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

56C8EE15-BEBA-4919-9E57-FA82E90655D8

0e5b4afd-cf32-5ad7-8e20-938a5460b1f6

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
133.63994743758212
age_years
24
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+0.550
  • G2M_CHECKPOINT+0.476
  • WNT_BETA_CATENIN_SIGNALING+0.463
  • TGF_BETA_SIGNALING+0.420
  • ANGIOGENESIS+0.399
  • HEDGEHOG_SIGNALING+0.389
  • EPITHELIAL_MESENCHYMAL_TRANSITION+0.384
  • MYC_TARGETS_V1+0.368
  • TNFA_SIGNALING_VIA_NFKB+0.366
  • MITOTIC_SPINDLE+0.364

Top 10 suppressed

  • KRAS_SIGNALING_DN-0.252
  • PANCREAS_BETA_CELLS-0.234
  • MYOGENESIS-0.229
  • REACTIVE_OXYGEN_SPECIES_PATHWAY-0.114
  • HEME_METABOLISM-0.071
  • COAGULATION-0.069
  • SPERMATOGENESIS-0.058
  • XENOBIOTIC_METABOLISM-0.002
  • KRAS_SIGNALING_UP+0.004
  • COMPLEMENT+0.040

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
1A280A4AF-0687-40CA-8804-C6173B33E732
brain-umap@2
0.918
2633064DB-D3ED-4B5F-B48F-6924AD719647
brain-umap@2
0.917
301169BCB-82ED-4492-9FD0-630CCEA70023
brain-umap@2
0.893
434229BDA-4BF2-4537-A663-15896F6E269A
brain-umap@2
0.891
5SRR934861
brain-umap@2
0.885
6SRR934827
brain-umap@2
0.882
7C5C8713B-05C1-4C5C-8685-2A546B99BA50
brain-umap@2
0.875
855E3F1FB-D55D-42F8-A9E1-7828F7BFF595
brain-umap@2
0.875
912B24051-5657-45E8-9C64-5B6A06693471
brain-umap@2
0.873
10SRR13311157
bladder-landscape@3
0.872

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
NOTCH_SIGNALING0.550Inavolisib— uncovered
G2M_CHECKPOINT0.476Inavolisib— uncovered
WNT_BETA_CATENIN_SIGNALING0.463Inavolisib— uncovered
TGF_BETA_SIGNALING0.420Inavolisib— uncovered
ANGIOGENESIS0.399Remibrutinib— uncovered
HEDGEHOG_SIGNALING0.389Inavolisib— uncovered
EPITHELIAL_MESENCHYMAL_TRANSITION0.384Inavolisib— uncovered
MYC_TARGETS_V10.368Inavolisib— uncovered
TNFA_SIGNALING_VIA_NFKB0.366Inavolisib— uncovered
MITOTIC_SPINDLE0.364Inavolisib— uncovered
CHOLESTEROL_HOMEOSTASIS0.348Remibrutinib— uncovered
E2F_TARGETS0.347Inavolisib— uncovered
GLYCOLYSIS0.334Inavolisib— uncovered
MTORC1_SIGNALING0.331Inavolisib— uncovered
UNFOLDED_PROTEIN_RESPONSE0.321Idelalisib— uncovered
UV_RESPONSE_DN0.320Inavolisib— uncovered
HYPOXIA0.319Idelalisib— uncovered
DNA_REPAIR0.313Idelalisib— uncovered
UV_RESPONSE_UP0.299Idelalisib— uncovered
ADIPOGENESIS0.291Inavolisib— uncovered