CONFINED: distinguishing biological from technical sources of variation by leveraging multiple methylation datasets

Abstract Methylation datasets are affected by innumerable sources of variability, both biological (cell-type composition, genetics) and technical (batch effects). Here, we propose a reference-free method based on sparse canonical correlation analysis to separate the biological from technical sources...

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Bibliographic Details
Main Authors: Mike Thompson, Zeyuan Johnson Chen, Elior Rahmani, Eran Halperin
Format: Article
Language:English
Published: BMC 2019-07-01
Series:Genome Biology
Online Access:http://link.springer.com/article/10.1186/s13059-019-1743-y