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

349c48ca-ced2-42db-8a50-ea3293116623

e0d90d67-3f7d-584f-8642-e0457fa4989d

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
49

GSVA pathway preview (50 Hallmark scores)

MeasuredDerivedReference

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

Top 10 elevated

  • CHOLESTEROL_HOMEOSTASIS+0.510
  • OXIDATIVE_PHOSPHORYLATION+0.460
  • ANGIOGENESIS+0.430
  • EPITHELIAL_MESENCHYMAL_TRANSITION+0.390
  • TNFA_SIGNALING_VIA_NFKB+0.390
  • ADIPOGENESIS+0.370
  • FATTY_ACID_METABOLISM+0.350
  • INFLAMMATORY_RESPONSE+0.350
  • MTORC1_SIGNALING+0.350
  • PEROXISOME+0.350

Top 10 suppressed

  • MITOTIC_SPINDLE-0.240
  • PANCREAS_BETA_CELLS-0.230
  • G2M_CHECKPOINT-0.170
  • UV_RESPONSE_DN-0.140
  • HEDGEHOG_SIGNALING-0.040
  • TGF_BETA_SIGNALING-0.040
  • UNFOLDED_PROTEIN_RESPONSE-0.030
  • NOTCH_SIGNALING-0.010
  • PROTEIN_SECRETION+0.000
  • WNT_BETA_CATENIN_SIGNALING+0.020

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.

7 twins match this tumor's tissue · 3 come from a different tissue of origin

#SampleCancer typeSubtypecos similarity
1d25af392-21ad-4aa6-8669-34656bf71af5
colon-landscapes@1
0.892
265DAB913-D39C-4AC4-BB1C-10E58914571F
brain-umap@2
0.877
3SRR6013489
lung-landscapes@6
cohortA10.870
4MDT-AP-2001
medullo-epn-umap@date-based
MedMedulloblastoma0.856
5X3a5c813b.6c47.49aa.916c.bcddbafdd54b
lung-landscapes@6
cohortA10.855
6AUR-AFEC-TTM4-A-1-1-R-A742-41
breast-umap@18
C0.852
7MDT-AP-1301
medullo-epn-umap@date-based
MedMedulloblastoma0.838
8SRR1335688
brain-umap@2
GTEX0.837
9TCGA-34-5241-01A-01R-1443-07
lung-landscapes@6
cohortSQ10.837
10TCGA-39-5039-01A-01R-1443-07
lung-landscapes@6
cohortSQ10.836

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
CHOLESTEROL_HOMEOSTASIS0.510Remibrutinib— uncovered
OXIDATIVE_PHOSPHORYLATION0.460Remibrutinib— uncovered
ANGIOGENESIS0.430Remibrutinib— uncovered
EPITHELIAL_MESENCHYMAL_TRANSITION0.390Inavolisib— uncovered
TNFA_SIGNALING_VIA_NFKB0.390Inavolisib— uncovered
ADIPOGENESIS0.370Inavolisib— uncovered
FATTY_ACID_METABOLISM0.350Inavolisib— uncovered
INFLAMMATORY_RESPONSE0.350Idelalisib— uncovered
MTORC1_SIGNALING0.350Inavolisib— uncovered
PEROXISOME0.350Idelalisib— uncovered
REACTIVE_OXYGEN_SPECIES_PATHWAY0.350Inavolisib— uncovered
UV_RESPONSE_UP0.350Idelalisib— uncovered
COAGULATION0.340Binimetinib— uncovered
MYC_TARGETS_V10.340Inavolisib— uncovered
MYC_TARGETS_V20.340Idelalisib— uncovered
APICAL_SURFACE0.310Temsirolimus— uncovered
XENOBIOTIC_METABOLISM0.310Inavolisib— uncovered
MYOGENESIS0.300Inavolisib— uncovered
APOPTOSIS0.280Idelalisib— uncovered
COMPLEMENT0.280Inavolisib— uncovered