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

788A8487-6A02-4BF5-8E84-16BE5D92BF0F

e9e6327a-9375-5a6c-846e-c3c6a7a3fb4c

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
4.664914586070959
age_years
76
sex
Female

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_GAMMA_RESPONSE+0.575
  • ALLOGRAFT_REJECTION+0.564
  • IL6_JAK_STAT3_SIGNALING+0.553
  • INTERFERON_ALPHA_RESPONSE+0.530
  • TNFA_SIGNALING_VIA_NFKB+0.529
  • MYC_TARGETS_V1+0.512
  • ANGIOGENESIS+0.492
  • DNA_REPAIR+0.483
  • INFLAMMATORY_RESPONSE+0.450
  • EPITHELIAL_MESENCHYMAL_TRANSITION+0.449

Top 10 suppressed

  • KRAS_SIGNALING_DN-0.384
  • MITOTIC_SPINDLE-0.228
  • SPERMATOGENESIS-0.203
  • ESTROGEN_RESPONSE_EARLY-0.128
  • BILE_ACID_METABOLISM-0.110
  • WNT_BETA_CATENIN_SIGNALING-0.099
  • MYOGENESIS-0.046
  • APICAL_SURFACE-0.044
  • PANCREAS_BETA_CELLS-0.042
  • HEDGEHOG_SIGNALING-0.036

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
13027792F-79B6-4729-9452-C4A72A7C4686
brain-umap@2
0.978
2FFECD0E9-70C2-44BD-B0B4-E8C4B60B793A
brain-umap@2
0.973
3F9A39954-57EB-4A3F-97A0-1801B08BBD53
brain-umap@2
0.971
4SRR934883
brain-umap@2
0.971
553B31ABD-AD68-4A44-A525-23FD413115D5
brain-umap@2
0.970
68DA59514-8B25-493E-B226-818F2521B5D5
brain-umap@2
0.967
7665044AD-F2DD-43C2-BCDE-982A8F5C5830
brain-umap@2
0.966
83E499D12-B08A-491C-98C6-19EA420BDC99
brain-umap@2
0.965
9AE47BCDE-A2D2-43EF-8EC7-78E4D1817EEE
brain-umap@2
0.963
10D8A3D7E7-BDC0-42FF-B451-E25F472E8612
brain-umap@2
0.963

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
INTERFERON_GAMMA_RESPONSE0.575Idelalisib— uncovered
ALLOGRAFT_REJECTION0.564Idelalisib— uncovered
IL6_JAK_STAT3_SIGNALING0.553Inavolisib— uncovered
INTERFERON_ALPHA_RESPONSE0.530Inavolisib— uncovered
TNFA_SIGNALING_VIA_NFKB0.529Inavolisib— uncovered
MYC_TARGETS_V10.512Inavolisib— uncovered
ANGIOGENESIS0.492Remibrutinib— uncovered
DNA_REPAIR0.483Idelalisib— uncovered
INFLAMMATORY_RESPONSE0.450Idelalisib— uncovered
EPITHELIAL_MESENCHYMAL_TRANSITION0.449Inavolisib— uncovered
E2F_TARGETS0.447Inavolisib— uncovered
HYPOXIA0.442Idelalisib— uncovered
IL2_STAT5_SIGNALING0.423Idelalisib— uncovered
APOPTOSIS0.422Idelalisib— uncovered
COMPLEMENT0.422Inavolisib— uncovered
OXIDATIVE_PHOSPHORYLATION0.407Remibrutinib— uncovered
GLYCOLYSIS0.387Inavolisib— uncovered
COAGULATION0.375Binimetinib— uncovered
MTORC1_SIGNALING0.371Inavolisib— uncovered
REACTIVE_OXYGEN_SPECIES_PATHWAY0.359Inavolisib— uncovered