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Dissection of Maize Drought Tolerance at the Flowering Stage Using Genome-Wide Association Studies

Drought is one of the most critical environmental factors constraining maize production. When it occurs at the flowering stage, serious yield losses are caused, and often, the damage is irretrievable. In this study, anthesis to silk interval (ASI), plant height (PH), and ear biomass at the silking d...

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Autores principales: Khan, Siffat Ullah, Zheng, Yanxiao, Chachar, Zaid, Zhang, Xuhuan, Zhou, Guyi, Zong, Na, Leng, Pengfei, Zhao, Jun
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9031386/
https://www.ncbi.nlm.nih.gov/pubmed/35456369
http://dx.doi.org/10.3390/genes13040564
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author Khan, Siffat Ullah
Zheng, Yanxiao
Chachar, Zaid
Zhang, Xuhuan
Zhou, Guyi
Zong, Na
Leng, Pengfei
Zhao, Jun
author_facet Khan, Siffat Ullah
Zheng, Yanxiao
Chachar, Zaid
Zhang, Xuhuan
Zhou, Guyi
Zong, Na
Leng, Pengfei
Zhao, Jun
author_sort Khan, Siffat Ullah
collection PubMed
description Drought is one of the most critical environmental factors constraining maize production. When it occurs at the flowering stage, serious yield losses are caused, and often, the damage is irretrievable. In this study, anthesis to silk interval (ASI), plant height (PH), and ear biomass at the silking date (EBM) of 279 inbred lines were studied under both water-stress (WS) and well-water (WW) field conditions, for three consecutive years. Averagely, ASI was extended by 25.96%, EBM was decreased by 17.54%, and the PH was reduced by 12.47% under drought stress. Genome-wide association studies were carried out using phenotypic values under WS, WW, and drought-tolerance index (WS-WW or WS/WW) and applying a mixed linear model that controls both population structure and relative kinship. In total, 71, 159, and 21 SNPs, located in 32, 59, and 12 genes, were significantly (P < 10(−5)) associated with ASI, EBM, and PH, respectively. Only a few overlapped candidate genes were found to be associated with the same drought-related traits under different environments, for example, ARABIDILLO 1, glycoprotein, Tic22-like, and zinc-finger family protein for ASI; 26S proteasome non-ATPase and pyridoxal phosphate transferase for EBM; 11-ß-hydroxysteroid dehydrogenase, uncharacterised, Leu-rich repeat protein kinase, and SF16 protein for PH. Furthermore, most candidate genes were revealed to be drought-responsive in an association panel. Meanwhile, the favourable alleles/key variations were identified with a haplotype analysis. These candidate genes and their key variations provide insight into the genetic basis of drought tolerance, especially for the female inflorescence, and will facilitate drought-tolerant maize breeding.
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spelling pubmed-90313862022-04-23 Dissection of Maize Drought Tolerance at the Flowering Stage Using Genome-Wide Association Studies Khan, Siffat Ullah Zheng, Yanxiao Chachar, Zaid Zhang, Xuhuan Zhou, Guyi Zong, Na Leng, Pengfei Zhao, Jun Genes (Basel) Article Drought is one of the most critical environmental factors constraining maize production. When it occurs at the flowering stage, serious yield losses are caused, and often, the damage is irretrievable. In this study, anthesis to silk interval (ASI), plant height (PH), and ear biomass at the silking date (EBM) of 279 inbred lines were studied under both water-stress (WS) and well-water (WW) field conditions, for three consecutive years. Averagely, ASI was extended by 25.96%, EBM was decreased by 17.54%, and the PH was reduced by 12.47% under drought stress. Genome-wide association studies were carried out using phenotypic values under WS, WW, and drought-tolerance index (WS-WW or WS/WW) and applying a mixed linear model that controls both population structure and relative kinship. In total, 71, 159, and 21 SNPs, located in 32, 59, and 12 genes, were significantly (P < 10(−5)) associated with ASI, EBM, and PH, respectively. Only a few overlapped candidate genes were found to be associated with the same drought-related traits under different environments, for example, ARABIDILLO 1, glycoprotein, Tic22-like, and zinc-finger family protein for ASI; 26S proteasome non-ATPase and pyridoxal phosphate transferase for EBM; 11-ß-hydroxysteroid dehydrogenase, uncharacterised, Leu-rich repeat protein kinase, and SF16 protein for PH. Furthermore, most candidate genes were revealed to be drought-responsive in an association panel. Meanwhile, the favourable alleles/key variations were identified with a haplotype analysis. These candidate genes and their key variations provide insight into the genetic basis of drought tolerance, especially for the female inflorescence, and will facilitate drought-tolerant maize breeding. MDPI 2022-03-23 /pmc/articles/PMC9031386/ /pubmed/35456369 http://dx.doi.org/10.3390/genes13040564 Text en © 2022 by the authors. https://creativecommons.org/licenses/by/4.0/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/).
spellingShingle Article
Khan, Siffat Ullah
Zheng, Yanxiao
Chachar, Zaid
Zhang, Xuhuan
Zhou, Guyi
Zong, Na
Leng, Pengfei
Zhao, Jun
Dissection of Maize Drought Tolerance at the Flowering Stage Using Genome-Wide Association Studies
title Dissection of Maize Drought Tolerance at the Flowering Stage Using Genome-Wide Association Studies
title_full Dissection of Maize Drought Tolerance at the Flowering Stage Using Genome-Wide Association Studies
title_fullStr Dissection of Maize Drought Tolerance at the Flowering Stage Using Genome-Wide Association Studies
title_full_unstemmed Dissection of Maize Drought Tolerance at the Flowering Stage Using Genome-Wide Association Studies
title_short Dissection of Maize Drought Tolerance at the Flowering Stage Using Genome-Wide Association Studies
title_sort dissection of maize drought tolerance at the flowering stage using genome-wide association studies
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9031386/
https://www.ncbi.nlm.nih.gov/pubmed/35456369
http://dx.doi.org/10.3390/genes13040564
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