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

bb3dc2ff-a686-483e-8d3c-e06649462881

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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
age_years
73

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+0.460
  • MYOGENESIS+0.460
  • COAGULATION+0.380
  • APICAL_JUNCTION+0.350
  • ANGIOGENESIS+0.340
  • HEDGEHOG_SIGNALING+0.330
  • NOTCH_SIGNALING+0.320
  • WNT_BETA_CATENIN_SIGNALING+0.300
  • KRAS_SIGNALING_DN+0.240
  • XENOBIOTIC_METABOLISM+0.230

Top 10 suppressed

  • E2F_TARGETS-0.430
  • G2M_CHECKPOINT-0.410
  • PROTEIN_SECRETION-0.330
  • ANDROGEN_RESPONSE-0.320
  • MITOTIC_SPINDLE-0.220
  • MTORC1_SIGNALING-0.110
  • MYC_TARGETS_V1-0.110
  • PI3K_AKT_MTOR_SIGNALING-0.100
  • UNFOLDED_PROTEIN_RESPONSE-0.080
  • UV_RESPONSE_DN-0.030

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
1d496ef4f-4716-4e6e-94e3-fce93b26d4ee
colon-landscapes@1
0.919
21652b0a3-dc1d-4490-9632-07673713deb1
colon-landscapes@1
0.909
3b9189c77-004e-461a-9c15-b504b12a3030
colon-landscapes@1
0.880
480bea63b-bc3a-4999-8c11-a35c92183cd7
colon-landscapes@1
0.874
56bc70f5c-fdba-4bef-865a-793b7782a107
colon-landscapes@1
0.868
6SAMN03290910
melanoma-umap@29
0.863
79b308588-5e79-46ab-b186-6edd686695c6
colon-landscapes@1
0.862
805167d53-0b47-4131-bfa4-450b236b9fd5
colon-landscapes@1
0.857
9a4322796-9189-48c2-9e7c-7b1493b5799a
colon-landscapes@1
0.842
1045b4921e-fce7-41f8-bb63-ed98343ceec8
colon-landscapes@1
0.827

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
EPITHELIAL_MESENCHYMAL_TRANSITION0.460Inavolisib— uncovered
MYOGENESIS0.460Inavolisib— uncovered
COAGULATION0.380Binimetinib— uncovered
APICAL_JUNCTION0.350Inavolisib— uncovered
ANGIOGENESIS0.340Remibrutinib— uncovered
HEDGEHOG_SIGNALING0.330Inavolisib— uncovered
NOTCH_SIGNALING0.320Inavolisib— uncovered
WNT_BETA_CATENIN_SIGNALING0.300Inavolisib— uncovered
KRAS_SIGNALING_DN0.240Remibrutinib— uncovered
XENOBIOTIC_METABOLISM0.230Inavolisib— uncovered
APICAL_SURFACE0.200Temsirolimus— uncovered
INFLAMMATORY_RESPONSE0.190Idelalisib— uncovered
ESTROGEN_RESPONSE_EARLY0.180Inavolisib— uncovered
ESTROGEN_RESPONSE_LATE0.180Idelalisib— uncovered
REACTIVE_OXYGEN_SPECIES_PATHWAY0.180Inavolisib— uncovered
COMPLEMENT0.170Inavolisib— uncovered
PANCREAS_BETA_CELLS0.150Cobimetinib— uncovered
UV_RESPONSE_UP0.150Idelalisib— uncovered
KRAS_SIGNALING_UP0.140Inavolisib— uncovered
HYPOXIA0.130Idelalisib— uncovered