Package: DepecheR Version: 1.28.0 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-release.r-universe.dev Date/Publication: 2026-04-28 12:49:44 UTC RemoteUrl: https://github.com/bioc/DepecheR RemoteRef: RELEASE_3_23 RemoteSha: 19670a06ca63aef2af7d91c5225cc6dbd63e4b69 NeedsCompilation: yes Packaged: 2026-06-23 23:05:06 UTC; root Author: Jakob Theorell [aut, cre] (ORCID: ), Axel Theorell [aut] Maintainer: Jakob Theorell