Research Use Only. KIRhub outputs are computational research artifacts. They are not validated for clinical decision-making, diagnosis, or treatment.

1f1b77a0-a237-47d7-b672-320c327517a3

538db6c1-da0f-559d-bdbd-643a66f0afca

Score in workbench →

Clinical attributes

From the source cohort, normalized into canonical keys plus the project's native columns.

cancer_type
cancer_type_detailed
subtype
age_years
61

GSVA pathway preview (50 Hallmark scores)

MeasuredDerivedReference

Top 10 most elevated and top 10 most suppressed Hallmark pathways for this sample.

Top 10 elevated

  • INTERFERON_ALPHA_RESPONSE+0.410
  • INTERFERON_GAMMA_RESPONSE+0.330
  • ALLOGRAFT_REJECTION+0.240
  • MITOTIC_SPINDLE+0.220
  • SPERMATOGENESIS+0.150
  • HEME_METABOLISM+0.100
  • KRAS_SIGNALING_DN+0.090
  • TNFA_SIGNALING_VIA_NFKB+0.090
  • CHOLESTEROL_HOMEOSTASIS+0.020
  • G2M_CHECKPOINT+0.020

Top 10 suppressed

  • EPITHELIAL_MESENCHYMAL_TRANSITION-0.650
  • OXIDATIVE_PHOSPHORYLATION-0.540
  • ANGIOGENESIS-0.500
  • MYC_TARGETS_V1-0.480
  • MYC_TARGETS_V2-0.440
  • HEDGEHOG_SIGNALING-0.430
  • ADIPOGENESIS-0.380
  • REACTIVE_OXYGEN_SPECIES_PATHWAY-0.370
  • MTORC1_SIGNALING-0.360
  • UNFOLDED_PROTEIN_RESPONSE-0.350

Patient twins — nearest pathway neighbors

MeasuredDerived

10 samples closest to this one in 50-dim pathway space, drawn from the Pathway Atlas. Cosine similarity = 1 means identical pathway state.

10 twins match this tumor's tissue · 0 come from a different tissue of origin

#SampleCancer typeSubtypecos similarity
1SRR10900583
melanoma-umap@29
0.818
2AUR-AG0J-TTP1-A-1-0-R-A741-41
breast-umap@18
D0.818
3ERR2208899
melanoma-umap@29
0.817
4TCGA-P3-A5QE-01A-11R-A28V-07
head-neck@1
0.809
5TCGA-MN-A4N5-01A-11R-A24X-07
lung-landscapes@6
cohortA10.803
6TCGA-DK-A3IV-01A-22R-A21D-07
bladder-landscape@3
0.801
7AUR-AF9A-TTP1-A-1-0-R-A741-41
breast-umap@18
D0.800
8TCGA-ZF-A9R7-01A-11R-A38B-07
bladder-landscape@3
0.799
9TCGA-EW-A1J5-01A-11R-A13Q-07
breast-umap@18
B0.788
10X65f5effa.07f7.4ed3.9e0a.3a0d9d451474
lung-landscapes@6
cohortA10.788

Per-pathway drug coverage

ModeledCalibratedDerived

For each elevated pathway in this tumor, the best-reversing drug across the catalog. Uncovered pathways = unmet need at pathway level for this one patient.

0 of 11 elevated pathways have at least one drug that meaningfully reverses them.

Pathway (elevated)tumor scoreBest drugreversal magnitude
INTERFERON_ALPHA_RESPONSE0.410Inavolisib— uncovered
INTERFERON_GAMMA_RESPONSE0.330Idelalisib— uncovered
ALLOGRAFT_REJECTION0.240Idelalisib— uncovered
MITOTIC_SPINDLE0.220Inavolisib— uncovered
SPERMATOGENESIS0.150Inavolisib— uncovered
HEME_METABOLISM0.100Temsirolimus— uncovered
KRAS_SIGNALING_DN0.090Remibrutinib— uncovered
TNFA_SIGNALING_VIA_NFKB0.090Inavolisib— uncovered
CHOLESTEROL_HOMEOSTASIS0.020Remibrutinib— uncovered
G2M_CHECKPOINT0.020Inavolisib— uncovered
IL2_STAT5_SIGNALING0.010Idelalisib— uncovered