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idiffomix

Integrated Differential Analysis of Multi Omics Data using a Joint Mixture Model

v1.0.0 · Jan 13, 2025 · GPL-3

Description

A joint mixture model has been developed by Majumdar et al. (2025) <doi:10.48550/arXiv.2412.17511> that integrates information from gene expression data and methylation data at the modelling stage to capture their inherent dependency structure, enabling simultaneous identification of differentially methylated cytosine-guanine dinucleotide (CpG) sites and differentially expressed genes. The model leverages a joint likelihood function that accounts for the nested structure in the data, with parameter estimation performed using an expectation-maximisation algorithm.

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OK 14 OK · 0 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE Mar 9, 2026

Dependency Network

Dependencies Reverse dependencies foreach doParallel mclust edgeR magrittr ggplot2 scales tidyr dplyr reshape2 gridExtra tidyselect cowplot idiffomix

Version History

new 1.0.0 Mar 9, 2026