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

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+0.400
  • EPITHELIAL_MESENCHYMAL_TRANSITION+0.400
  • MYC_TARGETS_V1+0.400
  • MYC_TARGETS_V2+0.400
  • MYOGENESIS+0.400
  • UNFOLDED_PROTEIN_RESPONSE+0.400
  • ANDROGEN_RESPONSE+0.300
  • HYPOXIA+0.300
  • TNFA_SIGNALING_VIA_NFKB+0.300
  • UV_RESPONSE_DN+0.300

Top 10 suppressed

  • INTERFERON_ALPHA_RESPONSE-0.600
  • INTERFERON_GAMMA_RESPONSE-0.500
  • ALLOGRAFT_REJECTION-0.400
  • APICAL_SURFACE-0.300
  • E2F_TARGETS-0.300
  • COMPLEMENT-0.200
  • G2M_CHECKPOINT-0.200
  • HEME_METABOLISM-0.200
  • INFLAMMATORY_RESPONSE-0.200
  • OXIDATIVE_PHOSPHORYLATION-0.200

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
1TCGA-P3-A6T3-01A-11R-A34R-07
head-neck@1
0.755
2350f38a2-e597-494a-a387-975814453726
melanoma-umap@29
0.753
3SRR2932813
head-neck@1
0.733
4BS_KP735TJ6
brain-umap@2
high-grade glioma0.728
5TCGA-CN-5355-01A-01R-1436-07
head-neck@1
0.728
6SRR2932825
head-neck@1
0.723
7SRR11296891
colon-landscapes@1
0.720
8SRR12202487
bladder-landscape@3
0.719
9TCGA-FT-A3EE-01A-11R-A206-07
bladder-landscape@3
0.719
10TCGA-77-8130-01A-11R-2247-07
lung-landscapes@6
cohortSQ10.715

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
ANGIOGENESIS0.400Remibrutinib— uncovered
EPITHELIAL_MESENCHYMAL_TRANSITION0.400Inavolisib— uncovered
MYC_TARGETS_V10.400Inavolisib— uncovered
MYC_TARGETS_V20.400Idelalisib— uncovered
MYOGENESIS0.400Inavolisib— uncovered
UNFOLDED_PROTEIN_RESPONSE0.400Idelalisib— uncovered
ANDROGEN_RESPONSE0.300Inavolisib— uncovered
HYPOXIA0.300Idelalisib— uncovered
TNFA_SIGNALING_VIA_NFKB0.300Inavolisib— uncovered
UV_RESPONSE_DN0.300Inavolisib— uncovered
HEDGEHOG_SIGNALING0.200Inavolisib— uncovered
PROTEIN_SECRETION0.200Remibrutinib— uncovered
TGF_BETA_SIGNALING0.200Inavolisib— uncovered
ADIPOGENESIS0.100Inavolisib— uncovered
APICAL_JUNCTION0.100Inavolisib— uncovered
APOPTOSIS0.100Idelalisib— uncovered
CHOLESTEROL_HOMEOSTASIS0.100Remibrutinib— uncovered
COAGULATION0.100Binimetinib— uncovered
ESTROGEN_RESPONSE_EARLY0.100Inavolisib— uncovered
GLYCOLYSIS0.100Inavolisib— uncovered