Package: CellOracleR 0.1.0
CellOracleR: In Silico Gene Perturbation Analysis with Single-Cell Data
An R implementation of the CellOracle framework for in silico gene perturbation analysis and gene regulatory network (GRN) inference from single-cell RNA-seq data. Predicts cell state transitions in response to transcription factor perturbations by combining GRN models with single-cell expression data. Key features include motif analysis for base GRN construction, cluster-specific GRN inference using regularized regression, perturbation simulation with signal propagation, and comprehensive visualization of predicted cell fate changes. Based on the methodology described in Kamimoto et al. (2023) <doi:10.15252/msb.202211547>.
Authors:
CellOracleR_0.1.0.tar.gz
CellOracleR_0.1.0.zip(r-4.7)CellOracleR_0.1.0.zip(r-4.6)CellOracleR_0.1.0.zip(r-4.5)
CellOracleR_0.1.0.tgz(r-4.6-x86_64)CellOracleR_0.1.0.tgz(r-4.6-arm64)CellOracleR_0.1.0.tgz(r-4.5-x86_64)CellOracleR_0.1.0.tgz(r-4.5-arm64)
CellOracleR_0.1.0.tar.gz(r-4.7-arm64)CellOracleR_0.1.0.tar.gz(r-4.7-x86_64)CellOracleR_0.1.0.tar.gz(r-4.6-arm64)CellOracleR_0.1.0.tar.gz(r-4.6-x86_64)
CellOracleR_0.1.0.tgz(r-4.6-emscripten)
manual.pdf |manual.html✨
card.svg |card.png
CellOracleR/json (API)
NEWS
| # Install 'CellOracleR' in R: |
| install.packages('CellOracleR', repos = c('https://zaoqu-liu.r-universe.dev', 'https://cloud.r-project.org')) |
Bug tracker:https://github.com/zaoqu-liu/celloracler/issues
Last updated from:e60a1b9d84 (on main). Checks:11 ERROR, 2 OK. Indexed: yes.
| Target | Result | Time | Files | Syslog |
|---|---|---|---|---|
| linux-devel-arm64 | ERROR | 329 | ||
| linux-devel-x86_64 | ERROR | 359 | ||
| source / vignettes | OK | 440 | ||
| linux-release-arm64 | ERROR | 317 | ||
| linux-release-x86_64 | ERROR | 358 | ||
| macos-release-arm64 | ERROR | 172 | ||
| macos-release-x86_64 | ERROR | 302 | ||
| macos-oldrel-arm64 | ERROR | 215 | ||
| macos-oldrel-x86_64 | ERROR | 523 | ||
| windows-devel | ERROR | 284 | ||
| windows-release | ERROR | 292 | ||
| windows-oldrel | ERROR | 285 | ||
| wasm-release | OK | 283 |
Exports:annotate_peaksbuild_coef_matrix_cppbuild_knn_graph_cppcalculate_embedding_shift_cppcalculate_grid_arrows_cppcalculate_relative_ratio_cppcenter_cols_cppclean_transition_prob_cppclip_to_range_cppcol_delta_cor_full_cppcol_delta_cor_partial_cppcolSds_cppcompare_networkscompute_embedding_knn_subset_cppcompute_fate_probabilitycompute_pseudotimecorrelation_to_transition_prob_cppcreate_base_grncreate_oraclecreate_perturb_conditioncreate_tfinfodo_simulation_cppexport_networkextract_expressionextract_peaks_from_signacfilter_linksfind_network_motifsfit_grnfit_grn_baggingfit_grn_coef_matrixgaussian_kernel_cppget_bagging_ridge_coefsget_base_grn_from_ciceroget_bayesian_ridge_coefsget_embeddingget_linksget_network_entropyget_network_scoreget_perturb_valueidentify_hubsknn_distances_to_weights_cppknn_impute_cppLinksload_base_grnload_oracleload_tfinfomarkov_simulatemarkov_walk_batch_cppmarkov_walk_cppNetnetwork_summarynormalize_flow_cppOraclepairwise_dist_cpppermute_rows_nsign_cppplot_clusterplot_degree_distributionplot_gene_expressionplot_network_graphplot_pseudotimeplot_quiverplot_score_comparisonplot_scores_as_rankplot_simulation_combinedplot_simulation_flowplot_transition_sankeyrow_norms_cpprowSds_cppsankeysave_oraclesave_tfinfoscale_cols_cppscan_motifsscore_cv_vs_meansetup_parallelshortest_pathsshuffle_coef_matrix_cppsimulate_shiftsimulation_summarysummarize_trajectoriesTFinfo
Dependencies:abindaskpassbase64encBHbitopsbslibcachemcaToolscliclustercodetoolscommonmarkcowplotcpp11crosstalkcurldata.tabledeldirdigestdotCall64dplyrdqrngevaluatefarverfastDummiesfastmapfitdistrplusFNNfontawesomeforeachfsfuturefuture.applygenericsggplot2ggrepelggridgesglmnetglobalsgluegoftestgplotsgridExtragtablegtoolsherehighrhtmltoolshtmlwidgetshttpuvhttricaigraphirlbaisobanditeratorsjquerylibjsonliteKernSmoothknitrlabelinglaterlatticelazyevallifecyclelistenvlmtestmagrittrMASSMatrixmatrixStatsmemoisemimeminiUInlmeopensslotelparallellypatchworkpbapplypillarpkgconfigplotlyplyrpngpolyclipprogressrpromisespurrrR6RANNrappdirsRColorBrewerRcppRcppAnnoyRcppArmadilloRcppEigenRcppHNSWRcppProgressRcppTOMLreshape2reticulaterlangrmarkdownROCRrprojrootRSpectraRtsneS7sassscalesscattermoresctransformSeuratSeuratObjectshapeshinysitmosourcetoolsspspamspatstat.dataspatstat.explorespatstat.geomspatstat.randomspatstat.sparsespatstat.univarspatstat.utilsstringistringrsurvivalsystensortibbletidyrtidyselecttinytexutf8uwotvctrsviridisLitewithrxfunxtableyamlzoo
Algorithm Principles
Rendered fromalgorithm-principles.Rmdusingknitr::rmarkdownon May 25 2026.Last update: 2026-01-24
Started: 2026-01-24
Case Study: Hematopoiesis
Rendered fromcase-study.Rmdusingknitr::rmarkdownon May 25 2026.Last update: 2026-01-24
Started: 2026-01-24
Getting Started with CellOracleR
Rendered fromtutorial.Rmdusingknitr::rmarkdownon May 25 2026.Last update: 2026-01-24
Started: 2026-01-24
GRN Inference Details
Rendered fromgrn-inference.Rmdusingknitr::rmarkdownon May 25 2026.Last update: 2026-01-24
Started: 2026-01-24
Visualization Gallery
Rendered fromvisualization-gallery.Rmdusingknitr::rmarkdownon May 25 2026.Last update: 2026-01-24
Started: 2026-01-24
