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基于单体型的惩罚逻辑回归分析检测与圆锥干心脏病相关的母胎基因型相互作用。

Detecting maternal-fetal genotype interactions associated with conotruncal heart defects: a haplotype-based analysis with penalized logistic regression.

机构信息

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

出版信息

Genet Epidemiol. 2014 Apr;38(3):198-208. doi: 10.1002/gepi.21793. Epub 2014 Mar 2.

Abstract

Nonsyndromic congenital heart defects (CHDs) develop during embryogenesis as a result of a complex interplay between environmental exposures, genetics, and epigenetic causes. Genetic factors associated with CHDs may be attributed to either independent effects of maternal or fetal genes, or the intergenerational interactions between maternal and fetal genes. Detecting gene-by-gene interactions underlying complex diseases is a major challenge in genetic research. Detecting maternal-fetal genotype (MFG) interactions and differentiating them from the maternal/fetal main effects has presented additional statistical challenges due to correlations between maternal and fetal genomes. Traditionally, genetic variants are tested separately for maternal/fetal main effects and MFG interactions on a single-locus basis. We conducted a haplotype-based analysis with a penalized logistic regression framework to dissect the genetic effect associated with the development of nonsyndromic conotruncal heart defects (CTD). Our method allows simultaneous model selection and effect estimation, providing a unified framework to differentiate maternal/fetal main effect from the MFG interaction effect. In addition, the method is able to test multiple highly linked SNPs simultaneously with a configuration of haplotypes, which reduces the data dimensionality and the burden of multiple testing. By analyzing a dataset from the National Birth Defects Prevention Study (NBDPS), we identified seven genes (GSTA1, SOD2, MTRR, AHCYL2, GCLC, GSTM3, and RFC1) associated with the development of CTDs. Our findings suggest that MFG interactions between haplotypes in three of seven genes, GCLC, GSTM3, and RFC1, are associated with nonsyndromic conotruncal heart defects.

摘要

非综合征性先天性心脏缺陷 (CHD) 是在胚胎发生过程中由于环境暴露、遗传和表观遗传原因之间的复杂相互作用而发展的。与 CHD 相关的遗传因素可能归因于母体或胎儿基因的独立影响,或母体和胎儿基因之间的代际相互作用。检测复杂疾病背后的基因-基因相互作用是遗传研究中的一个主要挑战。由于母体和胎儿基因组之间存在相关性,检测母体-胎儿基因型 (MFG) 相互作用并将其与母体/胎儿主要效应区分开来带来了额外的统计挑战。传统上,遗传变异分别在单个基因座上针对母体/胎儿主要效应和 MFG 相互作用进行测试。我们使用基于单倍型的分析和惩罚逻辑回归框架来剖析与非综合征性圆锥动脉干心脏缺陷 (CTD) 发展相关的遗传效应。我们的方法允许同时进行模型选择和效应估计,为区分母体/胎儿主要效应和 MFG 相互作用效应提供了一个统一的框架。此外,该方法能够同时使用单倍型的配置对多个高度连锁的 SNP 进行测试,从而降低了数据的维度和多重测试的负担。通过分析来自国家出生缺陷预防研究 (NBDPS) 的数据集,我们确定了与 CTD 发展相关的七个基因 (GSTA1、SOD2、MTRR、AHCYL2、GCLC、GSTM3 和 RFC1)。我们的研究结果表明,三个基因 (GCLC、GSTM3 和 RFC1) 中的单倍型之间的 MFG 相互作用与非综合征性圆锥动脉干心脏缺陷有关。

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