Targeted improvement of plant‐based protein: Genome‐wide association mapping of a lentil (Lens culinaris Medik.) diversity panel

N. Johnson, J. Boatwright, William Bridges, P. Thavarajah, Shiv Kumar, D. Thavarajah
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Abstract

The world is increasingly looking to plant‐based sources to meet its protein needs. Multiple factors are driving this progression, ranging from nutritional and ethical considerations to climate change and population growth. As a pulse crop, lentil is ideal to help meet this change in demand. However, plant‐based proteins have limiting amino acids and lower protein digestibility compared to animal‐based proteins. This research identifies genetic markers that can be used to accelerate breeding of protein quality traits in lentil to ultimately help meet the rising demand in high‐quality plant‐based protein and bolster global food and nutritional security. Lentil (Lens culinaris Medik.) contains ~25% high‐quality protein in addition to high concentrations of prebiotic carbohydrates and micronutrients, such as folate, iron, zinc, and selenium. As animal‐based protein's economic and environmental costs rise, plant‐based protein sources, such as lentil, will become increasingly important to global food systems. Consequently, evaluating and targeting protein quality traits for genomic‐assisted breeding is a valuable objective for lentil breeding programs. A diversity panel of 183 breeding lines was analyzed for protein quality traits, including amino acids and protein digestibility. Genotyping‐by‐sequencing (GBS) data were used to assess population structure and conduct genome‐wide association studies (GWAS). Genes in local linkage disequilibrium (LD) with significant single nucleotide polymorphism (SNP) markers were identified and categorized by homology. Protein quality traits showed a wide range of variation. Repeatability estimates were low to moderate across traits. Twelve traits were strongly correlated with each other (r > .7). Admixture analysis identified six ancestral subpopulations, which also demonstrated clustering in principal component analysis. Ten different traits had significant SNP associations; two loci were shared across multiple traits. Twenty‐seven candidate genes, including glutathione S‐transferase, protease family, and gibberellin 2‐beta‐dioxygenase genes, were identified. This paper identifies SNP markers associated with lentil protein quality traits. Once validated, these SNPs could accelerate lentil protein quality breeding efforts. By targeting lentil's limiting amino acids (methionine and cysteine) and protein digestibility through marker‐assisted selection, the nutritional value of lentil's protein content could be increased without the need to alter total protein content.
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植物性蛋白质的定向改良:小扁豆(Lens culinaris Medik.)多样性面板的全基因组关联图谱
世界正越来越多地寻求植物性来源来满足蛋白质需求。从营养和道德方面的考虑,到气候变化和人口增长,多种因素都在推动这一进步。作为一种豆类作物,小扁豆是帮助满足这种需求变化的理想选择。然而,与动物性蛋白质相比,植物性蛋白质的氨基酸含量有限,蛋白质消化率较低。这项研究确定了可用于加速培育扁豆蛋白质质量性状的遗传标记,以最终帮助满足对高质量植物性蛋白质不断增长的需求,并加强全球粮食和营养安全。扁豆(Lens culinaris Medik.)含有约 25% 的优质蛋白质,此外还含有高浓度的益生碳水化合物和微量元素,如叶酸、铁、锌和硒。随着动物性蛋白质的经济和环境成本上升,扁豆等植物性蛋白质来源在全球粮食系统中将变得越来越重要。因此,评估蛋白质质量性状并将其作为基因组辅助育种的目标是扁豆育种计划的一个重要目标。对 183 个育种品系的多样性面板进行了蛋白质质量性状分析,包括氨基酸和蛋白质消化率。基因分型测序(GBS)数据用于评估种群结构和进行全基因组关联研究(GWAS)。确定了与重要的单核苷酸多态性(SNP)标记存在局部连锁不平衡(LD)的基因,并按同源性进行了分类。蛋白质质量性状的变异范围很广。各性状的重复性估计值从低到中等。有 12 个性状之间具有很强的相关性(r > .7)。混杂分析确定了六个祖先亚群,这些亚群在主成分分析中也显示出聚类。十个不同的性状与 SNP 有明显的关联;两个基因位点在多个性状中共享。确定了 27 个候选基因,包括谷胱甘肽 S-转移酶、蛋白酶家族和赤霉素 2-beta-二氧酶基因。本文确定了与扁豆蛋白质质量性状相关的 SNP 标记。一旦得到验证,这些SNP可加速小扁豆蛋白质品质育种工作。通过标记辅助选择来锁定扁豆的限制性氨基酸(蛋氨酸和半胱氨酸)和蛋白质消化率,可提高扁豆蛋白质含量的营养价值,而无需改变总蛋白质含量。
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