Suppr超能文献

使用基于家系的广义遗传随机场方法检测单核苷酸多态性集合的等位基因传递

Testing Allele Transmission of an SNP Set Using a Family-Based Generalized Genetic Random Field Method.

作者信息

Li Ming, Li Jingyun, He Zihuai, Lu Qing, Witte John S, Macleod Stewart L, Hobbs Charlotte A, Cleves Mario A

机构信息

Department of Epidemiology and Biostatistics, Indiana University at Bloomington, Bloomington, Indiana, United States of America.

Department of Pediatrics, University of Arkansas for Medical Sciences, Little Rock, Arkansas, United States of America.

出版信息

Genet Epidemiol. 2016 May;40(4):341-51. doi: 10.1002/gepi.21970. Epub 2016 Apr 7.

Abstract

Family-based association studies are commonly used in genetic research because they can be robust to population stratification (PS). Recent advances in high-throughput genotyping technologies have produced a massive amount of genomic data in family-based studies. However, current family-based association tests are mainly focused on evaluating individual variants one at a time. In this article, we introduce a family-based generalized genetic random field (FB-GGRF) method to test the joint association between a set of autosomal SNPs (i.e., single-nucleotide polymorphisms) and disease phenotypes. The proposed method is a natural extension of a recently developed GGRF method for population-based case-control studies. It models offspring genotypes conditional on parental genotypes, and, thus, is robust to PS. Through simulations, we presented that under various disease scenarios the FB-GGRF has improved power over a commonly used family-based sequence kernel association test (FB-SKAT). Further, similar to GGRF, the proposed FB-GGRF method is asymptotically well-behaved, and does not require empirical adjustment of the type I error rates. We illustrate the proposed method using a study of congenital heart defects with family trios from the National Birth Defects Prevention Study (NBDPS).

摘要

基于家系的关联研究在基因研究中被广泛应用,因为它们对群体分层具有较强的稳健性。高通量基因分型技术的最新进展在基于家系的研究中产生了大量的基因组数据。然而,目前基于家系的关联检验主要集中在一次评估一个个体变异。在本文中,我们介绍了一种基于家系的广义遗传随机场(FB-GGRF)方法,用于检验一组常染色体单核苷酸多态性(SNP)与疾病表型之间的联合关联。所提出的方法是最近为基于群体的病例对照研究开发的GGRF方法的自然扩展。它以父母基因型为条件对后代基因型进行建模,因此对群体分层具有稳健性。通过模拟,我们表明在各种疾病情况下,FB-GGRF比常用的基于家系的序列核关联检验(FB-SKAT)具有更高的检验效能。此外,与GGRF类似,所提出的FB-GGRF方法渐近行为良好,不需要对I型错误率进行经验调整。我们使用来自国家出生缺陷预防研究(NBDPS)的家庭三联体对先天性心脏病的研究来说明所提出的方法。

相似文献

1
Testing Allele Transmission of an SNP Set Using a Family-Based Generalized Genetic Random Field Method.
Genet Epidemiol. 2016 May;40(4):341-51. doi: 10.1002/gepi.21970. Epub 2016 Apr 7.
2
A generalized genetic random field method for the genetic association analysis of sequencing data.
Genet Epidemiol. 2014 Apr;38(3):242-53. doi: 10.1002/gepi.21790. Epub 2014 Jan 30.
3
A novel association test for multiple secondary phenotypes from a case-control GWAS.
Genet Epidemiol. 2017 Jul;41(5):413-426. doi: 10.1002/gepi.22045. Epub 2017 Apr 10.
4
GEE-based SNP set association test for continuous and discrete traits in family-based association studies.
Genet Epidemiol. 2013 Dec;37(8):778-86. doi: 10.1002/gepi.21763. Epub 2013 Oct 25.
5
Likelihood ratio tests in rare variant detection for continuous phenotypes.
Ann Hum Genet. 2014 Sep;78(5):320-32. doi: 10.1111/ahg.12071.
6
Prioritizing individual genetic variants after kernel machine testing using variable selection.
Genet Epidemiol. 2016 Dec;40(8):722-731. doi: 10.1002/gepi.21993. Epub 2016 Aug 3.
8
Where is the causal variant? On the advantage of the family design over the case-control design in genetic association studies.
Eur J Hum Genet. 2015 Oct;23(10):1357-63. doi: 10.1038/ejhg.2014.284. Epub 2015 Jan 14.
10
On Robust Association Testing for Quantitative Traits and Rare Variants.
G3 (Bethesda). 2016 Dec 7;6(12):3941-3950. doi: 10.1534/g3.116.035485.

本文引用的文献

1
The National Birth Defects Prevention Study: A review of the methods.
Birth Defects Res A Clin Mol Teratol. 2015 Aug;103(8):656-69. doi: 10.1002/bdra.23384. Epub 2015 Jun 2.
2
Common variation in PHACTR1 is associated with susceptibility to cervical artery dissection.
Nat Genet. 2015 Jan;47(1):78-83. doi: 10.1038/ng.3154. Epub 2014 Nov 24.
3
Variation at HLA-DRB1 is associated with resistance to enteric fever.
Nat Genet. 2014 Dec;46(12):1333-6. doi: 10.1038/ng.3143. Epub 2014 Nov 10.
4
Conotruncal heart defects and common variants in maternal and fetal genes in folate, homocysteine, and transsulfuration pathways.
Birth Defects Res A Clin Mol Teratol. 2014 Feb;100(2):116-26. doi: 10.1002/bdra.23225. Epub 2014 Feb 18.
5
A generalized genetic random field method for the genetic association analysis of sequencing data.
Genet Epidemiol. 2014 Apr;38(3):242-53. doi: 10.1002/gepi.21790. Epub 2014 Jan 30.
6
GEE-based SNP set association test for continuous and discrete traits in family-based association studies.
Genet Epidemiol. 2013 Dec;37(8):778-86. doi: 10.1002/gepi.21763. Epub 2013 Oct 25.
7
Family-based association tests for sequence data, and comparisons with population-based association tests.
Eur J Hum Genet. 2013 Oct;21(10):1158-62. doi: 10.1038/ejhg.2012.308. Epub 2013 Feb 6.
8
Sequence kernel association test for quantitative traits in family samples.
Genet Epidemiol. 2013 Feb;37(2):196-204. doi: 10.1002/gepi.21703. Epub 2012 Dec 26.
9
Associations between maternal genotypes and metabolites implicated in congenital heart defects.
Mol Genet Metab. 2012 Nov;107(3):596-604. doi: 10.1016/j.ymgme.2012.09.022. Epub 2012 Sep 27.
10

文献AI研究员

20分钟写一篇综述,助力文献阅读效率提升50倍。

立即体验

用中文搜PubMed

大模型驱动的PubMed中文搜索引擎

马上搜索

文档翻译

学术文献翻译模型,支持多种主流文档格式。

立即体验