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Bioconductor - dce

dce

This package is for version 3.21 of Bioconductor. This package has been removed from Bioconductor. For the last stable, up-to-date release version, see dce.

Pathway Enrichment Based on Differential Causal Effects

Bioconductor version: Release (3.21)

Compute differential causal effects (dce) on (biological) networks. Given observational samples from a control experiment and non-control (e.g., cancer) for two genes A and B, we can compute differential causal effects with a (generalized) linear regression. If the causal effect of gene A on gene B in the control samples is different from the causal effect in the non-control samples the dce will differ from zero. We regularize the dce computation by the inclusion of prior network information from pathway databases such as KEGG.

Author: Kim Philipp Jablonski [aut, cre] ORCID: 0000-0002-4166-4343 , Martin Pirkl [aut]

Maintainer: Kim Philipp Jablonski <kim.philipp.jablonski at gmail.com>

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

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


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

BiocManager::install("dce")

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("dce")
Details biocViews DifferentialExpression, GeneExpression, GraphAndNetwork, KEGG, Network, NetworkEnrichment, Regression, Software, StatisticalMethod Version 1.13.0 In Bioconductor since BioC 3.13 (R-4.1) (4 years) License GPL-3 Depends R (>= 4.1) Imports stats, methods, assertthat, graph, pcalg, purrr, tidyverse, Matrix, ggraph, tidygraph, ggplot2, rlang, expm, MASS, edgeR, epiNEM, igraph, metap, mnem, naturalsort, ppcor, glm2, graphite, reshape2, dplyr, magrittr, glue, Rgraphviz, harmonicmeanp, org.Hs.eg.db, logger, shadowtext System Requirements URL https://github.com/cbg-ethz/dce Bug Reports https://github.com/cbg-ethz/dce/issues See More Suggests knitr, rmarkdown, testthat (>= 2.1.0), BiocStyle, formatR, cowplot, ggplotify, dagitty, lmtest, sandwich, devtools, curatedTCGAData, TCGAutils, SummarizedExperiment, RcppParallel, docopt, CARNIVAL Linking To Enhances Depends On Me Imports Me Suggests Me Links To Me Build Report Build Report Package Archives

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


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