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Genetic diversity, population structure, and linkage disequilibrium of elite and local apple accessions from Belgium using the IRSC array
The identification of molecular markers associated with economic and quality traits will help improve breeding for new apple ( Malus × domestica Borkh.) cultivars. Tools such as the 8K apple SNP array developed by the RosBREED consortium allow for high-throughput genotyping of SNP polymorphisms with...
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Published in: | Tree genetics & genomes 2017-12, Vol.13 (6), p.1-16, Article 125 |
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creator | Vanderzande, Stijn Micheletti, Diego Troggio, Michela Davey, Mark W. Keulemans, Johan |
description | The identification of molecular markers associated with economic and quality traits will help improve breeding for new apple (
Malus
×
domestica
Borkh.) cultivars. Tools such as the 8K apple SNP array developed by the RosBREED consortium allow for high-throughput genotyping of SNP polymorphisms within collections. However, genetic characterization and the identification of population stratification and kinship within germplasm collections is a fundamental prerequisite for identifying robust marker–trait associations. In this study, a collection of apple germplasm originally developed for plant architectural studies and consisting of both non-commercial/local and elite accessions was genotyped using the 8K apple SNP array to identify cryptic relationships between accessions, to analyze population structure and to calculate the linkage disequilibrium (LD). A total of nine pairs of synonyms and several triploids accessions were identified within the 130 accessions genotyped. In addition, most of the known parent-child relations were confirmed, and several putative, previously unknown parent-child relations were identified among the local accessions. No clear subgroups could be identified although some separation between local and elite accessions was evident. The study of LD showed a rapid decay in our collection, indicating that a larger number of SNPs is necessary to perform whole genome association mapping. Finally, an association mapping effort for architectural traits was carried out on a small number of accessions to estimate the feasibility of this approach. |
doi_str_mv | 10.1007/s11295-017-1206-0 |
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Malus
×
domestica
Borkh.) cultivars. Tools such as the 8K apple SNP array developed by the RosBREED consortium allow for high-throughput genotyping of SNP polymorphisms within collections. However, genetic characterization and the identification of population stratification and kinship within germplasm collections is a fundamental prerequisite for identifying robust marker–trait associations. In this study, a collection of apple germplasm originally developed for plant architectural studies and consisting of both non-commercial/local and elite accessions was genotyped using the 8K apple SNP array to identify cryptic relationships between accessions, to analyze population structure and to calculate the linkage disequilibrium (LD). A total of nine pairs of synonyms and several triploids accessions were identified within the 130 accessions genotyped. In addition, most of the known parent-child relations were confirmed, and several putative, previously unknown parent-child relations were identified among the local accessions. No clear subgroups could be identified although some separation between local and elite accessions was evident. The study of LD showed a rapid decay in our collection, indicating that a larger number of SNPs is necessary to perform whole genome association mapping. Finally, an association mapping effort for architectural traits was carried out on a small number of accessions to estimate the feasibility of this approach.</description><identifier>ISSN: 1614-2942</identifier><identifier>EISSN: 1614-2950</identifier><identifier>DOI: 10.1007/s11295-017-1206-0</identifier><language>eng</language><publisher>Berlin/Heidelberg: Springer Berlin Heidelberg</publisher><subject>Apples ; Biomedical and Life Sciences ; Biotechnology ; Collection ; Consortia ; Cultivars ; Decay ; Forestry ; Fruits ; Gene mapping ; Genetic diversity ; Genotyping ; Germplasm ; Life Sciences ; Linkage disequilibrium ; Malus domestica ; Mapping ; Original Article ; Parent-child relations ; Plant breeding ; Plant Breeding/Biotechnology ; Plant Genetics and Genomics ; Polymorphism ; Population genetics ; Population structure ; Single-nucleotide polymorphism ; Stratification ; Subgroups ; Tree Biology</subject><ispartof>Tree genetics & genomes, 2017-12, Vol.13 (6), p.1-16, Article 125</ispartof><rights>Springer-Verlag GmbH Germany 2017</rights><rights>Tree Genetics & Genomes is a copyright of Springer, (2017). All Rights Reserved.</rights><lds50>peer_reviewed</lds50><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-c316t-f7d069de41d24fe38216f89ad113d0a37db66af209d255b5bce9360c2d1bd5e53</citedby><cites>FETCH-LOGICAL-c316t-f7d069de41d24fe38216f89ad113d0a37db66af209d255b5bce9360c2d1bd5e53</cites><orcidid>0000-0001-7206-7421</orcidid></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><link.rule.ids>314,780,784,27924,27925</link.rule.ids></links><search><creatorcontrib>Vanderzande, Stijn</creatorcontrib><creatorcontrib>Micheletti, Diego</creatorcontrib><creatorcontrib>Troggio, Michela</creatorcontrib><creatorcontrib>Davey, Mark W.</creatorcontrib><creatorcontrib>Keulemans, Johan</creatorcontrib><title>Genetic diversity, population structure, and linkage disequilibrium of elite and local apple accessions from Belgium using the IRSC array</title><title>Tree genetics & genomes</title><addtitle>Tree Genetics & Genomes</addtitle><description>The identification of molecular markers associated with economic and quality traits will help improve breeding for new apple (
