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
Authors | Suni, Veronika, Seyednasrollah, Fatemeh, Ghimire, Bishwa, Junttila, Sini, Laiho, Asta and Elo, Laura L. |
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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. |
Keywords | differential methylation; DNA methylation; reduced representation bisulfite sequencing; reproducibility; ROTS |
Year | 2020 |
Journal | Epigenomics |
Journal citation | 12 (9), pp. 1-9 |
Publisher | Future Medicine Ltd |
ISSN | 1750-1911 |
Digital Object Identifier (DOI) | https://doi.org/10.2217/epi-2019-0289 |
Scopus EID | 2-s2.0-85088849079 |
Open access | Published as ‘gold’ (paid) open access |
Research or scholarly | Research |
Page range | 1-9 |
Publisher's version | License File Access Level Open |
Output status | Published |
Publication dates | |
Online | 25 Feb 2020 |
Publication process dates | |
Accepted | 25 Feb 2020 |
Deposited | 28 May 2021 |
https://acuresearchbank.acu.edu.au/item/8w1z6/reproducibility-optimized-detection-of-differential-dna-methylation
Download files
Publisher's version
OA_Suni_2020_Reproducibility_optimized_detection_of_differential_DNA.pdf | |
License: CC BY-NC-ND 4.0 | |
File access level: Open |
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