Package: CDI 1.11.0

Jiyuan Fang

CDI: Clustering Deviation Index (CDI)

Single-cell RNA-sequencing (scRNA-seq) is widely used to explore cellular variation. The analysis of scRNA-seq data often starts from clustering cells into subpopulations. This initial step has a high impact on downstream analyses, and hence it is important to be accurate. However, there have not been unsupervised metric designed for scRNA-seq to evaluate clustering performance. Hence, we propose clustering deviation index (CDI), an unsupervised metric based on the modeling of scRNA-seq UMI counts to evaluate clustering of cells.

Authors:Jiyuan Fang [cre, aut], Jichun Xie [ctb], Cliburn Chan [ctb], Kouros Owzar [ctb], Liuyang Wang [ctb], Diyuan Qin [ctb], Qi-Jing Li [ctb]

CDI_1.11.0.tar.gz
CDI_1.11.0.zip(r-4.7)CDI_1.11.0.zip(r-4.6)CDI_1.11.0.zip(r-4.5)
CDI_1.11.0.tgz(r-4.6-any)CDI_1.11.0.tgz(r-4.5-any)
CDI_1.11.0.tar.gz(r-4.7-any)CDI_1.11.0.tar.gz(r-4.6-any)
CDI_1.11.0.tgz(r-4.6-emscripten)
manual.pdf |manual.html
card.svg |card.png
CDI/json (API)
NEWS

# Install 'CDI' in R:
install.packages('CDI', repos = c('https://bioc.r-universe.dev', 'https://cloud.r-project.org'))

Bug tracker:https://github.com/jichunxie/cdi/issues

Datasets:

On BioConductor:CDI-1.11.0(bioc 3.24)CDI-1.10.0(bioc 3.23)

singlecellsoftwareclusteringvisualizationsequencingrnaseqcellbasedassays

5.40 score 5 stars 5 scripts 288 downloads 5 exports 162 dependencies

Last updated from:191ae44319. Checks:1 NOTE, 9 OK. Indexed: yes.

TargetResultTimeFilesSyslog
bioc-checksNOTE233
linux-devel-x86_64OK474
source / vignettesOK610
linux-release-x86_64OK371
macos-release-arm64OK202
macos-oldrel-arm64OK356
windows-develOK311
windows-releaseOK292
windows-oldrelOK338
wasm-releaseOK177

Exports:calculate_CDICDI_lineplotcontingency_heatmapfeature_gene_selectionsize_factor

Dependencies:abindaskpassbase64encBHBiobaseBiocGenericsBiocParallelbitopsbslibcachemcaToolscliclustercodetoolscommonmarkcowplotcpp11crosstalkcurldata.tableDelayedArraydeldirdigestdotCall64dplyrdqrngevaluatefarverfastDummiesfastmapfitdistrplusFNNfontawesomeformatRfsfutile.loggerfutile.optionsfuturefuture.applygenericsGenomicRangesggplot2ggrepelggridgesggsciglobalsgluegoftestgplotsgridExtragtablegtoolsherehighrhtmltoolshtmlwidgetshttpuvhttricaigraphIRangesirlbaisobandjquerylibjsonliteKernSmoothknitrlabelinglambda.rlaterlatticelazyevallifecyclelistenvlmtestmagrittrMASSMatrixMatrixGenericsmatrixStatsmemoisemimeminiUInlmeopensslotelparallellypatchworkpbapplypillarpkgconfigplotlyplyrpngpolyclipprogressrpromisespurrrR6RANNrappdirsRColorBrewerRcppRcppAnnoyRcppArmadilloRcppEigenRcppHNSWRcppProgressRcppTOMLreshape2reticulaterlangrmarkdownROCRrprojrootRSpectraRtsneS4ArraysS4VectorsS7sassscalesscattermoresctransformSeqinfoSeuratSeuratObjectshinySingleCellExperimentsitmosnowsourcetoolsspspamSparseArrayspatstat.dataspatstat.explorespatstat.geomspatstat.randomspatstat.sparsespatstat.univarspatstat.utilsstringistringrSummarizedExperimentsurvivalsystensortibbletidyrtidyselecttinytexutf8uwotvctrsviridisLitewithrxfunxtableXVectoryamlzoo

Clustering Deviation Index (CDI) Tutorial

Rendered fromCDI.Rmdusingknitr::rmarkdownon May 29 2026.

Last update: 2023-06-01
Started: 2021-09-17