Research Use Only. KIRhub outputs are computational research artifacts. They are not validated for clinical decision-making, diagnosis, or treatment.
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d1447a31-64bb-4e70-ae50-eeff7a605f38

5a804999-4363-5be2-97ac-b3d1926e6f7b

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
74

GSVA pathway preview (50 Hallmark scores)

MeasuredDerivedReference

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

Top 10 elevated

  • UV_RESPONSE_DN+0.320
  • SPERMATOGENESIS+0.210
  • PROTEIN_SECRETION+0.150
  • ANDROGEN_RESPONSE+0.100
  • KRAS_SIGNALING_DN+0.090
  • TGF_BETA_SIGNALING+0.060
  • PANCREAS_BETA_CELLS+0.050
  • HEDGEHOG_SIGNALING+0.020
  • KRAS_SIGNALING_UP-0.050
  • BILE_ACID_METABOLISM-0.060

Top 10 suppressed

  • MYC_TARGETS_V2-0.640
  • OXIDATIVE_PHOSPHORYLATION-0.570
  • DNA_REPAIR-0.540
  • REACTIVE_OXYGEN_SPECIES_PATHWAY-0.540
  • MYC_TARGETS_V1-0.510
  • CHOLESTEROL_HOMEOSTASIS-0.480
  • INTERFERON_ALPHA_RESPONSE-0.470
  • P53_PATHWAY-0.450
  • ADIPOGENESIS-0.440
  • FATTY_ACID_METABOLISM-0.440

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.

8 twins match this tumor's tissue · 2 come from a different tissue of origin

#SampleCancer typeSubtypecos similarity
1b8135e73-31c3-49af-b4da-a7ed5f28d68a
colon-landscapes@1
0.976
262454053-936d-4f19-8522-6219c47bdd1c
colon-landscapes@1
0.960
369550f7f-5251-4657-863b-bd35d69c82c4
colon-landscapes@1
0.951
4TCGA-A7-A0DB-01C-02R-A277-07
breast-umap@18
D0.950
5ba2b0b86-f7f1-47f7-b0fd-bec3f623febb
colon-landscapes@1
0.946
6e356598b-7611-492a-98ed-ef2ec1b77b7a
colon-landscapes@1
0.939
7ed8896f8-24ef-43a4-ace6-ed9353bd11c2
colon-landscapes@1
0.935
8SRR627455
brain-umap@2
GTEX0.934
9SRR627449
brain-umap@2
GTEX0.926
10TCGA-A7-A26E-01B-06R-A277-07
breast-umap@18
D0.915

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
UV_RESPONSE_DN0.320Inavolisib— uncovered
SPERMATOGENESIS0.210Inavolisib— uncovered
PROTEIN_SECRETION0.150Remibrutinib— uncovered
ANDROGEN_RESPONSE0.100Inavolisib— uncovered
KRAS_SIGNALING_DN0.090Remibrutinib— uncovered
TGF_BETA_SIGNALING0.060Inavolisib— uncovered
PANCREAS_BETA_CELLS0.050Cobimetinib— uncovered
HEDGEHOG_SIGNALING0.020Inavolisib— uncovered