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

B7B0DDFA-C204-4F84-A1C5-8F836668B99F

c8919a08-0787-5af5-be62-f32e034dec34

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
32.32588699080158
age_years
41
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

  • PROTEIN_SECRETION+0.428
  • NOTCH_SIGNALING+0.403
  • TGF_BETA_SIGNALING+0.392
  • ADIPOGENESIS+0.348
  • MITOTIC_SPINDLE+0.311
  • WNT_BETA_CATENIN_SIGNALING+0.299
  • INTERFERON_ALPHA_RESPONSE+0.297
  • OXIDATIVE_PHOSPHORYLATION+0.251
  • DNA_REPAIR+0.227
  • UV_RESPONSE_DN+0.222

Top 10 suppressed

  • ALLOGRAFT_REJECTION-0.292
  • KRAS_SIGNALING_DN-0.263
  • SPERMATOGENESIS-0.227
  • INFLAMMATORY_RESPONSE-0.214
  • APICAL_SURFACE-0.167
  • COAGULATION-0.145
  • PANCREAS_BETA_CELLS-0.136
  • KRAS_SIGNALING_UP-0.114
  • APICAL_JUNCTION-0.111
  • ESTROGEN_RESPONSE_LATE-0.107

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
1SRR934725
brain-umap@2
0.856
2E9D4A83F-EADA-4330-911A-8F02393E0BA3
brain-umap@2
0.841
34099642A-F8D6-428C-AA12-1E76C27BB368
brain-umap@2
0.828
453BA607F-7939-40D9-BEFA-DC4ABDC7630B
brain-umap@2
0.812
50CEC1ADC-1E8E-4CAC-8DFD-E1A760064E58
brain-umap@2
0.807
6SRR934756
brain-umap@2
0.806
70A7A28BA-9D46-4D4F-A0A5-B3F9AA8DF29B
brain-umap@2
0.806
8SRR934762
brain-umap@2
0.801
9443B751F-4F0B-45A1-BC83-24E446E8E573
brain-umap@2
0.797
107CE18C10-61E6-45FA-B9AF-408CD673C0C9
brain-umap@2
0.797

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
PROTEIN_SECRETION0.428Remibrutinib— uncovered
NOTCH_SIGNALING0.403Inavolisib— uncovered
TGF_BETA_SIGNALING0.392Inavolisib— uncovered
ADIPOGENESIS0.348Inavolisib— uncovered
MITOTIC_SPINDLE0.311Inavolisib— uncovered
WNT_BETA_CATENIN_SIGNALING0.299Inavolisib— uncovered
INTERFERON_ALPHA_RESPONSE0.297Inavolisib— uncovered
OXIDATIVE_PHOSPHORYLATION0.251Remibrutinib— uncovered
DNA_REPAIR0.227Idelalisib— uncovered
UV_RESPONSE_DN0.222Inavolisib— uncovered
BILE_ACID_METABOLISM0.218Inavolisib— uncovered
HEME_METABOLISM0.217Temsirolimus— uncovered
APOPTOSIS0.204Idelalisib— uncovered
INTERFERON_GAMMA_RESPONSE0.191Idelalisib— uncovered
PEROXISOME0.173Idelalisib— uncovered
FATTY_ACID_METABOLISM0.167Inavolisib— uncovered
ANDROGEN_RESPONSE0.163Inavolisib— uncovered
XENOBIOTIC_METABOLISM0.135Inavolisib— uncovered
UV_RESPONSE_UP0.134Idelalisib— uncovered
UNFOLDED_PROTEIN_RESPONSE0.121Idelalisib— uncovered