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MedZIsc (version 0.0.4)

Statistical Framework for Co-Mediators of Zero-Inflated Single-Cell Data

Description

A causal mediation framework for single-cell data that incorporates two key features ('MedZIsc', pronounced Magics): (1) zero-inflation using beta regression and (2) overdispersed expression counts using negative binomial regression. This approach also includes a screening step based on penalized and marginal models to handle high-dimensionality. Full methodological details are available in our recent preprint by Ahn S and Li Z (2025) .

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Version

Install

install.packages('MedZIsc')

Monthly Downloads

121

Version

0.0.4

License

GPL-3

Maintainer

Seungjun Ahn

Last Published

July 16th, 2025

Functions in MedZIsc (0.0.4)

adjust_Fg

adjust_Fg
simulated_data

Simulated Mediation Dataset
Magics

Magics