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Population Genomic Structure and Genome-Wide Linkage Disequilibrium in Farmed Atlantic Salmon (Salmo salar L.) Using Dense SNP Genotypes

机译:密集的SNP基因型在养殖大西洋鲑(Salmo salar L.)中的种群基因组结构和基因组-整体连锁不平衡

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摘要

Chilean Farmed Atlantic salmon (Salmo salar) populations were established with individuals of both European and North American origins. These populations are expected to be highly genetically differentiated due to evolutionary history and poor gene flow between ancestral populations from different continents. The extent and decay of linkage disequilibrium (LD) among single nucleotide polymorphism (SNP) impacts the implementation of genome-wide association studies and genomic selection and provides relevant information about demographic processes of fish populations. We assessed the population structure and characterized the extent and decay of LD in three Chilean commercial populations of Atlantic salmon with North American (NAM), Scottish (SCO), and Norwegian (NOR) origin. A total of 123 animals were genotyped using a 159 K SNP Axiom® myDesignTM Genotyping Array. A total of 32 K SNP markers, representing the common SNPs along the three populations after quality control were used. The principal component analysis explained 78.9% of the genetic diversity between populations, clearly discriminating between populations of North American and European origin, and also between European populations. NAM had the lowest effective population size, followed by SCO and NOR. Large differences in the LD decay were observed between populations of North American and European origin. An r2 threshold of 0.2 was estimated for marker pairs separated by 7,800, 64, and 50 kb in the NAM, SCO, and NOR populations, respectively. In this study we show that this SNP panel can be used to detect association between markers and traits of interests and also to capture high-resolution information for genome-enabled predictions. Also, we suggest the feasibility to achieve similar prediction accuracies using a smaller SNP data set for the NAM population, compared with samples with European origin which would need a higher density SNP array.
机译:建立了智利养殖大西洋鲑(Salmo salar)种群,其中有欧洲和北美血统的个体。由于进化史和来自不同大陆的祖先种群之间的基因流动不佳,这些种群有望在遗传上高度分化。单核苷酸多态性(SNP)之间连锁不平衡(LD)的程度和衰减影响全基因组关联研究和基因组选择的实施,并提供有关鱼类种群人口统计过程的相关信息。我们评估了北美(NAM),苏格兰(SCO)和挪威(NOR)起源的三个智利大马哈鱼商业种群的种群结构,并描述了LD的程度和衰减。使用159 K SNP Axiom ® myDesign TM 基因分型阵列对总共123只动物进行基因分型。总共使用了32 K SNP标记,代表质量控制后三个种群中的常见SNP。主成分分析解释了种群之间78.9%的遗传多样性,从而清楚地区分了北美和欧洲血统的种群以及欧洲种群。 NAM的有效人口规模最低,其次是SCO和NOR。在北美和欧洲血统的人群中,LD衰减存在较大差异。对于分别在NAM,SCO和NOR群体中分隔为7,800、64和50 kb的标记对,估计r 2 阈值为0.2。在这项研究中,我们表明该SNP面板可用于检测标记和感兴趣的性状之间的关联,还可以捕获高分辨率信息以进行基因组预测。此外,我们建议使用较小的NAM人群SNP数据集来实现类似预测准确度的可行性,与需要更高密度SNP阵列的欧洲来源样品相比。

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