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

4bafe83e-072c-4042-bd3d-5f108391ed89

3e943a99-fdcf-5b22-81e5-e3bb072550bd

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
57

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+0.610
  • FATTY_ACID_METABOLISM+0.420
  • ADIPOGENESIS+0.360
  • COAGULATION+0.310
  • EPITHELIAL_MESENCHYMAL_TRANSITION+0.310
  • P53_PATHWAY+0.310
  • BILE_ACID_METABOLISM+0.300
  • PEROXISOME+0.290
  • XENOBIOTIC_METABOLISM+0.290
  • APOPTOSIS+0.240

Top 10 suppressed

  • G2M_CHECKPOINT-0.490
  • MITOTIC_SPINDLE-0.450
  • E2F_TARGETS-0.330
  • MYC_TARGETS_V2-0.190
  • PANCREAS_BETA_CELLS-0.170
  • INTERFERON_ALPHA_RESPONSE-0.150
  • UV_RESPONSE_DN-0.150
  • UNFOLDED_PROTEIN_RESPONSE-0.140
  • APICAL_SURFACE-0.100
  • PROTEIN_SECRETION-0.090

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.

8 twins match this tumor's tissue · 2 come from a different tissue of origin

#SampleCancer typeSubtypecos similarity
1d25af392-21ad-4aa6-8669-34656bf71af5
colon-landscapes@1
0.826
2DRR168583
bladder-landscape@3
0.789
3TCGA-BH-A0DS-01A-11R-A056-07
breast-umap@18
B0.782
4b2fa82e4-58f2-4dc6-ad6e-31886a1c9851
colon-landscapes@1
0.775
5SRR4195672
colon-landscapes@1
0.770
6SJEPD013_D.RNA-Seq
medullo-epn-umap@date-based
EPNPosterior Fossa EPN0.764
7SRR662978
brain-umap@2
GTEX0.763
8TCGA-E9-A227-01A-11R-A157-07
breast-umap@18
A0.758
9AUR-AFEC-TTM4-A-1-1-R-A742-41
breast-umap@18
C0.744
104c075dfa-f213-4e97-9c4e-6aac7b8345c7
melanoma-umap@29
0.744

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
OXIDATIVE_PHOSPHORYLATION0.610Remibrutinib— uncovered
FATTY_ACID_METABOLISM0.420Inavolisib— uncovered
ADIPOGENESIS0.360Inavolisib— uncovered
COAGULATION0.310Binimetinib— uncovered
EPITHELIAL_MESENCHYMAL_TRANSITION0.310Inavolisib— uncovered
P53_PATHWAY0.310Idelalisib— uncovered
BILE_ACID_METABOLISM0.300Inavolisib— uncovered
PEROXISOME0.290Idelalisib— uncovered
XENOBIOTIC_METABOLISM0.290Inavolisib— uncovered
APOPTOSIS0.240Idelalisib— uncovered
KRAS_SIGNALING_UP0.240Inavolisib— uncovered
REACTIVE_OXYGEN_SPECIES_PATHWAY0.240Inavolisib— uncovered
DNA_REPAIR0.220Idelalisib— uncovered
CHOLESTEROL_HOMEOSTASIS0.200Remibrutinib— uncovered
GLYCOLYSIS0.200Inavolisib— uncovered
COMPLEMENT0.190Inavolisib— uncovered
UV_RESPONSE_UP0.190Idelalisib— uncovered
ALLOGRAFT_REJECTION0.180Idelalisib— uncovered
MYOGENESIS0.180Inavolisib— uncovered
MTORC1_SIGNALING0.150Inavolisib— uncovered