REAGENT or RESOURCE | SOURCE | IDENTIFIER |
---|---|---|
Deposited data | ||
RNA-seq data and clinical information for TCGA-SKCM | Broad Institute | TCGA (https://gdac.broadinstitute.org/) |
TCGA mutation annotation format (MAF) files | Genomic Data Commons | https://gdc.cancer.gov/about-data/publications/pancanatlas |
Bulk RNA-seq and related clinical information of 215 melanoma patients validation data | Cabrita et al.53 | GEO: GSE65904 |
Bulk RNA-seq and related clinical information of 50 melanoma patients validation data | Xu et al.54 | GEO: GSE8401 |
Immune-related genes (IRGs) | Charoentong et al.55 Bindea et al.56 Xu et al.57 |
Table S6 of Charoentong et al.55Table S2 of Bindea et al.56Table S1A of Xu et al.57 |
Software and algorithms | ||
BASE | Chen et al.31 | |
R (v4.2.0) | R CRAN | https://cran.r-project.org/ |
glmnet R package (v4.1-2) | Friedman et al.58 | https://cran.r-project.org/web/packages/glmnet/index.html |
tidyr R package (v1.1.3) | Wickham59 | https://cran.r-project.org/web/packages/tidyr/index.html |
dplyr R package (v1.0.7) | Wickham et al.60 | https://cran.r-project.org/web/packages/dplyr/index.html |
data.table R package (v1.14.0) | Dowle et al.61 | https://cran.r-project.org/web/packages/data.table/index.html |
survival R package (v3.2-11) | Therneau et al.62 | https://cran.r-project.org/web/packages/survival/index.html |
survivalROC R package (v1.0.3) | Heagerty et al.63 | https://cran.r-project.org/web/packages/survivalROC/index.html |
xCELL | Aran et al.32 | https://github.com/dviraran/xCell |
fgsea R package (v1.26.0) | Korotkevich et al.64 | https://cran.r-project.org/web/packages/fgsea/index.html |
prcomp R package (v3.6.2) | Venables et al.65 | https://cran.r-project.org/web/packages/prcomp/index.html |
factoextra R package (v1.0.7) | Kassambara et al.66 | https://github.com/kassambara/factoextra |