Asia Regional Maize Program, International Maize and Wheat Improvement Center (CIMMYT), ICRISAT Campus, Patancheru, Hyderabad, Telangana, 502324, India.
Sri Padmavati Mahila Visvavidyalayam (Women's University), Tirupati, Andhra Pradesh, 517502, India.
Theor Appl Genet. 2018 Jul;131(7):1443-1457. doi: 10.1007/s00122-018-3089-3. Epub 2018 Mar 24.
Genome-wide association study (GWAS) on 923 maize lines and validation in bi-parental populations identified significant genomic regions for kernel-Zinc and-Iron in maize. Bio-fortification of maize with elevated Zinc (Zn) and Iron (Fe) holds considerable promise for alleviating under-nutrition among the world's poor. Bio-fortification through molecular breeding could be an economical strategy for developing nutritious maize, and hence in this study, we adopted GWAS to identify markers associated with high kernel-Zn and Fe in maize and subsequently validated marker-trait associations in independent bi-parental populations. For GWAS, we evaluated a diverse maize association mapping panel of 923 inbred lines across three environments and detected trait associations using high-density Single nucleotide polymorphism (SNPs) obtained through genotyping-by-sequencing. Phenotyping trials of the GWAS panel showed high heritability and moderate correlation between kernel-Zn and Fe concentrations. GWAS revealed a total of 46 SNPs (Zn-20 and Fe-26) significantly associated (P ≤ 5.03 × 10) with kernel-Zn and Fe concentrations with some of these associated SNPs located within previously reported QTL intervals for these traits. Three double-haploid (DH) populations were developed using lines identified from the panel that were contrasting for these micronutrients. The DH populations were phenotyped at two environments and were used for validating significant SNPs (P ≤ 1 × 10) based on single marker QTL analysis. Based on this analysis, 11 (Zn) and 11 (Fe) SNPs were found to have significant effect on the trait variance (P ≤ 0.01, R ≥ 0.05) in at least one bi-parental population. These findings are being pursued in the kernel-Zn and Fe breeding program, and could hold great value in functional analysis and possible cloning of high-value genes for these traits in maize.
对 923 个玉米品系进行全基因组关联研究(GWAS),并在双亲群体中进行验证,确定了玉米籽粒锌和铁的重要基因组区域。通过分子育种对玉米进行生物强化,提高锌(Zn)和铁(Fe)含量,有望缓解世界贫困人口的营养不良问题。通过分子育种进行生物强化可能是开发营养丰富玉米的一种经济策略,因此在本研究中,我们采用 GWAS 来鉴定与玉米高籽粒锌和铁含量相关的标记,随后在独立的双亲群体中验证标记与性状的关联。在 GWAS 中,我们评估了一个多样化的玉米关联作图群体,其中包括 923 个自交系,在三个环境中进行了评估,并通过基因分型测序获得的高密度单核苷酸多态性(SNP)检测到了性状关联。GWAS 面板的表型试验显示,籽粒锌和铁浓度具有高遗传力和中等相关性。GWAS 总共发现了 46 个 SNP(Zn-20 和 Fe-26)与籽粒锌和铁浓度显著相关(P≤5.03×10),其中一些相关 SNP 位于这些性状先前报道的 QTL 区间内。使用来自该群体的、对这些微量营养素具有差异的品系,开发了三个双单倍体(DH)群体。在两个环境中对 DH 群体进行了表型分析,并基于单标记 QTL 分析对显著 SNP(P≤1×10)进行了验证。基于该分析,在至少一个双亲群体中,发现 11 个(Zn)和 11 个(Fe)SNP 对性状方差有显著影响(P≤0.01,R≥0.05)。这些发现正在进行籽粒锌和铁的育种计划,并可能在玉米中对这些性状的高值基因的功能分析和可能的克隆具有重要价值。