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

1652b0a3-dc1d-4490-9632-07673713deb1

e1649493-cbd2-5970-ae1a-d95cb23c997c

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
65

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+0.470
  • COAGULATION+0.460
  • ANGIOGENESIS+0.440
  • MYOGENESIS+0.440
  • APICAL_JUNCTION+0.360
  • WNT_BETA_CATENIN_SIGNALING+0.350
  • REACTIVE_OXYGEN_SPECIES_PATHWAY+0.340
  • NOTCH_SIGNALING+0.320
  • XENOBIOTIC_METABOLISM+0.320
  • APICAL_SURFACE+0.300

Top 10 suppressed

  • E2F_TARGETS-0.540
  • G2M_CHECKPOINT-0.510
  • PROTEIN_SECRETION-0.480
  • MYC_TARGETS_V1-0.440
  • ANDROGEN_RESPONSE-0.290
  • MYC_TARGETS_V2-0.270
  • MTORC1_SIGNALING-0.240
  • INTERFERON_ALPHA_RESPONSE-0.230
  • MITOTIC_SPINDLE-0.220
  • UNFOLDED_PROTEIN_RESPONSE-0.190

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
0.975
257583139-d2d3-4b97-a616-aa96058d4682
melanoma-umap@29
0.910
3bb3dc2ff-a686-483e-8d3c-e06649462881
colon-landscapes@1
0.909
49b308588-5e79-46ab-b186-6edd686695c6
colon-landscapes@1
0.906
545b4921e-fce7-41f8-bb63-ed98343ceec8
colon-landscapes@1
0.901
680bea63b-bc3a-4999-8c11-a35c92183cd7
colon-landscapes@1
0.894
7SRR493947
lung-landscapes@6
cohortA10.885
8MBCproject_0031_T1_RNA
breast-umap@18
A0.883
97645a3b1-639d-4677-8bcf-c16df24fcc2b
melanoma-umap@29
0.880
10SAMN03290902
melanoma-umap@29
0.875

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
EPITHELIAL_MESENCHYMAL_TRANSITION0.470Inavolisib— uncovered
COAGULATION0.460Binimetinib— uncovered
ANGIOGENESIS0.440Remibrutinib— uncovered
MYOGENESIS0.440Inavolisib— uncovered
APICAL_JUNCTION0.360Inavolisib— uncovered
WNT_BETA_CATENIN_SIGNALING0.350Inavolisib— uncovered
REACTIVE_OXYGEN_SPECIES_PATHWAY0.340Inavolisib— uncovered
NOTCH_SIGNALING0.320Inavolisib— uncovered
XENOBIOTIC_METABOLISM0.320Inavolisib— uncovered
APICAL_SURFACE0.300Temsirolimus— uncovered
ESTROGEN_RESPONSE_EARLY0.300Inavolisib— uncovered
HEDGEHOG_SIGNALING0.300Inavolisib— uncovered
HYPOXIA0.300Idelalisib— uncovered
ESTROGEN_RESPONSE_LATE0.270Idelalisib— uncovered
KRAS_SIGNALING_DN0.270Remibrutinib— uncovered
CHOLESTEROL_HOMEOSTASIS0.260Remibrutinib— uncovered
INFLAMMATORY_RESPONSE0.240Idelalisib— uncovered
IL2_STAT5_SIGNALING0.230Idelalisib— uncovered
COMPLEMENT0.220Inavolisib— uncovered
P53_PATHWAY0.220Idelalisib— uncovered