Package: AUCell 1.29.0
AUCell: AUCell: Analysis of 'gene set' activity in single-cell RNA-seq data (e.g. identify cells with specific gene signatures)
AUCell allows to identify cells with active gene sets (e.g. signatures, gene modules...) in single-cell RNA-seq data. AUCell uses the "Area Under the Curve" (AUC) to calculate whether a critical subset of the input gene set is enriched within the expressed genes for each cell. The distribution of AUC scores across all the cells allows exploring the relative expression of the signature. Since the scoring method is ranking-based, AUCell is independent of the gene expression units and the normalization procedure. In addition, since the cells are evaluated individually, it can easily be applied to bigger datasets, subsetting the expression matrix if needed.
Authors:
AUCell_1.29.0.tar.gz
AUCell_1.29.0.zip(r-4.5)AUCell_1.29.0.zip(r-4.4)AUCell_1.29.0.zip(r-4.3)
AUCell_1.29.0.tgz(r-4.4-any)AUCell_1.29.0.tgz(r-4.3-any)
AUCell_1.29.0.tar.gz(r-4.5-noble)AUCell_1.29.0.tar.gz(r-4.4-noble)
AUCell_1.29.0.tgz(r-4.4-emscripten)AUCell_1.29.0.tgz(r-4.3-emscripten)
AUCell.pdf |AUCell.html✨
AUCell/json (API)
NEWS
# Install 'AUCell' in R: |
install.packages('AUCell', repos = c('https://bioc.r-universe.dev', 'https://cloud.r-project.org')) |
On BioConductor:AUCell-1.29.0(bioc 3.21)AUCell-1.28.0(bioc 3.20)
This package does not link to any Github/Gitlab/R-forge repository. No issue tracker or development information is available.
singlecellgenesetenrichmenttranscriptomicstranscriptiongeneexpressionworkflowstepnormalization
Last updated 2 months agofrom:1ef38fc8bc. Checks:OK: 1 NOTE: 6. Indexed: yes.
Target | Result | Date |
---|---|---|
Doc / Vignettes | OK | Nov 29 2024 |
R-4.5-win | NOTE | Nov 29 2024 |
R-4.5-linux | NOTE | Nov 29 2024 |
R-4.4-win | NOTE | Nov 29 2024 |
R-4.4-mac | NOTE | Nov 29 2024 |
R-4.3-win | NOTE | Nov 29 2024 |
R-4.3-mac | NOTE | Nov 29 2024 |
Exports:AUCell_assignCellsAUCell_buildRankingsAUCell_calcAUCAUCell_exploreThresholdsAUCell_plotHistAUCell_plotTSNEAUCell_runaucellResultscbindgetAssignmentsgetAUCgetRankinggetSetNamesgetThresholdSelectednGenesorderAUCplotEmb_rgbplotGeneCountplotTsne_cellPropsrbindsetGeneSetNamessubsetGeneSetsupdateAucellResults
Dependencies:abindannotateAnnotationDbiaskpassbase64encBiobaseBiocGenericsBiostringsbitbit64blobbslibcachemclicolorspacecpp11crayoncrosstalkcurldata.tableDBIDelayedArrayDelayedMatrixStatsdigestdplyrevaluatefansifarverfastmapfontawesomefsgenericsGenomeInfoDbGenomeInfoDbDataGenomicRangesggplot2gluegraphGSEABasegtablehighrhtmltoolshtmlwidgetshttrIRangesisobandjquerylibjsonliteKEGGRESTkernlabknitrlabelinglaterlatticelazyevallifecyclemagrittrMASSMatrixMatrixGenericsmatrixStatsmemoisemgcvmimemixtoolsmunsellnlmeopensslpillarpkgconfigplogrplotlypngpromisespurrrR.methodsS3R.ooR.utilsR6rappdirsRColorBrewerRcpprlangrmarkdownRSQLiteS4ArraysS4VectorssassscalessegmentedSparseArraysparseMatrixStatsstringistringrSummarizedExperimentsurvivalsystibbletidyrtidyselecttinytexUCSC.utilsutf8vctrsviridisLitewithrxfunXMLxtableXVectoryamlzlibbioc
Readme and manuals
Help Manual
Help page | Topics |
---|---|
AUCell_assignCells | AUCell_assignCells |
Build gene expression rankings for each cell | AUCell_buildRankings AUCell_buildRankings,dgCMatrix-method AUCell_buildRankings,ExpressionSet-method AUCell_buildRankings,matrix-method AUCell_buildRankings,SummarizedExperiment-method |
Calculate AUC | AUCell_calcAUC AUCell_calcAUC,character-method AUCell_calcAUC,GeneSet-method AUCell_calcAUC,GeneSetCollection-method AUCell_calcAUC,list-method |
AUCell_exploreThresholds | AUCell_exploreThresholds getAssignments getThresholdSelected |
Plot AUC histogram | AUCell_plotHist |
Plot | AUCell_plotTSNE |
Run AUCell | AUCell_run AUCell_run,dgCMatrix-method AUCell_run,matrix-method AUCell_run,SummarizedExperiment-method |
Wrapper to the matrix that stores the AUC or the cell rankings. | aucellResults aucellResults-class cbind cbind,aucellResults-method getAUC getAUC,aucellResults-method getRanking getRanking,aucellResults-method rbind rbind,aucellResults-method show show,aucellResults-method |
Get gene set name (excluding number of genes/regions after space) | getSetNames |
GeneSet methods | nGenes nGenes,GeneSet-method nGenes,GeneSetCollection-method setGeneSetNames setGeneSetNames,GeneSetCollection-method subsetGeneSets subsetGeneSets,GeneSetCollection-method |
orderAUC | orderAUC |
plotEmb_rgb | plotEmb_rgb |
plotGeneCount | plotGeneCount |
plotTsne_cellProps | plotTsne_cellProps |
Update AUCell results | updateAucellResults |