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

GSVA pathway preview (50 Hallmark scores)

MeasuredDerivedReference

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

Top 10 elevated

  • FATTY_ACID_METABOLISM+0.100
  • OXIDATIVE_PHOSPHORYLATION+0.100
  • ALLOGRAFT_REJECTION+0.000
  • BILE_ACID_METABOLISM+0.000
  • INTERFERON_ALPHA_RESPONSE+0.000
  • INTERFERON_GAMMA_RESPONSE+0.000
  • KRAS_SIGNALING_DN+0.000
  • PANCREAS_BETA_CELLS+0.000
  • ADIPOGENESIS-0.100
  • IL6_JAK_STAT3_SIGNALING-0.100

Top 10 suppressed

  • EPITHELIAL_MESENCHYMAL_TRANSITION-0.500
  • MTORC1_SIGNALING-0.500
  • UNFOLDED_PROTEIN_RESPONSE-0.500
  • DNA_REPAIR-0.400
  • GLYCOLYSIS-0.400
  • HYPOXIA-0.400
  • PI3K_AKT_MTOR_SIGNALING-0.400
  • REACTIVE_OXYGEN_SPECIES_PATHWAY-0.400
  • TGF_BETA_SIGNALING-0.400
  • ANGIOGENESIS-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.

10 twins match this tumor's tissue · 0 come from a different tissue of origin

#SampleCancer typeSubtypecos similarity
1SRR25617833
breast-umap@18
B0.863
2SRR33346946
bladder-landscape@3
0.858
3SAMN03290914
melanoma-umap@29
0.853
4SRR8943010
bladder-landscape@3
0.853
5SRR23303775
bladder-landscape@3
0.842
6SRR11296802
colon-landscapes@1
0.841
7TCGA-MP-A4T6-01A-32R-A262-07
lung-landscapes@6
cohortA10.835
8SRR13311179
bladder-landscape@3
0.834
9SRR12202414
bladder-landscape@3
0.833
10SRR8942981
bladder-landscape@3
0.833

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
FATTY_ACID_METABOLISM0.100Inavolisib— uncovered
OXIDATIVE_PHOSPHORYLATION0.100Remibrutinib— uncovered