D View this record in MEDLINE/PubMed$$Hfree_for_read</backlink></links><search><creatorcontrib>Zhang, Jihai</creatorcontrib><creatorcontrib>Shi, Haoya</creatorcontrib><creatorcontrib>Yang, Yong</creatorcontrib><creatorcontrib>Zeng, Cheng</creatorcontrib><creatorcontrib>Jia, Zheyi</creatorcontrib><creatorcontrib>Ma, Tieli</creatorcontrib><creatorcontrib>Wu, Mengyang</creatorcontrib><creatorcontrib>Du, Juan</creatorcontrib><creatorcontrib>Huang, Ning</creatorcontrib><creatorcontrib>Pan, Guangtang</creatorcontrib><creatorcontrib>Li, Zhilong</creatorcontrib><creatorcontrib>Yuan, Guangsheng</creatorcontrib><title>Kernel Bioassay Evaluation of Maize Ear Rot and Genome-Wide Association Analysis for Identifying Genetic Loci Associated with Resistance to Fusarium graminearum Infection</title><title>Journal of fungi (Basel)</title><addtitle>J Fungi (Basel)</addtitle><description>Gibberella ear rot (GER) caused by
(teleomorph
) is one of the most destructive diseases in maize, which severely reduces yield and contaminates several potential mycotoxins in the grain. However, few efforts had been devoted to dissecting the genetic basis of maize GER resistance. In the present study, a genome-wide association study (GWAS) was conducted in a maize association panel consisting of 303 diverse inbred lines. The phenotypes of GER severity were evaluated using kernel bioassay across multiple time points in the laboratory. Then, three models, including the fixed and random model circulating probability unification model (FarmCPU), general linear model (GLM), and mixed linear model (MLM), were conducted simultaneously in GWAS to identify single-nucleotide polymorphisms (SNPs) significantly associated with GER resistance. A total of four individual significant association SNPs with the phenotypic variation explained (PVE) ranging from 3.51 to 6.42% were obtained. Interestingly, the peak SNP (PUT-163a-71443302-3341) with the greatest PVE value, was co-localized in all models. Subsequently, 12 putative genes were captured from the peak SNP, and several of these genes were directly or indirectly involved in disease resistance. Overall, these findings contribute to understanding the complex plant-pathogen interactions in maize GER resistance. The regions and genes identified herein provide a list of candidate targets for further investigation, in addition to the kernel bioassay that can be used for evaluating and selecting elite germplasm resources with GER resistance in maize.</description><subject>Association analysis</subject><subject>Bioassays</subject><subject>Corn</subject><subject>Disease</subject><subject>Disease resistance</subject><subject>Ear rot</subject><subject>Experiments</subject><subject>Fungal infections</subject><subject>Fusarium graminearum</subject><subject>Gene loci</subject><subject>Genetic analysis</subject><subject>Genome-wide association studies</subject><subject>genome-wide association study</subject><subject>Genomes</subject><subject>Germplasm</subject><subject>Gibberella ear rot</subject><subject>Inbreeding</subject><subject>kernel bioassay</subject><subject>Laboratories</subject><subject>maize</subject><subject>Pathogens</subject><subject>Perfect state</subject><subject>Phenotypes</subject><subject>Phenotypic variations</subject><subject>Seeds</subject><subject>Single-nucleotide polymorphism</subject><subject>Variance