Table 4.
Task & dataset | Number of classes | Number of genes | Number of samples | Prediction task |
Dx-Alizadeh | 3 | 4026 | 62 | Diffuse large B-cell lymphoma, follicular lymphoma, chronic lymphocytic leukemia |
Dx-Alon | 2 | 2000 | 62 | Colon tumors and normal tissues |
Dx-Armstrong | 3 | 11225 | 72 | AML, ALL and mixed-lineage leukemia (MLL) |
Dx-Bhattacharjee | 5 | 12600 | 203 | 4 lung cancer types and normal tissues |
Dx-Golub | 3 | 5327 | 72 | Acute myelogenous leukemia (AML), acute lymphoblastic leukemia (ALL) B-cell and ALL T-cell |
Dx-Khan | 4 | 2308 | 83 | Small, round blue cell tumors of childhood |
Dx-Nutt | 4 | 10367 | 50 | 4 malignant glioma types |
Dx-Pomeroy | 5 | 5920 | 90 | 5 human brain tumor types |
Dx-Ramaswamy | 26 | 15009 | 308 | 14 various human tumor types and 12 normal tissue types |
Dx-Ramaswamy2 | 2 | 13247 | 76 | Metastatic and primary tumors |
Dx-Shipp | 2 | 5469 | 77 | Diffuse large B-cell lymphomas and follicular lymphomas |
Dx-Singh | 2 | 10509 | 102 | Prostate tumor and normal tissues |
Dx-Staunton | 9 | 5726 | 60 | 9 various human tumor types |
Dx-Su | 11 | 12533 | 174 | 11 various human tumor types |
Px-Beer | 2 | 7129 | 86 | Lung adenocarcinoma survival |
Px-Bhattacharjee | 2 | 12600 | 62 | Lung adenocarcinoma 4-year survival |
Px-Iizuka | 2 | 7070 | 60 | Hepatocellular carcinoma 1-year recurrence-free survival |
Px-Pomeroy | 2 | 7129 | 60 | Medulloblastoma survival |
Px-Rosenwald | 2 | 7399 | 240 | Non-Hodgkin lymphoma survival |
Px-Veer | 2 | 24188 | 97 | Breast cancer 5-year metastasis-free survival |
Px-Veer2 | 3 | 24188 | 115 | Breast cancer 5-year metastasis-free survival, metastasis within 5 years, germline BRCA1 mutation |
Px-Yeoh | 2 | 12240 | 233 | Acute lymphocytic leukemia relapse-free survival |
The reference paper for each dataset is provided in the Additional File 3.