Malus
×
domestica
Borkh.) cultivars. Tools such as the 8K apple SNP array developed by the RosBREED consortium allow for high-throughput genotyping of SNP polymorphisms within collections. However, genetic characterization and the identification of population stratification and kinship within germplasm collections is a fundamental prerequisite for identifying robust marker–trait associations. In this study, a collection of apple germplasm originally developed for plant architectural studies and consisting of both non-commercial/local and elite accessions was genotyped using the 8K apple SNP array to identify cryptic relationships between accessions, to analyze population structure and to calculate the linkage disequilibrium (LD). A total of nine pairs of synonyms and several triploids accessions were identified within the 130 accessions genotyped. In addition, most of the known parent-child relations were confirmed, and several putative, previously unknown parent-child relations were identified among the local accessions. No clear subgroups could be identified although some separation between local and elite accessions was evident. The study of LD showed a rapid decay in our collection, indicating that a larger number of SNPs is necessary to perform whole genome association mapping. Finally, an association mapping effort for architectural traits was carried out on a small number of accessions to estimate the feasibility of this approach.</description><subject>Apples</subject><subject>Biomedical and Life Sciences</subject><subject>Biotechnology</subject><subject>Collection</subject><subject>Consortia</subject><subject>Cultivars</subject><subject>Decay</subject><subject>Forestry</subject><subject>Fruits</subject><subject>Gene mapping</subject><subject>Genetic diversity</subject><subject>Genotyping</subject><subject>Germplasm</subject><subject>Life Sciences</subject><subject>Linkage disequilibrium</subject><subject>Malus domestica</subject><subject>Mapping</subject><subject>Original Article</subject><subject>Parent-child relations</subject><subject>Plant breeding</subject><subject>Plant Breeding/Biotechnology</subject><subject>Plant Genetics and Genomics</subject><subject>Polymorphism</subject><subject>Population genetics</subject><subject>Population structure</subject><subject>Single-nucleotide polymorphism</subject><subject>Stratification</subject><subject>Subgroups</subject><subject>Tree Biology</subject><issn>1614-2942</issn><issn>1614-2950</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2017</creationdate><recordtype>article</recordtype><recordid>eNp1kF1LwzAUhosoOKc_wLuAt6vmpG26XurQORgIflyHNDmtmV3bJamwn-C_NqMi3nh1csLzvgeeKLoEeg2U5jcOgBVZTCGPgVEe06NoAhzSOPzS4993yk6jM-c2lKY55XwSfS2xRW8U0eYTrTN-PyN91w-N9KZrifN2UH6wOCOy1aQx7YesMcAOd4NpTGnNsCVdRbAxHkemU7Ihsu-bsCuFzoUiRyrbbckdNvUhMDjT1sS_I1k9vyyItFbuz6OTSjYOL37mNHp7uH9dPMbrp-VqcbuOVQLcx1WuKS80pqBZWmEyZ8CreSE1QKKpTHJdci4rRgvNsqzMSoVFwqliGkqdYZZMo6uxt7fdbkDnxaYbbBtOCig4y4EnRRIoGCllO-csVqK3ZivtXgAVB-NiNC6CcXEwLmjIsDHjAtvWaP80_xv6Bo6shc4</recordid><startdate>20171201</startdate><enddate>20171201</enddate><creator>Vanderzande, Stijn</creator><creator>Micheletti, Diego</creator><creator>Troggio, Michela</creator><creator>Davey, Mark W.</creator><creator>Keulemans, Johan</creator><general>Springer Berlin Heidelberg</general><general>Springer Nature B.V</general><scope>AAYXX</scope><scope>CITATION</scope><scope>3V.</scope><scope>7X2</scope><scope>8FD</scope><scope>8FE</scope><scope>8FH</scope><scope>8FK</scope><scope>AFKRA</scope><scope>ATCPS</scope><scope>AZQEC</scope><scope>BBNVY</scope><scope>BENPR</scope><scope>BHPHI</scope><scope>CCPQU</scope><scope>DWQXO</scope><scope>FR3</scope><scope>GNUQQ</scope><scope>HCIFZ</scope><scope>LK8</scope><scope>M0K</scope><scope>M7P</scope><scope>P64</scope><scope>PQEST</scope><scope>PQQKQ</scope><scope>PQUKI</scope><scope>RC3</scope><orcidid>https://orcid.org/0000-0001-7206-7421</orcidid></search><sort><creationdate>20171201</creationdate><title>Genetic diversity, population structure, and linkage disequilibrium of elite and local apple accessions from Belgium using the IRSC array</title><author>Vanderzande, Stijn ; Micheletti, Diego ; Troggio, Michela ; Davey, Mark W. ; Keulemans, Johan</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c316t-f7d069de41d24fe38216f89ad113d0a37db66af209d255b5bce9360c2d1bd5e53</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2017</creationdate><topic>Apples</topic><topic>Biomedical and Life Sciences</topic><topic>Biotechnology</topic><topic>Collection</topic><topic>Consortia</topic><topic>Cultivars</topic><topic>Decay</topic><topic>Forestry</topic><topic>Fruits</topic><topic>Gene mapping</topic><topic>Genetic diversity</topic><topic>Genotyping</topic><topic>Germplasm</topic><topic>Life Sciences</topic><topic>Linkage disequilibrium</topic><topic>Malus domestica</topic><topic>Mapping</topic><topic>Original Article</topic><topic>Parent-child relations</topic><topic>Plant breeding</topic><topic>Plant Breeding/Biotechnology</topic><topic>Plant Genetics and Genomics</topic><topic>Polymorphism</topic><topic>Population genetics</topic><topic>Population structure</topic><topic>Single-nucleotide polymorphism</topic><topic>Stratification</topic><topic>Subgroups</topic><topic>Tree Biology</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Vanderzande, Stijn</creatorcontrib><creatorcontrib>Micheletti, Diego</creatorcontrib><creatorcontrib>Troggio, Michela</creatorcontrib><creatorcontrib>Davey, Mark W.