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

c22c07cb-8215-47e8-9525-074fda8d7d59

200c14d3-3ccd-5643-af92-71a65ae02cb4

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
71

GSVA pathway preview (50 Hallmark scores)

MeasuredDerivedReference

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

Top 10 elevated

  • UV_RESPONSE_DN+0.340
  • INFLAMMATORY_RESPONSE+0.310
  • ALLOGRAFT_REJECTION+0.290
  • TNFA_SIGNALING_VIA_NFKB+0.260
  • IL6_JAK_STAT3_SIGNALING+0.250
  • ANDROGEN_RESPONSE+0.230
  • G2M_CHECKPOINT+0.220
  • KRAS_SIGNALING_UP+0.210
  • SPERMATOGENESIS+0.190
  • INTERFERON_GAMMA_RESPONSE+0.180

Top 10 suppressed

  • OXIDATIVE_PHOSPHORYLATION-0.520
  • REACTIVE_OXYGEN_SPECIES_PATHWAY-0.430
  • MYC_TARGETS_V2-0.400
  • ADIPOGENESIS-0.380
  • DNA_REPAIR-0.380
  • FATTY_ACID_METABOLISM-0.350
  • XENOBIOTIC_METABOLISM-0.330
  • ESTROGEN_RESPONSE_LATE-0.310
  • CHOLESTEROL_HOMEOSTASIS-0.300
  • GLYCOLYSIS-0.290

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
1b9389390-aa03-406c-957e-2bc264f9468e
colon-landscapes@1
0.918
2TCGA-A7-A13E-01B-06R-A277-07
breast-umap@18
D0.892
3AUR-AFSO-TTP1-A-8-0-R-A741-41
breast-umap@18
C0.845
4AUR-AFE9-TTP1-A-1-0-R-A741-41
breast-umap@18
D0.815
55abd486a-6aed-4dcf-a2a2-2537af6cdd9c
colon-landscapes@1
0.814
6TCGA-CV-6939-01A-11R-1915-07
head-neck@1
0.810
7cd10f4f7-d92b-4152-8595-332686e4605a
colon-landscapes@1
0.809
8AUR-AER7-TTP1-A-1-0-R-A741-41
breast-umap@18
D0.794
9023160e4-1d9a-499c-9bfa-1b3aacf284f2
colon-landscapes@1
0.785
10TCGA-A7-A26F-01A-21R-A169-07
breast-umap@18
D0.780

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
UV_RESPONSE_DN0.340Inavolisib— uncovered
INFLAMMATORY_RESPONSE0.310Idelalisib— uncovered
ALLOGRAFT_REJECTION0.290Idelalisib— uncovered
TNFA_SIGNALING_VIA_NFKB0.260Inavolisib— uncovered
IL6_JAK_STAT3_SIGNALING0.250Inavolisib— uncovered
ANDROGEN_RESPONSE0.230Inavolisib— uncovered
G2M_CHECKPOINT0.220Inavolisib— uncovered
KRAS_SIGNALING_UP0.210Inavolisib— uncovered
SPERMATOGENESIS0.190Inavolisib— uncovered
INTERFERON_GAMMA_RESPONSE0.180Idelalisib— uncovered
PROTEIN_SECRETION0.180Remibrutinib— uncovered
IL2_STAT5_SIGNALING0.150Idelalisib— uncovered
MITOTIC_SPINDLE0.130Inavolisib— uncovered
ANGIOGENESIS0.100Remibrutinib— uncovered
COMPLEMENT0.080Inavolisib— uncovered
E2F_TARGETS0.060Inavolisib— uncovered
APICAL_SURFACE0.050Temsirolimus— uncovered
TGF_BETA_SIGNALING0.020Inavolisib— uncovered