10 Session Info

sessionInfo()
## R version 4.5.0 (2025-04-11)
## Platform: x86_64-pc-linux-gnu
## Running under: Red Hat Enterprise Linux 8.10 (Ootpa)
## 
## Matrix products: default
## BLAS/LAPACK: FlexiBLAS OPENBLAS;  LAPACK version 3.12.0
## 
## Random number generation:
##  RNG:     L'Ecuyer-CMRG 
##  Normal:  Inversion 
##  Sample:  Rejection 
##  
## locale:
##  [1] LC_CTYPE=en_US.UTF-8       LC_NUMERIC=C               LC_TIME=en_US.UTF-8        LC_COLLATE=en_US.UTF-8    
##  [5] LC_MONETARY=en_US.UTF-8    LC_MESSAGES=en_US.UTF-8    LC_PAPER=en_US.UTF-8       LC_NAME=C                 
##  [9] LC_ADDRESS=C               LC_TELEPHONE=C             LC_MEASUREMENT=en_US.UTF-8 LC_IDENTIFICATION=C       
## 
## time zone: America/Los_Angeles
## tzcode source: system (glibc)
## 
## attached base packages:
##  [1] parallel  grid      stats4    stats     graphics  grDevices utils     datasets  methods   base     
## 
## other attached packages:
##  [1] org.Mm.eg.db_3.22.0               scater_1.38.0                     scuttle_1.20.0                   
##  [4] scRNAseq_2.24.0                   dorothea_1.22.0                   igraph_2.2.1                     
##  [7] org.Hs.eg.db_3.22.0               nabor_0.5.0                       msigdbr_25.1.1                   
## [10] epiregulon.extra_1.6.0            zellkonverter_1.20.0              ensembldb_2.34.0                 
## [13] AnnotationFilter_1.34.0           GenomicFeatures_1.62.0            AnnotationDbi_1.72.0             
## [16] pbmcMultiome.SeuratData_0.1.4     SeuratData_0.2.2.9002             Signac_1.16.0                    
## [19] Seurat_5.3.1                      SeuratObject_5.2.0                sp_2.2-0                         
## [22] epiregulon.archr_0.99.8           rhdf5_2.54.1                      RcppArmadillo_15.2.2-1           
## [25] Rcpp_1.1.0                        sparseMatrixStats_1.22.0          data.table_1.17.8                
## [28] stringr_1.6.0                     plyr_1.8.9                        magrittr_2.0.4                   
## [31] ggplot2_4.0.1                     gtable_0.3.6                      gtools_3.9.5                     
## [34] gridExtra_2.3                     devtools_2.4.6                    usethis_3.2.1                    
## [37] ArchR_1.0.3.1                     Matrix_1.7-4                      BSgenome.Hsapiens.UCSC.hg38_1.4.5
## [40] BSgenome_1.78.0                   rtracklayer_1.70.0                BiocIO_1.20.0                    
## [43] Biostrings_2.78.0                 XVector_0.50.0                    GenomeInfoDb_1.46.2              
## [46] epiregulon_2.0.2                  scMultiome_1.10.0                 SingleCellExperiment_1.32.0      
## [49] MultiAssayExperiment_1.36.1       SummarizedExperiment_1.40.0       Biobase_2.70.0                   
## [52] GenomicRanges_1.62.0              Seqinfo_1.0.0                     IRanges_2.44.0                   
## [55] S4Vectors_0.48.0                  MatrixGenerics_1.22.0             matrixStats_1.5.0                
## [58] ExperimentHub_3.0.0               AnnotationHub_4.0.0               BiocFileCache_3.0.0              
## [61] dbplyr_2.5.1                      BiocGenerics_0.56.0               generics_0.1.4                   
## [64] BiocStyle_2.38.0                 
## 
## loaded via a namespace (and not attached):
##   [1] graph_1.88.0                      ica_1.0-3                         plotly_4.11.0                    
##   [4] BiocBaseUtils_1.12.0              doParallel_1.0.17                 tidyselect_1.2.1                 
##   [7] bit_4.6.0                         clue_0.3-66                       lattice_0.22-7                   
##  [10] rjson_0.2.23                      blob_1.2.4                        S4Arrays_1.10.1                  
##  [13] dichromat_2.0-0.1                 seqLogo_1.76.0                    png_0.1-8                        
##  [16] cli_3.6.5                         ggplotify_0.1.3                   ProtGenerics_1.42.0              
##  [19] goftest_1.2-3                     bluster_1.20.0                    