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

8ACC0F29-A39E-4C1C-A04C-ED6E5FA80C24

653998c8-5550-5a08-ad9b-723cfee6be45

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
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

  • E2F_TARGETS+0.644
  • G2M_CHECKPOINT+0.639
  • MYC_TARGETS_V2+0.523
  • MYC_TARGETS_V1+0.518
  • EPITHELIAL_MESENCHYMAL_TRANSITION+0.468
  • ANGIOGENESIS+0.444
  • UNFOLDED_PROTEIN_RESPONSE+0.413
  • TGF_BETA_SIGNALING+0.408
  • MITOTIC_SPINDLE+0.403
  • DNA_REPAIR+0.350

Top 10 suppressed

  • KRAS_SIGNALING_DN-0.377
  • BILE_ACID_METABOLISM-0.229
  • MYOGENESIS-0.228
  • XENOBIOTIC_METABOLISM-0.184
  • PANCREAS_BETA_CELLS-0.169
  • HEME_METABOLISM-0.162
  • REACTIVE_OXYGEN_SPECIES_PATHWAY-0.116
  • P53_PATHWAY-0.113
  • ADIPOGENESIS-0.095
  • INFLAMMATORY_RESPONSE-0.095

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
1SRR934813
brain-umap@2
0.908
2SRR934902
brain-umap@2
0.901
3SRR934935
brain-umap@2
0.882
4E1B8B320-25EE-4B2C-B705-AB50C3EF5E29
brain-umap@2
0.877
567719D37-8CC2-42B5-AF44-6D5AC258FDB1
brain-umap@2
0.875
650DE1FDE-B85E-4677-B0F8-08275DA41A6E
brain-umap@2
0.869
798D004A9-E3F0-448E-BFE2-359F25DF356C
brain-umap@2
0.866
89970B75F-7AC6-431B-BDBB-120D01582CBE
brain-umap@2
0.864
9A21476BD-0550-4D87-80EA-6E1454E0896D
brain-umap@2
0.862
103DA19761-6FF3-4E8C-AA0F-C04CE2CE7037
brain-umap@2
0.860

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
E2F_TARGETS0.644Inavolisib— uncovered
G2M_CHECKPOINT0.639Inavolisib— uncovered
MYC_TARGETS_V20.523Idelalisib— uncovered
MYC_TARGETS_V10.518Inavolisib— uncovered
EPITHELIAL_MESENCHYMAL_TRANSITION0.468Inavolisib— uncovered
ANGIOGENESIS0.444Remibrutinib— uncovered
UNFOLDED_PROTEIN_RESPONSE0.413Idelalisib— uncovered
TGF_BETA_SIGNALING0.408Inavolisib— uncovered
MITOTIC_SPINDLE0.403Inavolisib— uncovered
DNA_REPAIR0.350Idelalisib— uncovered
NOTCH_SIGNALING0.349Inavolisib— uncovered
PROTEIN_SECRETION0.328Remibrutinib— uncovered
WNT_BETA_CATENIN_SIGNALING0.306Inavolisib— uncovered
MTORC1_SIGNALING0.286Inavolisib— uncovered
GLYCOLYSIS0.261Inavolisib— uncovered
ANDROGEN_RESPONSE0.228Inavolisib— uncovered
TNFA_SIGNALING_VIA_NFKB0.215Inavolisib— uncovered
APOPTOSIS0.188Idelalisib— uncovered
IL2_STAT5_SIGNALING0.172Idelalisib— uncovered
IL6_JAK_STAT3_SIGNALING0.162Inavolisib— uncovered