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看看是谁在呼叫:基因型呼叫算法的比较

Look who is calling: a comparison of genotype calling algorithms.

作者信息

Vens Maren, Schillert Arne, König Inke R, Ziegler Andreas

机构信息

Institut für Medizinische Biometrie und Statistik, Universität zu Lübeck, 23538 Lübeck, Germany.

出版信息

BMC Proc. 2009 Dec 15;3 Suppl 7(Suppl 7):S59. doi: 10.1186/1753-6561-3-s7-s59.

Abstract

In genome-wide association studies, high-level statistical analyses rely on the validity of the called genotypes, and different genotype calling algorithms (GCAs) have been proposed. We compared the GCAs Bayesian robust linear modeling using Mahalanobis distance (BRLMM), Chiamo++, and JAPL using the autosomal single-nucleotide polymorphisms (SNPs) from the 500 k Affymetrix Array Set data of the Framingham Heart Study as provided for the Genetic Analysis Workshop 16, Problem 2, and prepared standard quality control (sQC) for each algorithm. Using JAPL, most individuals were retained for the analysis. The lowest number of SNPs that successfully passed sQC was observed for BRLMM and the highest for Chiamo++. All three GCAs fulfilled all sQC criteria for 79% of the SNPs but at least one GCA failed for 18% of the SNPs. Previously undetected errors in strand coding were identified by comparing genotype concordances between GCAs. Concordance dropped with the number of GCAs failing sQC. We conclude that JAPL and Chiamo++ are the GCAs of choice if the aim is to keep as many subjects and SNPs as possible, respectively.

摘要

在全基因组关联研究中,高级统计分析依赖于所调用基因型的有效性,并且已经提出了不同的基因型调用算法(GCA)。我们使用遗传分析研讨会16问题2所提供的弗雷明汉心脏研究500k Affymetrix阵列集数据中的常染色体单核苷酸多态性(SNP),比较了GCA贝叶斯稳健线性建模(使用马氏距离,即BRLMM)、Chiamo++和JAPL,并为每种算法准备了标准质量控制(sQC)。使用JAPL时,大多数个体被保留用于分析。观察到BRLMM成功通过sQC的SNP数量最少,Chiamo++的最多。所有三种GCA对79%的SNP都满足所有sQC标准,但有18%的SNP至少有一种GCA未通过。通过比较GCA之间的基因型一致性,发现了以前未检测到的链编码错误。一致性随着未通过sQC的GCA数量的增加而下降。我们得出结论,如果目标分别是尽可能保留更多的受试者和SNP,那么JAPL和Chiamo++是首选的GCA。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/77a3/2795959/a31b9eb2cf61/1753-6561-3-S7-S59-1.jpg

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