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
64

GSVA pathway preview (50 Hallmark scores)

MeasuredDerivedReference

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

Top 10 elevated

  • INTERFERON_ALPHA_RESPONSE+0.680
  • E2F_TARGETS+0.580
  • INTERFERON_GAMMA_RESPONSE+0.580
  • ALLOGRAFT_REJECTION+0.550
  • G2M_CHECKPOINT+0.490
  • MYC_TARGETS_V1+0.430
  • IL6_JAK_STAT3_SIGNALING+0.420
  • MYC_TARGETS_V2+0.420
  • OXIDATIVE_PHOSPHORYLATION+0.410
  • REACTIVE_OXYGEN_SPECIES_PATHWAY+0.390

Top 10 suppressed

  • CHOLESTEROL_HOMEOSTASIS-0.380
  • PANCREAS_BETA_CELLS-0.330
  • UV_RESPONSE_DN-0.330
  • HEDGEHOG_SIGNALING-0.310
  • TGF_BETA_SIGNALING-0.280
  • ANGIOGENESIS-0.230
  • EPITHELIAL_MESENCHYMAL_TRANSITION-0.220
  • PROTEIN_SECRETION-0.220
  • MYOGENESIS-0.210
  • NOTCH_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
1SRR12475171
colon-landscapes@1
0.896
2695836ff-c54b-47bf-8a29-5224811afa7e
colon-landscapes@1
0.887
3TCGA-E2-A1II-01A-11R-A144-07
breast-umap@18
E0.883
420100125.TNBC
breast-umap@18
E0.877
5TCGA-CV-A6JZ-01A-11R-A31N-07
head-neck@1
0.865
6TCGA-AR-A0U0-01A-11R-A109-07
breast-umap@18
E0.858
7TCGA-BH-A209-01A-11R-A157-07
breast-umap@18
D0.858
8301853fd-348d-4a99-9625-7da725023c1d
colon-landscapes@1
0.852
9e8381a92.5379.4ece.8414.230d0f0026e1
lung-landscapes@6
cohortA10.850
10TCGA-UF-A7JO-01A-11R-A34R-07
head-neck@1
0.847

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
INTERFERON_ALPHA_RESPONSE0.680Inavolisib— uncovered
E2F_TARGETS0.580Inavolisib— uncovered
INTERFERON_GAMMA_RESPONSE0.580Idelalisib— uncovered
ALLOGRAFT_REJECTION0.550Idelalisib— uncovered
G2M_CHECKPOINT0.490Inavolisib— uncovered
MYC_TARGETS_V10.430Inavolisib— uncovered
IL6_JAK_STAT3_SIGNALING0.420Inavolisib— uncovered
MYC_TARGETS_V20.420Idelalisib— uncovered
OXIDATIVE_PHOSPHORYLATION0.410Remibrutinib— uncovered
REACTIVE_OXYGEN_SPECIES_PATHWAY0.390Inavolisib— uncovered
INFLAMMATORY_RESPONSE0.340Idelalisib— uncovered
DNA_REPAIR0.300Idelalisib— uncovered
IL2_STAT5_SIGNALING0.270Idelalisib— uncovered
COMPLEMENT0.260Inavolisib— uncovered
MITOTIC_SPINDLE0.200Inavolisib— uncovered
UV_RESPONSE_UP0.140Idelalisib— uncovered
FATTY_ACID_METABOLISM0.110Inavolisib— uncovered
SPERMATOGENESIS0.100Inavolisib— uncovered
PI3K_AKT_MTOR_SIGNALING0.090Inavolisib— uncovered
ADIPOGENESIS0.080Inavolisib— uncovered