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
78

GSVA pathway preview (50 Hallmark scores)

MeasuredDerivedReference

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

Top 10 elevated

  • MYC_TARGETS_V1+0.600
  • E2F_TARGETS+0.510
  • OXIDATIVE_PHOSPHORYLATION+0.490
  • MYC_TARGETS_V2+0.480
  • PROTEIN_SECRETION+0.460
  • MTORC1_SIGNALING+0.390
  • UNFOLDED_PROTEIN_RESPONSE+0.390
  • DNA_REPAIR+0.340
  • G2M_CHECKPOINT+0.340
  • PEROXISOME+0.310

Top 10 suppressed

  • IL6_JAK_STAT3_SIGNALING-0.470
  • INTERFERON_GAMMA_RESPONSE-0.420
  • EPITHELIAL_MESENCHYMAL_TRANSITION-0.400
  • INFLAMMATORY_RESPONSE-0.380
  • APICAL_SURFACE-0.370
  • HEDGEHOG_SIGNALING-0.370
  • ALLOGRAFT_REJECTION-0.350
  • MYOGENESIS-0.350
  • COAGULATION-0.340
  • IL2_STAT5_SIGNALING-0.340

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.

9 twins match this tumor's tissue · 1 come from a different tissue of origin

#SampleCancer typeSubtypecos similarity
1ULC0410T_S45
lung-landscapes@6
cohortA40.938
2TCGA-C8-A1HN-01A-11R-A137-07
breast-umap@18
B0.927
3c6e243ee-b2d9-408e-ac05-ccbcffa805ab
melanoma-umap@29
0.919
4TCGA-AR-A0TY-01A-12R-A115-07
breast-umap@18
B0.917
545a758dc-af09-48d3-8cd2-15232593f385
colon-landscapes@1
0.915
6e332b15a-f2dc-4282-9f33-2c87dea834b1
colon-landscapes@1
0.912
7TCGA-A8-A06Q-01A-11R-A034-07
breast-umap@18
C0.912
8SRR8518448
breast-umap@18
C0.912
9TCGA-AN-A0AK-01A-21R-A00Z-07
breast-umap@18
C0.909
10BS_G23JJAZY
brain-umap@2
Supratentorial Ependymoma0.906

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
MYC_TARGETS_V10.600Inavolisib— uncovered
E2F_TARGETS0.510Inavolisib— uncovered
OXIDATIVE_PHOSPHORYLATION0.490Remibrutinib— uncovered
MYC_TARGETS_V20.480Idelalisib— uncovered
PROTEIN_SECRETION0.460Remibrutinib— uncovered
MTORC1_SIGNALING0.390Inavolisib— uncovered
UNFOLDED_PROTEIN_RESPONSE0.390Idelalisib— uncovered
DNA_REPAIR0.340Idelalisib— uncovered
G2M_CHECKPOINT0.340Inavolisib— uncovered
PEROXISOME0.310Idelalisib— uncovered
ADIPOGENESIS0.250Inavolisib— uncovered
FATTY_ACID_METABOLISM0.250Inavolisib— uncovered
GLYCOLYSIS0.140Inavolisib— uncovered
BILE_ACID_METABOLISM0.120Inavolisib— uncovered
ANDROGEN_RESPONSE0.110Inavolisib— uncovered
REACTIVE_OXYGEN_SPECIES_PATHWAY0.110Inavolisib— uncovered
SPERMATOGENESIS0.110Inavolisib— uncovered
XENOBIOTIC_METABOLISM0.020Inavolisib— uncovered