4.10 Summary

Step Decision made
Design formula ~ condition (treatment vs control)
LFC shrinkage apeglm method
Significance threshold padj < 0.05
Fold change threshold |log2FC| ≥ 1 (2-fold)
Annotation database org.EcK12.eg.db (for enrichment, next script)

Significant genes are saved and ready for gene set enrichment analysis in the next script.



sessionInfo()
## R version 4.4.1 (2024-06-14)
## Platform: aarch64-apple-darwin20
## Running under: macOS Sonoma 14.3
## 
## Matrix products: default
## BLAS:   /Library/Frameworks/R.framework/Versions/4.4-arm64/Resources/lib/libRblas.0.dylib 
## LAPACK: /Library/Frameworks/R.framework/Versions/4.4-arm64/Resources/lib/libRlapack.dylib;  LAPACK version 3.12.0
## 
## locale:
## [1] en_US.UTF-8/en_US.UTF-8/en_US.UTF-8/C/en_US.UTF-8/en_US.UTF-8
## 
## time zone: Europe/Copenhagen
## tzcode source: internal
## 
## attached base packages:
## [1] stats4    stats     graphics  grDevices utils     datasets  methods  
## [8] base     
## 
## other attached packages:
##  [1] plotly_4.12.0               DT_0.34.0                  
##  [3] kableExtra_1.4.0            knitr_1.51                 
##  [5] factoextra_2.0.0            pheatmap_1.0.13            
##  [7] RColorBrewer_1.1-3          ggpubr_0.6.3               
##  [9] DESeq2_1.46.0               SummarizedExperiment_1.36.0
## [11] Biobase_2.66.0              MatrixGenerics_1.18.1      
## [13] matrixStats_1.5.0           GenomicRanges_1.58.0       
## [15] GenomeInfoDb_1.42.3         IRanges_2.40.1             
## [17] S4Vectors_0.44.0            BiocGenerics_0.52.0        
## [19] reshape2_1.4.5              lubridate_1.9.5            
## [21] forcats_1.0.1               stringr_1.6.0              
## [23] dplyr_1.2.1                 purrr_1.2.2                
## [25] readr_2.2.0                 tidyr_1.3.2                
## [27] tibble_3.3.1                ggplot2_4.0.3              
## [29] tidyverse_2.0.0            
## 
## loaded via a namespace (and not attached):
##  [1] rlang_1.2.0             magrittr_2.0.5          otel_0.2.0             
##  [4] compiler_4.4.1          systemfonts_1.3.2       vctrs_0.7.3            
##  [7] pkgconfig_2.0.3         crayon_1.5.3            fastmap_1.2.0          
## [10] backports_1.5.1         XVector_0.46.0          labeling_0.4.3         
## [13] rmarkdown_2.31          tzdb_0.5.0              UCSC.utils_1.2.0       
## [16] xfun_0.57               zlibbioc_1.52.0         cachem_1.1.0           
## [19] jsonlite_2.0.0          DelayedArray_0.32.0     BiocParallel_1.40.2    
## [22] broom_1.0.12            parallel_4.4.1          R6_2.6.1               
## [25] bslib_0.10.0            stringi_1.8.7           car_3.1-5              
## [28] numDeriv_2016.8-1.1     jquerylib_0.1.4         Rcpp_1.1.1-1.1         
## [31] bookdown_0.46           Matrix_1.7-5            timechange_0.4.0       
## [34] tidyselect_1.2.1        rstudioapi_0.18.0       abind_1.4-8            
## [37] yaml_2.3.12             codetools_0.2-20        lattice_0.22-9         
## [40] plyr_1.8.9              withr_3.0.2             S7_0.2.2               
## [43] coda_0.19-4.1           evaluate_1.0.5          xml2_1.5.2             
## [46] pillar_1.11.1           carData_3.0-6           generics_0.1.4         
## [49] emdbook_1.3.14          hms_1.1.4               scales_1.4.0           
## [52] glue_1.8.1              lazyeval_0.2.3          tools_4.4.1            
## [55] apeglm_1.28.0           data.table_1.18.2.1     locfit_1.5-9.12        
## [58] ggsignif_0.6.4          mvtnorm_1.3-6           grid_4.4.1             
## [61] bbmle_1.0.25.1          crosstalk_1.2.2         bdsmatrix_1.3-7        
## [64] colorspace_2.1-2        GenomeInfoDbData_1.2.13 Formula_1.2-5          
## [67] cli_3.6.6               textshaping_1.0.5       S4Arrays_1.6.0         
## [70] viridisLite_0.4.3       svglite_2.2.2           gtable_0.3.6           
## [73] rstatix_0.7.3           sass_0.4.10             digest_0.6.39          
## [76] SparseArray_1.6.2       ggrepel_0.9.8           htmlwidgets_1.6.4      
## [79] farver_2.1.2            htmltools_0.5.9         lifecycle_1.0.5        
## [82] httr_1.4.8              MASS_7.3-65