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

4d347bfa-eb25-4e9d-9594-4e1d99545678

d8b174ba-16d9-50bf-b9a1-ec96654b5dd3

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
69

GSVA pathway preview (50 Hallmark scores)

MeasuredDerivedReference

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

Top 10 elevated

  • P53_PATHWAY+0.350
  • CHOLESTEROL_HOMEOSTASIS+0.310
  • OXIDATIVE_PHOSPHORYLATION+0.250
  • APOPTOSIS+0.220
  • DNA_REPAIR+0.200
  • EPITHELIAL_MESENCHYMAL_TRANSITION+0.200
  • COAGULATION+0.180
  • FATTY_ACID_METABOLISM+0.180
  • NOTCH_SIGNALING+0.170
  • ANGIOGENESIS+0.160

Top 10 suppressed

  • G2M_CHECKPOINT-0.410
  • E2F_TARGETS-0.400
  • MITOTIC_SPINDLE-0.310
  • MYC_TARGETS_V2-0.280
  • HEDGEHOG_SIGNALING-0.260
  • BILE_ACID_METABOLISM-0.190
  • UV_RESPONSE_DN-0.180
  • SPERMATOGENESIS-0.150
  • ANDROGEN_RESPONSE-0.120
  • PEROXISOME-0.100

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
1R170
bladder-landscape@3
0.686
2TCGA-44-4112-01A-01R-1107-07
lung-landscapes@6
cohortA10.675
3BS_P78SMRBS
brain-umap@2
Spinal Cord Ependymoma0.674
4C3N-00578
lung-landscapes@6
cohortA10.673
5TCGA-CN-4726-01A-01R-1436-07
head-neck@1
0.668
617-026K4_Bladder
bladder-landscape@3
0.664
74bafe83e-072c-4042-bd3d-5f108391ed89
colon-landscapes@1
0.663
8TCGA-A7-A3IY-01A-21R-A21T-07
breast-umap@18
C0.663
9SRR8752372
head-neck@1
0.660
10cc158c27-a2f0-4403-ae01-913bfcc623cc
colon-landscapes@1
0.658

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
P53_PATHWAY0.350Idelalisib— uncovered
CHOLESTEROL_HOMEOSTASIS0.310Remibrutinib— uncovered
OXIDATIVE_PHOSPHORYLATION0.250Remibrutinib— uncovered
APOPTOSIS0.220Idelalisib— uncovered
DNA_REPAIR0.200Idelalisib— uncovered
EPITHELIAL_MESENCHYMAL_TRANSITION0.200Inavolisib— uncovered
COAGULATION0.180Binimetinib— uncovered
FATTY_ACID_METABOLISM0.180Inavolisib— uncovered
NOTCH_SIGNALING0.170Inavolisib— uncovered
ANGIOGENESIS0.160Remibrutinib— uncovered
PANCREAS_BETA_CELLS0.160Cobimetinib— uncovered
GLYCOLYSIS0.150Inavolisib— uncovered
INFLAMMATORY_RESPONSE0.150Idelalisib— uncovered
REACTIVE_OXYGEN_SPECIES_PATHWAY0.150Inavolisib— uncovered
APICAL_JUNCTION0.140Inavolisib— uncovered
ESTROGEN_RESPONSE_LATE0.140Idelalisib— uncovered
HYPOXIA0.140Idelalisib— uncovered
TNFA_SIGNALING_VIA_NFKB0.140Inavolisib— uncovered
UV_RESPONSE_UP0.120Idelalisib— uncovered
ESTROGEN_RESPONSE_EARLY0.110Inavolisib— uncovered