Genome-Wide Association Study for Grain Protein, Thousand Kernel Weight, and Normalized Difference Vegetation Index in Bread Wheat (Triticum aestivum L.)

Author:

Krishnappa Gopalareddy12ORCID,Khan Hanif1ORCID,Krishna Hari3,Devate Narayana Bhat3,Kumar Satish1,Mishra Chandra Nath1ORCID,Parkash Om1,Kumar Sachin1,Kumar Monu4ORCID,Mamrutha Harohalli Masthigowda1,Singh Gyanendra Pratap15,Singh Gyanendra1ORCID

Affiliation:

1. ICAR-Indian Institute of Wheat and Barley Research, Karnal 132001, India

2. ICAR-Sugarcane Breeding Institute, Coimbatore 641007, India

3. ICAR-Indian Agricultural Research Institute, New Delhi 110012, India

4. ICAR-Indian Agricultural Research Institute, Gauria Karma 825411, India

5. ICAR-National Bureau of Plant Genetic Resources, New Delhi 110012, India

Abstract

Genomic regions governing grain protein content (GPC), 1000 kernel weight (TKW), and normalized difference vegetation index (NDVI) were studied in a set of 280 bread wheat genotypes. The genome-wide association (GWAS) panel was genotyped using a 35K Axiom array and phenotyped in three environments. A total of 26 marker-trait associations (MTAs) were detected on 18 chromosomes covering the A, B, and D subgenomes of bread wheat. The GPC showed the maximum MTAs (16), followed by NDVI (6), and TKW (4). A maximum of 10 MTAs was located on the B subgenome, whereas, 8 MTAs each were mapped on the A and D subgenomes. In silico analysis suggest that the SNPs were located on important putative candidate genes such as NAC domain superfamily, zinc finger RING-H2-type, aspartic peptidase domain, folylpolyglutamate synthase, serine/threonine-protein kinase LRK10, pentatricopeptide repeat, protein kinase-like domain superfamily, cytochrome P450, and expansin. These candidate genes were found to have different roles including regulation of stress tolerance, nutrient remobilization, protein accumulation, nitrogen utilization, photosynthesis, grain filling, mitochondrial function, and kernel development. The effects of newly identified MTAs will be validated in different genetic backgrounds for further utilization in marker-aided breeding.

Funder

Indian Council of Agricultural Research

Publisher

MDPI AG

Subject

Genetics (clinical),Genetics

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