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

  • PROTEIN_SECRETION+0.500
  • ANGIOGENESIS+0.300
  • CHOLESTEROL_HOMEOSTASIS+0.300
  • GLYCOLYSIS+0.300
  • MTORC1_SIGNALING+0.300
  • PANCREAS_BETA_CELLS+0.300
  • ANDROGEN_RESPONSE+0.200
  • EPITHELIAL_MESENCHYMAL_TRANSITION+0.200
  • UNFOLDED_PROTEIN_RESPONSE+0.200
  • UV_RESPONSE_DN+0.200

Top 10 suppressed

  • ALLOGRAFT_REJECTION-0.400
  • APICAL_SURFACE-0.300
  • MYC_TARGETS_V2-0.300
  • HEDGEHOG_SIGNALING-0.200
  • HEME_METABOLISM-0.200
  • IL2_STAT5_SIGNALING-0.200
  • INFLAMMATORY_RESPONSE-0.200
  • INTERFERON_ALPHA_RESPONSE-0.200
  • INTERFERON_GAMMA_RESPONSE-0.200
  • P53_PATHWAY-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
148155bad-7de9-401d-a495-972cbbb8f276
melanoma-umap@29
0.695
2TCGA-BH-A1FM-01A-11R-A13Q-07
breast-umap@18
B0.694
3R146
bladder-landscape@3
0.659
4SRR493955
lung-landscapes@6
cohortSC0.650
5R325
bladder-landscape@3
0.646
6TCGA-C8-A12Z-01A-11R-A115-07
breast-umap@18
C0.643
7MNG601
mng-umap@100
0.641
8acff2b90.e0b8.4523.8db6.6cce367439be
lung-landscapes@6
cohortA30.640
9TCGA-D8-A1X7-01A-11R-A14M-07
breast-umap@18
B0.637
10TCGA-66-2789-01A-01R-0980-07
lung-landscapes@6
cohortSQ10.633

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
PROTEIN_SECRETION0.500Remibrutinib— uncovered
ANGIOGENESIS0.300Remibrutinib— uncovered
CHOLESTEROL_HOMEOSTASIS0.300Remibrutinib— uncovered
GLYCOLYSIS0.300Inavolisib— uncovered
MTORC1_SIGNALING0.300Inavolisib— uncovered
PANCREAS_BETA_CELLS0.300Cobimetinib— uncovered
ANDROGEN_RESPONSE0.200Inavolisib— uncovered
EPITHELIAL_MESENCHYMAL_TRANSITION0.200Inavolisib— uncovered
UNFOLDED_PROTEIN_RESPONSE0.200Idelalisib— uncovered
UV_RESPONSE_DN0.200Inavolisib— uncovered
HYPOXIA0.100Idelalisib— uncovered
KRAS_SIGNALING_UP0.100Inavolisib— uncovered
MYC_TARGETS_V10.100Inavolisib— uncovered
NOTCH_SIGNALING0.100Inavolisib— uncovered
PEROXISOME0.100Idelalisib— uncovered
TGF_BETA_SIGNALING0.100Inavolisib— uncovered