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

53B31ABD-AD68-4A44-A525-23FD413115D5

b2991adc-e904-5504-8f8b-374284498806

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
4.533508541392904
age_years
78
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+0.635
  • ALLOGRAFT_REJECTION+0.614
  • INTERFERON_ALPHA_RESPONSE+0.608
  • TNFA_SIGNALING_VIA_NFKB+0.598
  • IL6_JAK_STAT3_SIGNALING+0.597
  • ANGIOGENESIS+0.596
  • INFLAMMATORY_RESPONSE+0.569
  • MYC_TARGETS_V1+0.557
  • EPITHELIAL_MESENCHYMAL_TRANSITION+0.556
  • OXIDATIVE_PHOSPHORYLATION+0.510

Top 10 suppressed

  • KRAS_SIGNALING_DN-0.385
  • SPERMATOGENESIS-0.290
  • HEDGEHOG_SIGNALING-0.250
  • MYOGENESIS-0.124
  • MITOTIC_SPINDLE-0.122
  • PANCREAS_BETA_CELLS-0.064
  • ESTROGEN_RESPONSE_EARLY-0.009
  • UV_RESPONSE_DN+0.037
  • WNT_BETA_CATENIN_SIGNALING+0.040
  • APICAL_JUNCTION+0.074

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
125C4D537-0142-4DAA-874B-BC793336DE82
brain-umap@2
0.985
29BB56866-4E99-4E8A-A63F-2D4801558F14
brain-umap@2
0.984
3F9A39954-57EB-4A3F-97A0-1801B08BBD53
brain-umap@2
0.982
4665044AD-F2DD-43C2-BCDE-982A8F5C5830
brain-umap@2
0.981
55307FA7F-DFE5-42BC-BFC7-826AACAAE799
brain-umap@2
0.979
6B7A23896-4182-48D3-A1D9-92C781BF283F
brain-umap@2
0.975
73027792F-79B6-4729-9452-C4A72A7C4686
brain-umap@2
0.975
80E5EDC5A-5AD4-499E-8777-CA6B6F63307F
brain-umap@2
0.973
9D06FFD0C-80D4-413D-9C83-62D9C163EDAB
brain-umap@2
0.972
10D8A3D7E7-BDC0-42FF-B451-E25F472E8612
brain-umap@2
0.971

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
INTERFERON_GAMMA_RESPONSE0.635Idelalisib— uncovered
ALLOGRAFT_REJECTION0.614Idelalisib— uncovered
INTERFERON_ALPHA_RESPONSE0.608Inavolisib— uncovered
TNFA_SIGNALING_VIA_NFKB0.598Inavolisib— uncovered
IL6_JAK_STAT3_SIGNALING0.597Inavolisib— uncovered
ANGIOGENESIS0.596Remibrutinib— uncovered
INFLAMMATORY_RESPONSE0.569Idelalisib— uncovered
MYC_TARGETS_V10.557Inavolisib— uncovered
EPITHELIAL_MESENCHYMAL_TRANSITION0.556Inavolisib— uncovered
OXIDATIVE_PHOSPHORYLATION0.510Remibrutinib— uncovered
MTORC1_SIGNALING0.504Inavolisib— uncovered
APOPTOSIS0.495Idelalisib— uncovered
COMPLEMENT0.492Inavolisib— uncovered
REACTIVE_OXYGEN_SPECIES_PATHWAY0.488Inavolisib— uncovered
UNFOLDED_PROTEIN_RESPONSE0.461Idelalisib— uncovered
IL2_STAT5_SIGNALING0.458Idelalisib— uncovered
MYC_TARGETS_V20.453Idelalisib— uncovered
HYPOXIA0.430Idelalisib— uncovered
E2F_TARGETS0.428Inavolisib— uncovered
DNA_REPAIR0.425Idelalisib— uncovered