Package: SignacX 2.2.0

SignacX: Cell Type Identification and Discovery from Single Cell Gene Expression Data

An implementation of neural networks trained with flow-sorted gene expression data to classify cellular phenotypes in single cell RNA-sequencing data. See Chamberlain M et al. (2021) <doi:10.1101/2021.02.01.429207> for more details.

Authors:Mathew Chamberlain [aut, cre], Virginia Savova [aut], Richa Hanamsagar [aut], Frank Nestle [aut], Emanuele de Rinaldis [aut], Sanofi US [fnd]

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SignacX.pdf |SignacX.html
SignacX/json (API)
NEWS

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

Peer review:

Bug tracker:https://github.com/mathewchamberlain/signacx/issues

Datasets:

On CRAN:

cellular-phenotypesseuratsingle-cell-rna-seq

6.41 score 23 stars 32 scripts 186 downloads 20 exports 154 dependencies

Last updated 2 years agofrom:11e872c292. Checks:OK: 1 WARNING: 6. Indexed: yes.

TargetResultDate
Doc / VignettesOKNov 01 2024
R-4.5-winWARNINGNov 01 2024
R-4.5-linuxWARNINGNov 01 2024
R-4.4-winWARNINGNov 01 2024
R-4.4-macWARNINGNov 01 2024
R-4.3-winWARNINGNov 01 2024
R-4.3-macWARNINGNov 01 2024

Exports:CID.entropyCID.GetDistMatCID.IsUniqueCID.LoadDataCID.LoadEdgesCID.LouvainCID.NormalizeCID.smoothCID.writeJSONGenerateLabelsget_colorsGetModels_HPCAGetTrainingData_HPCAKSoftImputeMASCModelGeneratorSaveCountsToH5SignacSignacBootSignacFast

Dependencies:abindaskpassbase64encBHbitopsbootbslibcachemcaToolscliclustercodetoolscolorspacecommonmarkcowplotcpp11crayoncrosstalkcurldata.tabledeldirDerivdigestdotCall64dplyrdqrngevaluatefansifarverfastDummiesfastmapfitdistrplusFNNfontawesomefsfuturefuture.applygenericsggplot2ggrepelggridgesglobalsgluegoftestgplotsgridExtragtablegtoolsherehighrhtmltoolshtmlwidgetshttpuvhttricaigraphirlbaisobandjquerylibjsonliteKernSmoothknitrlabelinglaterlatticelazyevalleidenlifecyclelistenvlme4lmtestmagrittrMASSMatrixmatrixStatsmemoisemgcvmimeminiUIminqamunsellneuralnetnlmenloptropensslparallellypatchworkpbapplypbmcapplypillarpkgconfigplotlyplyrpngpolyclipprogressrpromisespurrrR6RANNrappdirsRColorBrewerRcppRcppAnnoyRcppArmadilloRcppEigenRcppHNSWRcppProgressRcppTOMLreshape2reticulateRJSONIOrlangrmarkdownROCRrprojrootRSpectraRtsnesassscalesscattermoresctransformSeuratSeuratObjectshinysitmosourcetoolsspspamspatstat.dataspatstat.explorespatstat.geomspatstat.randomspatstat.sparsespatstat.univarspatstat.utilsstringistringrsurvivalsystensortibbletidyrtidyselecttinytexutf8uwotvctrsviridisLitewithrxfunxtableyamlzoo

Cell type classification with SignacX: CITE-seq PBMCs from 10X Genomics

Rendered fromsignac-Seurat_CITE-seq.Rmdusingknitr::rmarkdown_notangleon Nov 01 2024.

Last update: 2021-03-01
Started: 2021-02-25

SignacX, Seurat and MASC: Analysis of kidney cells from AMP

Rendered fromsignac-Seurat_AMP.Rmdusingknitr::rmarkdown_notangleon Nov 01 2024.

Last update: 2021-03-01
Started: 2021-02-04

Cell type classification with SignacX: 1k PBMCs from 10X Genomics

Rendered fromsignac-Seurat_pbmcs.Rmdusingknitr::rmarkdown_notangleon Nov 01 2024.

Last update: 2021-03-01
Started: 2021-02-25

Benchmarking SignacFast with single cell flow-sorted data

Rendered fromSignacFast-Seurat_AMP_RA.Rmdusingknitr::rmarkdown_notangleon Nov 01 2024.

Last update: 2021-03-01
Started: 2021-02-18

Benchmarking SignacX and SingleR with synovial flow cytometry data

Rendered fromsignac-Seurat_AMP_RA.Rmdusingknitr::rmarkdown_notangleon Nov 01 2024.

Last update: 2021-03-01
Started: 2021-02-11

Learning CD56 NK cells from CITE-seq PBMCs

Rendered fromsignac-SPRING_Learning.Rmdusingknitr::rmarkdown_notangleon Nov 01 2024.

Last update: 2021-03-01
Started: 2021-02-11

Mapping homologous gene symbols

Rendered fromCrabeating_vignette.Rmdusingknitr::rmarkdown_notangleon Nov 01 2024.

Last update: 2021-03-01
Started: 2021-02-10