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

44B988F8-8B4B-4B7C-B91E-99C513F7E753

2d99c856-4e51-5405-af0d-d28ccaf42903

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
14.060446780551905
age_years
57
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

  • MYC_TARGETS_V1+0.434
  • WNT_BETA_CATENIN_SIGNALING+0.400
  • NOTCH_SIGNALING+0.396
  • CHOLESTEROL_HOMEOSTASIS+0.387
  • MYC_TARGETS_V2+0.378
  • DNA_REPAIR+0.365
  • OXIDATIVE_PHOSPHORYLATION+0.351
  • ADIPOGENESIS+0.291
  • INTERFERON_ALPHA_RESPONSE+0.286
  • HEDGEHOG_SIGNALING+0.259

Top 10 suppressed

  • SPERMATOGENESIS-0.299
  • KRAS_SIGNALING_DN-0.226
  • PANCREAS_BETA_CELLS-0.217
  • UV_RESPONSE_DN-0.177
  • ANGIOGENESIS-0.166
  • EPITHELIAL_MESENCHYMAL_TRANSITION-0.141
  • HYPOXIA-0.139
  • ESTROGEN_RESPONSE_LATE-0.092
  • MYOGENESIS-0.090
  • TNFA_SIGNALING_VIA_NFKB-0.084

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
164E6EE5B-414F-4D8C-BA90-5A74B4FF5904
brain-umap@2
0.858
2D837BDD1-8786-4548-8D5F-8506AECF2006
brain-umap@2
0.852
3B13E4D9F-672E-4A9A-8745-0AE5308678C1
brain-umap@2
0.850
437E6F027-C405-4671-80BD-CC40684DE803
brain-umap@2
0.845
546AD8592-A823-48DA-AB51-3CEC34F53E04
brain-umap@2
0.844
6A7D9F5B1-D8C2-440F-A0B7-8B5641C2DA66
brain-umap@2
0.842
7AFCB278F-0EFB-4999-8D2C-C72B89A8403E
brain-umap@2
0.836
8913D6292-6507-4F86-A120-137CEACE5C9F
brain-umap@2
0.833
985EE23A9-B5E4-49F7-A504-CEF2EB4E4E7E
brain-umap@2
0.829
100915FD2C-0C30-4437-83BA-DFBDF3CDBC61
brain-umap@2
0.829

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
MYC_TARGETS_V10.434Inavolisib— uncovered
WNT_BETA_CATENIN_SIGNALING0.400Inavolisib— uncovered
NOTCH_SIGNALING0.396Inavolisib— uncovered
CHOLESTEROL_HOMEOSTASIS0.387Remibrutinib— uncovered
MYC_TARGETS_V20.378Idelalisib— uncovered
DNA_REPAIR0.365Idelalisib— uncovered
OXIDATIVE_PHOSPHORYLATION0.351Remibrutinib— uncovered
ADIPOGENESIS0.291Inavolisib— uncovered
INTERFERON_ALPHA_RESPONSE0.286Inavolisib— uncovered
HEDGEHOG_SIGNALING0.259Inavolisib— uncovered
REACTIVE_OXYGEN_SPECIES_PATHWAY0.256Inavolisib— uncovered
MITOTIC_SPINDLE0.226Inavolisib— uncovered
ALLOGRAFT_REJECTION0.212Idelalisib— uncovered
FATTY_ACID_METABOLISM0.195Inavolisib— uncovered
TGF_BETA_SIGNALING0.194Inavolisib— uncovered
UNFOLDED_PROTEIN_RESPONSE0.185Idelalisib— uncovered
P53_PATHWAY0.182Idelalisib— uncovered
INTERFERON_GAMMA_RESPONSE0.174Idelalisib— uncovered
COMPLEMENT0.163Inavolisib— uncovered
KRAS_SIGNALING_UP0.155Inavolisib— uncovered