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

fd618c1b-e230-408d-aed8-4ad6df3fc4e6

78ccf3b1-db3d-56a1-a6a0-e7e15b9c7e94

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
55

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+0.670
  • ANGIOGENESIS+0.550
  • ALLOGRAFT_REJECTION+0.430
  • INFLAMMATORY_RESPONSE+0.430
  • COAGULATION+0.400
  • COMPLEMENT+0.400
  • KRAS_SIGNALING_UP+0.390
  • UV_RESPONSE_DN+0.370
  • IL2_STAT5_SIGNALING+0.350
  • IL6_JAK_STAT3_SIGNALING+0.350

Top 10 suppressed

  • MYC_TARGETS_V2-0.580
  • MYC_TARGETS_V1-0.520
  • OXIDATIVE_PHOSPHORYLATION-0.430
  • DNA_REPAIR-0.390
  • E2F_TARGETS-0.370
  • G2M_CHECKPOINT-0.360
  • UNFOLDED_PROTEIN_RESPONSE-0.290
  • ESTROGEN_RESPONSE_LATE-0.250
  • PEROXISOME-0.250
  • REACTIVE_OXYGEN_SPECIES_PATHWAY-0.210

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
107234abb-aa8c-434f-898c-6f7ba28c5850
colon-landscapes@1
0.941
2TCGA-A2-A0T6-01A-11R-A084-07
breast-umap@18
A0.933
369842b4c-448a-4275-8250-7b31948c56ec
colon-landscapes@1
0.928
4TCGA-CV-6934-01A-11R-1915-07
head-neck@1
0.928
5SRR8518425
breast-umap@18
A0.922
62cec663c-00c8-48b5-967b-f2a53c0fb409
colon-landscapes@1
0.922
7TCGA-CN-4728-01A-01R-1436-07
head-neck@1
0.919
8C3N-02923
lung-landscapes@6
cohortMD20.917
9SRR35579817
breast-umap@18
A0.915
10TCGA-78-8648-01A-11R-2403-07
lung-landscapes@6
cohortMD20.914

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
EPITHELIAL_MESENCHYMAL_TRANSITION0.670Inavolisib— uncovered
ANGIOGENESIS0.550Remibrutinib— uncovered
ALLOGRAFT_REJECTION0.430Idelalisib— uncovered
INFLAMMATORY_RESPONSE0.430Idelalisib— uncovered
COAGULATION0.400Binimetinib— uncovered
COMPLEMENT0.400Inavolisib— uncovered
KRAS_SIGNALING_UP0.390Inavolisib— uncovered
UV_RESPONSE_DN0.370Inavolisib— uncovered
IL2_STAT5_SIGNALING0.350Idelalisib— uncovered
IL6_JAK_STAT3_SIGNALING0.350Inavolisib— uncovered
MYOGENESIS0.350Inavolisib— uncovered
APICAL_JUNCTION0.310Inavolisib— uncovered
INTERFERON_GAMMA_RESPONSE0.310Idelalisib— uncovered
TNFA_SIGNALING_VIA_NFKB0.310Inavolisib— uncovered
HYPOXIA0.250Idelalisib— uncovered
APOPTOSIS0.220Idelalisib— uncovered
TGF_BETA_SIGNALING0.210Inavolisib— uncovered
HEDGEHOG_SIGNALING0.200Inavolisib— uncovered
APICAL_SURFACE0.190Temsirolimus— uncovered
ANDROGEN_RESPONSE0.170Inavolisib— uncovered