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

0f35c851-1cb8-4f75-a661-eae9111b7362

c9f3746f-3ff3-56ed-9cb5-aa805a733883

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
59

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+0.450
  • MYC_TARGETS_V2+0.450
  • E2F_TARGETS+0.430
  • G2M_CHECKPOINT+0.340
  • EPITHELIAL_MESENCHYMAL_TRANSITION+0.280
  • ADIPOGENESIS+0.260
  • OXIDATIVE_PHOSPHORYLATION+0.240
  • FATTY_ACID_METABOLISM+0.200
  • ANGIOGENESIS+0.180
  • BILE_ACID_METABOLISM+0.160

Top 10 suppressed

  • INFLAMMATORY_RESPONSE-0.450
  • TNFA_SIGNALING_VIA_NFKB-0.400
  • TGF_BETA_SIGNALING-0.390
  • ALLOGRAFT_REJECTION-0.350
  • COMPLEMENT-0.330
  • IL2_STAT5_SIGNALING-0.320
  • P53_PATHWAY-0.280
  • HEDGEHOG_SIGNALING-0.260
  • INTERFERON_GAMMA_RESPONSE-0.260
  • WNT_BETA_CATENIN_SIGNALING-0.260

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
134c0a7a8-8ce8-4a2a-9bce-939eb2f6f1d9
melanoma-umap@29
0.860
2ERR2208893
melanoma-umap@29
0.790
31cbc5c3a-eb0f-4492-9171-5e0a61923c33
colon-landscapes@1
0.765
4X0c9d8dde.aec7.4a95.b86c.da554465897b
lung-landscapes@6
cohortSQ10.763
52d8cab40-0dda-4d6d-a9ba-83a82a7e1c15
colon-landscapes@1
0.758
6SRR6013505
lung-landscapes@6
cohortA40.756
7SRR12475170
colon-landscapes@1
0.755
8MBCproject_0227_T1_RNA
breast-umap@18
C0.752
9SRR17866857
colon-landscapes@1
0.750
10TCGA-UY-A9PD-01A-11R-A38B-07
bladder-landscape@3
0.746

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_V10.450Inavolisib— uncovered
MYC_TARGETS_V20.450Idelalisib— uncovered
E2F_TARGETS0.430Inavolisib— uncovered
G2M_CHECKPOINT0.340Inavolisib— uncovered
EPITHELIAL_MESENCHYMAL_TRANSITION0.280Inavolisib— uncovered
ADIPOGENESIS0.260Inavolisib— uncovered
OXIDATIVE_PHOSPHORYLATION0.240Remibrutinib— uncovered
FATTY_ACID_METABOLISM0.200Inavolisib— uncovered
ANGIOGENESIS0.180Remibrutinib— uncovered
BILE_ACID_METABOLISM0.160Inavolisib— uncovered
CHOLESTEROL_HOMEOSTASIS0.160Remibrutinib— uncovered
DNA_REPAIR0.140Idelalisib— uncovered
PROTEIN_SECRETION0.140Remibrutinib— uncovered
MTORC1_SIGNALING0.130Inavolisib— uncovered
PEROXISOME0.130Idelalisib— uncovered
MYOGENESIS0.100Inavolisib— uncovered
INTERFERON_ALPHA_RESPONSE0.080Inavolisib— uncovered
SPERMATOGENESIS0.020Inavolisib— uncovered