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

A3874F0D-53A9-43C8-87EE-65C12C0F8135

f97afdb6-2d50-5b0c-99e2-7e92dedcad0c

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
Female

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+0.734
  • INTERFERON_GAMMA_RESPONSE+0.690
  • ALLOGRAFT_REJECTION+0.676
  • IL6_JAK_STAT3_SIGNALING+0.657
  • TNFA_SIGNALING_VIA_NFKB+0.594
  • INFLAMMATORY_RESPONSE+0.588
  • EPITHELIAL_MESENCHYMAL_TRANSITION+0.569
  • IL2_STAT5_SIGNALING+0.526
  • COMPLEMENT+0.509
  • ANGIOGENESIS+0.503

Top 10 suppressed

  • PANCREAS_BETA_CELLS-0.324
  • SPERMATOGENESIS-0.323
  • KRAS_SIGNALING_DN-0.251
  • HEDGEHOG_SIGNALING-0.166
  • E2F_TARGETS-0.038
  • MYC_TARGETS_V1-0.010
  • G2M_CHECKPOINT+0.018
  • OXIDATIVE_PHOSPHORYLATION+0.053
  • MITOTIC_SPINDLE+0.065
  • PEROXISOME+0.077

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
17E4D42B3-FD9B-4184-A4A0-E52E45259428
brain-umap@2
0.972
218D7DFBC-A1C6-4DA8-9AF1-3A6F3E2A03BE
brain-umap@2
0.945
3CB1F8B9C-7CE7-4181-B746-7FC697ED27F4
brain-umap@2
0.943
4SRR934811
brain-umap@2
0.943
50E5EDC5A-5AD4-499E-8777-CA6B6F63307F
brain-umap@2
0.941
6SRR934729
brain-umap@2
0.941
76727027F-4BAB-41ED-87F3-ECC7B1718ECF
brain-umap@2
0.940
8SRR934845
brain-umap@2
0.939
92D0A1BA3-EC1D-4B4F-A383-9353C0F4BE85
brain-umap@2
0.937
103BCD8BE5-753D-43EF-B830-EA4356620A5C
brain-umap@2
0.936

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
INTERFERON_ALPHA_RESPONSE0.734Inavolisib— uncovered
INTERFERON_GAMMA_RESPONSE0.690Idelalisib— uncovered
ALLOGRAFT_REJECTION0.676Idelalisib— uncovered
IL6_JAK_STAT3_SIGNALING0.657Inavolisib— uncovered
TNFA_SIGNALING_VIA_NFKB0.594Inavolisib— uncovered
INFLAMMATORY_RESPONSE0.588Idelalisib— uncovered
EPITHELIAL_MESENCHYMAL_TRANSITION0.569Inavolisib— uncovered
IL2_STAT5_SIGNALING0.526Idelalisib— uncovered
COMPLEMENT0.509Inavolisib— uncovered
ANGIOGENESIS0.503Remibrutinib— uncovered
APOPTOSIS0.502Idelalisib— uncovered
REACTIVE_OXYGEN_SPECIES_PATHWAY0.498Inavolisib— uncovered
COAGULATION0.463Binimetinib— uncovered
KRAS_SIGNALING_UP0.418Inavolisib— uncovered
P53_PATHWAY0.389Idelalisib— uncovered
TGF_BETA_SIGNALING0.373Inavolisib— uncovered
HYPOXIA0.355Idelalisib— uncovered
GLYCOLYSIS0.312Inavolisib— uncovered
NOTCH_SIGNALING0.309Inavolisib— uncovered
ANDROGEN_RESPONSE0.306Inavolisib— uncovered