Genome-wide association and genomic prediction study of elite spring bread wheat (Triticum aestivum L.) genotypes under drought conditions across different locations

IF 2.2 Q3 GENETICS & HEREDITY Plant Gene Pub Date : 2024-07-03 DOI:10.1016/j.plgene.2024.100461
Lamyae Ed-Daoudy , Zakaria El Gataa , Laila Sbabou , Wuletaw Tadesse
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引用次数: 0

Abstract

Abiotic stress, notably drought, impacts wheat production globally, but more so in central and South Asia, North Africa (CWANA), and sub-Saharan Africa (SSA). The current study attempts to identify significant markers linked to drought and heat tolerance and assess genomic prediction. A genome-wide association study was conducted using the 10 K wheat SNP markers for grain yield and related traits of 246 spring bread wheat genotypes from ICARDA. Traits including grain yield (GY), days to heading (DHE), days to maturity (DMA), plant height (PLH), and thousand kernel weight (TKW), were evaluated across six different locations, spanning two years 2015–2016 and 2016–2017, as per variance analysis. Grain yield and related-traits showed a considerable variation among genotypes. Moreover, GWAS using a mixed linear model (MLM), revealed 65 marker-trait associations (MTAs) across the six environments on 16 chromosomes. With an average r2 value of 0.26, Genome D has the highest linkage, followed by Genomes B and A with r2 values of 0.22 and 0.21, respectively. GY had the highest MTA rating (35), followed by TKW (9) and 3 for each of the other agronomic traits (DHE, DMA, PLH) at Merchouch station. The marker “CAP8_c1393_327” was the most significant associated marker correlated with grain yield located on chromosome 3 A across Sid El Aidi station. Additionally, the SNP markers “wsnp_Ra_c26091_35652620” displayed extremely significant and stable MTA for TKW on chromosome 5B at Merchouch station. The markers and candidate genes reported throughout this study have the potential to be used in marker-assisted selection to enhance wheat genotypes in terms of yield and resistance to drought limitations.

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不同地点干旱条件下春季面包小麦(Triticum aestivum L.)精英基因型的全基因组关联和基因组预测研究
非生物胁迫(尤其是干旱)对全球小麦生产都有影响,但在中亚、南亚、北非(CWANA)和撒哈拉以南非洲(SSA)影响更大。目前的研究试图找出与耐旱和耐热性相关的重要标记,并评估基因组预测。利用 10 K 个小麦 SNP 标记对来自 ICARDA 的 246 个春季面包小麦基因型的谷物产量和相关性状进行了全基因组关联研究。根据方差分析,在 2015-2016 年和 2016-2017 年两个年度,对六个不同地点的谷物产量(GY)、打顶天数(DHE)、成熟天数(DMA)、株高(PLH)和千粒重(TKW)等性状进行了评估。谷物产量和相关性状在不同基因型之间表现出相当大的差异。此外,使用混合线性模型(MLM)进行的全球基因组分析显示,在 16 条染色体上的 6 种环境中存在 65 个标记-性状关联(MTAs)。基因组 D 的平均 r2 值为 0.26,关联度最高,其次是基因组 B 和 A,r2 值分别为 0.22 和 0.21。在 Merchouch 站,GY 的 MTA 值最高(35),其次是 TKW(9),其他农艺性状(DHE、DMA、PLH)均为 3。标记 "CAP8_c1393_327 "是 Sid El Aidi 站 3 A 号染色体上与谷物产量相关性最显著的标记。此外,位于 Merchouch 站 5B 染色体上的 SNP 标记 "wnsnp_Ra_c26091_35652620 "与 TKW 的 MTA 关系极为显著且稳定。本研究中报告的标记和候选基因有望用于标记辅助选择,以提高小麦基因型的产量和抗旱能力。
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来源期刊
Plant Gene
Plant Gene Agricultural and Biological Sciences-Plant Science
CiteScore
4.50
自引率
0.00%
发文量
42
审稿时长
51 days
期刊介绍: Plant Gene publishes papers that focus on the regulation, expression, function and evolution of genes in plants, algae and other photosynthesizing organisms (e.g., cyanobacteria), and plant-associated microorganisms. Plant Gene strives to be a diverse plant journal and topics in multiple fields will be considered for publication. Although not limited to the following, some general topics include: Gene discovery and characterization, Gene regulation in response to environmental stress (e.g., salinity, drought, etc.), Genetic effects of transposable elements, Genetic control of secondary metabolic pathways and metabolic enzymes. Herbal Medicine - regulation and medicinal properties of plant products, Plant hormonal signaling, Plant evolutionary genetics, molecular evolution, population genetics, and phylogenetics, Profiling of plant gene expression and genetic variation, Plant-microbe interactions (e.g., influence of endophytes on gene expression; horizontal gene transfer studies; etc.), Agricultural genetics - biotechnology and crop improvement.
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