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

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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
71

GSVA pathway preview (50 Hallmark scores)

MeasuredDerivedReference

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

Top 10 elevated

  • OXIDATIVE_PHOSPHORYLATION+0.470
  • INTERFERON_ALPHA_RESPONSE+0.420
  • FATTY_ACID_METABOLISM+0.350
  • REACTIVE_OXYGEN_SPECIES_PATHWAY+0.330
  • BILE_ACID_METABOLISM+0.320
  • MYC_TARGETS_V2+0.310
  • XENOBIOTIC_METABOLISM+0.310
  • PEROXISOME+0.290
  • PANCREAS_BETA_CELLS+0.260
  • P53_PATHWAY+0.240

Top 10 suppressed

  • EPITHELIAL_MESENCHYMAL_TRANSITION-0.600
  • ANGIOGENESIS-0.490
  • UV_RESPONSE_DN-0.290
  • INFLAMMATORY_RESPONSE-0.280
  • MYOGENESIS-0.270
  • NOTCH_SIGNALING-0.230
  • KRAS_SIGNALING_UP-0.210
  • COAGULATION-0.200
  • APICAL_JUNCTION-0.190
  • HEDGEHOG_SIGNALING-0.190

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
14769f22f-eeaf-4108-9555-55cc5d6ae27b
colon-landscapes@1
0.859
2ee24b470-4509-4687-a91e-6d2b967336b9
colon-landscapes@1
0.814
32d83a9e6-da2d-47e1-b2e7-4b07b108f7bd
colon-landscapes@1
0.775
4TCGA-CV-5439-01A-01R-1686-07
head-neck@1
0.762
5b2b4cc41-5760-4463-bcde-16115ceb12c2
melanoma-umap@29
0.751
6AUR-ADCB-TTM1-A-1-1-R-A742-41
breast-umap@18
C0.748
7TCGA-C8-A133-01A-32R-A12D-07
breast-umap@18
B0.748
87a458b19-1b7c-422c-b900-cd77e5009421
colon-landscapes@1
0.748
9db087000-74fa-4044-812f-01842b99f448
colon-landscapes@1
0.724
10A0DA6087-9D43-41F9-8569-9F9320E4A9E8
brain-umap@2
0.723

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
OXIDATIVE_PHOSPHORYLATION0.470Remibrutinib— uncovered
INTERFERON_ALPHA_RESPONSE0.420Inavolisib— uncovered
FATTY_ACID_METABOLISM0.350Inavolisib— uncovered
REACTIVE_OXYGEN_SPECIES_PATHWAY0.330Inavolisib— uncovered
BILE_ACID_METABOLISM0.320Inavolisib— uncovered
MYC_TARGETS_V20.310Idelalisib— uncovered
XENOBIOTIC_METABOLISM0.310Inavolisib— uncovered
PEROXISOME0.290Idelalisib— uncovered
PANCREAS_BETA_CELLS0.260Cobimetinib— uncovered
P53_PATHWAY0.240Idelalisib— uncovered
MTORC1_SIGNALING0.230Inavolisib— uncovered
INTERFERON_GAMMA_RESPONSE0.220Idelalisib— uncovered
CHOLESTEROL_HOMEOSTASIS0.190Remibrutinib— uncovered
ADIPOGENESIS0.180Inavolisib— uncovered
DNA_REPAIR0.180Idelalisib— uncovered
PI3K_AKT_MTOR_SIGNALING0.180Inavolisib— uncovered
UV_RESPONSE_UP0.170Idelalisib— uncovered
HEME_METABOLISM0.140Temsirolimus— uncovered
MYC_TARGETS_V10.140Inavolisib— uncovered
ANDROGEN_RESPONSE0.110Inavolisib— uncovered