purrr_1.2.0                      
##  [22] EnrichmentBrowser_2.40.0          BiocNeighbors_2.4.0               uwot_0.2.4                       
##  [25] curl_7.0.0                        mime_0.13                         evaluate_1.0.5                   
##  [28] tidytree_0.4.6                    ComplexHeatmap_2.26.0             stringi_1.8.7                    
##  [31] backports_1.5.0                   XML_3.99-0.20                     httpuv_1.6.16                    
##  [34] clusterProfiler_4.18.2            rappdirs_0.3.3                    splines_4.5.0                    
##  [37] RcppRoll_0.3.1                    ggraph_2.2.2                      bcellViper_1.46.0                
##  [40] dplyr_1.1.4                       sctransform_0.4.2                 ggbeeswarm_0.7.3                 
##  [43] sessioninfo_1.2.3                 DBI_1.2.3                         HDF5Array_1.38.0                 
##  [46] jquerylib_0.1.4                   withr_3.0.2                       systemfonts_1.3.1                
##  [49] enrichplot_1.30.4                 lmtest_0.9-40                     ggnewscale_0.5.2                 
##  [52] GSEABase_1.72.0                   tidygraph_1.3.1                   BiocManager_1.30.27              
##  [55] htmlwidgets_1.6.4                 fs_1.6.6                          ggrepel_0.9.6                    
##  [58] labeling_0.4.3                    SparseArray_1.10.6                h5mread_1.2.1                    
##  [61] annotate_1.88.0                   reticulate_1.44.1                 zoo_1.8-14                       
##  [64] knitr_1.50                        TFBSTools_1.48.0                  UCSC.utils_1.6.0                 
##  [67] TFMPvalue_0.0.9                   foreach_1.5.2                     patchwork_1.3.2                  
##  [70] caTools_1.18.3                    ggtree_4.0.1                      pwalign_1.6.0                    
##  [73] R.oo_1.27.1                       ggiraph_0.9.2                     RSpectra_0.16-2                  
##  [76] irlba_2.3.5.1                     ggrastr_1.0.2                     alabaster.schemas_1.10.0         
##  [79] fastDummies_1.7.5                 gridGraphics_0.5-1                ellipsis_0.3.2                   
##  [82] lazyeval_0.2.2                    yaml_2.3.12                       survival_3.8-3                   
##  [85] scattermore_1.2                   BiocVersion_3.22.0                crayon_1.5.3                     
##  [88] RcppAnnoy_0.0.22                  RColorBrewer_1.1-3                tidyr_1.3.1                      
##  [91] progressr_0.18.0                  tweenr_2.0.3                      later_1.4.4                      
##  [94] Rgraphviz_2.54.0                  GlobalOptions_0.1.3               ggridges_0.5.7                   
##  [97] codetools_0.2-20                  KEGGREST_1.50.0                   shape_1.4.6.1                    
## [100] Rtsne_0.17                        limma_3.66.0                      gdtools_0.4.4                    
## [103] Rsamtools_2.26.0                  filelock_1.0.3                    pkgconfig_2.0.3                  
## [106] KEGGgraph_1.70.0                  spatstat.univar_3.1-5             GenomicAlignments_1.46.0         
## [109] aplot_0.2.9                       alabaster.base_1.10.0             spatstat.sparse_3.1-0            
## [112] ape_5.8-1                         viridisLite_0.4.2                 xtable_1.8-4                     
## [115] httr_1.4.7                        tools_4.5.0                       globals_0.18.0                   
## [118] pkgbuild_1.4.8                    beeswarm_0.4.0                    checkmate_2.3.3                  
## [121] nlme_3.1-168                      assertthat_0.2.1                  digest_0.6.39                    
## [124] bookdown_0.46                     dir.expiry_1.18.0                 farver_2.1.2                     
## [127] reshape2_1.4.5                    yulab.utils_0.2.2                 viridis_0.6.5                    
## [130] DirichletMultinomial_1.52.0       glue_1.8.0                        