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

8aaaa253-87d2-4292-aeb2-1b207b71abef

1650ec0e-bbf7-5216-b36b-a223a4af9ac1

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+0.540
  • PANCREAS_BETA_CELLS+0.420
  • MYOGENESIS+0.350
  • HEDGEHOG_SIGNALING+0.240
  • ANGIOGENESIS+0.230
  • UV_RESPONSE_DN+0.200
  • APICAL_JUNCTION+0.180
  • COAGULATION+0.140
  • KRAS_SIGNALING_DN+0.110
  • ALLOGRAFT_REJECTION+0.040

Top 10 suppressed

  • OXIDATIVE_PHOSPHORYLATION-0.510
  • CHOLESTEROL_HOMEOSTASIS-0.430
  • TNFA_SIGNALING_VIA_NFKB-0.430
  • MTORC1_SIGNALING-0.400
  • MYC_TARGETS_V1-0.400
  • MYC_TARGETS_V2-0.380
  • P53_PATHWAY-0.380
  • E2F_TARGETS-0.350
  • PEROXISOME-0.340
  • REACTIVE_OXYGEN_SPECIES_PATHWAY-0.320

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
1SRR23303745
bladder-landscape@3
0.881
2SRR33346962
bladder-landscape@3
0.878
3SRR15069598
head-neck@1
0.862
4SRR12475118
colon-landscapes@1
0.857
5SRR9879291
lung-landscapes@6
cohortMD20.851
66b32f047-89ca-40e7-950f-a03493ea90c7
colon-landscapes@1
0.851
7X84315f98.9366.4174.be54.3cdd1fd9db07
lung-landscapes@6
cohortA10.848
8SRR658977
brain-umap@2
GTEX0.837
9d7bbb44a-3fe0-4455-99d0-90be213f2a31
colon-landscapes@1
0.833
10TCGA-55-8096-01A-11R-2241-07
lung-landscapes@6
cohortA10.832

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
EPITHELIAL_MESENCHYMAL_TRANSITION0.540Inavolisib— uncovered
PANCREAS_BETA_CELLS0.420Cobimetinib— uncovered
MYOGENESIS0.350Inavolisib— uncovered
HEDGEHOG_SIGNALING0.240Inavolisib— uncovered
ANGIOGENESIS0.230Remibrutinib— uncovered
UV_RESPONSE_DN0.200Inavolisib— uncovered
APICAL_JUNCTION0.180Inavolisib— uncovered
COAGULATION0.140Binimetinib— uncovered
KRAS_SIGNALING_DN0.110Remibrutinib— uncovered
ALLOGRAFT_REJECTION0.040Idelalisib— uncovered
APICAL_SURFACE0.020Temsirolimus— uncovered
HEME_METABOLISM0.020Temsirolimus— uncovered