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

25400212-48de-48a9-96d3-2fc2ee23fd41

9eaf6597-396f-5008-bd8a-92d977ac85be

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
66

GSVA pathway preview (50 Hallmark scores)

MeasuredDerivedReference

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

Top 10 elevated

  • TNFA_SIGNALING_VIA_NFKB+0.450
  • E2F_TARGETS+0.420
  • INTERFERON_ALPHA_RESPONSE+0.420
  • G2M_CHECKPOINT+0.400
  • INFLAMMATORY_RESPONSE+0.380
  • INTERFERON_GAMMA_RESPONSE+0.380
  • ANGIOGENESIS+0.370
  • HYPOXIA+0.370
  • MITOTIC_SPINDLE+0.360
  • EPITHELIAL_MESENCHYMAL_TRANSITION+0.340

Top 10 suppressed

  • OXIDATIVE_PHOSPHORYLATION-0.460
  • MYC_TARGETS_V2-0.380
  • BILE_ACID_METABOLISM-0.330
  • WNT_BETA_CATENIN_SIGNALING-0.330
  • PEROXISOME-0.320
  • FATTY_ACID_METABOLISM-0.310
  • ADIPOGENESIS-0.260
  • MYC_TARGETS_V1-0.250
  • XENOBIOTIC_METABOLISM-0.150
  • REACTIVE_OXYGEN_SPECIES_PATHWAY-0.110

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
1270a14bb-8ae5-4372-a66b-b3d71bf217f7
colon-landscapes@1
0.816
2SRR650191
bladder-landscape@3
0.806
3TCGA-44-7662-01A-11R-2066-07
lung-landscapes@6
cohortA10.797
4MNG751
mng-umap@100
0.797
5ea0e56e4-d9e3-44a2-9bdb-2e98554f6bff
colon-landscapes@1
0.782
6C3L-00904
lung-landscapes@6
cohortSQ10.780
7SRR975589
colon-landscapes@1
0.766
8SRR8518429
breast-umap@18
D0.765
96a43f966-cb2b-47ee-b0f4-c269707daa88
melanoma-umap@29
0.761
10SRR8942957
bladder-landscape@3
0.761

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
TNFA_SIGNALING_VIA_NFKB0.450Inavolisib— uncovered
E2F_TARGETS0.420Inavolisib— uncovered
INTERFERON_ALPHA_RESPONSE0.420Inavolisib— uncovered
G2M_CHECKPOINT0.400Inavolisib— uncovered
INFLAMMATORY_RESPONSE0.380Idelalisib— uncovered
INTERFERON_GAMMA_RESPONSE0.380Idelalisib— uncovered
ANGIOGENESIS0.370Remibrutinib— uncovered
HYPOXIA0.370Idelalisib— uncovered
MITOTIC_SPINDLE0.360Inavolisib— uncovered
EPITHELIAL_MESENCHYMAL_TRANSITION0.340Inavolisib— uncovered
IL6_JAK_STAT3_SIGNALING0.310Inavolisib— uncovered
APOPTOSIS0.280Idelalisib— uncovered
TGF_BETA_SIGNALING0.250Inavolisib— uncovered
GLYCOLYSIS0.240Inavolisib— uncovered
ANDROGEN_RESPONSE0.230Inavolisib— uncovered
COMPLEMENT0.220Inavolisib— uncovered
ALLOGRAFT_REJECTION0.180Idelalisib— uncovered
APICAL_SURFACE0.170Temsirolimus— uncovered
DNA_REPAIR0.160Idelalisib— uncovered
ESTROGEN_RESPONSE_LATE0.160Idelalisib— uncovered