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

6d4df71e-cbf8-49e7-a511-8c8c1ea780e8

a3e80167-0306-5616-b56d-95c598082666

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
62

GSVA pathway preview (50 Hallmark scores)

MeasuredDerivedReference

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

Top 10 elevated

  • INTERFERON_ALPHA_RESPONSE+0.590
  • INTERFERON_GAMMA_RESPONSE+0.560
  • ALLOGRAFT_REJECTION+0.400
  • IL6_JAK_STAT3_SIGNALING+0.350
  • INFLAMMATORY_RESPONSE+0.340
  • TNFA_SIGNALING_VIA_NFKB+0.340
  • EPITHELIAL_MESENCHYMAL_TRANSITION+0.270
  • IL2_STAT5_SIGNALING+0.270
  • APICAL_JUNCTION+0.260
  • CHOLESTEROL_HOMEOSTASIS+0.250

Top 10 suppressed

  • MYC_TARGETS_V1-0.320
  • UNFOLDED_PROTEIN_RESPONSE-0.320
  • DNA_REPAIR-0.310
  • OXIDATIVE_PHOSPHORYLATION-0.290
  • MYC_TARGETS_V2-0.260
  • E2F_TARGETS-0.230
  • GLYCOLYSIS-0.160
  • PROTEIN_SECRETION-0.140
  • HEDGEHOG_SIGNALING-0.130
  • PEROXISOME-0.130

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.

4 twins match this tumor's tissue · 6 come from a different tissue of origin ← cross-tissue dominant

#SampleCancer typeSubtypecos similarity
1MDT-AP-3331
medullo-epn-umap@date-based
MedMedulloblastoma0.903
2MDT-AP-1168
medullo-epn-umap@date-based
MedMedulloblastoma0.885
3MDT-AP-2869
medullo-epn-umap@date-based
MedMedulloblastoma0.885
49f621704-2ece-4b25-be28-5fe14f71048d
melanoma-umap@29
0.884
5s0122206
melanoma-umap@29
0.880
6SRR1315994
brain-umap@2
GTEX0.879
7MDT-AP-0363
medullo-epn-umap@date-based
MedMedulloblastoma0.879
8SRR1416889
brain-umap@2
GTEX0.876
9TCGA-77-8131-01A-11R-2247-07
lung-landscapes@6
cohortSQ10.874
10MNG663
mng-umap@100
0.872

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
INTERFERON_ALPHA_RESPONSE0.590Inavolisib— uncovered
INTERFERON_GAMMA_RESPONSE0.560Idelalisib— uncovered
ALLOGRAFT_REJECTION0.400Idelalisib— uncovered
IL6_JAK_STAT3_SIGNALING0.350Inavolisib— uncovered
INFLAMMATORY_RESPONSE0.340Idelalisib— uncovered
TNFA_SIGNALING_VIA_NFKB0.340Inavolisib— uncovered
EPITHELIAL_MESENCHYMAL_TRANSITION0.270Inavolisib— uncovered
IL2_STAT5_SIGNALING0.270Idelalisib— uncovered
APICAL_JUNCTION0.260Inavolisib— uncovered
CHOLESTEROL_HOMEOSTASIS0.250Remibrutinib— uncovered
APICAL_SURFACE0.240Temsirolimus— uncovered
APOPTOSIS0.230Idelalisib— uncovered
KRAS_SIGNALING_UP0.230Inavolisib— uncovered
COMPLEMENT0.210Inavolisib— uncovered
COAGULATION0.190Binimetinib— uncovered
ESTROGEN_RESPONSE_LATE0.190Idelalisib— uncovered
MYOGENESIS0.180Inavolisib— uncovered
KRAS_SIGNALING_DN0.160Remibrutinib— uncovered
HEME_METABOLISM0.150Temsirolimus— uncovered
TGF_BETA_SIGNALING0.150Inavolisib— uncovered