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

6727027F-4BAB-41ED-87F3-ECC7B1718ECF

013a0a88-8fcc-53af-a0a0-c01ae20edf74

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
0.19710906701708278
age_years
63
sex
Female

GSVA pathway preview (50 Hallmark scores)

MeasuredDerivedReference

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

Top 10 elevated

  • ANGIOGENESIS+0.637
  • EPITHELIAL_MESENCHYMAL_TRANSITION+0.597
  • IL6_JAK_STAT3_SIGNALING+0.560
  • ALLOGRAFT_REJECTION+0.553
  • INFLAMMATORY_RESPONSE+0.534
  • INTERFERON_GAMMA_RESPONSE+0.527
  • HYPOXIA+0.493
  • REACTIVE_OXYGEN_SPECIES_PATHWAY+0.490
  • TNFA_SIGNALING_VIA_NFKB+0.486
  • INTERFERON_ALPHA_RESPONSE+0.480

Top 10 suppressed

  • KRAS_SIGNALING_DN-0.358
  • SPERMATOGENESIS-0.343
  • PANCREAS_BETA_CELLS-0.342
  • HEDGEHOG_SIGNALING-0.004
  • WNT_BETA_CATENIN_SIGNALING+0.010
  • MYOGENESIS+0.088
  • MITOTIC_SPINDLE+0.111
  • BILE_ACID_METABOLISM+0.153
  • E2F_TARGETS+0.177
  • HEME_METABOLISM+0.179

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
1A219A5D7-C67B-4CF0-860A-78ADEB56A13D
brain-umap@2
0.980
20E5EDC5A-5AD4-499E-8777-CA6B6F63307F
brain-umap@2
0.975
344B1F003-553A-4C8A-A6AE-44C49262081C
brain-umap@2
0.966
425C4D537-0142-4DAA-874B-BC793336DE82
brain-umap@2
0.963
5CD273289-C865-4902-801B-E32CA866EB4B
brain-umap@2
0.963
6F9EB85A8-8E6D-44C0-8C59-50B1DB4E652B
brain-umap@2
0.962
7443B59BB-0BFD-459A-896E-FA07AA6C3A45
brain-umap@2
0.960
8665044AD-F2DD-43C2-BCDE-982A8F5C5830
brain-umap@2
0.959
918D7DFBC-A1C6-4DA8-9AF1-3A6F3E2A03BE
brain-umap@2
0.957
1015FB165D-6751-4894-A904-C77EA723CFCB
brain-umap@2
0.956

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
ANGIOGENESIS0.637Remibrutinib— uncovered
EPITHELIAL_MESENCHYMAL_TRANSITION0.597Inavolisib— uncovered
IL6_JAK_STAT3_SIGNALING0.560Inavolisib— uncovered
ALLOGRAFT_REJECTION0.553Idelalisib— uncovered
INFLAMMATORY_RESPONSE0.534Idelalisib— uncovered
INTERFERON_GAMMA_RESPONSE0.527Idelalisib— uncovered
HYPOXIA0.493Idelalisib— uncovered
REACTIVE_OXYGEN_SPECIES_PATHWAY0.490Inavolisib— uncovered
TNFA_SIGNALING_VIA_NFKB0.486Inavolisib— uncovered
INTERFERON_ALPHA_RESPONSE0.480Inavolisib— uncovered
APOPTOSIS0.470Idelalisib— uncovered
IL2_STAT5_SIGNALING0.461Idelalisib— uncovered
COMPLEMENT0.449Inavolisib— uncovered
GLYCOLYSIS0.425Inavolisib— uncovered
ADIPOGENESIS0.422Inavolisib— uncovered
OXIDATIVE_PHOSPHORYLATION0.416Remibrutinib— uncovered
MTORC1_SIGNALING0.398Inavolisib— uncovered
TGF_BETA_SIGNALING0.386Inavolisib— uncovered
P53_PATHWAY0.377Idelalisib— uncovered
KRAS_SIGNALING_UP0.369Inavolisib— uncovered