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idiffomix (version 1.0.0)

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

Description

A joint mixture model has been developed by Majumdar et al. (2025) 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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Version

Install

install.packages('idiffomix')

Monthly Downloads

182

Version

1.0.0

License

GPL-3

Maintainer

Koyel Majumdar

Last Published

January 13th, 2025

Functions in idiffomix (1.0.0)

gene_chromosome_data

Data containing chromosome information and the genes located on them.
plot.idiffomix

Plots for visualizing the idiffomix class object
idiffomix

The idiffomix function
data_transformation

The function to filter, normalize and transform RNA-Seq and methylation data.
gene_expression_data

Gene expression data for patients suffering from breast cancer
methylation_data

Methylation array data for patients suffering from breast cancer