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

7c8246a6-3f2c-42e1-b09f-959cfbf7fd5a

aa4873d1-d268-56c9-a314-3199ddf6cb53

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
81

GSVA pathway preview (50 Hallmark scores)

MeasuredDerivedReference

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

Top 10 elevated

  • OXIDATIVE_PHOSPHORYLATION+0.480
  • INTERFERON_ALPHA_RESPONSE+0.440
  • INTERFERON_GAMMA_RESPONSE+0.420
  • GLYCOLYSIS+0.390
  • ALLOGRAFT_REJECTION+0.350
  • E2F_TARGETS+0.340
  • REACTIVE_OXYGEN_SPECIES_PATHWAY+0.320
  • INFLAMMATORY_RESPONSE+0.280
  • FATTY_ACID_METABOLISM+0.240
  • HYPOXIA+0.220

Top 10 suppressed

  • EPITHELIAL_MESENCHYMAL_TRANSITION-0.360
  • UV_RESPONSE_DN-0.320
  • WNT_BETA_CATENIN_SIGNALING-0.320
  • ANGIOGENESIS-0.310
  • MYOGENESIS-0.290
  • TGF_BETA_SIGNALING-0.290
  • APICAL_JUNCTION-0.190
  • PROTEIN_SECRETION-0.190
  • HEDGEHOG_SIGNALING-0.150
  • PI3K_AKT_MTOR_SIGNALING-0.150

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-EW-A1PB-01A-11R-A144-07
breast-umap@18
E0.824
2992ce1bc-46a2-4f57-ac7a-c6368c69c67c
colon-landscapes@1
0.824
3213f702a-56fd-4ab0-940c-a71e4e01b6f8
colon-landscapes@1
0.822
4TCGA-GM-A3XL-01A-11R-A22U-07
breast-umap@18
E0.822
520100231.Her2HRpos
breast-umap@18
C0.821
6fe1628d5-92d9-4e5c-a441-531b699014f1
colon-landscapes@1
0.812
7TCGA-UF-A7JO-01A-11R-A34R-07
head-neck@1
0.808
8TCGA-BH-A0C0-01A-21R-A056-07
breast-umap@18
C0.803
9TCGA-D8-A1XL-01A-11R-A14M-07
breast-umap@18
B0.799
10TCGA-39-5011-01A-01R-1443-07
lung-landscapes@6
cohortA10.799

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
OXIDATIVE_PHOSPHORYLATION0.480Remibrutinib— uncovered
INTERFERON_ALPHA_RESPONSE0.440Inavolisib— uncovered
INTERFERON_GAMMA_RESPONSE0.420Idelalisib— uncovered
GLYCOLYSIS0.390Inavolisib— uncovered
ALLOGRAFT_REJECTION0.350Idelalisib— uncovered
E2F_TARGETS0.340Inavolisib— uncovered
REACTIVE_OXYGEN_SPECIES_PATHWAY0.320Inavolisib— uncovered
INFLAMMATORY_RESPONSE0.280Idelalisib— uncovered
FATTY_ACID_METABOLISM0.240Inavolisib— uncovered
HYPOXIA0.220Idelalisib— uncovered
ADIPOGENESIS0.210Inavolisib— uncovered
IL2_STAT5_SIGNALING0.210Idelalisib— uncovered
DNA_REPAIR0.200Idelalisib— uncovered
IL6_JAK_STAT3_SIGNALING0.200Inavolisib— uncovered
MTORC1_SIGNALING0.200Inavolisib— uncovered
MYC_TARGETS_V10.190Inavolisib— uncovered
MYC_TARGETS_V20.180Idelalisib— uncovered
PANCREAS_BETA_CELLS0.170Cobimetinib— uncovered
ESTROGEN_RESPONSE_LATE0.150Idelalisib— uncovered
G2M_CHECKPOINT0.150Inavolisib— uncovered