</creatorcontrib><creatorcontrib>Keulemans, Johan</creatorcontrib><collection>CrossRef</collection><collection>ProQuest Central (Corporate)</collection><collection>Agricultural Science Collection</collection><collection>Technology Research Database</collection><collection>ProQuest SciTech Collection</collection><collection>ProQuest Natural Science Collection</collection><collection>ProQuest Central (Alumni) (purchase pre-March 2016)</collection><collection>ProQuest Central</collection><collection>Agricultural & Environmental Science Collection</collection><collection>ProQuest Central</collection><collection>Biological Science Collection</collection><collection>ProQuest Central</collection><collection>Natural Science Collection</collection><collection>ProQuest One Community College</collection><collection>ProQuest Central</collection><collection>Engineering Research Database</collection><collection>ProQuest Central Student</collection><collection>SciTech Premium Collection</collection><collection>Biological Sciences</collection><collection>Agriculture Science Database</collection><collection>ProQuest Biological Science Journals</collection><collection>Biotechnology and BioEngineering Abstracts</collection><collection>ProQuest One Academic Eastern Edition (DO NOT USE)</collection><collection>ProQuest One Academic</collection><collection>ProQuest One Academic UKI Edition</collection><collection>Genetics Abstracts</collection><jtitle>Tree genetics & genomes</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Vanderzande, Stijn</au><au>Micheletti, Diego</au><au>Troggio, Michela</au><au>Davey, Mark W.</au><au>Keulemans, Johan</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Genetic diversity, population structure, and linkage disequilibrium of elite and local apple accessions from Belgium using the IRSC array</atitle><jtitle>Tree genetics & genomes</jtitle><stitle>Tree Genetics & Genomes</stitle><date>2017-12-01</date><risdate>2017</risdate><volume>13</volume><issue>6</issue><spage>1</spage><epage>16</epage><pages>1-16</pages><artnum>125</artnum><issn>1614-2942</issn><eissn>1614-2950</eissn><abstract>The identification of molecular markers associated with economic and quality traits will help improve breeding for new apple (
Malus
×
domestica
Borkh.) cultivars. Tools such as the 8K apple SNP array developed by the RosBREED consortium allow for high-throughput genotyping of SNP polymorphisms within collections. However, genetic characterization and the identification of population stratification and kinship within germplasm collections is a fundamental prerequisite for identifying robust marker–trait associations. In this study, a collection of apple germplasm originally developed for plant architectural studies and consisting of both non-commercial/local and elite accessions was genotyped using the 8K apple SNP array to identify cryptic relationships between accessions, to analyze population structure and to calculate the linkage disequilibrium (LD). A total of nine pairs of synonyms and several triploids accessions were identified within the 130 accessions genotyped. In addition, most of the known parent-child relations were confirmed, and several putative, previously unknown parent-child relations were identified among the local accessions. No clear subgroups could be identified although some separation between local and elite accessions was evident. The study of LD showed a rapid decay in our collection, indicating that a larger number of SNPs is necessary to perform whole genome association mapping. Finally, an association mapping effort for architectural traits was carried out on a small number of accessions to estimate the feasibility of this approach.</abstract><cop>Berlin/Heidelberg</cop><pub>Springer Berlin Heidelberg</pub><doi>10.1007/s11295-017-1206-0</doi><tpages>16</tpages><orcidid>https://orcid.org/0000-0001-7206-7421</orcidid></addata></record> |
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subjects | Apples Biomedical and Life Sciences Biotechnology Collection Consortia Cultivars Decay Forestry Fruits Gene mapping Genetic diversity Genotyping Germplasm Life Sciences Linkage disequilibrium Malus domestica Mapping Original Article Parent-child relations Plant breeding Plant Breeding/Biotechnology Plant Genetics and Genomics Polymorphism Population genetics Population structure Single-nucleotide polymorphism Stratification Subgroups Tree Biology |
title | Genetic diversity, population structure, and linkage disequilibrium of elite and local apple accessions from Belgium using the IRSC array |
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