analysis</subject><issn>2309-608X</issn><issn>2309-608X</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2023</creationdate><recordtype>article</recordtype><sourceid>PIMPY</sourceid><sourceid>DOA</sourceid><recordid>eNpdkt9qFDEUhwdRbKm98QEk4I0Iq8nk3-RyLdt2cUUoit4NZ5OTNctMUpMZZX2kPqWz3bqKVzmE7_clJzlV9ZzRN5wb-nabvGE1Y1I_qk5rTs1M0ebr43_qk-q8lC2llMlGGcOfVie8YbzWsjmt7t5jjtiRdyFBKbAjix_QjTCEFEny5AOEX0gWkMlNGghER64wph5nX4JDMi8l2XCA5xG6XQmF-JTJ0mEcgt-FuNkHcAiWrCb0mEBHfobhG7nBKTJAtEiGRC7HAjmMPdlk6ENEyFO9jB7t_ohn1RMPXcHzh_Ws-ny5-HRxPVt9vFpezFczy7UaZg0wb4Sc2vfghGLOccWMrb3R3DkNUghkyCQoYSU0TW1AMKWFQlaDocDPquXB6xJs29scesi7NkFo7zdS3rSQp446bJm2DBqpag9roZVeS0uBMWMEGtS0mVyvDq7bnL6PWIa2D8Vi10HENJa2NlRKphTlE_ryP3Sbxjy96j0ltFSK7YWvD5TNqZSM_nhBRtv9QLR_B2KCXzwox3WP7oj--X7-G7vgsU4</recordid><startdate>20231201</startdate><enddate>20231201</enddate><creator>Zhang, Jihai</creator><creator>Shi, Haoya</creator><creator>Yang, Yong</creator><creator>Zeng, Cheng</creator><creator>Jia, Zheyi</creator><creator>Ma, Tieli</creator><creator>Wu, Mengyang</creator><creator>Du, Juan</creator><creator>Huang, Ning</creator><creator>Pan, Guangtang</creator><creator>Li, Zhilong</creator><creator>Yuan, Guangsheng</creator><general>MDPI AG</general><scope>NPM</scope><scope>AAYXX</scope><scope>CITATION</scope><scope>8FE</scope><scope>8FH</scope><scope>ABUWG</scope><scope>AFKRA</scope><scope>AZQEC</scope><scope>BBNVY</scope><scope>BENPR</scope><scope>BHPHI</scope><scope>CCPQU</scope><scope>DWQXO</scope><scope>GNUQQ</scope><scope>HCIFZ</scope><scope>LK8</scope><scope>M7P</scope><scope>PHGZM</scope><scope>PHGZT</scope><scope>PIMPY</scope><scope>PKEHL</scope><scope>PQEST</scope><scope>PQGLB</scope><scope>PQQKQ</scope><scope>PQUKI</scope><scope>7X8</scope><scope>DOA</scope><orcidid>https://orcid.org/0000-0001-8409-8890</orcidid></search><sort><creationdate>20231201</creationdate><title>Kernel Bioassay Evaluation of Maize Ear Rot and Genome-Wide Association Analysis for Identifying Genetic Loci Associated with Resistance to Fusarium graminearum Infection</title><author>Zhang, Jihai ; Shi, Haoya ; Yang, Yong ; Zeng, Cheng ; Jia, Zheyi ; Ma, Tieli ; Wu, Mengyang ; Du, Juan ; Huang, Ning ; Pan, Guangtang ; Li, Zhilong ; Yuan, Guangsheng</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c376t-8a1f945230fad461dd3619c2f973dd7a544e1e15a64c5a8829a416746e12a90a3</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2023</creationdate><topic>Association analysis</topic><topic>Bioassays</topic><topic>Corn</topic><topic>Disease</topic><topic>Disease resistance</topic><topic>Ear rot</topic><topic>Experiments</topic><topic>Fungal infections</topic><topic>Fusarium graminearum</topic><topic>Gene loci</topic><topic>Genetic analysis</topic><topic>Genome-wide association studies</topic><topic>genome-wide association study</topic><topic>Genomes</topic><topic>Germplasm</topic><topic>Gibberella ear rot</topic><topic>Inbreeding</topic><topic>kernel bioassay</topic><topic>Laboratories</topic><topic>maize</topic><topic>Pathogens</topic><topic>Perfect state</topic><topic>Phenotypes</topic><topic>Phenotypic variations</topic><topic>Seeds</topic><topic>Single-nucleotide polymorphism</topic><topic>Variance analysis</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Zhang, Jihai</creatorcontrib><creatorcontrib>Shi, Haoya</creatorcontrib><creatorcontrib>Yang, Yong</creatorcontrib><creatorcontrib>Zeng, Cheng</creatorcontrib><creatorcontrib>Jia, Zheyi</creatorcontrib><creatorcontrib>Ma, Tieli</creatorcontrib><creatorcontrib>Wu, Mengyang</creatorcontrib><creatorcontrib>Du, Juan</creatorcontrib><creatorcontrib>Huang, Ning</creatorcontrib><creatorcontrib>Pan, Guangtang</creatorcontrib><creatorcontrib>Li, Zhilong</creatorcontrib><creatorcontrib>Yuan, Guangsheng</creatorcontrib><collection>PubMed</collection><collection>CrossRef</collection><collection>ProQuest SciTech Collection</collection><collection>ProQuest Natural Science Collection</collection><collection>ProQuest Central (Alumni)</collection><collection>ProQuest Central UK/Ireland</collection><collection>ProQuest Central Essentials</collection><collection>Biological Science Collection</collection><collection>AUTh Library subscriptions: ProQuest Central</collection><collection>ProQuest Natural Science Collection</collection><collection>ProQuest One Community College</collection><collection>ProQuest Central</collection><collection>ProQuest Central Student</collection><collection>SciTech Premium Collection</collection><collection>Biological