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全基因组关联分析揭示了不同 chickpea 种质中与谷物营养和农艺性状相关的标记。

Genome-Wide Association Analysis Reveals Trait-Linked Markers for Grain Nutrient and Agronomic Traits in Diverse Set of Chickpea Germplasm.

机构信息

Accelerated Crop Improvement, Chickpea Breeding, International Crops Research Institute for the Semi-Arid Tropics, Patancheru 502324, India.

Department of Molecular Biology and Biotechnology, Acharya N.G. Ranga Agricultural University, Guntur 522034, India.

出版信息

Cells. 2022 Aug 8;11(15):2457. doi: 10.3390/cells11152457.

DOI:10.3390/cells11152457
PMID:35954301
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC9367858/
Abstract

Chickpea is an inexpensive source of protein, minerals, and vitamins to the poor people living in arid and semi-arid regions of Southern Asia and Sub-Saharan Africa. New chickpea cultivars with enhanced levels of protein, Fe and Zn content are a medium-term strategy for supplying essential nutrients for human health and reducing malnutrition. In the current study, a chickpea reference set of 280 accessions, including landraces, breeding lines, and advanced cultivars, was evaluated for grain protein, Fe, Zn content and agronomic traits over two seasons. Using a mid-density 5k SNP array, 4603 highly informative SNPs distributed across the chickpea genome were used for GWAS analysis. Population structure analysis revealed three subpopulations (K = 3). Linkage disequilibrium (LD) was extensive, and LD decay was relatively low. A total of 20 and 46 marker-trait associations (MTAs) were identified for grain nutrient and agronomic traits, respectively, using FarmCPU and BLINK models. Of which seven SNPs for grain protein, twelve for Fe, and one for Zn content were distributed on chromosomes 1, 4, 6, and 7. The marker S4_4477846 on chr4 was found to be co-associated with grain protein over seasons. The markers S1_11613376 and S1_2772537 co-associated with grain Fe content under NSII and pooled seasons and S7_9379786 marker under NSI and pooled seasons. The markers S4_31996956 co-associated with grain Fe and days to maturity. SNP annotation of associated markers were found to be related to gene functions of metal ion binding, transporters, protein kinases, transcription factors, and many more functions involved in plant metabolism along with Fe and protein homeostasis. The identified significant MTAs has potential use in marker-assisted selection for developing nutrient-rich chickpea cultivars after validation in the breeding populations.

摘要

鹰嘴豆是生活在南亚和撒哈拉以南非洲干旱和半干旱地区的穷人的一种廉价蛋白质、矿物质和维生素来源。具有更高蛋白质、Fe 和 Zn 含量的新型鹰嘴豆品种是为人类健康提供必需营养物质和减少营养不良的中期战略。在当前的研究中,对包括地方品种、育成品种和先进品种在内的 280 个鹰嘴豆资源的籽粒蛋白质、Fe、Zn 含量和农艺性状进行了两个季节的评价。使用中密度 5k SNP 数组,对鹰嘴豆基因组中的 4603 个高信息量 SNP 进行了全基因组关联分析。群体结构分析表明存在三个亚群(K = 3)。连锁不平衡(LD)广泛,LD 衰减相对较低。使用 FarmCPU 和 BLINK 模型,分别鉴定了 20 个和 46 个与籽粒养分和农艺性状相关的标记-性状关联(MTA)。其中,7 个 SNP 与籽粒蛋白质、12 个 SNP 与 Fe、1 个 SNP 与 Zn 含量相关,分布在 1、4、6 和 7 号染色体上。在 NSII 和混合季节,发现 4 号染色体上的标记 S4_4477846 与籽粒蛋白质共关联;在 NSII 和混合季节,发现标记 S1_11613376 和 S1_2772537 与籽粒 Fe 含量共关联,在 NSI 和混合季节,发现标记 S7_9379786 与籽粒 Fe 含量共关联;标记 S4_31996956 与籽粒 Fe 和成熟天数共关联。相关标记的 SNP 注释与金属离子结合、转运蛋白、蛋白激酶、转录因子等参与植物代谢以及 Fe 和蛋白质稳态的基因功能有关。在验证了育种种群后,鉴定出的显著 MTA 具有在开发富含营养的鹰嘴豆品种的标记辅助选择中的潜在用途。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/1699/9367858/57e46d348c59/cells-11-02457-g006.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/1699/9367858/901cc4bda782/cells-11-02457-g001a.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/1699/9367858/e071595431bc/cells-11-02457-g002a.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/1699/9367858/b6031eb67cfb/cells-11-02457-g003.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/1699/9367858/e9071a57f29e/cells-11-02457-g004.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/1699/9367858/736e47ec6a17/cells-11-02457-g005.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/1699/9367858/57e46d348c59/cells-11-02457-g006.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/1699/9367858/901cc4bda782/cells-11-02457-g001a.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/1699/9367858/e071595431bc/cells-11-02457-g002a.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/1699/9367858/b6031eb67cfb/cells-11-02457-g003.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/1699/9367858/e9071a57f29e/cells-11-02457-g004.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/1699/9367858/736e47ec6a17/cells-11-02457-g005.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/1699/9367858/57e46d348c59/cells-11-02457-g006.jpg

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