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

5b217223-8b43-47b6-a694-c808b643c3c3

28eee828-b6ad-54dd-8d30-7311f24a430e

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

  • E2F_TARGETS+0.430
  • G2M_CHECKPOINT+0.380
  • MITOTIC_SPINDLE+0.290
  • INTERFERON_ALPHA_RESPONSE+0.250
  • INTERFERON_GAMMA_RESPONSE+0.180
  • PANCREAS_BETA_CELLS+0.170
  • SPERMATOGENESIS+0.140
  • GLYCOLYSIS+0.030
  • ESTROGEN_RESPONSE_LATE+0.010
  • ALLOGRAFT_REJECTION+0.000

Top 10 suppressed

  • EPITHELIAL_MESENCHYMAL_TRANSITION-0.470
  • COAGULATION-0.340
  • OXIDATIVE_PHOSPHORYLATION-0.340
  • APICAL_JUNCTION-0.320
  • NOTCH_SIGNALING-0.310
  • MYOGENESIS-0.290
  • REACTIVE_OXYGEN_SPECIES_PATHWAY-0.290
  • ADIPOGENESIS-0.280
  • MYC_TARGETS_V2-0.280
  • TGF_BETA_SIGNALING-0.280

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
1TCGA-P3-A5QE-01A-11R-A28V-07
head-neck@1
0.839
2TCGA-55-A4DF-01A-11R-A24H-07
lung-landscapes@6
cohortA30.828
3SRR10899995
melanoma-umap@29
0.799
4SRR15030894
colon-landscapes@1
0.780
5SRR12202426
bladder-landscape@3
0.778
6SRR650131
bladder-landscape@3
0.762
7TCGA-QK-A6V9-01A-11R-A34R-07
head-neck@1
0.756
8SRR2016968
head-neck@1
0.755
9SRR650133
bladder-landscape@3
0.750
10ERR2208907
melanoma-umap@29
0.746

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
E2F_TARGETS0.430Inavolisib— uncovered
G2M_CHECKPOINT0.380Inavolisib— uncovered
MITOTIC_SPINDLE0.290Inavolisib— uncovered
INTERFERON_ALPHA_RESPONSE0.250Inavolisib— uncovered
INTERFERON_GAMMA_RESPONSE0.180Idelalisib— uncovered
PANCREAS_BETA_CELLS0.170Cobimetinib— uncovered
SPERMATOGENESIS0.140Inavolisib— uncovered
GLYCOLYSIS0.030Inavolisib— uncovered
ESTROGEN_RESPONSE_LATE0.010Idelalisib— uncovered