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Charting differentially methylated regions in cancer with Rocker-meth.
- Source :
-
Communications biology [Commun Biol] 2021 Nov 02; Vol. 4 (1), pp. 1249. Date of Electronic Publication: 2021 Nov 02. - Publication Year :
- 2021
-
Abstract
- Differentially DNA methylated regions (DMRs) inform on the role of epigenetic changes in cancer. We present Rocker-meth, a new computational method exploiting a heterogeneous hidden Markov model to detect DMRs across multiple experimental platforms. Through an extensive comparative study, we first demonstrate Rocker-meth excellent performance on synthetic data. Its application to more than 6,000 methylation profiles across 14 tumor types provides a comprehensive catalog of tumor type-specific and shared DMRs, and agnostically identifies cancer-related partially methylated domains (PMD). In depth integrative analysis including orthogonal omics shows the enhanced ability of Rocker-meth in recapitulating known associations, further uncovering the pan-cancer relationship between DNA hypermethylation and transcription factor deregulation depending on the baseline chromatin state. Finally, we demonstrate the utility of the catalog for the study of colorectal cancer single-cell DNA-methylation data.<br /> (© 2021. The Author(s).)
Details
- Language :
- English
- ISSN :
- 2399-3642
- Volume :
- 4
- Issue :
- 1
- Database :
- MEDLINE
- Journal :
- Communications biology
- Publication Type :
- Academic Journal
- Accession number :
- 34728774
- Full Text :
- https://doi.org/10.1038/s42003-021-02761-3