GWAS and WGCNA analysis uncover candidate genes associated with drought in Brassica juncea L.

Drought poses a major challenge to crop growth and yield, and exploring the drought tolerance of crops is an effective and economical approach to mitigating the effects of drought. To screen drought-tolerant germplasm resources and key functional genes related to drought tolerance in <i>Brassica juncea</i> L.(193 accessions), three treatments were applied at the germination and seedling stages:control(CK), moderate drought stress (M), and severe drought stress (S). Drought tolerance identification, GWAS, and RNA-Seq analysis of these materials under different treatments showed that drought stress significantly reduced the germination rate, aboveground and underground fresh weight at the seedling stage, harvest index at maturity, and expanded the root/shoot ratio. From the 193 materials, 24 drought-tolerant, 139 drought-tolerant medium, and 30 drought-sensitive materials were identified. The 77 SNPs identified by GWAS were associated with the relative germination rate at the germination stage, and the fresh weight of the aboveground and underground parts at the seedling stage, which could be integrated into 27 QTLs. WGCNA identified 15, 0, and 5 modules significantly related to drought tolerance in the aboveground and underground parts at the germination and seedling stages, respectively. By correlating the significant GWAS SNPs with the significant WGCNA modules, a total of 11 genes related to drought tolerance under moderate and severe drought stress were identified. These genes were involved in the regulation of auxin-responsive protein (<i>SAUR</i>), <i>LEA</i> protein, glucosidase, <i>AP2/ERF</i>, <i>WRKY</i> and <i>GATA</i> transcription factors, <i>FLZ</i> zinc finger domain, <i>PRP</i>, and <i>b561</i> proteins. Among them, the <i>BjuB035910</i> gene was detected in the underground parts of the seedling and germination stages under moderate drought stress. GWAS and selective sweep analysis jointly identified the 23.955-24.089 Mb region of chromosome B06, where four genes (<i>BjuB022264, BjuB022292, BjuB022282</i>, and <i>BjuB022235</i>) were located, as confirmed by WGCNA analysis. A total of 125 SNPs with high linkage disequilibrium were found in this region, and 12 haplotypes were detected, with Hap1 being present exclusively in drought-tolerant materials and Hap3-Hap12 distributed in drought-sensitive materials. These findings provide new insights into the drought tolerance mechanisms of <i>B. juncea</i> and will contribute to the breeding of drought-tolerant rapeseed varieties.

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Publication Details

Journal
Frontiers in Plant Science
Published
2025-04-04
DOI
https://doi.org/10.3389/fpls.2025.1551804
Citations
3
Primary Topic
Plant Stress Responses and Tolerance
Type
article
Field-Weighted Citation Impact
5.25

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article

GWAS and WGCNA analysis uncover candidate genes associated with drought in Brassica juncea L.

Fu MingLian, Feihu Liu, Kaiqin Zhao, Yunyun Zhang et al.
3 citations
Frontiers in Plant Science
Plant Stress Responses and Tolerance
5.25
article

GWAS and WGCNA analysis uncover candidate genes associated with drought in Brassica juncea L.

Fu MingLian, Feihu Liu, Kaiqin Zhao, Yunyun Zhang, Zhengshu Tian, Lifan Zhang, Jingyang Gao, Genze Li, Xiaoyan Yuan, Jinfeng Li, Xiaoying He, Yusong Zhang, Yanqing Luo, Feng Zu
article en
3 citations

Abstract

Drought poses a major challenge to crop growth and yield, and exploring the drought tolerance of crops is an effective and economical approach to mitigating the effects of drought. To screen drought-tolerant germplasm resources and key functional genes related to drought tolerance in <i>Brassica juncea</i> L.(193 accessions), three treatments were applied at the germination and seedling stages:control(CK), moderate drought stress (M), and severe drought stress (S). Drought tolerance identification, GWAS, and RNA-Seq analysis of these materials under different treatments showed that drought stress significantly reduced the germination rate, aboveground and underground fresh weight at the seedling stage, harvest index at maturity, and expanded the root/shoot ratio. From the 193 materials, 24 drought-tolerant, 139 drought-tolerant medium, and 30 drought-sensitive materials were identified. The 77 SNPs identified by GWAS were associated with the relative germination rate at the germination stage, and the fresh weight of the aboveground and underground parts at the seedling stage, which could be integrated into 27 QTLs. WGCNA identified 15, 0, and 5 modules significantly related to drought tolerance in the aboveground and underground parts at the germination and seedling stages, respectively. By correlating the significant GWAS SNPs with the significant WGCNA modules, a total of 11 genes related to drought tolerance under moderate and severe drought stress were identified. These genes were involved in the regulation of auxin-responsive protein (<i>SAUR</i>), <i>LEA</i> protein, glucosidase, <i>AP2/ERF</i>, <i>WRKY</i> and <i>GATA</i> transcription factors, <i>FLZ</i> zinc finger domain, <i>PRP</i>, and <i>b561</i> proteins. Among them, the <i>BjuB035910</i> gene was detected in the underground parts of the seedling and germination stages under moderate drought stress. GWAS and selective sweep analysis jointly identified the 23.955-24.089 Mb region of chromosome B06, where four genes (<i>BjuB022264, BjuB022292, BjuB022282</i>, and <i>BjuB022235</i>) were located, as confirmed by WGCNA analysis. A total of 125 SNPs with high linkage disequilibrium were found in this region, and 12 haplotypes were detected, with Hap1 being present exclusively in drought-tolerant materials and Hap3-Hap12 distributed in drought-sensitive materials. These findings provide new insights into the drought tolerance mechanisms of <i>B. juncea</i> and will contribute to the breeding of drought-tolerant rapeseed varieties.

Frontiers in Plant ScienceVol. 16
Yunnan University (CN), Yunnan Academy of Agricultural Sciences (CN), Ministry of Agriculture (CA)
Modern Agricultural Technology Industry System of Shandong province
Openalex Percentile: Top 6%
Plant Stress Responses and Tolerance
5.25
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