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

D5789BD0-2379-4E96-875F-0C72ED09B96D

3017184b-deb0-5fe8-af9a-beecc61ce359

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
9.00131406044678
age_years
59
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

  • EPITHELIAL_MESENCHYMAL_TRANSITION+0.585
  • ANGIOGENESIS+0.542
  • NOTCH_SIGNALING+0.513
  • INTERFERON_ALPHA_RESPONSE+0.453
  • HEDGEHOG_SIGNALING+0.426
  • MTORC1_SIGNALING+0.410
  • OXIDATIVE_PHOSPHORYLATION+0.399
  • INTERFERON_GAMMA_RESPONSE+0.387
  • TGF_BETA_SIGNALING+0.387
  • HYPOXIA+0.385

Top 10 suppressed

  • KRAS_SIGNALING_DN-0.193
  • SPERMATOGENESIS-0.108
  • APICAL_SURFACE+0.009
  • PI3K_AKT_MTOR_SIGNALING+0.010
  • MYOGENESIS+0.067
  • MITOTIC_SPINDLE+0.081
  • WNT_BETA_CATENIN_SIGNALING+0.082
  • HEME_METABOLISM+0.127
  • APICAL_JUNCTION+0.149
  • CHOLESTEROL_HOMEOSTASIS+0.152

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
18976C50F-B340-488D-B9C1-12CCAC780397
brain-umap@2
0.943
2A7C71CEF-A5C7-4BAC-9090-9808B029190B
brain-umap@2
0.920
3F5D36A14-8F2E-4C08-91BE-E3319784FF46
brain-umap@2
0.914
4CD273289-C865-4902-801B-E32CA866EB4B
brain-umap@2
0.909
56ACB4FA8-1E5E-40FF-8C1F-980CF41215FB
brain-umap@2
0.906
6CE7A3262-C48A-43BF-941C-9D2482B9CACD
brain-umap@2
0.902
7443B59BB-0BFD-459A-896E-FA07AA6C3A45
brain-umap@2
0.901
81B326CC6-3916-4D1D-A238-7B3C42F3E6C6
brain-umap@2
0.898
95063882F-6377-4976-BB48-7275D46C44E6
brain-umap@2
0.895
10825AC0F8-4D16-4109-AA6A-4648934E3C35
brain-umap@2
0.895

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
EPITHELIAL_MESENCHYMAL_TRANSITION0.585Inavolisib— uncovered
ANGIOGENESIS0.542Remibrutinib— uncovered
NOTCH_SIGNALING0.513Inavolisib— uncovered
INTERFERON_ALPHA_RESPONSE0.453Inavolisib— uncovered
HEDGEHOG_SIGNALING0.426Inavolisib— uncovered
MTORC1_SIGNALING0.410Inavolisib— uncovered
OXIDATIVE_PHOSPHORYLATION0.399Remibrutinib— uncovered
INTERFERON_GAMMA_RESPONSE0.387Idelalisib— uncovered
TGF_BETA_SIGNALING0.387Inavolisib— uncovered
HYPOXIA0.385Idelalisib— uncovered
PANCREAS_BETA_CELLS0.363Cobimetinib— uncovered
KRAS_SIGNALING_UP0.361Inavolisib— uncovered
APOPTOSIS0.345Idelalisib— uncovered
UNFOLDED_PROTEIN_RESPONSE0.343Idelalisib— uncovered
P53_PATHWAY0.340Idelalisib— uncovered
E2F_TARGETS0.334Inavolisib— uncovered
DNA_REPAIR0.333Idelalisib— uncovered
ADIPOGENESIS0.328Inavolisib— uncovered
GLYCOLYSIS0.328Inavolisib— uncovered
MYC_TARGETS_V10.328Inavolisib— uncovered