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本地血统调整后的等位基因关联分析稳健地捕获结核病易感位点。

Local Ancestry Adjusted Allelic Association Analysis Robustly Captures Tuberculosis Susceptibility Loci.

作者信息

Swart Yolandi, Uren Caitlin, van Helden Paul D, Hoal Eileen G, Möller Marlo

机构信息

DSI-NRF Centre of Excellence for Biomedical Tuberculosis Research, South African Medical Research Council Centre for Tuberculosis Research, Division of Molecular Biology and Human Genetics, Faculty of Medicine and Health Sciences, Stellenbosch University, Cape Town, South Africa.

Centre for Bioinformatics and Computational Biology, Stellenbosch University, Stellenbosch, South Africa.

出版信息

Front Genet. 2021 Oct 15;12:716558. doi: 10.3389/fgene.2021.716558. eCollection 2021.

Abstract

Pulmonary tuberculosis (TB), caused by , is a complex disease. The risk of developing active TB is in part determined by host genetic factors. Most genetic studies investigating TB susceptibility fail to replicate association signals particularly across diverse populations. South African populations arose because of multi-wave genetic admixture from the indigenous KhoeSan, Bantu-speaking Africans, Europeans, Southeast Asian-and East Asian populations. This has led to complex genetic admixture with heterogenous patterns of linkage disequilibrium and associated traits. As a result, precise estimation of both global and local ancestry is required to prevent both false positive and false-negative associations. Here, 820 individuals from South Africa were genotyped on the SNP-dense Illumina Multi-Ethnic Genotyping Array (∼1.7M SNPs) followed by local and global ancestry inference using RFMix. Local ancestry adjusted allelic association (LAAA) models were utilized owing to the extensive genetic heterogeneity present in this population. Hence, an interaction term, comprising the identification of the minor allele that corresponds to the ancestry present at the specific locus under investigation, was included as a covariate. One SNP (rs28647531) located on chromosome 4q22 was significantly associated with TB susceptibility and displayed a SNP minor allelic effect (G allele, frequency = 0.204) whilst correcting for local ancestry for Bantu-speaking African ancestry (-value = 5.518 × 10; OR = 3.065; SE = 0.224). Although no other variants passed the significant threshold, clear differences were observed between the lead variants identified for each ancestry. Furthermore, the LAAA model robustly captured the source of association signals in multi-way admixed individuals from South Africa and allowed the identification of ancestry-specific disease risk alleles associated with TB susceptibility that have previously been missed.

摘要

由……引起的肺结核(TB)是一种复杂的疾病。发生活动性肺结核的风险部分由宿主遗传因素决定。大多数研究结核病易感性的基因研究未能重复关联信号,尤其是在不同人群中。南非人群的出现是由于来自本土科伊桑人、讲班图语的非洲人、欧洲人、东南亚和东亚人群的多波基因混合。这导致了复杂的基因混合,具有连锁不平衡和相关性状的异质模式。因此,需要精确估计全球和本地血统,以防止假阳性和假阴性关联。在这里,对来自南非的820名个体进行了SNP密集型Illumina多民族基因分型阵列(约170万个SNP)基因分型,随后使用RFMix进行本地和全球血统推断。由于该人群中存在广泛的遗传异质性,因此使用了本地血统调整等位基因关联(LAAA)模型。因此,一个相互作用项,包括识别与所研究的特定基因座上存在的血统相对应的次要等位基因,被作为协变量纳入。位于4号染色体q22上的一个SNP(rs28647531)与结核病易感性显著相关,并显示出SNP次要等位基因效应(G等位基因,频率=0.204),同时校正了讲班图语的非洲血统的本地血统(-值=5.518×10;OR=3.065;SE=0.224)。虽然没有其他变体通过显著阈值,但在为每个血统确定的主要变体之间观察到了明显差异。此外,LAAA模型有力地捕捉了来自南非的多向混合个体中关联信号的来源,并允许识别先前遗漏的与结核病易感性相关的特定血统疾病风险等位基因。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/a1b2/8554120/c6394d8e8d39/fgene-12-716558-g001.jpg

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