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

213f702a-56fd-4ab0-940c-a71e4e01b6f8

460abcc0-4991-55d8-8190-3a3358b7ee0f

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
73

GSVA pathway preview (50 Hallmark scores)

MeasuredDerivedReference

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

Top 10 elevated

  • INTERFERON_ALPHA_RESPONSE+0.540
  • OXIDATIVE_PHOSPHORYLATION+0.540
  • INTERFERON_GAMMA_RESPONSE+0.400
  • E2F_TARGETS+0.380
  • REACTIVE_OXYGEN_SPECIES_PATHWAY+0.370
  • DNA_REPAIR+0.310
  • G2M_CHECKPOINT+0.290
  • FATTY_ACID_METABOLISM+0.260
  • MYC_TARGETS_V2+0.260
  • GLYCOLYSIS+0.240

Top 10 suppressed

  • EPITHELIAL_MESENCHYMAL_TRANSITION-0.600
  • UV_RESPONSE_DN-0.450
  • WNT_BETA_CATENIN_SIGNALING-0.400
  • TGF_BETA_SIGNALING-0.380
  • ANGIOGENESIS-0.370
  • HEDGEHOG_SIGNALING-0.350
  • NOTCH_SIGNALING-0.340
  • MYOGENESIS-0.330
  • ANDROGEN_RESPONSE-0.260
  • CHOLESTEROL_HOMEOSTASIS-0.240

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
1TCGA-BB-A6UM-01A-12R-A34R-07
head-neck@1
0.853
2TCGA-KU-A6H7-01A-11R-A31N-07
head-neck@1
0.843
3TCGA-GM-A3XL-01A-11R-A22U-07
breast-umap@18
E0.833
4TCGA-CV-6433-01A-11R-1686-07
head-neck@1
0.829
5SRR8518323
breast-umap@18
E0.827
6TCGA-C8-A12U-01A-11R-A115-07
breast-umap@18
B0.824
77c8246a6-3f2c-42e1-b09f-959cfbf7fd5a
colon-landscapes@1
0.822
8SRR8518289
breast-umap@18
E0.814
9TCGA-T2-A6WX-01A-12R-A34R-07
head-neck@1
0.810
10TCGA-AR-A0TV-01A-21R-A084-07
breast-umap@18
B0.809

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
INTERFERON_ALPHA_RESPONSE0.540Inavolisib— uncovered
OXIDATIVE_PHOSPHORYLATION0.540Remibrutinib— uncovered
INTERFERON_GAMMA_RESPONSE0.400Idelalisib— uncovered
E2F_TARGETS0.380Inavolisib— uncovered
REACTIVE_OXYGEN_SPECIES_PATHWAY0.370Inavolisib— uncovered
DNA_REPAIR0.310Idelalisib— uncovered
G2M_CHECKPOINT0.290Inavolisib— uncovered
FATTY_ACID_METABOLISM0.260Inavolisib— uncovered
MYC_TARGETS_V20.260Idelalisib— uncovered
GLYCOLYSIS0.240Inavolisib— uncovered
ALLOGRAFT_REJECTION0.200Idelalisib— uncovered
MITOTIC_SPINDLE0.200Inavolisib— uncovered
P53_PATHWAY0.180Idelalisib— uncovered
MYC_TARGETS_V10.170Inavolisib— uncovered
XENOBIOTIC_METABOLISM0.160Inavolisib— uncovered
ADIPOGENESIS0.150Inavolisib— uncovered
MTORC1_SIGNALING0.150Inavolisib— uncovered
UV_RESPONSE_UP0.150Idelalisib— uncovered
PI3K_AKT_MTOR_SIGNALING0.060Inavolisib— uncovered
SPERMATOGENESIS0.050Inavolisib— uncovered