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

13e18e29-9f8a-4bd4-9a5d-e6c30668d07a

b9d5c157-b435-5c21-b1a6-ba863d17ee4e

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

  • KRAS_SIGNALING_DN+0.300
  • REACTIVE_OXYGEN_SPECIES_PATHWAY+0.300
  • COAGULATION+0.200
  • ESTROGEN_RESPONSE_LATE+0.200
  • MYOGENESIS+0.200
  • OXIDATIVE_PHOSPHORYLATION+0.200
  • UV_RESPONSE_UP+0.200
  • XENOBIOTIC_METABOLISM+0.200
  • APICAL_JUNCTION+0.100
  • DNA_REPAIR+0.100

Top 10 suppressed

  • UV_RESPONSE_DN-0.500
  • ANDROGEN_RESPONSE-0.400
  • INTERFERON_GAMMA_RESPONSE-0.400
  • MYC_TARGETS_V1-0.400
  • PROTEIN_SECRETION-0.400
  • TGF_BETA_SIGNALING-0.400
  • ALLOGRAFT_REJECTION-0.300
  • IL2_STAT5_SIGNALING-0.300
  • INFLAMMATORY_RESPONSE-0.300
  • INTERFERON_ALPHA_RESPONSE-0.300

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.

8 twins match this tumor's tissue · 2 come from a different tissue of origin

#SampleCancer typeSubtypecos similarity
13e1c728a-cf38-4ca8-9d87-0bbf098567a6
melanoma-umap@29
0.844
2SRR1318372
brain-umap@2
GTEX0.842
3c2e34dda-0852-492e-9cde-3ff606259c12
melanoma-umap@29
0.834
44f521ce8-4aac-4ea5-abbe-732ff9ac5409
melanoma-umap@29
0.834
50ffd0bed-35a4-4fec-9d56-1d4ae5dcb507
colon-landscapes@1
0.829
6TCGA-V7-A7HQ-01A-11R-A33J-07
breast-umap@18
B0.827
7SRR25043618
head-neck@1
0.825
8SRR1316535
brain-umap@2
GTEX0.825
9TCGA-AC-A3TN-01A-11R-A22K-07
breast-umap@18
B0.819
1085d43afd-9aac-48ca-a9c4-00357b7207e1
melanoma-umap@29
0.817

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
KRAS_SIGNALING_DN0.300Remibrutinib— uncovered
REACTIVE_OXYGEN_SPECIES_PATHWAY0.300Inavolisib— uncovered
COAGULATION0.200Binimetinib— uncovered
ESTROGEN_RESPONSE_LATE0.200Idelalisib— uncovered
MYOGENESIS0.200Inavolisib— uncovered
OXIDATIVE_PHOSPHORYLATION0.200Remibrutinib— uncovered
UV_RESPONSE_UP0.200Idelalisib— uncovered
XENOBIOTIC_METABOLISM0.200Inavolisib— uncovered
APICAL_JUNCTION0.100Inavolisib— uncovered
DNA_REPAIR0.100Idelalisib— uncovered
GLYCOLYSIS0.100Inavolisib— uncovered
HEDGEHOG_SIGNALING0.100Inavolisib— uncovered
PANCREAS_BETA_CELLS0.100Cobimetinib— uncovered