Multi‐locus genome‐wide association study for grain yield and drought tolerance indices in sorghum accessions

Yirgalem Tsehaye, Temesgen M. Menamo, Fetien Abay, Taye Tadesse, Kassahun Bantte
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Abstract

Drought is a significant factor that causes yield loss in essential cereal crops such as sorghum [Sorghum bicolor (L.) Moench], necessitating the development of drought‐tolerant varieties adaptable to various water conditions. This study aimed to pinpoint drought‐tolerant sorghum lines and genomic regions for tolerance by utilizing 216 sorghum accessions in stressed and non‐stressed environments at two locations. Genetic diversity was evident among accessions in terms of grain yield under different watering regimes. Drought stress indices such as the stress tolerance index, mean productivity, geometric mean productivity, harmonic mean productivity, yield stability index, and yield index were identified as effective measures for selecting drought‐tolerant sorghum. Cluster analysis classified genotypes into four groups based on their association with grain yield, highlighting Acc. #28546 and Acc. #216739 as highly drought tolerant across environments. This study identified 32 and 22 quantitative trait nucleotides (QTNs) for drought indices and grain yield under stress and non‐stress conditions, respectively, at two locations, with five common QTNs linked to multiple drought indices. Colocation analysis revealed that these QTNs were associated with known stay‐green‐related quantitative trait loci (QTLs), and 47 putative genes near these QTNs potentially influenced drought tolerance traits. It is suggested that accession selection considers multiple indices for robust evaluation. Understanding the identified genes and their functions provides insights into the genetic mechanisms governing plant responses to drought stress, offering prospects for developing improved drought‐resistant sorghum varieties through further genetic research.
高粱品种谷物产量和耐旱性指数的多焦点全基因组关联研究
干旱是导致高粱(Sorghum bicolor (L.) Moench)等重要谷类作物减产的一个重要因素,因此有必要培育适应各种水分条件的耐旱品种。本研究旨在利用两地 216 个高粱品种在胁迫和非胁迫环境中的表现,确定耐旱高粱品系和耐旱基因组区域。结果表明,在不同的浇水条件下,高粱品种的粮食产量具有明显的遗传多样性。耐旱指数、平均生产力、几何平均生产力、调和平均生产力、产量稳定指数和产量指数等干旱胁迫指数被认为是筛选耐旱高粱的有效措施。聚类分析根据基因型与谷物产量的关系将基因型分为四组,突出了Acc.#28546和Acc.#218546号和216739号基因型在不同环境下都具有很强的抗旱性。这项研究在两个地点分别发现了 32 个和 22 个干旱指数和谷物产量的胁迫和非胁迫条件下的数量性状核苷酸(QTNs),其中五个共同的 QTNs 与多个干旱指数相关。同位分析表明,这些QTN与已知的留绿相关数量性状位点(QTL)有关,这些QTN附近的47个推测基因可能影响耐旱性状。建议入选者在选择时考虑多种指标,以进行稳健评估。通过对已鉴定基因及其功能的了解,可以深入了解植物对干旱胁迫反应的遗传机制,为进一步开展遗传学研究,培育抗旱高粱改良品种提供了前景。
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