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Genetic dissection of drought tolerance in maize through GWAS of agronomic traits, stress tolerance indices, and phenotypic plasticity

dc.contributor.authorLi, Ronglan
dc.contributor.authorLi, Dongdong
dc.contributor.authorGuo, Yuhang
dc.contributor.authorWang, Yueli
dc.contributor.authorZhang, Yufeng
dc.contributor.authorLi, Le
dc.contributor.authorYang, Xiaosong
dc.contributor.authorChen, Shaojiang
dc.contributor.authorWürschum, Tobias
dc.contributor.authorLiu, Wenxin
dc.contributor.corporateLi, Ronglan; Sanya Institute of China Agricultural University, China Agricultural University, Sanya 572025, China
dc.contributor.corporateLi, Dongdong; State Key Laboratory of Maize Bio-Breeding, National Maize Improvement Center, College of Agronomy and Biotechnology, China Agricultural University, Beijing 100193, China
dc.contributor.corporateGuo, Yuhang; State Key Laboratory of Maize Bio-Breeding, National Maize Improvement Center, College of Agronomy and Biotechnology, China Agricultural University, Beijing 100193, China
dc.contributor.corporateWang, Yueli; State Key Laboratory of Maize Bio-Breeding, National Maize Improvement Center, College of Agronomy and Biotechnology, China Agricultural University, Beijing 100193, China
dc.contributor.corporateZhang, Yufeng; Sanya Institute of China Agricultural University, China Agricultural University, Sanya 572025, China
dc.contributor.corporateLi, Le; Sanya Institute of China Agricultural University, China Agricultural University, Sanya 572025, China
dc.contributor.corporateYang, Xiaosong; State Key Laboratory of Maize Bio-Breeding, National Maize Improvement Center, College of Agronomy and Biotechnology, China Agricultural University, Beijing 100193, China
dc.contributor.corporateChen, Shaojiang; Sanya Institute of China Agricultural University, China Agricultural University, Sanya 572025, China
dc.contributor.corporateWürschum, Tobias; Institute of Plant Breeding, Seed Science and Population Genetics, University of Hohenheim, 70599 Stuttgart, Germany
dc.contributor.corporateLiu, Wenxin; Sanya Institute of China Agricultural University, China Agricultural University, Sanya 572025, China
dc.contributor.editorHan, De-Guo
dc.date.accessioned2025-07-23T10:01:36Z
dc.date.available2025-07-23T10:01:36Z
dc.date.issued2025
dc.date.updated2025-07-18T14:54:07Z
dc.description.abstractDrought severely limits crop yield every year, making it critical to clarify the genetic basis of drought tolerance for breeding of improved varieties. As drought tolerance is a complex quantitative trait, we analyzed three phenotypic groups: (1) agronomic traits under well-watered (WW) and water-deficit (WD) conditions, (2) stress tolerance indices of these traits, and (3) phenotypic plasticity, using a multi-parent doubled haploid (DH) population assessed in multi-environment trials. Genome-wide association studies (GWAS) identified 130, 171, and 71 quantitative trait loci (QTL) for the three groups of phenotypes, respectively. Only one QTL was shared among all trait groups, 25 between stress indices and agronomic traits, while the majority of QTL were specific to their group. Functional annotation of candidate genes revealed distinct pathways of the three phenotypic groups. Candidate genes under WD conditions were enriched for stress response and epigenetic regulation, while under WW conditions for protein synthesis and transport, RNA metabolism, and developmental regulation. Stress tolerance indices were enriched for transport of amino/organic acids, epigenetic regulation, and stress response, whereas plasticity showed enrichment for environmental adaptability. Transcriptome analysis of 26 potential candidate genes showed tissue-specific drought responses in leaves, ears, and tassels. Collectively, these results indicated both shared and independent genetic mechanisms underlying drought tolerance, providing novel insights into the complex phenotypes related to drought tolerance and guiding further strategies for molecular breeding in maize.
dc.description.sponsorshipThis research was funded by the PhD Scientific Research and Innovation Foundation of Sanya Yazhou Bay Science and Technology City (HSPHDSRF-2023-05-007), Hainan Provincial Natural Science Foundation of China (321MS067), the Science and Technology Innovation Team of Maize Modern Seed Industry in Hebei (21326319D), the National Key Research and Development Program of China (2022YFD1200802 and 2016YFD0101200), and the Deutsche Forschungsgemeinschaft (DFG, German Research Foundation)—328017493/GRK 2366 (Sino-German International Research Training Group AMAIZE-P).
dc.description.sponsorshipPhD Scientific Research and Innovation Foundation of Sanya Yazhou Bay Science and Technology City
dc.description.sponsorshipHainan Provincial Natural Science Foundation of China
dc.description.sponsorshipScience and Technology Innovation Team of Maize Modern Seed Industry in Hebei
dc.description.sponsorshipNational Key Research and Development Program of China
dc.description.sponsorshipDeutsche Forschungsgemeinschaft (DFG, German Research Foundation)
dc.identifier.urihttps://doi.org/10.3390/ijms26136285
dc.identifier.urihttps://hohpublica.uni-hohenheim.de/handle/123456789/17943
dc.language.isoeng
dc.rights.licensecc_by
dc.subjectMaize
dc.subjectDrought tolerance
dc.subjectGenome-wide association study
dc.subjectAgronomic traits
dc.subjectStress tolerance indices
dc.subjectPhenotypic plasticity
dc.subject.ddc630
dc.titleGenetic dissection of drought tolerance in maize through GWAS of agronomic traits, stress tolerance indices, and phenotypic plasticity
dc.type.diniArticle
dcterms.bibliographicCitationInternational journal of molecular sciences, 26 (2025), 13, 6285. https://doi.org/10.3390/ijms26136285. ISSN: 1422-0067
dcterms.bibliographicCitation.issn1422-0067
dcterms.bibliographicCitation.issue13
dcterms.bibliographicCitation.journaltitleInternational journal of molecular sciences
dcterms.bibliographicCitation.originalpublishernameMDPI
dcterms.bibliographicCitation.volume26
local.export.bibtex@article{Li2025-06-29, url = {https://hohpublica.uni-hohenheim.de/handle/123456789/17943}, doi = {10.3390/ijms26136285}, author = {Li, Ronglan and Li, Dongdong and Guo, Yuhang et al.}, title = {Genetic dissection of drought tolerance in maize through GWAS of agronomic traits, stress tolerance indices, and phenotypic plasticity}, journal = {International journal of molecular sciences}, year = {2025-06-29}, volume = {26}, number = {13}, }
local.subject.sdg2
local.subject.sdg13
local.subject.sdg15
local.title.fullGenetic dissection of drought tolerance in maize through GWAS of agronomic traits, stress tolerance indices, and phenotypic plasticity

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