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Genome-wide association study presents insights into the genetic architecture of drought tolerance in maize seedlings under field water-deficit conditions
INTRODUCTION: Drought stress is one of the most serious abiotic stresses leading to crop yield reduction. Due to the wide range of planting areas, the production of maize is particularly affected by global drought stress. The cultivation of drought-resistant maize varieties can achieve relatively hi...
Autores principales: | , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Frontiers Media S.A.
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10200999/ https://www.ncbi.nlm.nih.gov/pubmed/37223800 http://dx.doi.org/10.3389/fpls.2023.1165582 |
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author | Chen, Shan Dang, Dongdong Liu, Yubo Ji, Shuwen Zheng, Hongjian Zhao, Chenghao Dong, Xiaomei Li, Cong Guan, Yuan Zhang, Ao Ruan, Yanye |
author_facet | Chen, Shan Dang, Dongdong Liu, Yubo Ji, Shuwen Zheng, Hongjian Zhao, Chenghao Dong, Xiaomei Li, Cong Guan, Yuan Zhang, Ao Ruan, Yanye |
author_sort | Chen, Shan |
collection | PubMed |
description | INTRODUCTION: Drought stress is one of the most serious abiotic stresses leading to crop yield reduction. Due to the wide range of planting areas, the production of maize is particularly affected by global drought stress. The cultivation of drought-resistant maize varieties can achieve relatively high, stable yield in arid and semi-arid zones and in the erratic rainfall or occasional drought areas. Therefore, to a great degree, the adverse impact of drought on maize yield can be mitigated by developing drought-resistant or -tolerant varieties. However, the efficacy of traditional breeding solely relying on phenotypic selection is not adequate for the need of maize drought-resistant varieties. Revealing the genetic basis enables to guide the genetic improvement of maize drought tolerance. METHODS: We utilized a maize association panel of 379 inbred lines with tropical, subtropical and temperate backgrounds to analyze the genetic structure of maize drought tolerance at seedling stage. We obtained the high quality 7837 SNPs from DArT's and 91,003 SNPs from GBS, and a resultant combination of 97,862 SNPs of GBS with DArT's. The maize population presented the lower her-itabilities of the seedling emergence rate (ER), seedling plant height (SPH) and grain yield (GY) under field drought conditions. RESULTS: GWAS analysis by MLM and BLINK models with the phenotypic data and 97862 SNPs revealed 15 variants that were significantly independent related to drought-resistant traits at the seedling stage above the threshold of P < 1.02 × 10-5. We found 15 candidate genes for drought resistance at the seedling stage that may involve in (1) metabolism (Zm00001d012176, Zm00001d012101, Zm00001d009488); (2) programmed cell death (Zm00001d053952); (3) transcriptional regulation (Zm00001d037771, Zm00001d053859, Zm00001d031861, Zm00001d038930, Zm00001d049400, Zm00001d045128 and Zm00001d043036); (4) autophagy (Zm00001d028417); and (5) cell growth and development (Zm00001d017495). The most of them in B73 maize line were shown to change the expression pattern in response to drought stress. These results provide useful information for understanding the genetic basis of drought stress tolerance of maize at seedling stage. |
format | Online Article Text |
id | pubmed-10200999 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-102009992023-05-23 Genome-wide association study presents insights into the genetic architecture of drought tolerance in maize seedlings under field water-deficit conditions Chen, Shan Dang, Dongdong Liu, Yubo Ji, Shuwen Zheng, Hongjian Zhao, Chenghao Dong, Xiaomei Li, Cong Guan, Yuan Zhang, Ao Ruan, Yanye Front Plant Sci Plant Science INTRODUCTION: Drought stress is one of the most serious abiotic stresses leading to crop yield reduction. Due to the wide range of planting areas, the production of maize is particularly affected by global drought stress. The cultivation of drought-resistant maize varieties can achieve relatively high, stable yield in arid and semi-arid zones and in the erratic rainfall or occasional drought areas. Therefore, to a great degree, the adverse impact of drought on maize yield can be mitigated by developing drought-resistant or -tolerant varieties. However, the efficacy of traditional breeding solely relying on phenotypic selection is not adequate for the need of maize drought-resistant varieties. Revealing the genetic basis enables to guide the genetic improvement of maize drought tolerance. METHODS: We utilized a maize association panel of 379 inbred lines with tropical, subtropical and temperate backgrounds to analyze the genetic structure of maize drought tolerance at seedling stage. We obtained the high quality 7837 SNPs from DArT's and 91,003 SNPs from GBS, and a resultant combination of 97,862 SNPs of GBS with DArT's. The maize population presented the lower her-itabilities of the seedling emergence rate (ER), seedling plant height (SPH) and grain yield (GY) under field drought conditions. RESULTS: GWAS analysis by MLM and BLINK models with the phenotypic data and 97862 SNPs revealed 15 variants that were significantly independent related to drought-resistant traits at the seedling stage above the threshold of P < 1.02 × 10-5. We found 15 candidate genes for drought resistance at the seedling stage that may involve in (1) metabolism (Zm00001d012176, Zm00001d012101, Zm00001d009488); (2) programmed cell death (Zm00001d053952); (3) transcriptional regulation (Zm00001d037771, Zm00001d053859, Zm00001d031861, Zm00001d038930, Zm00001d049400, Zm00001d045128 and Zm00001d043036); (4) autophagy (Zm00001d028417); and (5) cell growth and development (Zm00001d017495). The most of them in B73 maize line were shown to change the expression pattern in response to drought stress. These results provide useful information for understanding the genetic basis of drought stress tolerance of maize at seedling stage. Frontiers Media S.A. 2023-05-08 /pmc/articles/PMC10200999/ /pubmed/37223800 http://dx.doi.org/10.3389/fpls.2023.1165582 Text en Copyright © 2023 Chen, Dang, Liu, Ji, Zheng, Zhao, Dong, Li, Guan, Zhang and Ruan https://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) and the copyright owner(s) 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 Chen, Shan Dang, Dongdong Liu, Yubo Ji, Shuwen Zheng, Hongjian Zhao, Chenghao Dong, Xiaomei Li, Cong Guan, Yuan Zhang, Ao Ruan, Yanye Genome-wide association study presents insights into the genetic architecture of drought tolerance in maize seedlings under field water-deficit conditions |
title | Genome-wide association study presents insights into the genetic architecture of drought tolerance in maize seedlings under field water-deficit conditions |
title_full | Genome-wide association study presents insights into the genetic architecture of drought tolerance in maize seedlings under field water-deficit conditions |
title_fullStr | Genome-wide association study presents insights into the genetic architecture of drought tolerance in maize seedlings under field water-deficit conditions |
title_full_unstemmed | Genome-wide association study presents insights into the genetic architecture of drought tolerance in maize seedlings under field water-deficit conditions |
title_short | Genome-wide association study presents insights into the genetic architecture of drought tolerance in maize seedlings under field water-deficit conditions |
title_sort | genome-wide association study presents insights into the genetic architecture of drought tolerance in maize seedlings under field water-deficit conditions |
topic | Plant Science |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10200999/ https://www.ncbi.nlm.nih.gov/pubmed/37223800 http://dx.doi.org/10.3389/fpls.2023.1165582 |
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