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
46

GSVA pathway preview (50 Hallmark scores)

MeasuredDerivedReference

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

Top 10 elevated

  • WNT_BETA_CATENIN_SIGNALING+0.200
  • INTERFERON_ALPHA_RESPONSE+0.190
  • ESTROGEN_RESPONSE_EARLY+0.160
  • TNFA_SIGNALING_VIA_NFKB+0.160
  • KRAS_SIGNALING_DN+0.100
  • HEDGEHOG_SIGNALING+0.090
  • MITOTIC_SPINDLE+0.090
  • MYOGENESIS+0.090
  • UV_RESPONSE_DN+0.090
  • APICAL_JUNCTION+0.040

Top 10 suppressed

  • OXIDATIVE_PHOSPHORYLATION-0.490
  • FATTY_ACID_METABOLISM-0.410
  • MTORC1_SIGNALING-0.370
  • ADIPOGENESIS-0.310
  • XENOBIOTIC_METABOLISM-0.310
  • MYC_TARGETS_V1-0.290
  • GLYCOLYSIS-0.270
  • REACTIVE_OXYGEN_SPECIES_PATHWAY-0.250
  • CHOLESTEROL_HOMEOSTASIS-0.220
  • DNA_REPAIR-0.220

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
1SRR13311176
bladder-landscape@3
0.820
2AUR-AER4-TTP1-A-1-0-R-A741-41
breast-umap@18
D0.811
3SRR15030864
colon-landscapes@1
0.803
420040121.LumB
breast-umap@18
D0.795
54f0b1ac0-c503-4852-9a44-cb4231f4b17b
colon-landscapes@1
0.793
6SRR4195673
colon-landscapes@1
0.790
7a83e78c0-8b1b-4576-aace-4bee1dee5046
colon-landscapes@1
0.787
8TCGA-LD-A7W6-01A-81R-A352-07
breast-umap@18
A0.786
9de2e0c63-0c2d-43af-a006-7d84557a1c3c
colon-landscapes@1
0.785
10MBCProject_2661_T2_RNA
breast-umap@18
A0.783

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
WNT_BETA_CATENIN_SIGNALING0.200Inavolisib— uncovered
INTERFERON_ALPHA_RESPONSE0.190Inavolisib— uncovered
ESTROGEN_RESPONSE_EARLY0.160Inavolisib— uncovered
TNFA_SIGNALING_VIA_NFKB0.160Inavolisib— uncovered
KRAS_SIGNALING_DN0.100Remibrutinib— uncovered
HEDGEHOG_SIGNALING0.090Inavolisib— uncovered
MITOTIC_SPINDLE0.090Inavolisib— uncovered
MYOGENESIS0.090Inavolisib— uncovered
UV_RESPONSE_DN0.090Inavolisib— uncovered
APICAL_JUNCTION0.040Inavolisib— uncovered
TGF_BETA_SIGNALING0.040Inavolisib— uncovered
EPITHELIAL_MESENCHYMAL_TRANSITION0.020Inavolisib— uncovered