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

54f66d7c-b022-4df2-830d-48d55791c80e

dd52f076-67a2-52cf-93b3-de8591b15803

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

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+0.400
  • KRAS_SIGNALING_DN+0.300
  • MYC_TARGETS_V2+0.300
  • PANCREAS_BETA_CELLS+0.300
  • MYOGENESIS+0.200
  • OXIDATIVE_PHOSPHORYLATION+0.200
  • REACTIVE_OXYGEN_SPECIES_PATHWAY+0.200
  • SPERMATOGENESIS+0.200
  • ALLOGRAFT_REJECTION+0.100
  • APICAL_SURFACE+0.100

Top 10 suppressed

  • PROTEIN_SECRETION-0.600
  • UV_RESPONSE_DN-0.500
  • ANDROGEN_RESPONSE-0.400
  • EPITHELIAL_MESENCHYMAL_TRANSITION-0.400
  • TGF_BETA_SIGNALING-0.400
  • TNFA_SIGNALING_VIA_NFKB-0.400
  • ANGIOGENESIS-0.300
  • ESTROGEN_RESPONSE_EARLY-0.300
  • HEDGEHOG_SIGNALING-0.300
  • HEME_METABOLISM-0.300

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
1TCGA-94-7033-01A-11R-1949-07
lung-landscapes@6
cohortSQ10.868
2TCGA-GD-A6C6-01A-21R-A31N-07
bladder-landscape@3
0.844
3TCGA-E9-A3HO-01A-11R-A213-07
breast-umap@18
B0.823
4BS_TNRHHYNC
medullo-epn-umap@date-based
EPNEPN Tumor0.814
5TCGA-GC-A6I3-01A-11R-A31N-07
bladder-landscape@3
0.802
6R175
bladder-landscape@3
0.801
7R64
bladder-landscape@3
0.785
8TCGA-AO-A1KR-01A-12R-A144-07
breast-umap@18
E0.781
9TCGA-P3-A6SW-01A-11R-A34R-07
head-neck@1
0.772
10SRR26320093
bladder-landscape@3
0.760

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
INTERFERON_ALPHA_RESPONSE0.400Inavolisib— uncovered
KRAS_SIGNALING_DN0.300Remibrutinib— uncovered
MYC_TARGETS_V20.300Idelalisib— uncovered
PANCREAS_BETA_CELLS0.300Cobimetinib— uncovered
MYOGENESIS0.200Inavolisib— uncovered
OXIDATIVE_PHOSPHORYLATION0.200Remibrutinib— uncovered
REACTIVE_OXYGEN_SPECIES_PATHWAY0.200Inavolisib— uncovered
SPERMATOGENESIS0.200Inavolisib— uncovered
ALLOGRAFT_REJECTION0.100Idelalisib— uncovered
APICAL_SURFACE0.100Temsirolimus— uncovered
DNA_REPAIR0.100Idelalisib— uncovered
E2F_TARGETS0.100Inavolisib— uncovered
INTERFERON_GAMMA_RESPONSE0.100Idelalisib— uncovered