计算生物学
DNA甲基化
计算机科学
表观遗传学
CpG站点
生物
生物信息学
遗传学
基因
基因表达
作者
Michael C. Wu,Pei Fen Kuan
出处
期刊:Methods in molecular biology
日期:2017-12-09
卷期号:: 303-330
被引量:29
标识
DOI:10.1007/978-1-4939-7481-8_16
摘要
The Illumina Infinium BeadChips are a powerful array-based platform for genome-wide DNA methylation profiling at approximately 485,000 (450K) and 850,000 (EPIC) CpG sites across the genome. The platform is used in many large-scale population-based epigenetic studies of complex diseases, environmental exposures, or other experimental conditions. This chapter provides an overview of the key steps in analyzing Illumina BeadChip data. We describe key preprocessing steps including data extraction and quality control as well as normalization strategies. We further present principles and guidelines for conducting association analysis at the individual CpG level as well as more sophisticated pathway-based association tests.
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