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

  • REACTIVE_OXYGEN_SPECIES_PATHWAY+0.500
  • COAGULATION+0.400
  • EPITHELIAL_MESENCHYMAL_TRANSITION+0.400
  • GLYCOLYSIS+0.400
  • HYPOXIA+0.400
  • MYOGENESIS+0.400
  • ANGIOGENESIS+0.300
  • APICAL_JUNCTION+0.300
  • KRAS_SIGNALING_DN+0.300
  • OXIDATIVE_PHOSPHORYLATION+0.300

Top 10 suppressed

  • ANDROGEN_RESPONSE-0.400
  • UV_RESPONSE_DN-0.400
  • INTERFERON_ALPHA_RESPONSE-0.300
  • MITOTIC_SPINDLE-0.300
  • PROTEIN_SECRETION-0.300
  • G2M_CHECKPOINT-0.200
  • INTERFERON_GAMMA_RESPONSE-0.200
  • MYC_TARGETS_V1-0.200
  • ALLOGRAFT_REJECTION-0.100
  • E2F_TARGETS-0.100

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
1MNG486
mng-umap@100
0.834
209f758e5-6be1-4f29-ac92-869d92f8fbcf
melanoma-umap@29
0.829
3b9189c77-004e-461a-9c15-b504b12a3030
colon-landscapes@1
0.824
440b92a76-f324-4cdd-8209-517d021acd47
melanoma-umap@29
0.813
5MNG413
mng-umap@100
0.809
6MBCProject_1151_T1_RNA
breast-umap@18
B0.793
7R170
bladder-landscape@3
0.792
880bea63b-bc3a-4999-8c11-a35c92183cd7
colon-landscapes@1
0.786
9MNG589
mng-umap@100
0.785
10d496ef4f-4716-4e6e-94e3-fce93b26d4ee
colon-landscapes@1
0.785

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
REACTIVE_OXYGEN_SPECIES_PATHWAY0.500Inavolisib— uncovered
COAGULATION0.400Binimetinib— uncovered
EPITHELIAL_MESENCHYMAL_TRANSITION0.400Inavolisib— uncovered
GLYCOLYSIS0.400Inavolisib— uncovered
HYPOXIA0.400Idelalisib— uncovered
MYOGENESIS0.400Inavolisib— uncovered
ANGIOGENESIS0.300Remibrutinib— uncovered
APICAL_JUNCTION0.300Inavolisib— uncovered
KRAS_SIGNALING_DN0.300Remibrutinib— uncovered
OXIDATIVE_PHOSPHORYLATION0.300Remibrutinib— uncovered
P53_PATHWAY0.300Idelalisib— uncovered
UV_RESPONSE_UP0.300Idelalisib— uncovered
XENOBIOTIC_METABOLISM0.300Inavolisib— uncovered
ADIPOGENESIS0.200Inavolisib— uncovered
APOPTOSIS0.200Idelalisib— uncovered
CHOLESTEROL_HOMEOSTASIS0.200Remibrutinib— uncovered
COMPLEMENT0.200Inavolisib— uncovered
DNA_REPAIR0.200Idelalisib— uncovered
ESTROGEN_RESPONSE_EARLY0.200Inavolisib— uncovered
ESTROGEN_RESPONSE_LATE0.200Idelalisib— uncovered