Chapter 4 Others

4.1 R Session info

# Show session information
sessionInfo()
## R version 4.2.3 (2023-03-15)
## Platform: x86_64-apple-darwin17.0 (64-bit)
## Running under: macOS Monterey 12.6.8
## 
## Matrix products: default
## LAPACK: /Library/Frameworks/R.framework/Versions/4.2/Resources/lib/libRlapack.dylib
## 
## locale:
## [1] en_US.UTF-8/en_US.UTF-8/en_US.UTF-8/C/en_US.UTF-8/en_US.UTF-8
## 
## attached base packages:
## [1] stats4    stats     graphics  grDevices utils     datasets  methods   base     
## 
## other attached packages:
##  [1] knitr_1.44                  SingleR_2.0.0               SummarizedExperiment_1.28.0
##  [4] Biobase_2.58.0              GenomicRanges_1.50.2        GenomeInfoDb_1.34.9        
##  [7] IRanges_2.32.0              S4Vectors_0.36.2            BiocGenerics_0.44.0        
## [10] MatrixGenerics_1.10.0       harmony_1.1.0               Rcpp_1.0.11                
## [13] pheatmap_1.0.12             ggthemes_4.2.4              stringr_1.5.0              
## [16] openxlsx_4.2.5.2            ggpubr_0.6.0                ggplot2_3.4.4              
## [19] matrixStats_1.0.0           gplots_3.1.3                Matrix_1.6-1               
## [22] dplyr_1.1.3                 SeuratObject_4.1.4          Seurat_4.4.0               
## 
## loaded via a namespace (and not attached):
##   [1] utf8_1.2.4                spatstat.explore_3.2-5    reticulate_1.34.0        
##   [4] tidyselect_1.2.0          htmlwidgets_1.6.2         grid_4.2.3               
##   [7] BiocParallel_1.32.6       Rtsne_0.16                munsell_0.5.0            
##  [10] ScaledMatrix_1.6.0        codetools_0.2-19          ragg_1.2.6               
##  [13] ica_1.0-3                 future_1.33.0             miniUI_0.1.1.1           
##  [16] withr_2.5.1               spatstat.random_3.2-1     colorspace_2.1-0         
##  [19] progressr_0.14.0          rstudioapi_0.15.0         ROCR_1.0-11              
##  [22] ggsignif_0.6.4            tensor_1.5                listenv_0.9.0            
##  [25] labeling_0.4.3            GenomeInfoDbData_1.2.9    polyclip_1.10-6          
##  [28] farver_2.1.1              parallelly_1.36.0         vctrs_0.6.4              
##  [31] generics_0.1.3            xfun_0.40                 R6_2.5.1                 
##  [34] ggbeeswarm_0.7.2          rsvd_1.0.5                cachem_1.0.8             
##  [37] bitops_1.0-7              spatstat.utils_3.0-3      DelayedArray_0.24.0      
##  [40] promises_1.2.1            scales_1.2.1              beeswarm_0.4.0           
##  [43] gtable_0.3.4              beachmat_2.14.2           globals_0.16.2           
##  [46] goftest_1.2-3             rlang_1.1.1               systemfonts_1.0.5        
##  [49] splines_4.2.3             rstatix_0.7.2             lazyeval_0.2.2           
##  [52] spatstat.geom_3.2-7       broom_1.0.5               yaml_2.3.7               
##  [55] reshape2_1.4.4            abind_1.4-5               backports_1.4.1          
##  [58] httpuv_1.6.12             tools_4.2.3               bookdown_0.36            
##  [61] ellipsis_0.3.2            jquerylib_0.1.4           RColorBrewer_1.1-3       
##  [64] ggridges_0.5.4            plyr_1.8.9                sparseMatrixStats_1.10.0 
##  [67] zlibbioc_1.44.0           purrr_1.0.2               RCurl_1.98-1.12          
##  [70] deldir_1.0-9              pbapply_1.7-2             cowplot_1.1.1            
##  [73] zoo_1.8-12                ggrepel_0.9.4             cluster_2.1.4            
##  [76] magrittr_2.0.3            data.table_1.14.8         scattermore_1.2          
##  [79] lmtest_0.9-40             RANN_2.6.1                fitdistrplus_1.1-11      
##  [82] patchwork_1.1.3           mime_0.12                 evaluate_0.22            
##  [85] xtable_1.8-4              RhpcBLASctl_0.23-42       gridExtra_2.3            
##  [88] compiler_4.2.3            tibble_3.2.1              KernSmooth_2.23-22       
##  [91] htmltools_0.5.6.1         later_1.3.1               tidyr_1.3.0              
##  [94] MASS_7.3-60               car_3.1-2                 cli_3.6.1                
##  [97] parallel_4.2.3            igraph_1.5.1              pkgconfig_2.0.3          
## [100] sp_2.1-1                  plotly_4.10.3             spatstat.sparse_3.0-2    
## [103] vipor_0.4.5               bslib_0.5.1               XVector_0.38.0           
## [106] digest_0.6.33             sctransform_0.4.1         RcppAnnoy_0.0.21         
## [109] spatstat.data_3.0-1       rmarkdown_2.25            leiden_0.4.3             
## [112] uwot_0.1.16               DelayedMatrixStats_1.20.0 shiny_1.7.5.1            
## [115] gtools_3.9.4              lifecycle_1.0.3           nlme_3.1-163             
## [118] jsonlite_1.8.7            carData_3.0-5             viridisLite_0.4.2        
## [121] limma_3.54.2              fansi_1.0.5               pillar_1.9.0             
## [124] lattice_0.22-4            ggrastr_1.0.2             fastmap_1.1.1            
## [127] httr_1.4.7                survival_3.5-7            glue_1.6.2               
## [130] zip_2.3.0                 png_0.1-8                 sass_0.4.7               
## [133] stringi_1.7.12            textshaping_0.3.7         BiocSingular_1.14.0      
## [136] caTools_1.18.2            irlba_2.3.5.1             future.apply_1.11.0      
## [139] ape_5.7-1

4.2 Reference