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

91E04630-B2A7-448E-8C80-580818C9D7E6

148975fd-8607-5e20-ac61-04915522f799

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
18.429697766097238
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

  • INTERFERON_ALPHA_RESPONSE+0.645
  • MYC_TARGETS_V2+0.574
  • INTERFERON_GAMMA_RESPONSE+0.571
  • ANGIOGENESIS+0.559
  • E2F_TARGETS+0.540
  • MYC_TARGETS_V1+0.510
  • G2M_CHECKPOINT+0.508
  • DNA_REPAIR+0.439
  • ALLOGRAFT_REJECTION+0.413
  • EPITHELIAL_MESENCHYMAL_TRANSITION+0.408

Top 10 suppressed

  • KRAS_SIGNALING_DN-0.319
  • HEDGEHOG_SIGNALING-0.262
  • SPERMATOGENESIS-0.208
  • ESTROGEN_RESPONSE_EARLY-0.166
  • MYOGENESIS-0.160
  • PANCREAS_BETA_CELLS-0.156
  • BILE_ACID_METABOLISM-0.132
  • HEME_METABOLISM-0.064
  • UV_RESPONSE_DN-0.044
  • FATTY_ACID_METABOLISM-0.043

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
1SRR934839
brain-umap@2
0.951
22B311620-94F3-4B53-B66A-81AC0A32453B
brain-umap@2
0.949
381B10E10-884A-46EB-9F28-758D805FB9B1
brain-umap@2
0.948
4FD3CFD0E-E8D9-4A57-A9F0-4FB519B7E459
brain-umap@2
0.948
5SRR934883
brain-umap@2
0.944
6SRR934874
brain-umap@2
0.944
7D1729A17-148B-4C58-BEB5-7C4349A0E920
brain-umap@2
0.943
8SRR934949
brain-umap@2
0.941
9AFE1F307-45A7-4155-8D51-FEBD6C92947C
brain-umap@2
0.941
108B4E465B-0FD5-4154-824B-1E6B2656FD2F
brain-umap@2
0.940

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
INTERFERON_ALPHA_RESPONSE0.645Inavolisib— uncovered
MYC_TARGETS_V20.574Idelalisib— uncovered
INTERFERON_GAMMA_RESPONSE0.571Idelalisib— uncovered
ANGIOGENESIS0.559Remibrutinib— uncovered
E2F_TARGETS0.540Inavolisib— uncovered
MYC_TARGETS_V10.510Inavolisib— uncovered
G2M_CHECKPOINT0.508Inavolisib— uncovered
DNA_REPAIR0.439Idelalisib— uncovered
ALLOGRAFT_REJECTION0.413Idelalisib— uncovered
EPITHELIAL_MESENCHYMAL_TRANSITION0.408Inavolisib— uncovered
IL6_JAK_STAT3_SIGNALING0.395Inavolisib— uncovered
UNFOLDED_PROTEIN_RESPONSE0.390Idelalisib— uncovered
APOPTOSIS0.346Idelalisib— uncovered
TNFA_SIGNALING_VIA_NFKB0.346Inavolisib— uncovered
NOTCH_SIGNALING0.324Inavolisib— uncovered
MTORC1_SIGNALING0.315Inavolisib— uncovered
IL2_STAT5_SIGNALING0.299Idelalisib— uncovered
REACTIVE_OXYGEN_SPECIES_PATHWAY0.294Inavolisib— uncovered
GLYCOLYSIS0.287Inavolisib— uncovered
COMPLEMENT0.277Inavolisib— uncovered