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

9c8140ab-454c-4f62-aa6e-d1cfe4e498e0

9aeed517-de24-53bc-8cb0-39905ca43291

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
47

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+0.430
  • OXIDATIVE_PHOSPHORYLATION+0.400
  • MYC_TARGETS_V2+0.380
  • EPITHELIAL_MESENCHYMAL_TRANSITION+0.370
  • MYOGENESIS+0.360
  • COAGULATION+0.340
  • DNA_REPAIR+0.300
  • INTERFERON_ALPHA_RESPONSE+0.280
  • PANCREAS_BETA_CELLS+0.260
  • XENOBIOTIC_METABOLISM+0.260

Top 10 suppressed

  • ANDROGEN_RESPONSE-0.370
  • PROTEIN_SECRETION-0.360
  • G2M_CHECKPOINT-0.350
  • MITOTIC_SPINDLE-0.330
  • UV_RESPONSE_DN-0.330
  • E2F_TARGETS-0.260
  • TGF_BETA_SIGNALING-0.240
  • HEME_METABOLISM-0.150
  • TNFA_SIGNALING_VIA_NFKB-0.140
  • KRAS_SIGNALING_UP-0.130

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
1MNG482
mng-umap@100
0.819
205167d53-0b47-4131-bfa4-450b236b9fd5
colon-landscapes@1
0.814
3966a66a2-8aac-41e8-8007-88fd92d2e8e8
melanoma-umap@29
0.804
4SRR25043613
head-neck@1
0.798
5MDT-AP-2585
medullo-epn-umap@date-based
MedMedulloblastoma0.793
6b83a1cf6-50a6-44fa-834d-8b3df88149fa
colon-landscapes@1
0.785
7131e315e-6653-4199-b653-42b81644dad9
colon-landscapes@1
0.783
8f0f41799-29e8-43f9-b357-722df163e963
melanoma-umap@29
0.769
947661ed9-5c0e-442d-b072-3da8b14fab02
colon-landscapes@1
0.760
10b2b53efa-8a7b-4871-b6bb-6ebfb5cc0cea
colon-landscapes@1
0.752

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
REACTIVE_OXYGEN_SPECIES_PATHWAY0.430Inavolisib— uncovered
OXIDATIVE_PHOSPHORYLATION0.400Remibrutinib— uncovered
MYC_TARGETS_V20.380Idelalisib— uncovered
EPITHELIAL_MESENCHYMAL_TRANSITION0.370Inavolisib— uncovered
MYOGENESIS0.360Inavolisib— uncovered
COAGULATION0.340Binimetinib— uncovered
DNA_REPAIR0.300Idelalisib— uncovered
INTERFERON_ALPHA_RESPONSE0.280Inavolisib— uncovered
PANCREAS_BETA_CELLS0.260Cobimetinib— uncovered
XENOBIOTIC_METABOLISM0.260Inavolisib— uncovered
NOTCH_SIGNALING0.240Inavolisib— uncovered
WNT_BETA_CATENIN_SIGNALING0.240Inavolisib— uncovered
CHOLESTEROL_HOMEOSTASIS0.230Remibrutinib— uncovered
APICAL_JUNCTION0.220Inavolisib— uncovered
UV_RESPONSE_UP0.220Idelalisib— uncovered
P53_PATHWAY0.210Idelalisib— uncovered
ADIPOGENESIS0.190Inavolisib— uncovered
ESTROGEN_RESPONSE_LATE0.140Idelalisib— uncovered
ANGIOGENESIS0.120Remibrutinib— uncovered
INTERFERON_GAMMA_RESPONSE0.120Idelalisib— uncovered