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

cdb7b56c-ddca-4596-bfa2-6823c12837e2

e995fc65-1a49-5493-b315-f9805c45e693

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
60

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+0.660
  • ANGIOGENESIS+0.490
  • TGF_BETA_SIGNALING+0.460
  • UV_RESPONSE_DN+0.450
  • APICAL_JUNCTION+0.430
  • COAGULATION+0.390
  • MYOGENESIS+0.390
  • KRAS_SIGNALING_UP+0.380
  • HEDGEHOG_SIGNALING+0.370
  • ALLOGRAFT_REJECTION+0.360

Top 10 suppressed

  • OXIDATIVE_PHOSPHORYLATION-0.540
  • E2F_TARGETS-0.500
  • MYC_TARGETS_V1-0.460
  • MYC_TARGETS_V2-0.460
  • G2M_CHECKPOINT-0.400
  • DNA_REPAIR-0.300
  • MTORC1_SIGNALING-0.260
  • REACTIVE_OXYGEN_SPECIES_PATHWAY-0.230
  • FATTY_ACID_METABOLISM-0.160
  • GLYCOLYSIS-0.160

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
1TCGA-75-7030-01A-11R-1949-07
lung-landscapes@6
cohortA10.944
2TCGA-BH-A0DI-01A-21R-A12P-07
breast-umap@18
A0.941
3TCGA-CV-6934-01A-11R-1915-07
head-neck@1
0.940
4TCGA-78-8648-01A-11R-2403-07
lung-landscapes@6
cohortMD20.940
5TCGA-44-6774-01A-21R-1858-07
lung-landscapes@6
cohortA10.925
6TCGA-CX-7085-01A-21R-2016-07
head-neck@1
0.923
71b5aacb8-0e2e-4888-bc61-48c4aa4d4684
colon-landscapes@1
0.922
8SRR5088925
melanoma-umap@29
0.922
921196229-e39e-4846-be58-a1055b3ae50e
colon-landscapes@1
0.921
1067ed15bc-bbe5-4da7-81f9-002c54483f67
colon-landscapes@1
0.921

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
EPITHELIAL_MESENCHYMAL_TRANSITION0.660Inavolisib— uncovered
ANGIOGENESIS0.490Remibrutinib— uncovered
TGF_BETA_SIGNALING0.460Inavolisib— uncovered
UV_RESPONSE_DN0.450Inavolisib— uncovered
APICAL_JUNCTION0.430Inavolisib— uncovered
COAGULATION0.390Binimetinib— uncovered
MYOGENESIS0.390Inavolisib— uncovered
KRAS_SIGNALING_UP0.380Inavolisib— uncovered
HEDGEHOG_SIGNALING0.370Inavolisib— uncovered
ALLOGRAFT_REJECTION0.360Idelalisib— uncovered
INFLAMMATORY_RESPONSE0.360Idelalisib— uncovered
WNT_BETA_CATENIN_SIGNALING0.340Inavolisib— uncovered
APICAL_SURFACE0.330Temsirolimus— uncovered
COMPLEMENT0.290Inavolisib— uncovered
APOPTOSIS0.280Idelalisib— uncovered
IL2_STAT5_SIGNALING0.280Idelalisib— uncovered
TNFA_SIGNALING_VIA_NFKB0.270Inavolisib— uncovered
NOTCH_SIGNALING0.260Inavolisib— uncovered
INTERFERON_GAMMA_RESPONSE0.230Idelalisib— uncovered
PANCREAS_BETA_CELLS0.230Cobimetinib— uncovered