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+0.500
  • PROTEIN_SECRETION+0.500
  • EPITHELIAL_MESENCHYMAL_TRANSITION+0.400
  • TGF_BETA_SIGNALING+0.300
  • UNFOLDED_PROTEIN_RESPONSE+0.300
  • ANDROGEN_RESPONSE+0.200
  • KRAS_SIGNALING_UP+0.200
  • TNFA_SIGNALING_VIA_NFKB+0.200
  • APOPTOSIS+0.100
  • COAGULATION+0.100

Top 10 suppressed

  • ALLOGRAFT_REJECTION-0.400
  • APICAL_SURFACE-0.300
  • E2F_TARGETS-0.300
  • G2M_CHECKPOINT-0.300
  • MYC_TARGETS_V2-0.300
  • OXIDATIVE_PHOSPHORYLATION-0.300
  • REACTIVE_OXYGEN_SPECIES_PATHWAY-0.300
  • CHOLESTEROL_HOMEOSTASIS-0.200
  • FATTY_ACID_METABOLISM-0.200
  • INTERFERON_GAMMA_RESPONSE-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.

10 twins match this tumor's tissue · 0 come from a different tissue of origin

#SampleCancer typeSubtypecos similarity
1TCGA-MP-A4SY-01A-21R-A24X-07
lung-landscapes@6
cohortA10.762
24f0c3ed0-647a-422e-b771-f201f5d5d29e
melanoma-umap@29
0.729
3TCGA-E9-A1RI-01A-11R-A169-07
breast-umap@18
A0.693
45af21474-88f9-4885-82d2-9c84b2ded99a
melanoma-umap@29
0.686
5TCGA-CV-7416-01A-11R-2081-07
head-neck@1
0.674
6SRR6013569
lung-landscapes@6
cohortMD20.666
7TCGA-E2-A1BC-01A-11R-A12P-07
breast-umap@18
A0.663
8TCGA-66-2789-01A-01R-0980-07
lung-landscapes@6
cohortSQ10.659
9SRR8518416
breast-umap@18
E0.650
10TCGA-44-2665-01A-01R-A278-07
lung-landscapes@6
cohortMD20.633

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
ANGIOGENESIS0.500Remibrutinib— uncovered
PROTEIN_SECRETION0.500Remibrutinib— uncovered
EPITHELIAL_MESENCHYMAL_TRANSITION0.400Inavolisib— uncovered
TGF_BETA_SIGNALING0.300Inavolisib— uncovered
UNFOLDED_PROTEIN_RESPONSE0.300Idelalisib— uncovered
ANDROGEN_RESPONSE0.200Inavolisib— uncovered
KRAS_SIGNALING_UP0.200Inavolisib— uncovered
TNFA_SIGNALING_VIA_NFKB0.200Inavolisib— uncovered
APOPTOSIS0.100Idelalisib— uncovered
COAGULATION0.100Binimetinib— uncovered
GLYCOLYSIS0.100Inavolisib— uncovered
HYPOXIA0.100Idelalisib— uncovered
MTORC1_SIGNALING0.100Inavolisib— uncovered
PEROXISOME0.100Idelalisib— uncovered
PI3K_AKT_MTOR_SIGNALING0.100Inavolisib— uncovered
UV_RESPONSE_DN0.100Inavolisib— uncovered