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Bioconductor - CytoGLMM

CytoGLMM

This is the released version of CytoGLMM; for the devel version, see CytoGLMM.

Conditional Differential Analysis for Flow and Mass Cytometry Experiments

Bioconductor version: Release (3.21)

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.

Author: Christof Seiler [aut, cre] ORCID: 0000-0001-8802-3642

Maintainer: Christof Seiler <christof.seiler at maastrichtuniversity.nl>

Citation (from within R, enter citation("CytoGLMM")): Installation

To install this package, start R (version "4.5") and enter:


if (!require("BiocManager", quietly = TRUE))
    install.packages("BiocManager")

BiocManager::install("CytoGLMM")

For older versions of R, please refer to the appropriate Bioconductor release.

Documentation

To view documentation for the version of this package installed in your system, start R and enter:

browseVignettes("CytoGLMM")
Details biocViews CellBasedAssays, CellBiology, FlowCytometry, ImmunoOncology, Proteomics, Regression, SingleCell, Software, StatisticalMethod Version 1.16.0 In Bioconductor since BioC 3.13 (R-4.1) (4 years) License LGPL-3 Depends Imports stats, methods, BiocParallel, RColorBrewer, cowplot, dplyr, factoextra, flexmix, ggplot2, magrittr, pheatmap, stringr, strucchange, tibble, ggrepel, MASS, Matrix, tidyr, caret, rlang, grDevices System Requirements URL https://christofseiler.github.io/CytoGLMM https://github.com/ChristofSeiler/CytoGLMM Bug Reports https://github.com/ChristofSeiler/CytoGLMM/issues See More Package Archives

Follow Installation instructions to use this package in your R session.


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