Package: DepecheR Version: 1.29.0 Date: 2024-08-22 Title: Determination of essential phenotypic elements of clusters in high-dimensional entities biocViews: Software,CellBasedAssays,Transcription,DifferentialExpression, DataRepresentation,ImmunoOncology,Transcriptomics,Classification,Clustering, DimensionReduction,FeatureExtraction,FlowCytometry,RNASeq,SingleCell, Visualization Authors@R: c( person('Jakob', 'Theorell', email = "jakob.theorell@ki.se", role = c("aut", "cre"), comment=c(ORCID="0000-0001-8752-3151")), person('Axel', 'Theorell', email = "axel.theorell@gmail.com", role = c("aut"))) Description: The purpose of this package is to identify traits in a dataset that can separate groups. This is done on two levels. First, clustering is performed, using an implementation of sparse K-means. Secondly, the generated clusters are used to predict outcomes of groups of individuals based on their distribution of observations in the different clusters. As certain clusters with separating information will be identified, and these clusters are defined by a sparse number of variables, this method can reduce the complexity of data, to only emphasize the data that actually matters. License: MIT + file LICENSE Encoding: UTF-8 LazyData: false RoxygenNote: 7.3.1 Depends: R (>= 4.0) Imports: ggplot2 (>= 3.1.0), MASS (>= 7.3.51), Rcpp (>= 1.0.0), dplyr (>= 0.7.8), gplots (>= 3.0.1), viridis (>= 0.5.1), foreach (>= 1.4.4), doSNOW (>= 1.0.16), matrixStats (>= 0.54.0), mixOmics (>= 6.6.1), moments (>= 0.14), grDevices (>= 3.5.2), graphics (>= 3.5.2), stats (>= 3.5.2), utils (>= 3.5), methods (>= 3.5), parallel (>= 3.5.2), reshape2 (>= 1.4.3), beanplot (>= 1.2), FNN (>= 1.1.3), robustbase (>= 0.93.5), gmodels (>= 2.18.1), collapse (>= 1.9.2), ClusterR (>= 1.3.2) LinkingTo: Rcpp, RcppEigen Suggests: uwot, testthat, knitr, rmarkdown, BiocStyle VignetteBuilder: knitr Config/pak/sysreqs: cmake libfreetype6-dev libglpk-dev libglu1-mesa-dev libgmp3-dev make texlive libicu-dev libpng-dev libuv1-dev libxml2-dev libgl1-mesa-dev zlib1g-dev Repository: https://bioc.r-universe.dev Date/Publication: 2026-04-28 12:49:44 UTC RemoteUrl: https://github.com/bioc/DepecheR RemoteRef: HEAD RemoteSha: 0dce259f63b8ef449de85165a918d3eb7903c7ae NeedsCompilation: yes Packaged: 2026-06-23 20:21:56 UTC; root Author: Jakob Theorell [aut, cre] (ORCID: ), Axel Theorell [aut] Maintainer: Jakob Theorell