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Genetic analysis of seedling root traits reveals the association of root trait with other agronomic traits in maize
BACKGROUND: Root systems play important roles in crop growth and stress responses. Although genetic mechanism of root traits in maize (Zea mays L.) has been investigated in different mapping populations, root traits have rarely been utilized in breeding programs. Elucidation of the genetic basis of...
Autores principales: | , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
BioMed Central
2018
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6094888/ https://www.ncbi.nlm.nih.gov/pubmed/30111287 http://dx.doi.org/10.1186/s12870-018-1383-5 |
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author | Ju, Chuanli Zhang, Wei Liu, Ya Gao, Yufeng Wang, Xiaofan Yan, Jianbing Yang, Xiaohong Li, Jiansheng |
author_facet | Ju, Chuanli Zhang, Wei Liu, Ya Gao, Yufeng Wang, Xiaofan Yan, Jianbing Yang, Xiaohong Li, Jiansheng |
author_sort | Ju, Chuanli |
collection | PubMed |
description | BACKGROUND: Root systems play important roles in crop growth and stress responses. Although genetic mechanism of root traits in maize (Zea mays L.) has been investigated in different mapping populations, root traits have rarely been utilized in breeding programs. Elucidation of the genetic basis of maize root traits and, more importantly, their connection to other agronomic trait(s), such as grain yield, may facilitate root trait manipulation and maize germplasm improvement. In this study, we analyzed genome-wide genetic loci for maize seedling root traits at three time-points after seed germination to identify chromosomal regions responsible for both seedling root traits and other agronomic traits in a recombinant inbred line (RIL) population (Zong3 × Yu87–1). RESULTS: Eight seedling root traits were examined at 4, 9, and 14 days after seed germination, and thirty-six putative quantitative trait loci (QTLs), accounting for 9.0–23.2% of the phenotypic variation in root traits, were detected. Co-localization of root trait QTLs was observed at, but not between, the three time-points. We identified strong or moderate correlations between root traits controlled by each co-localized QTL region. Furthermore, we identified an overlap in the QTL locations of seedling root traits examined here and six other traits reported previously in the same RIL population, including grain yield-related traits, plant height-related traits, and traits in relation to stress responses. Maize chromosomal bins 1.02–1.03, 1.07, 2.06–2.07, 5.05, 7.02–7.03, 9.04, and 10.06 were identified QTL hotspots for three or four more traits in addition to seedling root traits. CONCLUSIONS: Our identification of co-localization of root trait QTLs at, but not between, each of the three time-points suggests that maize seedling root traits are regulated by different sets of pleiotropic-effect QTLs at different developmental stages. Furthermore, the identification of QTL hotspots suggests the genetic association of seedling root traits with several other traits and reveals maize chromosomal regions valuable for marker-assisted selection to improve root systems and other agronomic traits simultaneously. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (10.1186/s12870-018-1383-5) contains supplementary material, which is available to authorized users. |
format | Online Article Text |
id | pubmed-6094888 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2018 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-60948882018-08-24 Genetic analysis of seedling root traits reveals the association of root trait with other agronomic traits in maize Ju, Chuanli Zhang, Wei Liu, Ya Gao, Yufeng Wang, Xiaofan Yan, Jianbing Yang, Xiaohong Li, Jiansheng BMC Plant Biol Research Article BACKGROUND: Root systems play important roles in crop growth and stress responses. Although genetic mechanism of root traits in maize (Zea mays L.) has been investigated in different mapping populations, root traits have rarely been utilized in breeding programs. Elucidation of the genetic basis of maize root traits and, more importantly, their connection to other agronomic trait(s), such as grain yield, may facilitate root trait manipulation and maize germplasm improvement. In this study, we analyzed genome-wide genetic loci for maize seedling root traits at three time-points after seed germination to identify chromosomal regions responsible for both seedling root traits and other agronomic traits in a recombinant inbred line (RIL) population (Zong3 × Yu87–1). RESULTS: Eight seedling root traits were examined at 4, 9, and 14 days after seed germination, and thirty-six putative quantitative trait loci (QTLs), accounting for 9.0–23.2% of the phenotypic variation in root traits, were detected. Co-localization of root trait QTLs was observed at, but not between, the three time-points. We identified strong or moderate correlations between root traits controlled by each co-localized QTL region. Furthermore, we identified an overlap in the QTL locations of seedling root traits examined here and six other traits reported previously in the same RIL population, including grain yield-related traits, plant height-related traits, and traits in relation to stress responses. Maize chromosomal bins 1.02–1.03, 1.07, 2.06–2.07, 5.05, 7.02–7.03, 9.04, and 10.06 were identified QTL hotspots for three or four more traits in addition to seedling root traits. CONCLUSIONS: Our identification of co-localization of root trait QTLs at, but not between, each of the three time-points suggests that maize seedling root traits are regulated by different sets of pleiotropic-effect QTLs at different developmental stages. Furthermore, the identification of QTL hotspots suggests the genetic association of seedling root traits with several other traits and reveals maize chromosomal regions valuable for marker-assisted selection to improve root systems and other agronomic traits simultaneously. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (10.1186/s12870-018-1383-5) contains supplementary material, which is available to authorized users. BioMed Central 2018-08-15 /pmc/articles/PMC6094888/ /pubmed/30111287 http://dx.doi.org/10.1186/s12870-018-1383-5 Text en © The Author(s). 2018 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 Ju, Chuanli Zhang, Wei Liu, Ya Gao, Yufeng Wang, Xiaofan Yan, Jianbing Yang, Xiaohong Li, Jiansheng Genetic analysis of seedling root traits reveals the association of root trait with other agronomic traits in maize |
title | Genetic analysis of seedling root traits reveals the association of root trait with other agronomic traits in maize |
title_full | Genetic analysis of seedling root traits reveals the association of root trait with other agronomic traits in maize |
title_fullStr | Genetic analysis of seedling root traits reveals the association of root trait with other agronomic traits in maize |
title_full_unstemmed | Genetic analysis of seedling root traits reveals the association of root trait with other agronomic traits in maize |
title_short | Genetic analysis of seedling root traits reveals the association of root trait with other agronomic traits in maize |
title_sort | genetic analysis of seedling root traits reveals the association of root trait with other agronomic traits in maize |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6094888/ https://www.ncbi.nlm.nih.gov/pubmed/30111287 http://dx.doi.org/10.1186/s12870-018-1383-5 |
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