Predicting HLA alleles from high-resolution SNP data in three Southeast Asian populations

国际人类基因组单体型图计划 生物 人类白细胞抗原 插补(统计学) 遗传学 单核苷酸多态性 人口 连锁不平衡 1000基因组计划 主要组织相容性复合体 基因分型 等位基因 进化生物学 基因型 基因 人口学 机器学习 抗原 社会学 缺少数据 计算机科学
作者
Nisha E. Pillai,Yukinori Okada,Woei-Yuh Saw,Rick Twee‐Hee Ong,Xu Wang,Erwin Tantoso,Wenting Xu,Trevor Peterson,Thomas Bielawny,Mohammad Ali,Koon-Yong Tay,Wan-Ting Poh,Linda Wei-Lin Tan,Seok Hwee Koo,Wei-Yen Lim,Richie Soong,Markus R. Wenk,Soumya Raychaudhuri,Peter Little,Francis A. Plummer
出处
期刊:Human Molecular Genetics [Oxford University Press]
卷期号:23 (16): 4443-4451 被引量:94
标识
DOI:10.1093/hmg/ddu149
摘要

The major histocompatibility complex (MHC) containing the classical human leukocyte antigen (HLA) Class I and Class II genes is among the most polymorphic and diverse regions in the human genome. Despite the clinical importance of identifying the HLA types, very few databases jointly characterize densely genotyped single nucleotide polymorphisms (SNPs) and HLA alleles in the same samples. To date, the HapMap presents the only public resource that provides a SNP reference panel for predicting HLA alleles, constructed with four collections of individuals of north-western European, northern Han Chinese, cosmopolitan Japanese and Yoruba Nigerian ancestry. Owing to complex patterns of linkage disequilibrium in this region, it is unclear whether the HapMap reference panels can be appropriately utilized for other populations. Here, we describe a public resource for the Singapore Genome Variation Project with: (i) dense genotyping across ∼9000 SNPs in the MHC; (ii) four-digit HLA typing for eight Class I and Class II loci, in 96 southern Han Chinese, 89 Southeast Asian Malays and 83 Tamil Indians. This resource provides population estimates of the frequencies of HLA alleles at these eight loci in the three population groups, particularly for HLA-DPA1 and HLA-DPB1 that were not assayed in HapMap. Comparing between population-specific reference panels and a cosmopolitan panel created from all four HapMap populations, we demonstrate that more accurate imputation is obtained with population-specific panels than with the cosmopolitan panel, especially for the Malays and Indians but even when imputing between northern and southern Han Chinese. As with SNP imputation, common HLA alleles were imputed with greater accuracy than low-frequency variants.
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