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

3fca0833-b19b-47af-b75e-c9c45a99373b

48c4ef1b-cdff-56d4-b523-907bb96f2680

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
57.7467488021903

GSVA pathway preview (50 Hallmark scores)

MeasuredDerivedReference

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

Top 10 elevated

  • E2F_TARGETS+0.570
  • OXIDATIVE_PHOSPHORYLATION+0.570
  • MYC_TARGETS_V1+0.510
  • MTORC1_SIGNALING+0.440
  • DNA_REPAIR+0.410
  • G2M_CHECKPOINT+0.410
  • MYC_TARGETS_V2+0.390
  • UNFOLDED_PROTEIN_RESPONSE+0.380
  • FATTY_ACID_METABOLISM+0.370
  • PEROXISOME+0.360

Top 10 suppressed

  • HEDGEHOG_SIGNALING-0.460
  • INFLAMMATORY_RESPONSE-0.330
  • UV_RESPONSE_DN-0.330
  • APICAL_SURFACE-0.280
  • ALLOGRAFT_REJECTION-0.270
  • EPITHELIAL_MESENCHYMAL_TRANSITION-0.250
  • MYOGENESIS-0.250
  • WNT_BETA_CATENIN_SIGNALING-0.230
  • IL2_STAT5_SIGNALING-0.210
  • IL6_JAK_STAT3_SIGNALING-0.210

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
1SRR1516095
bladder-landscape@3
0.920
2dfb9c45f-cb52-4e36-b663-1a9e8c7c0b47
colon-landscapes@1
0.915
381b828aa-cb06-4790-ba3e-efaa39f4eeef
colon-landscapes@1
0.915
4SRR17866821
colon-landscapes@1
0.897
5518420d3-dfdf-4163-99a4-2b8d7a04056c
colon-landscapes@1
0.886
677984740-019e-482f-822a-25a74ec2cc32
colon-landscapes@1
0.882
78824c0fd-764e-4525-952b-f25efa742772
colon-landscapes@1
0.876
8SRR27320678
colon-landscapes@1
0.875
9054d5602-4089-4f34-a667-14c8edbb4167
colon-landscapes@1
0.873
1094a92a4a-6c40-40c4-913d-0cdba8cb5892
colon-landscapes@1
0.872

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
E2F_TARGETS0.570Inavolisib— uncovered
OXIDATIVE_PHOSPHORYLATION0.570Remibrutinib— uncovered
MYC_TARGETS_V10.510Inavolisib— uncovered
MTORC1_SIGNALING0.440Inavolisib— uncovered
DNA_REPAIR0.410Idelalisib— uncovered
G2M_CHECKPOINT0.410Inavolisib— uncovered
MYC_TARGETS_V20.390Idelalisib— uncovered
UNFOLDED_PROTEIN_RESPONSE0.380Idelalisib— uncovered
FATTY_ACID_METABOLISM0.370Inavolisib— uncovered
PEROXISOME0.360Idelalisib— uncovered
CHOLESTEROL_HOMEOSTASIS0.350Remibrutinib— uncovered
ADIPOGENESIS0.330Inavolisib— uncovered
PROTEIN_SECRETION0.310Remibrutinib— uncovered
INTERFERON_ALPHA_RESPONSE0.260Inavolisib— uncovered
UV_RESPONSE_UP0.250Idelalisib— uncovered
REACTIVE_OXYGEN_SPECIES_PATHWAY0.220Inavolisib— uncovered
ANDROGEN_RESPONSE0.190Inavolisib— uncovered
BILE_ACID_METABOLISM0.190Inavolisib— uncovered
GLYCOLYSIS0.190Inavolisib— uncovered
XENOBIOTIC_METABOLISM0.180Inavolisib— uncovered