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

31550B35-DA39-4294-8368-811A412B2E3A

bc343957-3af8-533e-9927-b1f13e3d1568

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
2.6938239159001314
age_years
50
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

  • OXIDATIVE_PHOSPHORYLATION+0.550
  • INTERFERON_ALPHA_RESPONSE+0.546
  • REACTIVE_OXYGEN_SPECIES_PATHWAY+0.523
  • INTERFERON_GAMMA_RESPONSE+0.487
  • DNA_REPAIR+0.447
  • MYC_TARGETS_V1+0.417
  • ALLOGRAFT_REJECTION+0.415
  • TNFA_SIGNALING_VIA_NFKB+0.414
  • UV_RESPONSE_UP+0.412
  • ADIPOGENESIS+0.388

Top 10 suppressed

  • HEDGEHOG_SIGNALING-0.416
  • MITOTIC_SPINDLE-0.371
  • WNT_BETA_CATENIN_SIGNALING-0.327
  • UV_RESPONSE_DN-0.295
  • SPERMATOGENESIS-0.232
  • ANDROGEN_RESPONSE-0.229
  • KRAS_SIGNALING_DN-0.193
  • ESTROGEN_RESPONSE_EARLY-0.174
  • APICAL_JUNCTION-0.121
  • APICAL_SURFACE-0.083

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
1551ADCCD-D116-43D8-AABC-E7E111D79E70
brain-umap@2
0.928
2FBB4DAFD-11F1-498F-95C5-73D8B735465B
brain-umap@2
0.927
3A2170829-B80C-49F2-8FB6-39B8ACFB27CB
brain-umap@2
0.918
493708EED-CBE1-4B2E-A571-34316ACFE748
brain-umap@2
0.918
5DB8DD33B-34B6-4F4B-AD87-D666899A26BC
brain-umap@2
0.916
6FFECD0E9-70C2-44BD-B0B4-E8C4B60B793A
brain-umap@2
0.915
74B4647B5-1964-49A9-AC25-89AB4A669341
brain-umap@2
0.915
89E5B5D00-45A2-48A9-9F57-0B4AAE9E4E25
brain-umap@2
0.902
9B8AED170-C88C-4A86-8377-93B5D14AB334
brain-umap@2
0.894
10BDBF3ACE-7DC0-47C1-9B03-E2EDCF0B6CE6
brain-umap@2
0.892

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
OXIDATIVE_PHOSPHORYLATION0.550Remibrutinib— uncovered
INTERFERON_ALPHA_RESPONSE0.546Inavolisib— uncovered
REACTIVE_OXYGEN_SPECIES_PATHWAY0.523Inavolisib— uncovered
INTERFERON_GAMMA_RESPONSE0.487Idelalisib— uncovered
DNA_REPAIR0.447Idelalisib— uncovered
MYC_TARGETS_V10.417Inavolisib— uncovered
ALLOGRAFT_REJECTION0.415Idelalisib— uncovered
TNFA_SIGNALING_VIA_NFKB0.414Inavolisib— uncovered
UV_RESPONSE_UP0.412Idelalisib— uncovered
ADIPOGENESIS0.388Inavolisib— uncovered
APOPTOSIS0.387Idelalisib— uncovered
COAGULATION0.378Binimetinib— uncovered
COMPLEMENT0.370Inavolisib— uncovered
P53_PATHWAY0.355Idelalisib— uncovered
XENOBIOTIC_METABOLISM0.348Inavolisib— uncovered
FATTY_ACID_METABOLISM0.340Inavolisib— uncovered
NOTCH_SIGNALING0.333Inavolisib— uncovered
INFLAMMATORY_RESPONSE0.309Idelalisib— uncovered
GLYCOLYSIS0.288Inavolisib— uncovered
MTORC1_SIGNALING0.275Inavolisib— uncovered