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首页> 外文期刊>Statistics in Biosciences >Single Nucleotide Polymorphism (SNP) Detection and Genotype Calling from Massively Parallel Sequencing (MPS) Data
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Single Nucleotide Polymorphism (SNP) Detection and Genotype Calling from Massively Parallel Sequencing (MPS) Data

机译:大规模并行测序(MPS)数据的单核苷酸多态性(SNP)检测和基因型调用。

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摘要

Massively parallel sequencing (MPS), since its debut in 2005, has transformed the field of genomic studies. These new sequencing technologies have resulted in the successful identification of causal variants for several rare Mendelian disorders. They have also begun to deliver on their promise to explain some of the missing heritability from genome-wide association studies (GWAS) of complex traits. We anticipate a rapidly growing number of MPS-based studies for a diverse range of applications in the near future. One crucial and nearly inevitable step is to detect SNPs and call genotypes at the detected polymorphic sites from the sequencing data. Here, we review statistical methods that have been proposed in the past five years for this purpose. In addition, we discuss emerging issues and future directions related to SNP detection and genotype calling from MPS data.
机译:自2005年首次亮相以来,大规模并行测序(MPS)改变了基因组研究领域。这些新的测序技术已成功鉴定出几种罕见的孟德尔疾病的因果变异。他们还开始履行诺言,以解释复杂性状的全基因组关联研究(GWAS)中缺少的遗传力。我们预计在不久的将来,基于MPS的研究将迅速增长,用于各种应用。一个关键且几乎不可避免的步骤是从测序数据中检测SNP并在检测到的多态性位点调用基因型。在这里,我们回顾过去五年为此目的提出的统计方法。此外,我们讨论了与MPS数据中SNP检测和基因型调用相关的新兴问题和未来方向。

著录项

  • 来源
    《Statistics in Biosciences》 |2013年第1期|3-25|共23页
  • 作者单位

    Department of Genetics University of North Carolina">(1);

    Department of Biostatistics University of North Carolina">(2);

    Department of Computer Science University of North Carolina">(4);

    Division of Pediatric Pulmonary Medicine Allergy and Immunology Department of Pediatrics Children’s Hospital of Pittsburgh of UPMC University of Pittsburgh School of Medicine">(3);

    Department of Computer Science University of North Carolina">(4);

    Department of Biostatistics University of North Carolina">(2);

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  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    Massively parallel sequencing; Next-generation sequencing; SNP detection; Genotype calling; Linkage disequilibrium (LD);

    机译:大规模并行测序;下一代测序SNP检测;基因型鉴定连锁不平衡(LD);

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