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

5943bf89-bad2-4461-8d80-7f9481810257

c3d44e34-d7e1-5379-93e7-9c391ffeaed3

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
68

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+0.510
  • HEDGEHOG_SIGNALING+0.450
  • MYOGENESIS+0.310
  • UV_RESPONSE_DN+0.300
  • ALLOGRAFT_REJECTION+0.290
  • MITOTIC_SPINDLE+0.270
  • INFLAMMATORY_RESPONSE+0.260
  • APICAL_SURFACE+0.250
  • ANGIOGENESIS+0.230
  • IL6_JAK_STAT3_SIGNALING+0.230

Top 10 suppressed

  • OXIDATIVE_PHOSPHORYLATION-0.600
  • MYC_TARGETS_V1-0.470
  • REACTIVE_OXYGEN_SPECIES_PATHWAY-0.450
  • FATTY_ACID_METABOLISM-0.410
  • MYC_TARGETS_V2-0.410
  • DNA_REPAIR-0.360
  • MTORC1_SIGNALING-0.330
  • CHOLESTEROL_HOMEOSTASIS-0.320
  • ADIPOGENESIS-0.270
  • GLYCOLYSIS-0.270

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
117d3d480-5503-419e-92cd-cbc7db9659d2
colon-landscapes@1
0.899
23d8cce44-2cc8-464c-930c-78eb705bc4c8
colon-landscapes@1
0.864
366e5440a-6b08-43cc-b007-82ac3f5221d1
colon-landscapes@1
0.861
409f3976d-4e95-41b4-bc0b-27eea3e20bb3
colon-landscapes@1
0.860
5a307b24f-4caa-403a-8313-2a4604f2079a
colon-landscapes@1
0.849
6BSR_12_0175_A5_S64
breast-umap@18
D0.835
7SRR6013528
lung-landscapes@6
cohortSQ10.834
8SRR33346956
bladder-landscape@3
0.831
9SRR6013529
lung-landscapes@6
cohortMD20.827
10895018d4-b355-4339-8c60-186478ae6551
colon-landscapes@1
0.823

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
EPITHELIAL_MESENCHYMAL_TRANSITION0.510Inavolisib— uncovered
HEDGEHOG_SIGNALING0.450Inavolisib— uncovered
MYOGENESIS0.310Inavolisib— uncovered
UV_RESPONSE_DN0.300Inavolisib— uncovered
ALLOGRAFT_REJECTION0.290Idelalisib— uncovered
MITOTIC_SPINDLE0.270Inavolisib— uncovered
INFLAMMATORY_RESPONSE0.260Idelalisib— uncovered
APICAL_SURFACE0.250Temsirolimus— uncovered
ANGIOGENESIS0.230Remibrutinib— uncovered
IL6_JAK_STAT3_SIGNALING0.230Inavolisib— uncovered
KRAS_SIGNALING_UP0.200Inavolisib— uncovered
APICAL_JUNCTION0.190Inavolisib— uncovered
COAGULATION0.170Binimetinib— uncovered
KRAS_SIGNALING_DN0.160Remibrutinib— uncovered
WNT_BETA_CATENIN_SIGNALING0.150Inavolisib— uncovered
IL2_STAT5_SIGNALING0.130Idelalisib— uncovered
BILE_ACID_METABOLISM0.090Inavolisib— uncovered
INTERFERON_GAMMA_RESPONSE0.090Idelalisib— uncovered
COMPLEMENT0.050Inavolisib— uncovered
G2M_CHECKPOINT0.050Inavolisib— uncovered