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

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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
74

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+0.430
  • FATTY_ACID_METABOLISM+0.390
  • CHOLESTEROL_HOMEOSTASIS+0.370
  • INTERFERON_ALPHA_RESPONSE+0.360
  • REACTIVE_OXYGEN_SPECIES_PATHWAY+0.350
  • INTERFERON_GAMMA_RESPONSE+0.320
  • PEROXISOME+0.320
  • ALLOGRAFT_REJECTION+0.310
  • IL6_JAK_STAT3_SIGNALING+0.290
  • COMPLEMENT+0.280

Top 10 suppressed

  • MITOTIC_SPINDLE-0.340
  • HEDGEHOG_SIGNALING-0.320
  • WNT_BETA_CATENIN_SIGNALING-0.300
  • MYC_TARGETS_V2-0.210
  • G2M_CHECKPOINT-0.160
  • MYOGENESIS-0.120
  • UV_RESPONSE_DN-0.120
  • APICAL_JUNCTION-0.090
  • EPITHELIAL_MESENCHYMAL_TRANSITION-0.080
  • UNFOLDED_PROTEIN_RESPONSE-0.060

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.

8 twins match this tumor's tissue · 2 come from a different tissue of origin

#SampleCancer typeSubtypecos similarity
1TCGA-49-4494-01A-01R-1206-07
lung-landscapes@6
cohortA10.898
2TCGA-38-4632-01A-01R-1755-07
lung-landscapes@6
cohortA10.849
3SRR1321853
brain-umap@2
GTEX0.847
4551ADCCD-D116-43D8-AABC-E7E111D79E70
brain-umap@2
0.847
5TCGA-05-5425-01A-02R-1628-07
lung-landscapes@6
cohortA40.844
6TCGA-33-4589-01A-01R-1443-07
lung-landscapes@6
cohortSQ10.836
7TCGA-34-5241-01A-01R-1443-07
lung-landscapes@6
cohortSQ10.834
8a8e85cdd-3770-40a0-837e-6962ec12fcf0
colon-landscapes@1
0.831
9bc895549-854b-484f-8a6d-9e5152829bcb
colon-landscapes@1
0.829
10SRR1078879
brain-umap@2
GTEX0.826

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
OXIDATIVE_PHOSPHORYLATION0.430Remibrutinib— uncovered
FATTY_ACID_METABOLISM0.390Inavolisib— uncovered
CHOLESTEROL_HOMEOSTASIS0.370Remibrutinib— uncovered
INTERFERON_ALPHA_RESPONSE0.360Inavolisib— uncovered
REACTIVE_OXYGEN_SPECIES_PATHWAY0.350Inavolisib— uncovered
INTERFERON_GAMMA_RESPONSE0.320Idelalisib— uncovered
PEROXISOME0.320Idelalisib— uncovered
ALLOGRAFT_REJECTION0.310Idelalisib— uncovered
IL6_JAK_STAT3_SIGNALING0.290Inavolisib— uncovered
COMPLEMENT0.280Inavolisib— uncovered
MTORC1_SIGNALING0.250Inavolisib— uncovered
IL2_STAT5_SIGNALING0.240Idelalisib— uncovered
INFLAMMATORY_RESPONSE0.240Idelalisib— uncovered
ADIPOGENESIS0.230Inavolisib— uncovered
ANDROGEN_RESPONSE0.230Inavolisib— uncovered
GLYCOLYSIS0.230Inavolisib— uncovered
BILE_ACID_METABOLISM0.210Inavolisib— uncovered
HYPOXIA0.200Idelalisib— uncovered
XENOBIOTIC_METABOLISM0.200Inavolisib— uncovered
PROTEIN_SECRETION0.190Remibrutinib— uncovered