Single cell RNA-seq analysis of pancreatic islets with drug treatment. This is the code used to analyze this dataset.
Scripts to analyze all data are in src/, see the readme file in this directory for more details. Additional data (i.e. list of marker genes, etc) are in the folder metadata/.
The code provided requires the setting of two environmental variables $CODEBASE (where the code is) and $PROCESSED (where the data is and analysis results will be stored). For example:
export CODEBASE="$HOME/code/"
export PROCESSED="$HOME/projects/"
Genome alignments are based on CellRanger (version 2.1.0). Statistical analysis is based on R (version 3.4.0), using the following packages:
- SoupX (version 0.1.1)
- Seurat (version 2.0.1)
- cowplot (version 0.8.0)
- Rtsne (version 0.13)
- ROCR (version 1.0-7)
- gplots (version 3.0.1.1)
- rhdf5 (version 2.20.0)
- pryr (version 0.1.4)
- project.init (version 0.0.1)
- pheatmap (version 1.0.12)
- glmnet (version 2.0-18)
- enrichR (version 1.0)
- dplyr (version 0.7.2)
- doMC (version 1.3.4)
- iterators (version 1.0.12)
- foreach (version 1.4.3)
- data.table (version 1.12.2)
- cellrangerRkit (version 2.0.0)
- Rmisc (version 1.5)
- plyr (version 1.8.4)
- lattice (version 0.20-38)
- ggplot2 (version 3.1.1)
- RColorBrewer (version 1.1-2)
- Matrix (version 1.2-17)