DNA甲基化
计算生物学
DNA
生物
反褶积
类型(生物学)
甲基化
遗传学
计算机科学
基因
算法
基因表达
古生物学
作者
Tianyu Zhu,Andrew E. Teschendorff
出处
期刊:Methods in molecular biology
日期:2023-01-01
卷期号:: 23-42
被引量:3
标识
DOI:10.1007/978-1-0716-2986-4_3
摘要
DNA methylation data generated from bulk tissue represents a mixture of many different cell types. Variation in the cell-type composition of tissues is thus a major confounder when inferring differential DNA methylation. Due to the high cost of single-cell methylome sequencing, computational methods that can dissect the cell-type heterogeneity of bulk DNA methylomes offer an efficient and cost-effective solution, especially in the context of large-scale EWAS. In this chapter, we present a step-by-step tutorial of Epigenetic cell-type deconvolution using Single-Cell Omic References (EpiSCORE), a reference-based method that leverages the high-resolution nature of single-cell RNA-Seq datasets to facilitate microdissection of bulk-tissue DNA methylomes.
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