Multi-environment GWAS and Post-GWAS prioritization reveal stable genomic regions for Powdery Mildew and resistant donors in bread wheat through MGIDI analysis

Powdery Mildew (PM), caused by Blumeria graminis f. sp. tritici (Bgt), remains a recurrent constraint to wheat production in cool-humid wheat ecologies and can expand under susceptible cultivars, dense crops and high nitrogen inputs. In India, the disease is especially prominent in hilly regions and has been reported as a serious issue in epidemiologically important zones including the north-western plains under conducive seasons. This study evaluated 403 bread wheat germplasm accessions (predominantly landraces) across four Indian PM hot-spot locations over two seasons and quantified their adult-plant response to PM. Genome-wide association study (GWAS) was conducted using 15,845 polymorphic SNPs. Across the environments, genotypic effects were highly significant with broad-sense heritability ranging from 85 to 92%, indicating strong genetic control and favorable prospects for selection. Multi-model GWAS identified 11 significant marker-trait associations (MTAs), including a putatively novel and stable association on chromosome 5B ( Affx-92565503 at 663,523,422 bp; candidate gene id: TraesCS5B03G1205400 ) detected across all environments and GWAS models. Furthermore, Affx-92145634 (43,405,817 bp; gene id: LN999386 ) has been found in a close proximity of well-known characterized PM resistant gene, Pm2b on chromosome 5D . Post-GWAS analysis highlighted plausible defence-related candidate genes (NLR-type resistance, redox homeostasis, chromatin remodeling, secondary metabolism and folate pathway genes), and multi-trait selection using MGIDI prioritized elite resistant accessions combining low PM scores and high favorable-allele counts. These results can be potentially targeted for development of improved PM resistant wheat varieties.

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Journal
Scientific Reports
Published
2026-09-09
DOI
https://doi.org/10.1038/s41598-026-69726-6
Primary Topic
Wheat and Barley Genetics and Pathology
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article
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article

Multi-environment GWAS and Post-GWAS prioritization reveal stable genomic regions for Powdery Mildew and resistant donors in bread wheat through MGIDI analysis

M. S. Saharan, Latief Bashir, T. Sivakumar, V. K. Vikas et al.
Scientific Reports
Wheat and Barley Genetics and Pathology
article

Multi-environment GWAS and Post-GWAS prioritization reveal stable genomic regions for Powdery Mildew and resistant donors in bread wheat through MGIDI analysis

M. S. Saharan, Latief Bashir, T. Sivakumar, V. K. Vikas, Rakesh Bhardwaj, Divya Sharma, G. P. Singh, Neeraj Budhlakoti, Sundeep Kumar, Sherry R. Jacob
article en

Abstract

Powdery Mildew (PM), caused by Blumeria graminis f. sp. tritici (Bgt), remains a recurrent constraint to wheat production in cool-humid wheat ecologies and can expand under susceptible cultivars, dense crops and high nitrogen inputs. In India, the disease is especially prominent in hilly regions and has been reported as a serious issue in epidemiologically important zones including the north-western plains under conducive seasons. This study evaluated 403 bread wheat germplasm accessions (predominantly landraces) across four Indian PM hot-spot locations over two seasons and quantified their adult-plant response to PM. Genome-wide association study (GWAS) was conducted using 15,845 polymorphic SNPs. Across the environments, genotypic effects were highly significant with broad-sense heritability ranging from 85 to 92%, indicating strong genetic control and favorable prospects for selection. Multi-model GWAS identified 11 significant marker-trait associations (MTAs), including a putatively novel and stable association on chromosome 5B ( Affx-92565503 at 663,523,422 bp; candidate gene id: TraesCS5B03G1205400 ) detected across all environments and GWAS models. Furthermore, Affx-92145634 (43,405,817 bp; gene id: LN999386 ) has been found in a close proximity of well-known characterized PM resistant gene, Pm2b on chromosome 5D . Post-GWAS analysis highlighted plausible defence-related candidate genes (NLR-type resistance, redox homeostasis, chromatin remodeling, secondary metabolism and folate pathway genes), and multi-trait selection using MGIDI prioritized elite resistant accessions combining low PM scores and high favorable-allele counts. These results can be potentially targeted for development of improved PM resistant wheat varieties.

Scientific Reports
Indian Agricultural Statistics Research Institute (IN), ICAR-National Bureau Of Plant Genetic Resources (IN), Indian Agricultural Research Institute (IN)
Zero hunger
Openalex Percentile: Top 12%
Wheat and Barley Genetics and Pathology
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