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
  • PANCREAS_BETA_CELLS+0.300
  • WNT_BETA_CATENIN_SIGNALING+0.300
  • HEDGEHOG_SIGNALING+0.200
  • KRAS_SIGNALING_DN+0.200
  • MYOGENESIS+0.200
  • BILE_ACID_METABOLISM+0.100
  • COAGULATION+0.100
  • UV_RESPONSE_DN+0.100
  • EPITHELIAL_MESENCHYMAL_TRANSITION+0.000

Top 10 suppressed

  • ALLOGRAFT_REJECTION-0.600
  • E2F_TARGETS-0.600
  • INTERFERON_ALPHA_RESPONSE-0.600
  • INTERFERON_GAMMA_RESPONSE-0.600
  • OXIDATIVE_PHOSPHORYLATION-0.600
  • G2M_CHECKPOINT-0.500
  • IL6_JAK_STAT3_SIGNALING-0.500
  • INFLAMMATORY_RESPONSE-0.500
  • MTORC1_SIGNALING-0.500
  • MYC_TARGETS_V1-0.500

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-CN-A49A-01A-11R-A24H-07
head-neck@1
0.910
2TCGA-78-7161-01A-11R-2039-07
lung-landscapes@6
cohortA30.908
3d2995480-5ae0-42e1-9a21-25e1435201ee
colon-landscapes@1
0.906
4TCGA-ZF-A9RC-01A-11R-A38B-07
bladder-landscape@3
0.901
5TCGA-WA-A7H4-01A-21R-A34R-07
head-neck@1
0.901
6TCGA-CN-4737-01A-01R-1436-07
head-neck@1
0.889
7fe036511-fe82-467c-9c6e-59bfb8b0a329
melanoma-umap@29
0.884
8TCGA-55-8615-01A-11R-2403-07
lung-landscapes@6
cohortA30.883
9TCGA-UF-A7JA-01A-12R-A34R-07
head-neck@1
0.883
10C3N-03921
lung-landscapes@6
cohortA10.883

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
ANGIOGENESIS0.400Remibrutinib— uncovered
PANCREAS_BETA_CELLS0.300Cobimetinib— uncovered
WNT_BETA_CATENIN_SIGNALING0.300Inavolisib— uncovered
HEDGEHOG_SIGNALING0.200Inavolisib— uncovered
KRAS_SIGNALING_DN0.200Remibrutinib— uncovered
MYOGENESIS0.200Inavolisib— uncovered
BILE_ACID_METABOLISM0.100Inavolisib— uncovered
COAGULATION0.100Binimetinib— uncovered
UV_RESPONSE_DN0.100Inavolisib— uncovered