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

0E9EAAED-A9A2-41E7-AC3A-49E94C933432

1e3a415c-2853-5dd0-be06-eac1f84a1597

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
overall_survival_months
1.1826544021024967
age_years
72
sex
Male

GSVA pathway preview (50 Hallmark scores)

MeasuredDerivedReference

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

Top 10 elevated

  • REACTIVE_OXYGEN_SPECIES_PATHWAY+0.655
  • INFLAMMATORY_RESPONSE+0.605
  • INTERFERON_GAMMA_RESPONSE+0.602
  • EPITHELIAL_MESENCHYMAL_TRANSITION+0.576
  • COMPLEMENT+0.570
  • ALLOGRAFT_REJECTION+0.568
  • IL6_JAK_STAT3_SIGNALING+0.568
  • INTERFERON_ALPHA_RESPONSE+0.567
  • OXIDATIVE_PHOSPHORYLATION+0.558
  • TNFA_SIGNALING_VIA_NFKB+0.520

Top 10 suppressed

  • KRAS_SIGNALING_DN-0.305
  • MITOTIC_SPINDLE-0.240
  • SPERMATOGENESIS-0.192
  • WNT_BETA_CATENIN_SIGNALING-0.067
  • G2M_CHECKPOINT+0.041
  • MYOGENESIS+0.075
  • MYC_TARGETS_V2+0.080
  • PANCREAS_BETA_CELLS+0.088
  • BILE_ACID_METABOLISM+0.109
  • HEDGEHOG_SIGNALING+0.110

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.

9 twins match this tumor's tissue · 1 come from a different tissue of origin

#SampleCancer typeSubtypecos similarity
125C4D537-0142-4DAA-874B-BC793336DE82
brain-umap@2
0.971
253D8CF8D-31BA-4CB8-A14F-5C9AB9554F5D
brain-umap@2
0.969
3665044AD-F2DD-43C2-BCDE-982A8F5C5830
brain-umap@2
0.959
415FB165D-6751-4894-A904-C77EA723CFCB
brain-umap@2
0.957
5BS_M8WP5T16
brain-umap@2
low-grade glioma0.953
6A219A5D7-C67B-4CF0-860A-78ADEB56A13D
brain-umap@2
0.951
70E5EDC5A-5AD4-499E-8777-CA6B6F63307F
brain-umap@2
0.951
86727027F-4BAB-41ED-87F3-ECC7B1718ECF
brain-umap@2
0.950
99BB56866-4E99-4E8A-A63F-2D4801558F14
brain-umap@2
0.949
105B9DEC62-3DC7-4DE2-8B20-3E191594FCB4
brain-umap@2
0.949

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 46 elevated pathways have at least one drug that meaningfully reverses them.

Pathway (elevated)tumor scoreBest drugreversal magnitude
REACTIVE_OXYGEN_SPECIES_PATHWAY0.655Inavolisib— uncovered
INFLAMMATORY_RESPONSE0.605Idelalisib— uncovered
INTERFERON_GAMMA_RESPONSE0.602Idelalisib— uncovered
EPITHELIAL_MESENCHYMAL_TRANSITION0.576Inavolisib— uncovered
COMPLEMENT0.570Inavolisib— uncovered
ALLOGRAFT_REJECTION0.568Idelalisib— uncovered
IL6_JAK_STAT3_SIGNALING0.568Inavolisib— uncovered
INTERFERON_ALPHA_RESPONSE0.567Inavolisib— uncovered
OXIDATIVE_PHOSPHORYLATION0.558Remibrutinib— uncovered
TNFA_SIGNALING_VIA_NFKB0.520Inavolisib— uncovered
APOPTOSIS0.515Idelalisib— uncovered
ANGIOGENESIS0.509Remibrutinib— uncovered
IL2_STAT5_SIGNALING0.482Idelalisib— uncovered
KRAS_SIGNALING_UP0.474Inavolisib— uncovered
HYPOXIA0.448Idelalisib— uncovered
MTORC1_SIGNALING0.448Inavolisib— uncovered
ADIPOGENESIS0.443Inavolisib— uncovered
P53_PATHWAY0.437Idelalisib— uncovered
COAGULATION0.418Binimetinib— uncovered
UV_RESPONSE_UP0.386Idelalisib— uncovered