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

8C34CD93-1AC0-4920-9E72-439EED0CF85D

74aece5f-8169-5a76-ae51-ab115c03c9c2

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
overall_survival_months
40.30880420499343
age_years
44
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

  • PROTEIN_SECRETION+0.473
  • TGF_BETA_SIGNALING+0.410
  • INTERFERON_ALPHA_RESPONSE+0.387
  • MYC_TARGETS_V1+0.355
  • ADIPOGENESIS+0.352
  • BILE_ACID_METABOLISM+0.325
  • INTERFERON_GAMMA_RESPONSE+0.320
  • NOTCH_SIGNALING+0.319
  • INFLAMMATORY_RESPONSE+0.313
  • MTORC1_SIGNALING+0.299

Top 10 suppressed

  • KRAS_SIGNALING_DN-0.376
  • SPERMATOGENESIS-0.210
  • PANCREAS_BETA_CELLS-0.186
  • MYOGENESIS-0.126
  • APICAL_SURFACE-0.051
  • ANGIOGENESIS-0.050
  • APICAL_JUNCTION-0.050
  • HEDGEHOG_SIGNALING+0.008
  • EPITHELIAL_MESENCHYMAL_TRANSITION+0.048
  • ESTROGEN_RESPONSE_LATE+0.083

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
133060001-05C9-4751-AA58-F194207ACC08
brain-umap@2
0.963
2A061C2FD-B726-422D-9470-43249B49F5BD
brain-umap@2
0.960
39ECB653A-A04F-457C-92FC-D13424511A47
brain-umap@2
0.956
46292335B-7CBB-45BE-AA2A-B39FFDA8768D
brain-umap@2
0.941
58730AABF-0720-4754-82B0-722150A485B8
brain-umap@2
0.935
6B66ECF23-8CB2-4C95-8E3D-AA63A494F4A0
brain-umap@2
0.928
7896B5096-D888-4DC3-9C70-152BDE083E26
brain-umap@2
0.926
8928D2F99-A86B-47CA-A961-A8CAE7B44E78
brain-umap@2
0.926
995286AA4-B357-41FE-8051-3BD3EBE93885
brain-umap@2
0.921
10C9523C23-CF9B-4C33-A256-4106AD46729D
brain-umap@2
0.919

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
PROTEIN_SECRETION0.473Remibrutinib— uncovered
TGF_BETA_SIGNALING0.410Inavolisib— uncovered
INTERFERON_ALPHA_RESPONSE0.387Inavolisib— uncovered
MYC_TARGETS_V10.355Inavolisib— uncovered
ADIPOGENESIS0.352Inavolisib— uncovered
BILE_ACID_METABOLISM0.325Inavolisib— uncovered
INTERFERON_GAMMA_RESPONSE0.320Idelalisib— uncovered
NOTCH_SIGNALING0.319Inavolisib— uncovered
INFLAMMATORY_RESPONSE0.313Idelalisib— uncovered
MTORC1_SIGNALING0.299Inavolisib— uncovered
IL6_JAK_STAT3_SIGNALING0.298Inavolisib— uncovered
TNFA_SIGNALING_VIA_NFKB0.295Inavolisib— uncovered
COMPLEMENT0.290Inavolisib— uncovered
APOPTOSIS0.278Idelalisib— uncovered
REACTIVE_OXYGEN_SPECIES_PATHWAY0.270Inavolisib— uncovered
UNFOLDED_PROTEIN_RESPONSE0.268Idelalisib— uncovered
HEME_METABOLISM0.260Temsirolimus— uncovered
MITOTIC_SPINDLE0.259Inavolisib— uncovered
ANDROGEN_RESPONSE0.253Inavolisib— uncovered
ALLOGRAFT_REJECTION0.241Idelalisib— uncovered