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

432c57e1-e191-4fdc-9aaa-53e460c82acc

ea42338d-4949-5269-a646-22d291a4281c

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
57.7494866529774

GSVA pathway preview (50 Hallmark scores)

MeasuredDerivedReference

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

Top 10 elevated

  • ANGIOGENESIS+0.390
  • HEDGEHOG_SIGNALING+0.290
  • HYPOXIA+0.220
  • PROTEIN_SECRETION+0.120
  • COAGULATION+0.110
  • BILE_ACID_METABOLISM+0.100
  • XENOBIOTIC_METABOLISM+0.100
  • EPITHELIAL_MESENCHYMAL_TRANSITION+0.090
  • MYOGENESIS+0.020
  • KRAS_SIGNALING_DN+0.010

Top 10 suppressed

  • E2F_TARGETS-0.570
  • INTERFERON_ALPHA_RESPONSE-0.520
  • G2M_CHECKPOINT-0.500
  • INTERFERON_GAMMA_RESPONSE-0.480
  • IL6_JAK_STAT3_SIGNALING-0.460
  • ALLOGRAFT_REJECTION-0.370
  • INFLAMMATORY_RESPONSE-0.350
  • OXIDATIVE_PHOSPHORYLATION-0.310
  • MYC_TARGETS_V1-0.290
  • PI3K_AKT_MTOR_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
1C3L-02834
lung-landscapes@6
cohortA10.822
2e3d71c3f-4e56-45fa-be88-2cf444b70a5c
melanoma-umap@29
0.810
3C3L-02165
lung-landscapes@6
cohortA20.797
4TCGA-CN-4737-01A-01R-1436-07
head-neck@1
0.788
5MNG703
mng-umap@100
0.788
6TCGA-CV-7103-01A-21R-2016-07
head-neck@1
0.782
7TCGA-A7-A0D9-01A-31R-A056-07
breast-umap@18
B0.781
88a25dfb0-edd0-4a44-9a6b-8f3f761b940c
colon-landscapes@1
0.780
9SRR25617895
breast-umap@18
B0.780
1035c6ff25-753c-4ebe-bbe7-2e7105d052e8
melanoma-umap@29
0.776

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
ANGIOGENESIS0.390Remibrutinib— uncovered
HEDGEHOG_SIGNALING0.290Inavolisib— uncovered
HYPOXIA0.220Idelalisib— uncovered
PROTEIN_SECRETION0.120Remibrutinib— uncovered
COAGULATION0.110Binimetinib— uncovered
BILE_ACID_METABOLISM0.100Inavolisib— uncovered
XENOBIOTIC_METABOLISM0.100Inavolisib— uncovered
EPITHELIAL_MESENCHYMAL_TRANSITION0.090Inavolisib— uncovered
MYOGENESIS0.020Inavolisib— uncovered
KRAS_SIGNALING_DN0.010Remibrutinib— uncovered