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

b483502d-4e7f-46ff-b0f2-e35c51047efb

a1a288d2-606b-5e10-8cd7-f0c726bb28e1

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
59

GSVA pathway preview (50 Hallmark scores)

MeasuredDerivedReference

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

Top 10 elevated

  • COAGULATION+0.340
  • TNFA_SIGNALING_VIA_NFKB+0.330
  • NOTCH_SIGNALING+0.300
  • TGF_BETA_SIGNALING+0.260
  • EPITHELIAL_MESENCHYMAL_TRANSITION+0.230
  • WNT_BETA_CATENIN_SIGNALING+0.220
  • P53_PATHWAY+0.190
  • BILE_ACID_METABOLISM+0.180
  • ESTROGEN_RESPONSE_EARLY+0.180
  • ANGIOGENESIS+0.140

Top 10 suppressed

  • E2F_TARGETS-0.660
  • G2M_CHECKPOINT-0.580
  • MYC_TARGETS_V1-0.500
  • MTORC1_SIGNALING-0.460
  • DNA_REPAIR-0.370
  • MYC_TARGETS_V2-0.360
  • CHOLESTEROL_HOMEOSTASIS-0.350
  • UNFOLDED_PROTEIN_RESPONSE-0.350
  • GLYCOLYSIS-0.280
  • PI3K_AKT_MTOR_SIGNALING-0.270

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
1SRR1313091
breast-umap@18
A0.858
2SRR1313130
breast-umap@18
A0.857
3TCGA-MS-A51U-01A-31R-A266-07
breast-umap@18
A0.855
4TCGA-B6-A0RP-01A-21R-A084-07
breast-umap@18
B0.852
5TCGA-A2-A0EW-01A-21R-A115-07
breast-umap@18
A0.848
6TCGA-BH-A0DP-01A-21R-A056-07
breast-umap@18
A0.847
7TCGA-A7-A5ZW-01A-12R-A29R-07
breast-umap@18
A0.838
8TCGA-55-8207-01A-11R-2241-07
lung-landscapes@6
cohortA10.836
9C3N-02193
lung-landscapes@6
cohortA10.827
10SRR8613732
breast-umap@18
A0.826

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
COAGULATION0.340Binimetinib— uncovered
TNFA_SIGNALING_VIA_NFKB0.330Inavolisib— uncovered
NOTCH_SIGNALING0.300Inavolisib— uncovered
TGF_BETA_SIGNALING0.260Inavolisib— uncovered
EPITHELIAL_MESENCHYMAL_TRANSITION0.230Inavolisib— uncovered
WNT_BETA_CATENIN_SIGNALING0.220Inavolisib— uncovered
P53_PATHWAY0.190Idelalisib— uncovered
BILE_ACID_METABOLISM0.180Inavolisib— uncovered
ESTROGEN_RESPONSE_EARLY0.180Inavolisib— uncovered
ANGIOGENESIS0.140Remibrutinib— uncovered
MYOGENESIS0.140Inavolisib— uncovered
PEROXISOME0.130Idelalisib— uncovered
UV_RESPONSE_DN0.120Inavolisib— uncovered
APOPTOSIS0.110Idelalisib— uncovered
KRAS_SIGNALING_UP0.110Inavolisib— uncovered
APICAL_SURFACE0.090Temsirolimus— uncovered
FATTY_ACID_METABOLISM0.090Inavolisib— uncovered
HEME_METABOLISM0.090Temsirolimus— uncovered
ALLOGRAFT_REJECTION0.080Idelalisib— uncovered
HEDGEHOG_SIGNALING0.060Inavolisib— uncovered