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

40b92a76-f324-4cdd-8209-517d021acd47

89cebd33-d3a7-5f1c-ab40-2f67223da363

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

  • EPITHELIAL_MESENCHYMAL_TRANSITION+0.500
  • ANGIOGENESIS+0.400
  • CHOLESTEROL_HOMEOSTASIS+0.400
  • COAGULATION+0.400
  • MYOGENESIS+0.400
  • NOTCH_SIGNALING+0.400
  • REACTIVE_OXYGEN_SPECIES_PATHWAY+0.400
  • APICAL_JUNCTION+0.300
  • HEDGEHOG_SIGNALING+0.300
  • HYPOXIA+0.300

Top 10 suppressed

  • PROTEIN_SECRETION-0.500
  • INTERFERON_ALPHA_RESPONSE-0.400
  • ANDROGEN_RESPONSE-0.300
  • INTERFERON_GAMMA_RESPONSE-0.300
  • ALLOGRAFT_REJECTION-0.200
  • G2M_CHECKPOINT-0.200
  • MITOTIC_SPINDLE-0.200
  • MYC_TARGETS_V1-0.200
  • UV_RESPONSE_DN-0.200
  • 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.

9 twins match this tumor's tissue · 1 come from a different tissue of origin

#SampleCancer typeSubtypecos similarity
1a4322796-9189-48c2-9e7c-7b1493b5799a
colon-landscapes@1
0.867
2c0054cf0-8f4b-47b6-a8fc-63a1fd36bcc7
melanoma-umap@29
0.858
3a8235ad1-0c5f-4a0b-b595-85ef3a1e49ff
colon-landscapes@1
0.855
409f758e5-6be1-4f29-ac92-869d92f8fbcf
melanoma-umap@29
0.849
5SAMN03290888
melanoma-umap@29
0.843
644f9e45d-d779-4865-8f10-d085d5d25447
melanoma-umap@29
0.841
780bea63b-bc3a-4999-8c11-a35c92183cd7
colon-landscapes@1
0.840
8290b89f5-2a44-424b-b77d-a190dcb93e07
colon-landscapes@1
0.827
9BS_196BBNEJ
brain-umap@2
Posterior Fossa Ependymoma0.823
10d496ef4f-4716-4e6e-94e3-fce93b26d4ee
colon-landscapes@1
0.816

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
EPITHELIAL_MESENCHYMAL_TRANSITION0.500Inavolisib— uncovered
ANGIOGENESIS0.400Remibrutinib— uncovered
CHOLESTEROL_HOMEOSTASIS0.400Remibrutinib— uncovered
COAGULATION0.400Binimetinib— uncovered
MYOGENESIS0.400Inavolisib— uncovered
NOTCH_SIGNALING0.400Inavolisib— uncovered
REACTIVE_OXYGEN_SPECIES_PATHWAY0.400Inavolisib— uncovered
APICAL_JUNCTION0.300Inavolisib— uncovered
HEDGEHOG_SIGNALING0.300Inavolisib— uncovered
HYPOXIA0.300Idelalisib— uncovered
MYC_TARGETS_V20.300Idelalisib— uncovered
UV_RESPONSE_UP0.300Idelalisib— uncovered
WNT_BETA_CATENIN_SIGNALING0.300Inavolisib— uncovered
XENOBIOTIC_METABOLISM0.300Inavolisib— uncovered
APICAL_SURFACE0.200Temsirolimus— uncovered
ESTROGEN_RESPONSE_EARLY0.200Inavolisib— uncovered
ESTROGEN_RESPONSE_LATE0.200Idelalisib— uncovered
GLYCOLYSIS0.200Inavolisib— uncovered
KRAS_SIGNALING_DN0.200Remibrutinib— uncovered
TNFA_SIGNALING_VIA_NFKB0.200Inavolisib— uncovered