An analytical framework for whole-genome sequence association studies and its implications for autism spectrum disorder

生物 遗传学 计算生物学 全基因组测序 自闭症 拷贝数变化 结构变异 基因组 遗传关联 自闭症谱系障碍 全基因组关联研究 基因 单核苷酸多态性 编码区 基因型 医学 精神科
作者
Donna M. Werling,Harrison Brand,Joon Yong An,Matthew R. Stone,Lingxue Zhu,Joseph T. Glessner,Ryan L. Collins,Shan Dong,Ryan M. Layer,Eirene Markenscoff-Papadimitriou,Andrew Farrell,Grace Schwartz,Harold Z. Wang,Benjamin Currall,Xuefang Zhao,Jeanselle Dea,Clif Duhn,Carolyn A. Erdman,Michael C. Gilson,Rachita Yadav,Robert E. Handsaker,Seva Kashin,Lambertus Klei,Jeffrey D. Mandell,Tomasz J. Nowakowski,Yuwen Liu,Sirisha Pochareddy,Leila Smith,Michael F. Walker,Matthew J. Waterman,Xin He,Arnold R. Kriegstein,John L.R. Rubenstein,Nenad Šestan,Steven A. McCarroll,Benjamin M. Neale,Hilary Coon,A. Jeremy Willsey,Joseph D. Buxbaum,Mark J. Daly,Matthew W. State,Aaron R. Quinlan,Gábor Marth,Kathryn Roeder,Bernie Devlin,Michael E. Talkowski,Stephan Sanders
出处
期刊:Nature Genetics [Nature Portfolio]
卷期号:50 (5): 727-736 被引量:225
标识
DOI:10.1038/s41588-018-0107-y
摘要

Genomic association studies of common or rare protein-coding variation have established robust statistical approaches to account for multiple testing. Here we present a comparable framework to evaluate rare and de novo noncoding single-nucleotide variants, insertion/deletions, and all classes of structural variation from whole-genome sequencing (WGS). Integrating genomic annotations at the level of nucleotides, genes, and regulatory regions, we define 51,801 annotation categories. Analyses of 519 autism spectrum disorder families did not identify association with any categories after correction for 4,123 effective tests. Without appropriate correction, biologically plausible associations are observed in both cases and controls. Despite excluding previously identified gene-disrupting mutations, coding regions still exhibited the strongest associations. Thus, in autism, the contribution of de novo noncoding variation is probably modest in comparison to that of de novo coding variants. Robust results from future WGS studies will require large cohorts and comprehensive analytical strategies that consider the substantial multiple-testing burden. This study presents a framework to evaluate rare and de novo variation from whole-genome sequencing (WGS). The work suggests that robust results from WGS studies will require large cohorts and strategies that consider the substantial multiple-testing burden.

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