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Genome-Wide Association Mapping of Flowering and Ripening Periods in Apple
Deciphering the genetic control of flowering and ripening periods in apple is essential for breeding cultivars adapted to their growing environments. We implemented a large Genome-Wide Association Study (GWAS) at the European level using an association panel of 1,168 different apple genotypes distri...
Autores principales: | , , , , , , , , , , , , , , , , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Frontiers Media S.A.
2017
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5686452/ https://www.ncbi.nlm.nih.gov/pubmed/29176988 http://dx.doi.org/10.3389/fpls.2017.01923 |
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author | Urrestarazu, Jorge Muranty, Hélène Denancé, Caroline Leforestier, Diane Ravon, Elisa Guyader, Arnaud Guisnel, Rémi Feugey, Laurence Aubourg, Sébastien Celton, Jean-Marc Daccord, Nicolas Dondini, Luca Gregori, Roberto Lateur, Marc Houben, Patrick Ordidge, Matthew Paprstein, Frantisek Sedlak, Jiri Nybom, Hilde Garkava-Gustavsson, Larisa Troggio, Michela Bianco, Luca Velasco, Riccardo Poncet, Charles Théron, Anthony Moriya, Shigeki Bink, Marco C. A. M. Laurens, François Tartarini, Stefano Durel, Charles-Eric |
author_facet | Urrestarazu, Jorge Muranty, Hélène Denancé, Caroline Leforestier, Diane Ravon, Elisa Guyader, Arnaud Guisnel, Rémi Feugey, Laurence Aubourg, Sébastien Celton, Jean-Marc Daccord, Nicolas Dondini, Luca Gregori, Roberto Lateur, Marc Houben, Patrick Ordidge, Matthew Paprstein, Frantisek Sedlak, Jiri Nybom, Hilde Garkava-Gustavsson, Larisa Troggio, Michela Bianco, Luca Velasco, Riccardo Poncet, Charles Théron, Anthony Moriya, Shigeki Bink, Marco C. A. M. Laurens, François Tartarini, Stefano Durel, Charles-Eric |
author_sort | Urrestarazu, Jorge |
collection | PubMed |
description | Deciphering the genetic control of flowering and ripening periods in apple is essential for breeding cultivars adapted to their growing environments. We implemented a large Genome-Wide Association Study (GWAS) at the European level using an association panel of 1,168 different apple genotypes distributed over six locations and phenotyped for these phenological traits. The panel was genotyped at a high-density of SNPs using the Axiom®Apple 480 K SNP array. We ran GWAS with a multi-locus mixed model (MLMM), which handles the putatively confounding effect of significant SNPs elsewhere on the genome. Genomic regions were further investigated to reveal candidate genes responsible for the phenotypic variation. At the whole population level, GWAS retained two SNPs as cofactors on chromosome 9 for flowering period, and six for ripening period (four on chromosome 3, one on chromosome 10 and one on chromosome 16) which, together accounted for 8.9 and 17.2% of the phenotypic variance, respectively. For both traits, SNPs in weak linkage disequilibrium were detected nearby, thus suggesting the existence of allelic heterogeneity. The geographic origins and relationships of apple cultivars accounted for large parts of the phenotypic variation. Variation in genotypic frequency of the SNPs associated with the two traits was connected to the geographic origin of the genotypes (grouped as North+East, West and South Europe), and indicated differential selection in different growing environments. Genes encoding transcription factors containing either NAC or MADS domains were identified as major candidates within the small confidence intervals computed for the associated genomic regions. A strong microsynteny between apple and peach was revealed in all the four confidence interval regions. This study shows how association genetics can unravel the genetic control of important horticultural traits in apple, as well as reduce the confidence intervals of the associated regions identified by linkage mapping approaches. Our findings can be used for the improvement of apple through marker-assisted breeding strategies that take advantage of the accumulating additive effects of the identified SNPs. |
format | Online Article Text |
