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bioconductor-cytoglmm

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Conditional Differential Analysis for Flow and Mass Cytometry Experiments

Installation

To install this package, run one of the following:

Conda
$conda install bioconda::bioconductor-cytoglmm

Usage Tracking

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Description

The CytoGLMM R package implements two multiple regression strategies: A bootstrapped generalized linear model (GLM) and a generalized linear mixed model (GLMM). Most current data analysis tools compare expressions across many computationally discovered cell types. CytoGLMM focuses on just one cell type. Our narrower field of application allows us to define a more specific statistical model with easier to control statistical guarantees. As a result, CytoGLMM finds differential proteins in flow and mass cytometry data while reducing biases arising from marker correlations and safeguarding against false discoveries induced by patient heterogeneity.

About

Summary

Conditional Differential Analysis for Flow and Mass Cytometry Experiments

Last Updated

Dec 14, 2024 at 23:55

License

LGPL-3

Total Downloads

10.3K

Supported Platforms

noarch