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

2e6550a8-fbe0-4b31-bb3a-4d7e93709126

5806d74a-298b-5427-98ac-a99191e8bca8

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
84.9144421629021

GSVA pathway preview (50 Hallmark scores)

MeasuredDerivedReference

Top 10 most elevated and top 10 most suppressed Hallmark pathways for this sample.

Top 10 elevated

  • ANGIOGENESIS+0.480
  • EPITHELIAL_MESENCHYMAL_TRANSITION+0.450
  • CHOLESTEROL_HOMEOSTASIS+0.390
  • HEDGEHOG_SIGNALING+0.340
  • SPERMATOGENESIS+0.300
  • APICAL_SURFACE+0.280
  • PROTEIN_SECRETION+0.250
  • COAGULATION+0.240
  • G2M_CHECKPOINT+0.220
  • MYOGENESIS+0.220

Top 10 suppressed

  • INTERFERON_ALPHA_RESPONSE-0.430
  • MYC_TARGETS_V2-0.430
  • OXIDATIVE_PHOSPHORYLATION-0.410
  • INTERFERON_GAMMA_RESPONSE-0.360
  • ALLOGRAFT_REJECTION-0.280
  • MYC_TARGETS_V1-0.260
  • REACTIVE_OXYGEN_SPECIES_PATHWAY-0.240
  • FATTY_ACID_METABOLISM-0.230
  • XENOBIOTIC_METABOLISM-0.210
  • DNA_REPAIR-0.200

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
1f825534d-5882-4efe-a32e-af56741854f6
colon-landscapes@1
0.751
2TCGA-BL-A13J-01A-11R-A10U-07
bladder-landscape@3
0.745
3DRR168609
bladder-landscape@3
0.744
4TCGA-P6-A5OF-01
acc-tcga-pancan-2018@2018
Adrenocortical CarcinomaAdrenocortical Carcinoma, Usual Type0.739
54b3022ba-0232-493c-b3fc-2447e8cf7113
colon-landscapes@1
0.728
6TCGA-D8-A27H-01A-11R-A16F-07
breast-umap@18
E0.726
734a7b3e9-caae-48d1-97a4-2bcb00fa2383
colon-landscapes@1
0.718
8SRR4195679
colon-landscapes@1
0.715
920040086.TNBC
breast-umap@18
C0.712
1021b172a2-72ce-4cfc-b021-cf8c36359feb
colon-landscapes@1
0.709

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
ANGIOGENESIS0.480Remibrutinib— uncovered
EPITHELIAL_MESENCHYMAL_TRANSITION0.450Inavolisib— uncovered
CHOLESTEROL_HOMEOSTASIS0.390Remibrutinib— uncovered
HEDGEHOG_SIGNALING0.340Inavolisib— uncovered
SPERMATOGENESIS0.300Inavolisib— uncovered
APICAL_SURFACE0.280Temsirolimus— uncovered
PROTEIN_SECRETION0.250Remibrutinib— uncovered
COAGULATION0.240Binimetinib— uncovered
G2M_CHECKPOINT0.220Inavolisib— uncovered
MYOGENESIS0.220Inavolisib— uncovered
APICAL_JUNCTION0.190Inavolisib— uncovered
TGF_BETA_SIGNALING0.160Inavolisib— uncovered
ANDROGEN_RESPONSE0.150Inavolisib— uncovered
MTORC1_SIGNALING0.150Inavolisib— uncovered
COMPLEMENT0.140Inavolisib— uncovered
HYPOXIA0.140Idelalisib— uncovered
UV_RESPONSE_DN0.130Inavolisib— uncovered
E2F_TARGETS0.110Inavolisib— uncovered
INFLAMMATORY_RESPONSE0.100Idelalisib— uncovered
GLYCOLYSIS0.090Inavolisib— uncovered