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

4108a871-c064-4537-9331-e59798d7d492

2c73a9d8-58f1-5875-b983-72142de43ae8

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
72

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
  • ANGIOGENESIS+0.430
  • MYOGENESIS+0.410
  • APICAL_JUNCTION+0.390
  • HEDGEHOG_SIGNALING+0.390
  • UV_RESPONSE_DN+0.390
  • PANCREAS_BETA_CELLS+0.340
  • TGF_BETA_SIGNALING+0.310
  • COAGULATION+0.300
  • KRAS_SIGNALING_UP+0.300

Top 10 suppressed

  • MYC_TARGETS_V2-0.750
  • MYC_TARGETS_V1-0.690
  • E2F_TARGETS-0.650
  • OXIDATIVE_PHOSPHORYLATION-0.620
  • G2M_CHECKPOINT-0.540
  • MTORC1_SIGNALING-0.490
  • REACTIVE_OXYGEN_SPECIES_PATHWAY-0.480
  • FATTY_ACID_METABOLISM-0.410
  • DNA_REPAIR-0.400
  • UNFOLDED_PROTEIN_RESPONSE-0.400

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
1e72bd7b6-c350-4f96-a633-8bf86079f57c
colon-landscapes@1
0.951
21b5aacb8-0e2e-4888-bc61-48c4aa4d4684
colon-landscapes@1
0.948
3a307b24f-4caa-403a-8313-2a4604f2079a
colon-landscapes@1
0.943
4895018d4-b355-4339-8c60-186478ae6551
colon-landscapes@1
0.932
5SRR15069598
head-neck@1
0.922
6TCGA-CV-6934-01A-11R-1915-07
head-neck@1
0.918
76b32f047-89ca-40e7-950f-a03493ea90c7
colon-landscapes@1
0.916
8TCGA-BH-A1FH-01A-12R-A13Q-07
breast-umap@18
A0.914
920020074.LumA
breast-umap@18
A0.913
10TCGA-CR-6488-01A-12R-2081-07
head-neck@1
0.913

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
EPITHELIAL_MESENCHYMAL_TRANSITION0.510Inavolisib— uncovered
ANGIOGENESIS0.430Remibrutinib— uncovered
MYOGENESIS0.410Inavolisib— uncovered
APICAL_JUNCTION0.390Inavolisib— uncovered
HEDGEHOG_SIGNALING0.390Inavolisib— uncovered
UV_RESPONSE_DN0.390Inavolisib— uncovered
PANCREAS_BETA_CELLS0.340Cobimetinib— uncovered
TGF_BETA_SIGNALING0.310Inavolisib— uncovered
COAGULATION0.300Binimetinib— uncovered
KRAS_SIGNALING_UP0.300Inavolisib— uncovered
COMPLEMENT0.280Inavolisib— uncovered
INFLAMMATORY_RESPONSE0.260Idelalisib— uncovered
KRAS_SIGNALING_DN0.260Remibrutinib— uncovered
PROTEIN_SECRETION0.250Remibrutinib— uncovered
TNFA_SIGNALING_VIA_NFKB0.240Inavolisib— uncovered
IL6_JAK_STAT3_SIGNALING0.220Inavolisib— uncovered
APICAL_SURFACE0.180Temsirolimus— uncovered
NOTCH_SIGNALING0.180Inavolisib— uncovered
ALLOGRAFT_REJECTION0.160Idelalisib— uncovered
IL2_STAT5_SIGNALING0.100Idelalisib— uncovered