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

2d83a9e6-da2d-47e1-b2e7-4b07b108f7bd

84033f6c-9fed-5345-9127-924cfd5f2a63

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
age_years
61

GSVA pathway preview (50 Hallmark scores)

MeasuredDerivedReference

Top 10 most elevated and top 10 most suppressed Hallmark pathways for this sample.

Top 10 elevated

  • OXIDATIVE_PHOSPHORYLATION+0.620
  • REACTIVE_OXYGEN_SPECIES_PATHWAY+0.560
  • MYC_TARGETS_V1+0.510
  • MYC_TARGETS_V2+0.490
  • FATTY_ACID_METABOLISM+0.410
  • DNA_REPAIR+0.400
  • GLYCOLYSIS+0.320
  • ADIPOGENESIS+0.310
  • PEROXISOME+0.310
  • CHOLESTEROL_HOMEOSTASIS+0.290

Top 10 suppressed

  • ANGIOGENESIS-0.490
  • HEDGEHOG_SIGNALING-0.490
  • UV_RESPONSE_DN-0.420
  • EPITHELIAL_MESENCHYMAL_TRANSITION-0.380
  • MITOTIC_SPINDLE-0.350
  • WNT_BETA_CATENIN_SIGNALING-0.320
  • KRAS_SIGNALING_UP-0.260
  • ALLOGRAFT_REJECTION-0.220
  • MYOGENESIS-0.220
  • APICAL_JUNCTION-0.210

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
1TCGA-39-5036-01A-01R-1443-07
lung-landscapes@6
cohortSQ20.886
2SRR8518248
breast-umap@18
E0.880
36f2c5313-1c83-46c7-a15c-5b9526c1763b
colon-landscapes@1
0.876
48c76ce45-f110-4f6a-b413-13a1a1aeddef
colon-landscapes@1
0.871
5054d5602-4089-4f34-a667-14c8edbb4167
colon-landscapes@1
0.871
6dfb9c45f-cb52-4e36-b663-1a9e8c7c0b47
colon-landscapes@1
0.862
7TCGA-37-4133-01A-01R-1100-07
lung-landscapes@6
cohortSQ10.861
8b2b4cc41-5760-4463-bcde-16115ceb12c2
melanoma-umap@29
0.860
979a36f11-38bb-42ed-a95a-ae2a9eea0f6a
colon-landscapes@1
0.857
10ee24b470-4509-4687-a91e-6d2b967336b9
colon-landscapes@1
0.850

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
OXIDATIVE_PHOSPHORYLATION0.620Remibrutinib— uncovered
REACTIVE_OXYGEN_SPECIES_PATHWAY0.560Inavolisib— uncovered
MYC_TARGETS_V10.510Inavolisib— uncovered
MYC_TARGETS_V20.490Idelalisib— uncovered
FATTY_ACID_METABOLISM0.410Inavolisib— uncovered
DNA_REPAIR0.400Idelalisib— uncovered
GLYCOLYSIS0.320Inavolisib— uncovered
ADIPOGENESIS0.310Inavolisib— uncovered
PEROXISOME0.310Idelalisib— uncovered
CHOLESTEROL_HOMEOSTASIS0.290Remibrutinib— uncovered
UV_RESPONSE_UP0.280Idelalisib— uncovered
UNFOLDED_PROTEIN_RESPONSE0.250Idelalisib— uncovered
MTORC1_SIGNALING0.220Inavolisib— uncovered
ESTROGEN_RESPONSE_LATE0.210Idelalisib— uncovered
E2F_TARGETS0.190Inavolisib— uncovered
INTERFERON_ALPHA_RESPONSE0.190Inavolisib— uncovered
PROTEIN_SECRETION0.190Remibrutinib— uncovered
XENOBIOTIC_METABOLISM0.180Inavolisib— uncovered
PANCREAS_BETA_CELLS0.160Cobimetinib— uncovered
P53_PATHWAY0.110Idelalisib— uncovered