Package: ccImpute 1.9.0

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_1.9.0.tar.gz
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ccImpute.pdf |ccImpute.html
ccImpute/json (API)
NEWS

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

Peer review:

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-1.9.0(bioc 3.21)ccImpute-1.8.0(bioc 3.20)

singlecellsequencingprincipalcomponentdimensionreductionclusteringrnaseqtranscriptomicsopenblascppopenmp

4.48 score 2 stars 2 scripts 154 downloads 9 exports 43 dependencies

Last updated 2 months agofrom:11f4990eac. Checks:OK: 1 NOTE: 8. Indexed: yes.

TargetResultDate
Doc / VignettesOKNov 29 2024
R-4.5-win-x86_64NOTENov 29 2024
R-4.5-linux-x86_64NOTENov 29 2024
R-4.4-win-x86_64NOTENov 29 2024
R-4.4-mac-x86_64NOTENov 29 2024
R-4.4-mac-aarch64NOTENov 29 2024
R-4.3-win-x86_64NOTENov 29 2024
R-4.3-mac-x86_64NOTENov 29 2024
R-4.3-mac-aarch64NOTENov 29 2024

Exports:ccImputeccImpute.SingleCellExperimentcomputeDropoutsdoSVDestkTWfindDropoutsgetCorMrowVars_fastrunKM

Dependencies:abindaskpassBHBiobaseBiocGenericsBiocParallelcodetoolscpp11crayoncurlDelayedArrayformatRfutile.loggerfutile.optionsgenericsGenomeInfoDbGenomeInfoDbDataGenomicRangeshttrIRangesirlbajsonlitelambda.rlatticeMatrixMatrixGenericsmatrixStatsmimeopensslR6RcppRcppEigenS4ArraysS4VectorsSingleCellExperimentsnowSparseArraysparseMatrixStatsSummarizedExperimentsysUCSC.utilsXVectorzlibbioc

ccImpute Package Manual

Rendered fromccImpute.Rmdusingknitr::rmarkdownon Nov 29 2024.

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