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

06476831-E051-4D7F-B7B1-A9A3D1A60064

7ce29e9e-3620-561c-bbac-43ff22f00de3

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
24.901445466491456
age_years
39
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+0.526
  • G2M_CHECKPOINT+0.526
  • MYC_TARGETS_V2+0.444
  • MYC_TARGETS_V1+0.411
  • MITOTIC_SPINDLE+0.408
  • CHOLESTEROL_HOMEOSTASIS+0.334
  • WNT_BETA_CATENIN_SIGNALING+0.296
  • DNA_REPAIR+0.292
  • TGF_BETA_SIGNALING+0.246
  • PROTEIN_SECRETION+0.234

Top 10 suppressed

  • REACTIVE_OXYGEN_SPECIES_PATHWAY-0.469
  • KRAS_SIGNALING_DN-0.393
  • MYOGENESIS-0.378
  • HYPOXIA-0.307
  • COAGULATION-0.298
  • EPITHELIAL_MESENCHYMAL_TRANSITION-0.288
  • OXIDATIVE_PHOSPHORYLATION-0.273
  • ESTROGEN_RESPONSE_LATE-0.256
  • SPERMATOGENESIS-0.227
  • XENOBIOTIC_METABOLISM-0.223

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
1EED16435-CBED-4143-B5BA-C5C7C8510C3A
brain-umap@2
0.918
2EDABB4DE-6443-4EA2-B64A-9C492D3F5A2C
brain-umap@2
0.918
3FB361DEF-9354-4467-9FF0-BF21F642A654
brain-umap@2
0.906
486379365-5FD2-4655-8B3C-B8E0EE25EE92
brain-umap@2
0.906
54FC69960-8EF2-49FE-A718-7004E99E00A8
brain-umap@2
0.893
62DA298A9-AB20-4F9D-B83F-C7FC0679F889
brain-umap@2
0.889
7SRR934823
brain-umap@2
0.888
8SRR934847
brain-umap@2
0.888
9CB9E4206-E2F7-49EA-8FB2-E69E5BB3B018
brain-umap@2
0.886
1019EBA5E0-D299-4166-834A-256294572121
brain-umap@2
0.884

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
E2F_TARGETS0.526Inavolisib— uncovered
G2M_CHECKPOINT0.526Inavolisib— uncovered
MYC_TARGETS_V20.444Idelalisib— uncovered
MYC_TARGETS_V10.411Inavolisib— uncovered
MITOTIC_SPINDLE0.408Inavolisib— uncovered
CHOLESTEROL_HOMEOSTASIS0.334Remibrutinib— uncovered
WNT_BETA_CATENIN_SIGNALING0.296Inavolisib— uncovered
DNA_REPAIR0.292Idelalisib— uncovered
TGF_BETA_SIGNALING0.246Inavolisib— uncovered
PROTEIN_SECRETION0.234Remibrutinib— uncovered
UNFOLDED_PROTEIN_RESPONSE0.234Idelalisib— uncovered
NOTCH_SIGNALING0.227Inavolisib— uncovered
ANDROGEN_RESPONSE0.165Inavolisib— uncovered
MTORC1_SIGNALING0.135Inavolisib— uncovered
HEDGEHOG_SIGNALING0.101Inavolisib— uncovered
UV_RESPONSE_DN0.052Inavolisib— uncovered