ICAR-Indian Institute of Wheat and Barley Research, Karnal 132001, India.
ICAR-Sugarcane Breeding Institute, Coimbatore 641007, India.
Genes (Basel). 2023 Mar 3;14(3):637. doi: 10.3390/genes14030637.
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.
研究了 280 个面包小麦基因型中控制籽粒蛋白质含量(GPC)、千粒重(TKW)和归一化差异植被指数(NDVI)的基因组区域。全基因组关联(GWAS)面板使用 35K Axiom 阵列进行基因分型,并在三个环境中进行表型分析。在涵盖面包小麦 A、B 和 D 亚基因组的 18 条染色体上共检测到 26 个标记-性状关联(MTA)。GPC 显示出最多的 MTA(16 个),其次是 NDVI(6 个)和 TKW(4 个)。B 亚基因组上最多有 10 个 MTA,而 A 和 D 亚基因组上各有 8 个 MTA。计算机分析表明,SNP 位于重要的候选基因上,如 NAC 结构域超家族、锌指 RING-H2 型、天冬氨酸肽酶结构域、叶酸多谷氨酸合酶、丝氨酸/苏氨酸蛋白激酶 LRK10、五肽重复、蛋白激酶样结构域超家族、细胞色素 P450 和扩展蛋白。这些候选基因具有不同的作用,包括调节胁迫耐受性、养分再利用、蛋白质积累、氮利用、光合作用、籽粒灌浆、线粒体功能和籽粒发育。新鉴定的 MTA 的影响将在不同的遗传背景下进行验证,以便进一步用于标记辅助育种。