Package: cellGeometry 0.5.8

cellGeometry: Geometric Single Cell Deconvolution

Deconvolution of bulk RNA-Sequencing data into proportions of cells based on a reference single-cell RNA-Sequencing dataset using high-dimensional geometric methodology.

Authors:Zaoqu Liu [aut, cre], Myles Lewis [aut], Rachel Lau [ctb]

cellGeometry_0.5.8.tar.gz
cellGeometry_0.5.8.zip(r-4.7)cellGeometry_0.5.8.zip(r-4.6)cellGeometry_0.5.8.zip(r-4.5)
cellGeometry_0.5.8.tgz(r-4.6-any)cellGeometry_0.5.8.tgz(r-4.5-any)
cellGeometry_0.5.8.tar.gz(r-4.7-any)cellGeometry_0.5.8.tar.gz(r-4.6-any)
cellGeometry_0.5.8.tgz(r-4.6-emscripten)
manual.pdf |manual.html
card.svg |card.png
cellGeometry/json (API)
NEWS

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

Bug tracker:https://github.com/zaoqu-liu/cellgeometry/issues

On CRAN:

Conda:

2.38 score 48 scripts 538 downloads 41 exports 106 dependencies

Last updated from:bfc1786417 (on main). Checks:7 WARNING, 1 ERROR, 1 OK. Indexed: no.

TargetResultTimeFilesSyslog
linux-devel-x86_64WARNING391
source / vignettesERROR334
linux-release-x86_64WARNING372
macos-release-arm64WARNING294
macos-oldrel-arm64WARNING365
windows-develWARNING334
windows-releaseWARNING302
windows-oldrelWARNING289
wasm-releaseOK174

Exports:add_noiseadjust_library_sizecellMarkerscollapse_groupcomp_heatmapcos_similaritydeconvolutediagnosefix_bulkfix_groupgene_anglegene2symbolgenerate_samplesggplot_residualsgraded_log_noiselog_noiselogmeanmergeMarkersmetric_setplot_compplot_residualsplot_setplot_tunequantile_maprank_anglereduceNoisescapplyscmeanshift_noisesignature_heatmapsimulate_bulkslapplyspecificity_plotspecificity_plotlyspillover_heatmapsqrt_noisestack_ggplotstack_plottune_deconvupdateMarkersviolin_plot

Dependencies:abindAnnotationDbiAnnotationFilteraskpassBHBiobaseBiocBaseUtilsBiocGenericsBiocIOBiocParallelBiostringsbitbit64bitopsblobcachemcigarillocirclizecliclueclustercodetoolscolorspaceComplexHeatmapcpp11crayoncurlDBIDelayedArraydigestdoParalleldplyrensembldbfarverfastmapforeachformatRfutile.loggerfutile.optionsgenericsGenomeInfoDbGenomicAlignmentsGenomicFeaturesGenomicRangesGetoptLongggplot2ggrepelGlobalOptionsgluegtablegtoolshttrIRangesisobanditeratorsjsonliteKEGGRESTlabelinglambda.rlatticelazyevallifecyclemagrittrMatrixMatrixGenericsmatrixStatsmcprogressmemoisemimeopensslpbmcapplypillarpkgconfigpngProtGenericsR6RColorBrewerRcppRCurlrestfulrRhtslibrjsonrlangRsamtoolsRSQLitertracklayerS4ArraysS4VectorsS7scalesSeqinfoshapesnowSparseArraySummarizedExperimentsystibbletidyselectUCSC.utilsutf8vctrsviridisLitewithrXMLXVectoryaml

Readme and manuals

Help Manual

Help pageTopics
Add noise to count dataadd_noise graded_log_noise log_noise shift_noise sqrt_noise
Adjust count matrix by library sizeadjust_library_size
Identify cell markerscellMarkers
Collapse groups in cellMarkers objectcollapse_group
Compensation heatmapcomp_heatmap
Gene signature cosine similarity matrixcos_similarity
Deconvolute bulk RNA-Seq using single-cell RNA-Seq signaturedeconvolute
Diagnostics for cellMarker signaturesdiagnose
Fix in missing genes in bulk RNA-Seq matrixfix_bulk
Fix cellMarkers signature with no cell groupsfix_group
Vector based best marker selectiongene_angle
Converts ensembl gene ids to symbolsgene2symbol
Generate random cell number samplesgenerate_samples
Mean Objectslog2s logmean trimmean
Merge cellMarker signaturesmergeMarkers
Calculate R-squared and metrics on deconvoluted cell subclassesmetric_set
Plot compensation analysisplot_comp
Residuals plotggplot_residuals plot_residuals
Scatter plots to compare deconvoluted subclassesplot_set
Plot tuning curvesplot_tune
Quantile-quantile plotplot.qqmap
Quantile mapping function between two scRNA-Seq datasetsquantile_map
Rank distance angles from a cosine similarity matrixrank_angle
Reduce noise in single-cell datareduceNoise
Extract Deconvolution Residualsresiduals.deconv
Regression Deletion Diagnosticscooks.distance.deconv rstandard.deconv rstudent.deconv
Single-cell apply a function to a matrix split by a factorscapply
Single-cell mean log gene expression across cell typesscmean
Gene signature heatmapsignature_heatmap
Simulate pseudo-bulk RNA-Seqsimulate_bulk
Apply a function to a big matrix by slicingslapply
Specificity plotspecificity_plot specificity_plotly
Spillover heatmapspillover_heatmap
Stacked bar plotstack_ggplot stack_plot
Summarising deconvolution tuningsummary.tune_deconv
Tune deconvolution parameterstune_deconv
Update cellMarkers objectupdateMarkers
Cell subclass violin plotviolin_plot