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

4EBF33F3-DA34-4866-81E5-F2D50A18D413

f8b6bcac-b2ec-57fe-8dee-7864b77784ac

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
overall_survival_months
37.352168199737186
age_years
32
sex
Male

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+0.534
  • MYC_TARGETS_V2+0.518
  • MYC_TARGETS_V1+0.480
  • E2F_TARGETS+0.431
  • DNA_REPAIR+0.426
  • G2M_CHECKPOINT+0.381
  • CHOLESTEROL_HOMEOSTASIS+0.374
  • REACTIVE_OXYGEN_SPECIES_PATHWAY+0.364
  • MTORC1_SIGNALING+0.347
  • NOTCH_SIGNALING+0.341

Top 10 suppressed

  • ANGIOGENESIS-0.383
  • IL6_JAK_STAT3_SIGNALING-0.357
  • EPITHELIAL_MESENCHYMAL_TRANSITION-0.354
  • COAGULATION-0.346
  • TNFA_SIGNALING_VIA_NFKB-0.336
  • INTERFERON_GAMMA_RESPONSE-0.303
  • INFLAMMATORY_RESPONSE-0.298
  • IL2_STAT5_SIGNALING-0.269
  • MYOGENESIS-0.268
  • COMPLEMENT-0.256

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.

9 twins match this tumor's tissue · 1 come from a different tissue of origin

#SampleCancer typeSubtypecos similarity
1EEE5E45B-D2E3-4CFA-AC5F-8AE1EC2CB61C
brain-umap@2
0.887
22CF24C43-7C9D-4395-8C82-5A80361F9980
brain-umap@2
0.875
3MDT-AP-0843
medullo-epn-umap@date-based
MedMedulloblastoma0.874
4DEACC29A-6DEF-4728-AFEB-15D7BDA850CA
brain-umap@2
0.871
54613d81b-e9ba-4c36-96a5-d7c9667b83ec
colon-landscapes@1
0.868
61C94EA93-563D-4F65-B857-85EF91127874
brain-umap@2
0.864
7SRR8518170
breast-umap@18
E0.860
8SRR10900021
melanoma-umap@29
0.858
9TCGA-DK-AA71-01A-31R-A39I-07
bladder-landscape@3
0.858
10f20785b9-991d-4b87-8ba7-ca32373f1996
melanoma-umap@29
0.854

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
OXIDATIVE_PHOSPHORYLATION0.534Remibrutinib— uncovered
MYC_TARGETS_V20.518Idelalisib— uncovered
MYC_TARGETS_V10.480Inavolisib— uncovered
E2F_TARGETS0.431Inavolisib— uncovered
DNA_REPAIR0.426Idelalisib— uncovered
G2M_CHECKPOINT0.381Inavolisib— uncovered
CHOLESTEROL_HOMEOSTASIS0.374Remibrutinib— uncovered
REACTIVE_OXYGEN_SPECIES_PATHWAY0.364Inavolisib— uncovered
MTORC1_SIGNALING0.347Inavolisib— uncovered
NOTCH_SIGNALING0.341Inavolisib— uncovered
PANCREAS_BETA_CELLS0.302Cobimetinib— uncovered
ADIPOGENESIS0.280Inavolisib— uncovered
UNFOLDED_PROTEIN_RESPONSE0.277Idelalisib— uncovered
FATTY_ACID_METABOLISM0.253Inavolisib— uncovered
GLYCOLYSIS0.203Inavolisib— uncovered
UV_RESPONSE_UP0.184Idelalisib— uncovered
WNT_BETA_CATENIN_SIGNALING0.168Inavolisib— uncovered
PEROXISOME0.129Idelalisib— uncovered
XENOBIOTIC_METABOLISM0.081Inavolisib— uncovered
PI3K_AKT_MTOR_SIGNALING0.072Inavolisib— uncovered