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

ec054d40-e5b8-496a-8c99-5e7f88f2cf37

b80fba2f-324c-50c4-b75b-ef6b97648bea

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
51

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+0.550
  • HEDGEHOG_SIGNALING+0.490
  • UV_RESPONSE_DN+0.450
  • ALLOGRAFT_REJECTION+0.430
  • IL6_JAK_STAT3_SIGNALING+0.420
  • INTERFERON_GAMMA_RESPONSE+0.420
  • INTERFERON_ALPHA_RESPONSE+0.410
  • KRAS_SIGNALING_UP+0.400
  • TNFA_SIGNALING_VIA_NFKB+0.400

Top 10 suppressed

  • OXIDATIVE_PHOSPHORYLATION-0.490
  • MYC_TARGETS_V1-0.460
  • DNA_REPAIR-0.440
  • MYC_TARGETS_V2-0.410
  • E2F_TARGETS-0.390
  • FATTY_ACID_METABOLISM-0.360
  • MTORC1_SIGNALING-0.330
  • GLYCOLYSIS-0.320
  • PEROXISOME-0.300
  • UNFOLDED_PROTEIN_RESPONSE-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
0.950
280cb0e05-387d-4bd8-b49c-ff2aae043982
colon-landscapes@1
0.949
3c277dab0-361f-4aa6-96b1-522a6e556ae1
colon-landscapes@1
0.945
42cec663c-00c8-48b5-967b-f2a53c0fb409
colon-landscapes@1
0.942
521196229-e39e-4846-be58-a1055b3ae50e
colon-landscapes@1
0.939
6TCGA-CR-7376-01A-11R-2132-07
head-neck@1
0.934
767ed15bc-bbe5-4da7-81f9-002c54483f67
colon-landscapes@1
0.932
8b02dc7a2-3615-4b6c-a3dd-a866d8561d9d
colon-landscapes@1
0.930
9SRR12202441
bladder-landscape@3
0.926
1059f108c6-677f-4cf2-89fd-6bd15133dd6f
colon-landscapes@1
0.922

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
EPITHELIAL_MESENCHYMAL_TRANSITION0.600Inavolisib— uncovered
ANGIOGENESIS0.550Remibrutinib— uncovered
HEDGEHOG_SIGNALING0.490Inavolisib— uncovered
UV_RESPONSE_DN0.450Inavolisib— uncovered
ALLOGRAFT_REJECTION0.430Idelalisib— uncovered
IL6_JAK_STAT3_SIGNALING0.420Inavolisib— uncovered
INTERFERON_GAMMA_RESPONSE0.420Idelalisib— uncovered
INTERFERON_ALPHA_RESPONSE0.410Inavolisib— uncovered
KRAS_SIGNALING_UP0.400Inavolisib— uncovered
TNFA_SIGNALING_VIA_NFKB0.400Inavolisib— uncovered
INFLAMMATORY_RESPONSE0.380Idelalisib— uncovered
MYOGENESIS0.370Inavolisib— uncovered
COMPLEMENT0.350Inavolisib— uncovered
APICAL_JUNCTION0.330Inavolisib— uncovered
COAGULATION0.290Binimetinib— uncovered
IL2_STAT5_SIGNALING0.260Idelalisib— uncovered
KRAS_SIGNALING_DN0.260Remibrutinib— uncovered
TGF_BETA_SIGNALING0.250Inavolisib— uncovered
APOPTOSIS0.180Idelalisib— uncovered
APICAL_SURFACE0.150Temsirolimus— uncovered