ArticlePloS one2014
Genetic dissection of drought and heat tolerance in chickpea through genome-wide and candidate gene-based association mapping approaches.
Article in PloS one, 2014. The graph could read no effect estimate from its abstract, so it casts no vote on the map. It carries an expression of concern. Cited by 107 papers, 2 of them syntheses that pooled it.
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Who cites it
107 citing papers in PubMed, 2 syntheses or guidelines pooled it.
- Meta-analysis of QTLs for drought, heat, and salinity tolerance identifies high-confidence MQTLs and candidate genes in chickpea (Journal of biosciences · 2025Pooled it
- Exploring Chickpea Germplasm Diversity for Broadening the Genetic Base Utilizing Genomic Resourses.Frontiers in genetics · 2022Pooled it
- Article
- Dissection of genomic regions underlying early seedling vigour in chickpea through genome-wide association mapping.BMC plant biology · 2025Article
- A chickpea MAGIC population to dissect the genetics of complex traits.The plant genome · 2025Article
- Advancing Chickpea Breeding: Omics Insights for Targeted Abiotic Stress Mitigation and Genetic Enhancement.Biochemical genetics · 2025Review
- Genome-wide association mapping reveals novel genes and genomic regions controlling root-lesion nematode resistance in chickpea mini core collection.The plant genome · 2025Article
- Genetic resources and genes/QTLs for gram pod borer (Helicoverpa armigera Hübner) resistance in chickpea from the Western Himalayas.The plant genome · 2024Article
- Integrated multi-omics analysis reveals drought stress response mechanism in chickpea (Cicer arietinum L.).The plant genome · 2024Article
- Whole genome resequencing and phenotyping of MAGIC population for high resolution mapping of drought tolerance in chickpea.The plant genome · 2024Article
- Novel Alleles fromInternational journal of molecular sciences · 2024Article
- Unraveling the genetics of heat tolerance in chickpea landraces (Frontiers in plant science · 2024Article
- Genome-wide association study reveals heat tolerance QTL for canopy-closure and early flowering in chickpea.Frontiers in plant science · 2024Article
- Genome-wide association mapping identifies novel SNPs for root nodulation and agronomic traits in chickpea.Frontiers in plant science · 2024Article
- Zinc finger knuckle genes are associated with tolerance to drought and dehydration in chickpea (Frontiers in plant science · 2024Article
- Dissecting chickpea genomic loci associated with the root penetration responsive traits in compacted soil.Planta · 2023Article
- Appropriate Genetic Approaches for Heat Tolerance and Maintaining Good Productivity in Tropical Poultry Production: A Review.Veterinary sciences · 2023Review
- Identification of QTLs and Putative Candidate Genes for Plant Architecture of Lotus Revealed by Regional Association Mapping.Plants (Basel, Switzerland) · 2023Article
- Multi-locus genome-wide association study of chickpea reference set identifies genetic determinants ofFrontiers in plant science · 2023Article
- High confidence QTLs and key genes identified using Meta-QTL analysis for enhancing heat tolerance in chickpea (Frontiers in plant science · 2023Article
47 more citing papers are in PubMed but not listed here.
Corrections and comments
- Erratum issued
- Expression of concern
Authors and funding
19 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
To understand the genetic basis of tolerance to drought and heat stresses in chickpea, a comprehensive association mapping approach has been undertaken. Phenotypic data were generated on the reference set (300 accessions, including 211 mini-core collection accessions) for drought tolerance related root traits, heat tolerance, yield and yield component traits from 1-7 seasons and 1-3 locations in India (Patancheru, Kanpur, Bangalore) and three locations in Africa (Nairobi, Egerton in Kenya and Debre Zeit in Ethiopia). Diversity Array Technology (DArT) markers equally distributed across chickpea genome were used to determine population structure and three sub-populations were identified using admixture model in STRUCTURE. The pairwise linkage disequilibrium (LD) estimated using the squared-allele frequency correlations (r2; when r2<0.20) was found to decay rapidly with the genetic distance of 5 cM. For establishing marker-trait associations (MTAs), both genome-wide and candidate gene-sequencing based association mapping approaches were conducted using 1,872 markers (1,072 DArTs, 651 single nucleotide polymorphisms [SNPs], 113 gene-based SNPs and 36 simple sequence repeats [SSRs]) and phenotyping data mentioned above employing mixed linear model (MLM) analysis with optimum compression with P3D method and kinship matrix. As a result, 312 significant MTAs were identified and a maximum number of MTAs (70) was identified for 100-seed weight. A total of 18 SNPs from 5 genes (ERECTA, 11 SNPs; ASR, 4 SNPs; DREB, 1 SNP; CAP2 promoter, 1 SNP and AMDH, 1SNP) were significantly associated with different traits. This study provides significant MTAs for drought and heat tolerance in chickpea that can be used, after validation, in molecular breeding for developing superior varieties with enhanced drought and heat tolerance.
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