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

5467227e-26db-4241-9b21-0dd8ee39fcee

0fdf02b1-ac7f-5626-a628-23b62285f336

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

  • CHOLESTEROL_HOMEOSTASIS+0.400
  • EPITHELIAL_MESENCHYMAL_TRANSITION+0.400
  • REACTIVE_OXYGEN_SPECIES_PATHWAY+0.400
  • ADIPOGENESIS+0.300
  • COAGULATION+0.300
  • OXIDATIVE_PHOSPHORYLATION+0.300
  • PI3K_AKT_MTOR_SIGNALING+0.300
  • APICAL_JUNCTION+0.200
  • APICAL_SURFACE+0.200
  • APOPTOSIS+0.200

Top 10 suppressed

  • G2M_CHECKPOINT-0.300
  • E2F_TARGETS-0.200
  • MYC_TARGETS_V1-0.200
  • SPERMATOGENESIS-0.200
  • ANGIOGENESIS-0.100
  • KRAS_SIGNALING_UP-0.100
  • MITOTIC_SPINDLE-0.100
  • UV_RESPONSE_DN-0.100
  • ANDROGEN_RESPONSE+0.000
  • KRAS_SIGNALING_DN+0.000

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.

3 twins match this tumor's tissue · 7 come from a different tissue of origin ← cross-tissue dominant

#SampleCancer typeSubtypecos similarity
1BS_B3M5SGPA
brain-umap@2
low-grade glioma0.843
2BS_YCREDZTJ
brain-umap@2
low-grade glioma0.805
373A8C537-1F73-49FE-84BC-E9CC82D2A63E
brain-umap@2
0.799
4BS_1NPD7PVG
brain-umap@2
Ganglioglioma0.788
5580D2283-0AEE-42D8-AEDC-E5280DA56D81
brain-umap@2
0.786
6BS_C51RB0YR
brain-umap@2
low-grade glioma0.783
7TCGA-AC-A5EH-01A-11R-A28M-07
breast-umap@18
C0.775
8BS_4Y6BCYK5
brain-umap@2
pilocytic astrocytoma0.774
9BS_MBSTWZA6
brain-umap@2
pilocytic astrocytoma0.764
10BS_9BJARSX3
brain-umap@2
pleomorphic xanthoastrocytoma(PXA)0.761

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
CHOLESTEROL_HOMEOSTASIS0.400Remibrutinib— uncovered
EPITHELIAL_MESENCHYMAL_TRANSITION0.400Inavolisib— uncovered
REACTIVE_OXYGEN_SPECIES_PATHWAY0.400Inavolisib— uncovered
ADIPOGENESIS0.300Inavolisib— uncovered
COAGULATION0.300Binimetinib— uncovered
OXIDATIVE_PHOSPHORYLATION0.300Remibrutinib— uncovered
PI3K_AKT_MTOR_SIGNALING0.300Inavolisib— uncovered
APICAL_JUNCTION0.200Inavolisib— uncovered
APICAL_SURFACE0.200Temsirolimus— uncovered
APOPTOSIS0.200Idelalisib— uncovered
DNA_REPAIR0.200Idelalisib— uncovered
FATTY_ACID_METABOLISM0.200Inavolisib— uncovered
GLYCOLYSIS0.200Inavolisib— uncovered
HEDGEHOG_SIGNALING0.200Inavolisib— uncovered
HEME_METABOLISM0.200Temsirolimus— uncovered
INFLAMMATORY_RESPONSE0.200Idelalisib— uncovered
MTORC1_SIGNALING0.200Inavolisib— uncovered
MYOGENESIS0.200Inavolisib— uncovered
NOTCH_SIGNALING0.200Inavolisib— uncovered
TNFA_SIGNALING_VIA_NFKB0.200Inavolisib— uncovered