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

9BB12A25-E833-4055-8CEF-814EA5454F11

8d46cf22-c0a8-50e5-be72-1e32960c4704

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
2.6938239159001314
age_years
53
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+0.621
  • E2F_TARGETS+0.564
  • DNA_REPAIR+0.530
  • MYC_TARGETS_V1+0.528
  • MYC_TARGETS_V2+0.488
  • INTERFERON_GAMMA_RESPONSE+0.482
  • G2M_CHECKPOINT+0.476
  • ANGIOGENESIS+0.455
  • UNFOLDED_PROTEIN_RESPONSE+0.427
  • TNFA_SIGNALING_VIA_NFKB+0.418

Top 10 suppressed

  • KRAS_SIGNALING_DN-0.333
  • SPERMATOGENESIS-0.278
  • PANCREAS_BETA_CELLS-0.255
  • MYOGENESIS-0.208
  • APICAL_SURFACE-0.128
  • BILE_ACID_METABOLISM-0.104
  • HEDGEHOG_SIGNALING-0.062
  • KRAS_SIGNALING_UP-0.033
  • ESTROGEN_RESPONSE_EARLY-0.022
  • UV_RESPONSE_DN-0.017

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
1EB8F7B74-694A-4F9F-9C0B-F04006033CA4
brain-umap@2
0.960
293A7AA5D-FA07-470A-9FD3-306EA577D3C4
brain-umap@2
0.955
3AFE1F307-45A7-4155-8D51-FEBD6C92947C
brain-umap@2
0.955
455E3F1FB-D55D-42F8-A9E1-7828F7BFF595
brain-umap@2
0.954
594640BD8-E1D9-482D-A597-4790F6EEA6B7
brain-umap@2
0.952
6C14BEAAE-A766-4ADE-A9B4-674D8717591F
brain-umap@2
0.952
7A781FFD8-8A8D-4818-BD90-674295BE64D6
brain-umap@2
0.947
8EC1C727A-1F71-4C09-B867-7F163424D463
brain-umap@2
0.945
9D1729A17-148B-4C58-BEB5-7C4349A0E920
brain-umap@2
0.945
10D9385661-DBBA-4AF7-B7E6-857BF84CF7CD
brain-umap@2
0.945

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_ALPHA_RESPONSE0.621Inavolisib— uncovered
E2F_TARGETS0.564Inavolisib— uncovered
DNA_REPAIR0.530Idelalisib— uncovered
MYC_TARGETS_V10.528Inavolisib— uncovered
MYC_TARGETS_V20.488Idelalisib— uncovered
INTERFERON_GAMMA_RESPONSE0.482Idelalisib— uncovered
G2M_CHECKPOINT0.476Inavolisib— uncovered
ANGIOGENESIS0.455Remibrutinib— uncovered
UNFOLDED_PROTEIN_RESPONSE0.427Idelalisib— uncovered
TNFA_SIGNALING_VIA_NFKB0.418Inavolisib— uncovered
TGF_BETA_SIGNALING0.378Inavolisib— uncovered
IL6_JAK_STAT3_SIGNALING0.365Inavolisib— uncovered
OXIDATIVE_PHOSPHORYLATION0.354Remibrutinib— uncovered
MTORC1_SIGNALING0.338Inavolisib— uncovered
NOTCH_SIGNALING0.324Inavolisib— uncovered
EPITHELIAL_MESENCHYMAL_TRANSITION0.318Inavolisib— uncovered
APOPTOSIS0.297Idelalisib— uncovered
GLYCOLYSIS0.287Inavolisib— uncovered
P53_PATHWAY0.280Idelalisib— uncovered
REACTIVE_OXYGEN_SPECIES_PATHWAY0.268Inavolisib— uncovered