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

008AE101-874B-4EB6-B811-3945E5ECCFD9

6f3dfc7e-1e02-5cb8-9b7e-51e3067e18d6

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
overall_survival_months
18.363994743758212
age_years
63
sex
Male

GSVA pathway preview (50 Hallmark scores)

MeasuredDerivedReference

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

Top 10 elevated

  • G2M_CHECKPOINT+0.551
  • E2F_TARGETS+0.550
  • CHOLESTEROL_HOMEOSTASIS+0.543
  • INTERFERON_ALPHA_RESPONSE+0.523
  • ANGIOGENESIS+0.495
  • MYC_TARGETS_V2+0.476
  • NOTCH_SIGNALING+0.453
  • EPITHELIAL_MESENCHYMAL_TRANSITION+0.406
  • INTERFERON_GAMMA_RESPONSE+0.394
  • MTORC1_SIGNALING+0.383

Top 10 suppressed

  • PANCREAS_BETA_CELLS-0.241
  • SPERMATOGENESIS-0.210
  • KRAS_SIGNALING_DN-0.195
  • HEDGEHOG_SIGNALING-0.143
  • ALLOGRAFT_REJECTION+0.016
  • MYOGENESIS+0.031
  • KRAS_SIGNALING_UP+0.051
  • BILE_ACID_METABOLISM+0.055
  • INFLAMMATORY_RESPONSE+0.059
  • UV_RESPONSE_DN+0.061

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
152F6F0A9-8D2D-49BC-9B49-E20E5E53561C
brain-umap@2
0.930
2633064DB-D3ED-4B5F-B48F-6924AD719647
brain-umap@2
0.923
3SRR934860
brain-umap@2
0.921
494640BD8-E1D9-482D-A597-4790F6EEA6B7
brain-umap@2
0.920
52566FDAC-EF10-4996-8890-FA0BEC771676
brain-umap@2
0.918
66794CB9F-5326-4F57-B2E2-5D877C03F5D4
brain-umap@2
0.916
7C5C8713B-05C1-4C5C-8685-2A546B99BA50
brain-umap@2
0.916
8DE370889-1057-4355-AFD8-CCFCDC6CD00F
brain-umap@2
0.915
9C3F0BD22-6891-44F0-B023-02FC6EDFA7EB
brain-umap@2
0.913
1033800B09-6DCC-4BE8-891C-5F34ADAC65B3
brain-umap@2
0.912

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
G2M_CHECKPOINT0.551Inavolisib— uncovered
E2F_TARGETS0.550Inavolisib— uncovered
CHOLESTEROL_HOMEOSTASIS0.543Remibrutinib— uncovered
INTERFERON_ALPHA_RESPONSE0.523Inavolisib— uncovered
ANGIOGENESIS0.495Remibrutinib— uncovered
MYC_TARGETS_V20.476Idelalisib— uncovered
NOTCH_SIGNALING0.453Inavolisib— uncovered
EPITHELIAL_MESENCHYMAL_TRANSITION0.406Inavolisib— uncovered
INTERFERON_GAMMA_RESPONSE0.394Idelalisib— uncovered
MTORC1_SIGNALING0.383Inavolisib— uncovered
DNA_REPAIR0.352Idelalisib— uncovered
MITOTIC_SPINDLE0.351Inavolisib— uncovered
APOPTOSIS0.349Idelalisib— uncovered
ADIPOGENESIS0.348Inavolisib— uncovered
MYC_TARGETS_V10.348Inavolisib— uncovered
P53_PATHWAY0.335Idelalisib— uncovered
WNT_BETA_CATENIN_SIGNALING0.312Inavolisib— uncovered
REACTIVE_OXYGEN_SPECIES_PATHWAY0.299Inavolisib— uncovered
ANDROGEN_RESPONSE0.297Inavolisib— uncovered
UNFOLDED_PROTEIN_RESPONSE0.289Idelalisib— uncovered