Sciences</collection><collection>Biological Science Database</collection><collection>ProQuest Central (New)</collection><collection>ProQuest One Academic (New)</collection><collection>Publicly Available Content Database</collection><collection>ProQuest One Academic Middle East (New)</collection><collection>ProQuest One Academic Eastern Edition (DO NOT USE)</collection><collection>ProQuest One Applied & Life Sciences</collection><collection>ProQuest One Academic</collection><collection>ProQuest One Academic UKI Edition</collection><collection>MEDLINE - Academic</collection><collection>DOAJ Directory of Open Access Journals</collection><jtitle>Journal of fungi (Basel)</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Zhang, Jihai</au><au>Shi, Haoya</au><au>Yang, Yong</au><au>Zeng, Cheng</au><au>Jia, Zheyi</au><au>Ma, Tieli</au><au>Wu, Mengyang</au><au>Du, Juan</au><au>Huang, Ning</au><au>Pan, Guangtang</au><au>Li, Zhilong</au><au>Yuan, Guangsheng</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Kernel Bioassay Evaluation of Maize Ear Rot and Genome-Wide Association Analysis for Identifying Genetic Loci Associated with Resistance to Fusarium graminearum Infection</atitle><jtitle>Journal of fungi (Basel)</jtitle><addtitle>J Fungi (Basel)</addtitle><date>2023-12-01</date><risdate>2023</risdate><volume>9</volume><issue>12</issue><spage>1157</spage><pages>1157-</pages><issn>2309-608X</issn><eissn>2309-608X</eissn><abstract>Gibberella ear rot (GER) caused by
(teleomorph
) is one of the most destructive diseases in maize, which severely reduces yield and contaminates several potential mycotoxins in the grain. However, few efforts had been devoted to dissecting the genetic basis of maize GER resistance. In the present study, a genome-wide association study (GWAS) was conducted in a maize association panel consisting of 303 diverse inbred lines. The phenotypes of GER severity were evaluated using kernel bioassay across multiple time points in the laboratory. Then, three models, including the fixed and random model circulating probability unification model (FarmCPU), general linear model (GLM), and mixed linear model (MLM), were conducted simultaneously in GWAS to identify single-nucleotide polymorphisms (SNPs) significantly associated with GER resistance. A total of four individual significant association SNPs with the phenotypic variation explained (PVE) ranging from 3.51 to 6.42% were obtained. Interestingly, the peak SNP (PUT-163a-71443302-3341) with the greatest PVE value, was co-localized in all models. Subsequently, 12 putative genes were captured from the peak SNP, and several of these genes were directly or indirectly involved in disease resistance. Overall, these findings contribute to understanding the complex plant-pathogen interactions in maize GER resistance. The regions and genes identified herein provide a list of candidate targets for further investigation, in addition to the kernel bioassay that can be used for evaluating and selecting elite germplasm resources with GER resistance in maize.</abstract><cop>Switzerland</cop><pub>MDPI AG</pub><pmid>38132758</pmid><doi>10.3390/jof9121157</doi><orcidid>https://orcid.org/0000-0001-8409-8890</orcidid><oa>free_for_read</oa></addata></record> |
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subjects | Association analysis Bioassays Corn Disease Disease resistance Ear rot Experiments Fungal infections Fusarium graminearum Gene loci Genetic analysis Genome-wide association studies genome-wide association study Genomes Germplasm Gibberella ear rot Inbreeding kernel bioassay Laboratories maize Pathogens Perfect state Phenotypes Phenotypic variations Seeds Single-nucleotide polymorphism Variance analysis |
title | Kernel Bioassay Evaluation of Maize Ear Rot and Genome-Wide Association Analysis for Identifying Genetic Loci Associated with Resistance to Fusarium graminearum Infection |
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