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

589A94F8-2432-4D6D-94EB-B327ECA291AF

46a281c1-b7a5-528a-be76-6df5aeb88843

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
39.71747700394218
age_years
34
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

  • NOTCH_SIGNALING+0.569
  • G2M_CHECKPOINT+0.431
  • TGF_BETA_SIGNALING+0.410
  • MITOTIC_SPINDLE+0.409
  • WNT_BETA_CATENIN_SIGNALING+0.345
  • E2F_TARGETS+0.307
  • UV_RESPONSE_DN+0.286
  • HEDGEHOG_SIGNALING+0.276
  • PROTEIN_SECRETION+0.274
  • CHOLESTEROL_HOMEOSTASIS+0.245

Top 10 suppressed

  • REACTIVE_OXYGEN_SPECIES_PATHWAY-0.402
  • ANGIOGENESIS-0.360
  • COAGULATION-0.359
  • ALLOGRAFT_REJECTION-0.343
  • EPITHELIAL_MESENCHYMAL_TRANSITION-0.326
  • MYOGENESIS-0.322
  • KRAS_SIGNALING_DN-0.305
  • PANCREAS_BETA_CELLS-0.282
  • IL2_STAT5_SIGNALING-0.244
  • INFLAMMATORY_RESPONSE-0.236

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
1SRR934805
brain-umap@2
0.911
2E6090BC6-D29D-4401-990A-251930CC6853
brain-umap@2
0.899
3SRR934849
brain-umap@2
0.898
44A2E75AE-A92F-4497-9253-64AC42CFA745
brain-umap@2
0.891
52DA298A9-AB20-4F9D-B83F-C7FC0679F889
brain-umap@2
0.886
6SRR934728
brain-umap@2
0.883
74549956C-8D25-4B37-894C-E82D5C7684F0
brain-umap@2
0.881
8SRR934858
brain-umap@2
0.881
9SRR934986
brain-umap@2
0.880
10SRR934758
brain-umap@2
0.876

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
NOTCH_SIGNALING0.569Inavolisib— uncovered
G2M_CHECKPOINT0.431Inavolisib— uncovered
TGF_BETA_SIGNALING0.410Inavolisib— uncovered
MITOTIC_SPINDLE0.409Inavolisib— uncovered
WNT_BETA_CATENIN_SIGNALING0.345Inavolisib— uncovered
E2F_TARGETS0.307Inavolisib— uncovered
UV_RESPONSE_DN0.286Inavolisib— uncovered
HEDGEHOG_SIGNALING0.276Inavolisib— uncovered
PROTEIN_SECRETION0.274Remibrutinib— uncovered
CHOLESTEROL_HOMEOSTASIS0.245Remibrutinib— uncovered
MYC_TARGETS_V10.183Inavolisib— uncovered
UNFOLDED_PROTEIN_RESPONSE0.146Idelalisib— uncovered
DNA_REPAIR0.134Idelalisib— uncovered
MTORC1_SIGNALING0.110Inavolisib— uncovered
ANDROGEN_RESPONSE0.088Inavolisib— uncovered
HEME_METABOLISM0.077Temsirolimus— uncovered
PI3K_AKT_MTOR_SIGNALING0.063Inavolisib— uncovered
PEROXISOME0.043Idelalisib— uncovered
BILE_ACID_METABOLISM0.033Inavolisib— uncovered
APICAL_SURFACE0.019Temsirolimus— uncovered