Table 1.
CPADS | canSAR [18] | CellMiner [19] | GSCALite [21] | PharmacoDB [22] | DRESIS [23] | |
---|---|---|---|---|---|---|
Dataset | TCGA, GDSC, GEO(including NCI-60) | TCGA, ICGC | GDSC, CCLE, CTRP, NCI-60 | GDSC, TCGA, GTEx | NCI-60, GDSC, PRISM, CCLE, gCSI | DrugBank, CCNSC, TTD |
Sample | ~29 000 | ~25 000 | 1400 | 23 594 | 1757 | – |
Cancer Type | 44 | 26 | 60 | 33 | 30 | 125 |
Cancer Analysis Module | ①Differential expression gene analysis | Genomic data analysis | Correlation analysis | ①Genomic data analysis | ①Genomic data analysis | Resistance mechanisms analysis |
②Correlation analysis | ②Pathway activity | ②Correlation analysis | ||||
③Pathway analysis(GSEA, ssGSEA, Pathview) | ③miRNA network | ③Drug sensitivity | ||||
④Drug analysis | ④Drug sensitivity | |||||
⑤Gene perturbations | ||||||
Parameters Customization | YES | NO | NO | NO | NO | NO |
Colour Customization | YES | NO | NO | NO | NO | NO |
TCGA, The Cancer Genome Atlas; GDSC, The Cancer Genome Atlas; GEO, Gene Expression Omnibus; GSEA, Gene Set Enrichment Analysis; ssGSEA, Single sample gene set enrichment analysis; ICGC, International Cancer Genome Consortium; CCLE, Cancer Cell Line Encyclopedia; CTRP, Cancer Therapeutics Response Portal; NCI, National Cancer Institute; GTEx, Genotype-Tissue Expression; PRISM, Profiling Relative Inhibition Simultaneously in Mixtures; gCSI, Genentech Cell Line Screening Initiative; CCNSC, Cancer Chemotherapy National Service Center; TTD, Therapeutic Target Database.