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pycoMeth: a toolbox for differential methylation testing from Nanopore methylation calls

We present pycoMeth, a toolbox to store, manage and analyze DNA methylation calls from long-read sequencing data obtained using the Oxford Nanopore Technologies sequencing platform. Building on a novel, rapid-access, read-level and reference-anchored methylation storage format MetH5, we propose effi...

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Detalles Bibliográficos
Autores principales: Snajder, Rene, Leger, Adrien, Stegle, Oliver, Bonder, Marc Jan
Formato: Online Artículo Texto
Lenguaje:English
Publicado: BioMed Central 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10120131/
https://www.ncbi.nlm.nih.gov/pubmed/37081487
http://dx.doi.org/10.1186/s13059-023-02917-w
Descripción
Sumario:We present pycoMeth, a toolbox to store, manage and analyze DNA methylation calls from long-read sequencing data obtained using the Oxford Nanopore Technologies sequencing platform. Building on a novel, rapid-access, read-level and reference-anchored methylation storage format MetH5, we propose efficient algorithms for haplotype aware, multi-sample consensus segmentation and differential methylation testing. We show that MetH5 is more efficient than existing solutions for storing Oxford Nanopore Technologies methylation calls, and carry out benchmarking for pycoMeth segmentation and differential methylation testing, demonstrating increased performance and sensitivity compared to existing solutions designed for short-read methylation data. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s13059-023-02917-w.