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
76.2518822724162

GSVA pathway preview (50 Hallmark scores)

MeasuredDerivedReference

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

Top 10 elevated

  • PROTEIN_SECRETION+0.200
  • IL6_JAK_STAT3_SIGNALING+0.140
  • INFLAMMATORY_RESPONSE+0.130
  • PANCREAS_BETA_CELLS+0.070
  • KRAS_SIGNALING_DN+0.020
  • MITOTIC_SPINDLE+0.000
  • SPERMATOGENESIS-0.030
  • APICAL_SURFACE-0.040
  • UV_RESPONSE_DN-0.040
  • HEME_METABOLISM-0.050

Top 10 suppressed

  • OXIDATIVE_PHOSPHORYLATION-0.540
  • MYC_TARGETS_V2-0.440
  • MYC_TARGETS_V1-0.410
  • INTERFERON_ALPHA_RESPONSE-0.360
  • REACTIVE_OXYGEN_SPECIES_PATHWAY-0.360
  • MTORC1_SIGNALING-0.340
  • GLYCOLYSIS-0.280
  • INTERFERON_GAMMA_RESPONSE-0.280
  • P53_PATHWAY-0.280
  • E2F_TARGETS-0.270

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.

6 twins match this tumor's tissue · 4 come from a different tissue of origin

#SampleCancer typeSubtypecos similarity
1AUR-AERW-TTP1-B-1-0-R-A741-41
breast-umap@18
D0.881
2d1447a31-64bb-4e70-ae50-eeff7a605f38
colon-landscapes@1
0.880
3b8135e73-31c3-49af-b4da-a7ed5f28d68a
colon-landscapes@1
0.877
4SRR627462
brain-umap@2
GTEX0.875
5SRR627429
brain-umap@2
GTEX0.870
6TCGA-A7-A0DB-01C-02R-A277-07
breast-umap@18
D0.868
762454053-936d-4f19-8522-6219c47bdd1c
colon-landscapes@1
0.862
8SRR627455
brain-umap@2
GTEX0.858
9TCGA-AC-A3OD-01A-11R-A21T-07
breast-umap@18
D0.854
10SRR627449
brain-umap@2
GTEX0.848

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
PROTEIN_SECRETION0.200Remibrutinib— uncovered
IL6_JAK_STAT3_SIGNALING0.140Inavolisib— uncovered
INFLAMMATORY_RESPONSE0.130Idelalisib— uncovered
PANCREAS_BETA_CELLS0.070Cobimetinib— uncovered
KRAS_SIGNALING_DN0.020Remibrutinib— uncovered