Reproducibility-optimized detection of differential DNA methylation

Journal article


Suni, Veronika, Seyednasrollah, Fatemeh, Ghimire, Bishwa, Junttila, Sini, Laiho, Asta and Elo, Laura L.. (2020). Reproducibility-optimized detection of differential DNA methylation. Epigenomics. 12(9), pp. 1-9. https://doi.org/10.2217/epi-2019-0289
AuthorsSuni, Veronika, Seyednasrollah, Fatemeh, Ghimire, Bishwa, Junttila, Sini, Laiho, Asta and Elo, Laura L.
Abstract

Aim: DNA methylation is a key epigenetic mechanism regulating gene expression. Identifying differentially methylated regions is integral to DNA methylation analysis and there is a need for robust tools reliably detecting regions with significant differences in their methylation status. Materials & methods: We present here a reproducibility-optimized test statistic (ROTS) for detection of differential DNA methylation from high-throughput sequencing or array-based data. Results: Using both simulated and real data, we demonstrate the ability of ROTS to identify differential methylation between sample groups. Conclusion: Compared with state-of-the-art methods, ROTS shows competitive sensitivity and specificity in detecting consistently differentially methylated regions.

Keywordsdifferential methylation; DNA methylation; reduced representation bisulfite sequencing; reproducibility; ROTS
Year2020
JournalEpigenomics
Journal citation12 (9), pp. 1-9
PublisherFuture Medicine Ltd
ISSN1750-1911
Digital Object Identifier (DOI)https://doi.org/10.2217/epi-2019-0289
Scopus EID2-s2.0-85088849079
Open accessPublished as ‘gold’ (paid) open access
Research or scholarlyResearch
Page range1-9
Publisher's version
License
File Access Level
Open
Output statusPublished
Publication dates
Online25 Feb 2020
Publication process dates
Accepted25 Feb 2020
Deposited28 May 2021
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https://acuresearchbank.acu.edu.au/item/8w1z6/reproducibility-optimized-detection-of-differential-dna-methylation

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