id | pubmed-5686452 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2017 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-56864522017-11-24 Genome-Wide Association Mapping of Flowering and Ripening Periods in Apple Urrestarazu, Jorge Muranty, Hélène Denancé, Caroline Leforestier, Diane Ravon, Elisa Guyader, Arnaud Guisnel, Rémi Feugey, Laurence Aubourg, Sébastien Celton, Jean-Marc Daccord, Nicolas Dondini, Luca Gregori, Roberto Lateur, Marc Houben, Patrick Ordidge, Matthew Paprstein, Frantisek Sedlak, Jiri Nybom, Hilde Garkava-Gustavsson, Larisa Troggio, Michela Bianco, Luca Velasco, Riccardo Poncet, Charles Théron, Anthony Moriya, Shigeki Bink, Marco C. A. M. Laurens, François Tartarini, Stefano Durel, Charles-Eric Front Plant Sci Plant Science Deciphering the genetic control of flowering and ripening periods in apple is essential for breeding cultivars adapted to their growing environments. We implemented a large Genome-Wide Association Study (GWAS) at the European level using an association panel of 1,168 different apple genotypes distributed over six locations and phenotyped for these phenological traits. The panel was genotyped at a high-density of SNPs using the Axiom®Apple 480 K SNP array. We ran GWAS with a multi-locus mixed model (MLMM), which handles the putatively confounding effect of significant SNPs elsewhere on the genome. Genomic regions were further investigated to reveal candidate genes responsible for the phenotypic variation. At the whole population level, GWAS retained two SNPs as cofactors on chromosome 9 for flowering period, and six for ripening period (four on chromosome 3, one on chromosome 10 and one on chromosome 16) which, together accounted for 8.9 and 17.2% of the phenotypic variance, respectively. For both traits, SNPs in weak linkage disequilibrium were detected nearby, thus suggesting the existence of allelic heterogeneity. The geographic origins and relationships of apple cultivars accounted for large parts of the phenotypic variation. Variation in genotypic frequency of the SNPs associated with the two traits was connected to the geographic origin of the genotypes (grouped as North+East, West and South Europe), and indicated differential selection in different growing environments. Genes encoding transcription factors containing either NAC or MADS domains were identified as major candidates within the small confidence intervals computed for the associated genomic regions. A strong microsynteny between apple and peach was revealed in all the four confidence interval regions. This study shows how association genetics can unravel the genetic control of important horticultural traits in apple, as well as reduce the confidence intervals of the associated regions identified by linkage mapping approaches. Our findings can be used for the improvement of apple through marker-assisted breeding strategies that take advantage of the accumulating additive effects of the identified SNPs. Frontiers Media S.A. 2017-11-10 /pmc/articles/PMC5686452/ /pubmed/29176988 http://dx.doi.org/10.3389/fpls.2017.01923 Text en Copyright © 2017 Urrestarazu, Muranty, Denancé, Leforestier, Ravon, Guyader, Guisnel, Feugey, Aubourg, Celton, Daccord, Dondini, Gregori, Lateur, Houben, Ordidge, Paprstein, Sedlak, Nybom, Garkava-Gustavsson, Troggio, Bianco, Velasco, Poncet, Théron, Moriya, Bink, Laurens, Tartarini and Durel. http://creativecommons.org/licenses/by/4.0/ 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) or licensor 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. |
spellingShingle | Plant Science Urrestarazu, Jorge Muranty, Hélène Denancé, Caroline Leforestier, Diane Ravon, Elisa Guyader, Arnaud Guisnel, Rémi Feugey, Laurence Aubourg, Sébastien Celton, Jean-Marc Daccord, Nicolas Dondini, Luca Gregori, Roberto Lateur, Marc Houben, Patrick Ordidge, Matthew Paprstein, Frantisek Sedlak, Jiri Nybom, Hilde Garkava-Gustavsson, Larisa Troggio, Michela Bianco, Luca Velasco, Riccardo Poncet, Charles Théron, Anthony Moriya, Shigeki Bink, Marco C. A. M. Laurens, François Tartarini, Stefano Durel, Charles-Eric Genome-Wide Association Mapping of Flowering and Ripening Periods in Apple |
title | Genome-Wide Association Mapping of Flowering and Ripening Periods in Apple |
title_full | Genome-Wide Association Mapping of Flowering and Ripening Periods in Apple |
title_fullStr | Genome-Wide Association Mapping of Flowering and Ripening Periods in Apple |
title_full_unstemmed | Genome-Wide Association Mapping of Flowering and Ripening Periods in Apple |
title_short | Genome-Wide Association Mapping of Flowering and Ripening Periods in Apple |
title_sort | genome-wide association mapping of flowering and ripening periods in apple |
topic | Plant Science |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5686452/ https://www.ncbi.nlm.nih.gov/pubmed/29176988 http://dx.doi.org/10.3389/fpls.2017.01923 |
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