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Association mapping for cold tolerance in two large maize inbred panels
BACKGROUND: Breeding for cold tolerance in maize promises to allow increasing growth area and production in temperate zones. The objective of this research was to conduct genome-wide association analyses (GWAS) in temperate maize inbred lines and to find strategies for pyramiding genes for cold tole...
Autores principales: | , , , , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
BioMed Central
2016
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4895824/ https://www.ncbi.nlm.nih.gov/pubmed/27267760 http://dx.doi.org/10.1186/s12870-016-0816-2 |
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author | Revilla, Pedro Rodríguez, Víctor Manuel Ordás, Amando Rincent, Renaud Charcosset, Alain Giauffret, Catherine Melchinger, Albrecht E. Schön, Chris-Carolin Bauer, Eva Altmann, Thomas Brunel, Dominique Moreno-González, Jesús Campo, Laura Ouzunova, Milena Álvarez, Ángel Ruíz de Galarreta, José Ignacio Laborde, Jacques Malvar, Rosa Ana |
author_facet | Revilla, Pedro Rodríguez, Víctor Manuel Ordás, Amando Rincent, Renaud Charcosset, Alain Giauffret, Catherine Melchinger, Albrecht E. Schön, Chris-Carolin Bauer, Eva Altmann, Thomas Brunel, Dominique Moreno-González, Jesús Campo, Laura Ouzunova, Milena Álvarez, Ángel Ruíz de Galarreta, José Ignacio Laborde, Jacques Malvar, Rosa Ana |
author_sort | Revilla, Pedro |
collection | PubMed |
description | BACKGROUND: Breeding for cold tolerance in maize promises to allow increasing growth area and production in temperate zones. The objective of this research was to conduct genome-wide association analyses (GWAS) in temperate maize inbred lines and to find strategies for pyramiding genes for cold tolerance. Two panels of 306 dent and 292 European flint maize inbred lines were evaluated per se and in testcrosses under cold and control conditions in a growth chamber. We recorded indirect measures for cold tolerance as the traits number of days from sowing to emergence, relative leaf chlorophyll content or quantum efficiency of photosystem II. Association mapping for identifying genes associated to cold tolerance in both panels was based on genotyping with 49,585 genome-wide single nucleotide polymorphism (SNP) markers. RESULTS: We found 275 significant associations, most of them in the inbreds evaluated per se, in the flint panel, and under control conditions. A few candidate genes coincided between the current research and previous reports. A total of 47 flint inbreds harbored the favorable alleles for six significant quantitative trait loci (QTL) detected for inbreds per se evaluated under cold conditions, four of them had also the favorable alleles for the main QTL detected from the testcrosses. Only four dent inbreds (EZ47, F924, NK807 and PHJ40) harbored the favorable alleles for three main QTL detected from the evaluation of the dent inbreds per se under cold conditions. There were more QTL in the flint panel and most of the QTL were associated with days to emergence and ΦPSII. CONCLUSIONS: These results open new possibilities to genetically improve cold tolerance either with genome-wide selection or with marker assisted selection. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (doi:10.1186/s12870-016-0816-2) contains supplementary material, which is available to authorized users. |
format | Online Article Text |
id | pubmed-4895824 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2016 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-48958242016-06-08 Association mapping for cold tolerance in two large maize inbred panels Revilla, Pedro Rodríguez, Víctor Manuel Ordás, Amando Rincent, Renaud Charcosset, Alain Giauffret, Catherine Melchinger, Albrecht E. Schön, Chris-Carolin Bauer, Eva Altmann, Thomas Brunel, Dominique Moreno-González, Jesús Campo, Laura Ouzunova, Milena Álvarez, Ángel Ruíz de Galarreta, José Ignacio Laborde, Jacques Malvar, Rosa Ana BMC Plant Biol Research Article BACKGROUND: Breeding for cold tolerance in maize promises to allow increasing growth area and production in temperate zones. The objective of this research was to conduct genome-wide association analyses (GWAS) in temperate maize inbred lines and to find strategies for pyramiding genes for cold tolerance. Two panels of 306 dent and 292 European flint maize inbred lines were evaluated per se and in testcrosses under cold and control conditions in a growth chamber. We recorded indirect measures for cold tolerance as the traits number of days from sowing to emergence, relative leaf chlorophyll content or quantum efficiency of photosystem II. Association mapping for identifying genes associated to cold tolerance in both panels was based on genotyping with 49,585 genome-wide single nucleotide polymorphism (SNP) markers. RESULTS: We found 275 significant associations, most of them in the inbreds evaluated per se, in the flint panel, and under control conditions. A few candidate genes coincided between the current research and previous reports. A total of 47 flint inbreds harbored the favorable alleles for six significant quantitative trait loci (QTL) detected for inbreds per se evaluated under cold conditions, four of them had also the favorable alleles for the main QTL detected from the testcrosses. Only four dent inbreds (EZ47, F924, NK807 and PHJ40) harbored the favorable alleles for three main QTL detected from the evaluation of the dent inbreds per se under cold conditions. There were more QTL in the flint panel and most of the QTL were associated with days to emergence and ΦPSII. CONCLUSIONS: These results open new possibilities to genetically improve cold tolerance either with genome-wide selection or with marker assisted selection. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (doi:10.1186/s12870-016-0816-2) contains supplementary material, which is available to authorized users. BioMed Central 2016-06-06 /pmc/articles/PMC4895824/ /pubmed/27267760 http://dx.doi.org/10.1186/s12870-016-0816-2 Text en © The Author(s). 2016 Open AccessThis article is distributed under the terms of the Creative Commons Attribution 4.0 International License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduction in any medium, provided you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated. |
spellingShingle | Research Article Revilla, Pedro Rodríguez, Víctor Manuel Ordás, Amando Rincent, Renaud Charcosset, Alain Giauffret, Catherine Melchinger, Albrecht E. Schön, Chris-Carolin Bauer, Eva Altmann, Thomas Brunel, Dominique Moreno-González, Jesús Campo, Laura Ouzunova, Milena Álvarez, Ángel Ruíz de Galarreta, José Ignacio Laborde, Jacques Malvar, Rosa Ana Association mapping for cold tolerance in two large maize inbred panels |
title | Association mapping for cold tolerance in two large maize inbred panels |
title_full | Association mapping for cold tolerance in two large maize inbred panels |
title_fullStr | Association mapping for cold tolerance in two large maize inbred panels |
title_full_unstemmed | Association mapping for cold tolerance in two large maize inbred panels |
title_short | Association mapping for cold tolerance in two large maize inbred panels |
title_sort | association mapping for cold tolerance in two large maize inbred panels |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4895824/ https://www.ncbi.nlm.nih.gov/pubmed/27267760 http://dx.doi.org/10.1186/s12870-016-0816-2 |
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