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

5B474B14-FB1C-4B54-A9E8-3D652ADE6BA4

62a54e6a-a170-5e9a-b15d-3c93b52cb60f

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
18.00262812089356
age_years
74
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

  • E2F_TARGETS+0.615
  • G2M_CHECKPOINT+0.541
  • MYC_TARGETS_V2+0.535
  • MYC_TARGETS_V1+0.518
  • DNA_REPAIR+0.506
  • CHOLESTEROL_HOMEOSTASIS+0.479
  • MTORC1_SIGNALING+0.478
  • GLYCOLYSIS+0.432
  • NOTCH_SIGNALING+0.356
  • OXIDATIVE_PHOSPHORYLATION+0.350

Top 10 suppressed

  • KRAS_SIGNALING_DN-0.365
  • PANCREAS_BETA_CELLS-0.182
  • MYOGENESIS-0.170
  • SPERMATOGENESIS-0.150
  • APICAL_SURFACE-0.120
  • INFLAMMATORY_RESPONSE-0.107
  • ALLOGRAFT_REJECTION-0.104
  • ESTROGEN_RESPONSE_EARLY-0.044
  • HEDGEHOG_SIGNALING-0.013
  • KRAS_SIGNALING_UP+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
123F34B20-F029-44F5-B3B5-06A74FC0FC9D
brain-umap@2
0.948
22566FDAC-EF10-4996-8890-FA0BEC771676
brain-umap@2
0.945
352F6F0A9-8D2D-49BC-9B49-E20E5E53561C
brain-umap@2
0.932
44FE5EDE2-7790-4A75-9BB6-93260A8154A0
brain-umap@2
0.929
594640BD8-E1D9-482D-A597-4790F6EEA6B7
brain-umap@2
0.925
6ECCC2F18-409F-41BA-B49F-95B23893B80B
brain-umap@2
0.922
755E3F1FB-D55D-42F8-A9E1-7828F7BFF595
brain-umap@2
0.918
8C5C8713B-05C1-4C5C-8685-2A546B99BA50
brain-umap@2
0.917
9569BCFB6-7B4D-459A-962A-4C148889CE2C
brain-umap@2
0.916
1033800B09-6DCC-4BE8-891C-5F34ADAC65B3
brain-umap@2
0.909

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
E2F_TARGETS0.615Inavolisib— uncovered
G2M_CHECKPOINT0.541Inavolisib— uncovered
MYC_TARGETS_V20.535Idelalisib— uncovered
MYC_TARGETS_V10.518Inavolisib— uncovered
DNA_REPAIR0.506Idelalisib— uncovered
CHOLESTEROL_HOMEOSTASIS0.479Remibrutinib— uncovered
MTORC1_SIGNALING0.478Inavolisib— uncovered
GLYCOLYSIS0.432Inavolisib— uncovered
NOTCH_SIGNALING0.356Inavolisib— uncovered
OXIDATIVE_PHOSPHORYLATION0.350Remibrutinib— uncovered
UNFOLDED_PROTEIN_RESPONSE0.349Idelalisib— uncovered
HYPOXIA0.344Idelalisib— uncovered
FATTY_ACID_METABOLISM0.343Inavolisib— uncovered
REACTIVE_OXYGEN_SPECIES_PATHWAY0.340Inavolisib— uncovered
TGF_BETA_SIGNALING0.339Inavolisib— uncovered
INTERFERON_ALPHA_RESPONSE0.328Inavolisib— uncovered
PEROXISOME0.312Idelalisib— uncovered
ADIPOGENESIS0.289Inavolisib— uncovered
ANGIOGENESIS0.285Remibrutinib— uncovered
UV_RESPONSE_UP0.284Idelalisib— uncovered