Package: ccImpute 1.14.0

Marcin Malec

ccImpute: ccImpute: an accurate and scalable consensus clustering based approach to impute dropout events in the single-cell RNA-seq data (https://doi.org/10.1186/s12859-022-04814-8)

Dropout events make the lowly expressed genes indistinguishable from true zero expression and different than the low expression present in cells of the same type. This issue makes any subsequent downstream analysis difficult. ccImpute is an imputation algorithm that uses cell similarity established by consensus clustering to impute the most probable dropout events in the scRNA-seq datasets. ccImpute demonstrated performance which exceeds the performance of existing imputation approaches while introducing the least amount of new noise as measured by clustering performance characteristics on datasets with known cell identities.

Authors:Marcin Malec [cre, aut], Parichit Sharma [aut], Hasan Kurban [aut], Mehmet Dalkilic [aut]

ccImpute_1.14.0.tar.gz
ccImpute_1.14.0.zip(r-4.7)ccImpute_1.14.0.zip(r-4.6)ccImpute_1.14.0.zip(r-4.5)
ccImpute_1.14.0.tgz(r-4.6-x86_64)ccImpute_1.14.0.tgz(r-4.6-arm64)ccImpute_1.14.0.tgz(r-4.5-x86_64)ccImpute_1.14.0.tgz(r-4.5-arm64)
ccImpute_1.14.0.tar.gz(r-4.7-arm64)ccImpute_1.14.0.tar.gz(r-4.7-x86_64)ccImpute_1.14.0.tar.gz(r-4.6-arm64)ccImpute_1.14.0.tar.gz(r-4.6-x86_64)
manual.pdf |manual.html
card.svg |card.png
ccImpute/json (API)
NEWS

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

Bug tracker:https://github.com/khazum/ccimpute/issues

Uses libs:
  • openblas– Optimized BLAS
  • c++– GNU Standard C++ Library v3
  • openmp– GCC OpenMP (GOMP) support library

On BioConductor:ccImpute-1.15.0(bioc 3.24)ccImpute-1.14.0(bioc 3.23)

singlecellsequencingprincipalcomponentdimensionreductionclusteringrnaseqtranscriptomicsopenblascppopenmp

4.38 score 2 stars 12 scripts 294 downloads 9 exports 31 dependencies

Last updated from:b408f4545c (on RELEASE_3_23). Checks:1 NOTE, 11 WARNING, 1 OK, 1 FAIL. Indexed: no.

TargetResultTimeFilesSyslog
bioc-checksNOTE254
linux-devel-arm64WARNING335
linux-devel-x86_64WARNING423
source / vignettesOK378
linux-release-arm64WARNING330
linux-release-x86_64WARNING413
macos-release-arm64WARNING250
macos-release-x86_64WARNING434
macos-oldrel-arm64WARNING175
macos-oldrel-x86_64WARNING451
windows-develWARNING1426
windows-releaseWARNING1443
windows-oldrelWARNING1397
wasm-releaseFAIL190

Exports:ccImputeccImpute.SingleCellExperimentcomputeDropoutsdoSVDestkTWfindDropoutsgetCorMrowVars_fastrunKM

Dependencies:abindBHBiobaseBiocGenericsBiocParallelcodetoolscpp11DelayedArrayformatRfutile.loggerfutile.optionsgenericsGenomicRangesIRangesirlbalambda.rlatticeMatrixMatrixGenericsmatrixStatsRcppRcppEigenS4ArraysS4VectorsSeqinfoSingleCellExperimentsnowSparseArraysparseMatrixStatsSummarizedExperimentXVector

ccImpute Package Manual

Rendered fromccImpute.Rmdusingknitr::rmarkdownon May 29 2026.

Last update: 2024-07-20
Started: 2022-04-11