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

37b95452-c6ab-48f9-abd4-521b33596657

ef8c50ab-60b0-5de3-a401-f77fb095c5ff

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
49.8316221765914

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+0.470
  • MYC_TARGETS_V2+0.390
  • UNFOLDED_PROTEIN_RESPONSE+0.350
  • MYC_TARGETS_V1+0.260
  • DNA_REPAIR+0.240
  • REACTIVE_OXYGEN_SPECIES_PATHWAY+0.230
  • P53_PATHWAY+0.220
  • CHOLESTEROL_HOMEOSTASIS+0.200
  • PEROXISOME+0.170
  • FATTY_ACID_METABOLISM+0.100

Top 10 suppressed

  • EPITHELIAL_MESENCHYMAL_TRANSITION-0.600
  • ANGIOGENESIS-0.540
  • INFLAMMATORY_RESPONSE-0.420
  • UV_RESPONSE_DN-0.420
  • COMPLEMENT-0.370
  • KRAS_SIGNALING_UP-0.370
  • COAGULATION-0.350
  • INTERFERON_GAMMA_RESPONSE-0.340
  • TNFA_SIGNALING_VIA_NFKB-0.310
  • ALLOGRAFT_REJECTION-0.300

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
1SRR6013506
lung-landscapes@6
cohortA20.900
2ERR2278860
head-neck@1
0.885
3R32
bladder-landscape@3
0.876
4ERR2278847
head-neck@1
0.873
5TCGA-CQ-6225-01A-11R-1915-07
head-neck@1
0.871
6MNG265
mng-umap@100
0.867
7TCGA-5T-A9QA-01A-11R-A41B-07
breast-umap@18
B0.860
8SRR12475110
colon-landscapes@1
0.856
9SRR26320073
bladder-landscape@3
0.841
10SRR10900578
melanoma-umap@29
0.835

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
OXIDATIVE_PHOSPHORYLATION0.470Remibrutinib— uncovered
MYC_TARGETS_V20.390Idelalisib— uncovered
UNFOLDED_PROTEIN_RESPONSE0.350Idelalisib— uncovered
MYC_TARGETS_V10.260Inavolisib— uncovered
DNA_REPAIR0.240Idelalisib— uncovered
REACTIVE_OXYGEN_SPECIES_PATHWAY0.230Inavolisib— uncovered
P53_PATHWAY0.220Idelalisib— uncovered
CHOLESTEROL_HOMEOSTASIS0.200Remibrutinib— uncovered
PEROXISOME0.170Idelalisib— uncovered
FATTY_ACID_METABOLISM0.100Inavolisib— uncovered
ADIPOGENESIS0.090Inavolisib— uncovered
ESTROGEN_RESPONSE_LATE0.080Idelalisib— uncovered
BILE_ACID_METABOLISM0.060Inavolisib— uncovered
GLYCOLYSIS0.060Inavolisib— uncovered
MTORC1_SIGNALING0.060Inavolisib— uncovered
ESTROGEN_RESPONSE_EARLY0.040Inavolisib— uncovered
NOTCH_SIGNALING0.020Inavolisib— uncovered
PI3K_AKT_MTOR_SIGNALING0.020Inavolisib— uncovered