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

97A8E2B1-059B-4527-8FB4-116F718FFD16

c2759ae6-8142-5a0a-8e4a-96b7bbb6c51f

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
17.83837056504599
age_years
58
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

  • INTERFERON_GAMMA_RESPONSE+0.563
  • MYC_TARGETS_V1+0.541
  • INTERFERON_ALPHA_RESPONSE+0.538
  • ALLOGRAFT_REJECTION+0.509
  • IL6_JAK_STAT3_SIGNALING+0.505
  • OXIDATIVE_PHOSPHORYLATION+0.499
  • INFLAMMATORY_RESPONSE+0.478
  • TNFA_SIGNALING_VIA_NFKB+0.474
  • E2F_TARGETS+0.434
  • MTORC1_SIGNALING+0.433

Top 10 suppressed

  • KRAS_SIGNALING_DN-0.351
  • HEDGEHOG_SIGNALING-0.325
  • WNT_BETA_CATENIN_SIGNALING-0.323
  • MITOTIC_SPINDLE-0.307
  • MYOGENESIS-0.278
  • APICAL_SURFACE-0.269
  • APICAL_JUNCTION-0.188
  • ESTROGEN_RESPONSE_EARLY-0.148
  • SPERMATOGENESIS-0.136
  • PANCREAS_BETA_CELLS-0.092

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
1FBB4DAFD-11F1-498F-95C5-73D8B735465B
brain-umap@2
0.982
2BDBF3ACE-7DC0-47C1-9B03-E2EDCF0B6CE6
brain-umap@2
0.981
39E5B5D00-45A2-48A9-9F57-0B4AAE9E4E25
brain-umap@2
0.980
4E89DB941-19C3-4CD9-9117-EAAF3B2AFD76
brain-umap@2
0.979
5B8AED170-C88C-4A86-8377-93B5D14AB334
brain-umap@2
0.971
6AB5294B5-4A59-493A-9016-C2778735745F
brain-umap@2
0.968
73E499D12-B08A-491C-98C6-19EA420BDC99
brain-umap@2
0.966
8FFECD0E9-70C2-44BD-B0B4-E8C4B60B793A
brain-umap@2
0.961
9DF145DF3-D7FD-48C9-ADC8-0B8618DC65A8
brain-umap@2
0.960
10A2170829-B80C-49F2-8FB6-39B8ACFB27CB
brain-umap@2
0.958

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
INTERFERON_GAMMA_RESPONSE0.563Idelalisib— uncovered
MYC_TARGETS_V10.541Inavolisib— uncovered
INTERFERON_ALPHA_RESPONSE0.538Inavolisib— uncovered
ALLOGRAFT_REJECTION0.509Idelalisib— uncovered
IL6_JAK_STAT3_SIGNALING0.505Inavolisib— uncovered
OXIDATIVE_PHOSPHORYLATION0.499Remibrutinib— uncovered
INFLAMMATORY_RESPONSE0.478Idelalisib— uncovered
TNFA_SIGNALING_VIA_NFKB0.474Inavolisib— uncovered
E2F_TARGETS0.434Inavolisib— uncovered
MTORC1_SIGNALING0.433Inavolisib— uncovered
DNA_REPAIR0.431Idelalisib— uncovered
REACTIVE_OXYGEN_SPECIES_PATHWAY0.412Inavolisib— uncovered
PROTEIN_SECRETION0.391Remibrutinib— uncovered
APOPTOSIS0.389Idelalisib— uncovered
ANGIOGENESIS0.385Remibrutinib— uncovered
EPITHELIAL_MESENCHYMAL_TRANSITION0.381Inavolisib— uncovered
IL2_STAT5_SIGNALING0.380Idelalisib— uncovered
COMPLEMENT0.358Inavolisib— uncovered
COAGULATION0.349Binimetinib— uncovered
GLYCOLYSIS0.335Inavolisib— uncovered