cachem_1.1.0                     
## [133] polyclip_1.10-7                   parallelly_1.45.1                 pkgload_1.4.1                    
## [136] statmod_1.5.1                     RcppHNSW_0.6.0                    ScaledMatrix_1.18.0              
## [139] fontBitstreamVera_0.1.1           pbapply_1.7-4                     httr2_1.2.2                      
## [142] spam_2.11-1                       gson_0.1.0                        dqrng_0.4.1                      
## [145] basilisk_1.22.0                   graphlayouts_1.2.2                alabaster.se_1.10.0              
## [148] shiny_1.12.1                      tidydr_0.0.6                      scrapper_1.4.0                   
## [151] R.utils_2.13.0                    rhdf5filters_1.22.0               RCurl_1.98-1.17                  
## [154] alabaster.sce_1.10.0              memoise_2.0.1                     rmarkdown_2.30                   
## [157] scales_1.4.0                      R.methodsS3_1.8.2                 gypsum_1.6.0                     
## [160] future_1.68.0                     chromote_0.5.1                    RANN_2.6.2                       
## [163] fontLiberation_0.1.0              Cairo_1.7-0                       spatstat.data_3.1-9              
## [166] rstudioapi_0.17.1                 cluster_2.1.8.1                   spatstat.utils_3.2-0             
## [169] fitdistrplus_1.2-4                cowplot_1.2.0                     colorspace_2.1-2                 
## [172] FNN_1.1.4.1                       rlang_1.1.6                       BSgenome.Hsapiens.UCSC.hg19_1.4.3
## [175] dotCall64_1.2                     circlize_0.4.17                   ggforce_0.5.0                    
## [178] ggtangle_0.0.9                    xfun_0.54                         alabaster.matrix_1.10.0          
## [181] iterators_1.0.14                  remotes_2.5.0                     abind_1.4-8                      
## [184] GOSemSim_2.36.0                   tibble_3.3.0                      treeio_1.34.0                    
## [187] Rhdf5lib_1.32.0                   motifmatchr_1.32.0                bitops_1.0-9                     
## [190] ps_1.9.1                          promises_1.5.0                    scatterpie_0.2.6                 
## [193] RSQLite_2.4.5                     qvalue_2.42.0                     fgsea_1.36.0                     
## [196] DelayedArray_0.36.0               GO.db_3.22.0                      compiler_4.5.0                   
## [199] alabaster.ranges_1.10.0           beachmat_2.26.0                   listenv_0.10.0                   
## [202] fontquiver_0.2.1                  edgeR_4.8.0                       BiocSingular_1.26.1              
## [205] tensor_1.5.1                      MASS_7.3-65                       BiocParallel_1.44.0              
## [208] babelgene_22.9                    spatstat.random_3.4-3             R6_2.6.1                         
## [211] fastmap_1.2.0                     fastmatch_1.1-6                   vipor_0.4.7                      
## [214] ROCR_1.0-11                       websocket_1.4.4                   rsvd_1.0.5                       
## [217] KernSmooth_2.23-26                miniUI_0.1.2                      deldir_2.0-4                     
## [220] htmltools_0.5.9                   bit64_4.6.0-1                     spatstat.explore_3.6-0           
## [223] lifecycle_1.0.4                   S7_0.2.1                          processx_3.8.6                   
## [226] restfulr_0.0.16                   sass_0.4.10                       vctrs_0.6.5                      
## [229] rsconnect_1.7.0                   spatstat.geom_3.6-1               DOSE_4.4.0                       
## [232] scran_1.38.0                      ggfun_0.2.0                       future.apply_1.20.1              
## [235] bslib_0.9.0                       pillar_1.11.1                     magick_2.9.0                     
## [238] metapod_1.18.0                    locfit_1.5-9.12                   otel_0.2.0                       
## [241] jsonlite_2.0.0                    GetoptLong_1.1.0                  cigarillo_1.0.0