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

21196229-e39e-4846-be58-a1055b3ae50e

572ce70b-e875-5fdc-b273-68fc86298f42

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
55

GSVA pathway preview (50 Hallmark scores)

MeasuredDerivedReference

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

Top 10 elevated

  • EPITHELIAL_MESENCHYMAL_TRANSITION+0.600
  • ANGIOGENESIS+0.560
  • HEDGEHOG_SIGNALING+0.500
  • TNFA_SIGNALING_VIA_NFKB+0.440
  • APICAL_JUNCTION+0.400
  • UV_RESPONSE_DN+0.400
  • INFLAMMATORY_RESPONSE+0.370
  • KRAS_SIGNALING_UP+0.370
  • COAGULATION+0.350
  • MYOGENESIS+0.350

Top 10 suppressed

  • OXIDATIVE_PHOSPHORYLATION-0.650
  • MYC_TARGETS_V2-0.630
  • MYC_TARGETS_V1-0.590
  • E2F_TARGETS-0.460
  • DNA_REPAIR-0.440
  • FATTY_ACID_METABOLISM-0.390
  • REACTIVE_OXYGEN_SPECIES_PATHWAY-0.330
  • ADIPOGENESIS-0.320
  • G2M_CHECKPOINT-0.310
  • MTORC1_SIGNALING-0.290

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
1f22cfa82-a346-4fed-bc81-21a29bf990ee
colon-landscapes@1
0.960
24f709f4b-3140-47be-b55a-7713062545e9
colon-landscapes@1
0.948
367ed15bc-bbe5-4da7-81f9-002c54483f67
colon-landscapes@1
0.945
494f6e4f5-2447-4f1f-9f36-411f1c25a172
colon-landscapes@1
0.940
5ec054d40-e5b8-496a-8c99-5e7f88f2cf37
colon-landscapes@1
0.939
62cec663c-00c8-48b5-967b-f2a53c0fb409
colon-landscapes@1
0.934
71b5aacb8-0e2e-4888-bc61-48c4aa4d4684
colon-landscapes@1
0.934
8TCGA-CX-7085-01A-21R-2016-07
head-neck@1
0.927
94925248f-21e2-476e-937c-02e0a748c77b
colon-landscapes@1
0.925
10TCGA-50-8459-01A-11R-2326-07
lung-landscapes@6
cohortMD20.921

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
EPITHELIAL_MESENCHYMAL_TRANSITION0.600Inavolisib— uncovered
ANGIOGENESIS0.560Remibrutinib— uncovered
HEDGEHOG_SIGNALING0.500Inavolisib— uncovered
TNFA_SIGNALING_VIA_NFKB0.440Inavolisib— uncovered
APICAL_JUNCTION0.400Inavolisib— uncovered
UV_RESPONSE_DN0.400Inavolisib— uncovered
INFLAMMATORY_RESPONSE0.370Idelalisib— uncovered
KRAS_SIGNALING_UP0.370Inavolisib— uncovered
COAGULATION0.350Binimetinib— uncovered
MYOGENESIS0.350Inavolisib— uncovered
IL6_JAK_STAT3_SIGNALING0.340Inavolisib— uncovered
HYPOXIA0.310Idelalisib— uncovered
INTERFERON_GAMMA_RESPONSE0.290Idelalisib— uncovered
TGF_BETA_SIGNALING0.290Inavolisib— uncovered
INTERFERON_ALPHA_RESPONSE0.240Inavolisib— uncovered
KRAS_SIGNALING_DN0.240Remibrutinib— uncovered
APICAL_SURFACE0.230Temsirolimus— uncovered
COMPLEMENT0.220Inavolisib— uncovered
APOPTOSIS0.210Idelalisib— uncovered
IL2_STAT5_SIGNALING0.210Idelalisib— uncovered