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

1B940F72-3C90-43C4-9267-185F21D10AC9

779aba5c-3c88-5c33-9851-e7547db95c7d

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
4.92772667542707
age_years
83
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+0.697
  • G2M_CHECKPOINT+0.642
  • MYC_TARGETS_V1+0.642
  • MYC_TARGETS_V2+0.563
  • MTORC1_SIGNALING+0.549
  • UNFOLDED_PROTEIN_RESPONSE+0.508
  • DNA_REPAIR+0.488
  • HYPOXIA+0.455
  • TNFA_SIGNALING_VIA_NFKB+0.434
  • EPITHELIAL_MESENCHYMAL_TRANSITION+0.425

Top 10 suppressed

  • KRAS_SIGNALING_DN-0.408
  • MYOGENESIS-0.212
  • BILE_ACID_METABOLISM-0.195
  • ESTROGEN_RESPONSE_EARLY-0.064
  • PANCREAS_BETA_CELLS-0.056
  • HEME_METABOLISM-0.049
  • ESTROGEN_RESPONSE_LATE-0.035
  • XENOBIOTIC_METABOLISM-0.029
  • APICAL_SURFACE-0.024
  • SPERMATOGENESIS-0.012

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
155E3F1FB-D55D-42F8-A9E1-7828F7BFF595
brain-umap@2
0.971
2SRR934981
brain-umap@2
0.964
3SRR934835
brain-umap@2
0.961
4B27956E8-3374-4720-9F80-7CE6FE7C7690
brain-umap@2
0.959
5E317AD4C-E877-499A-B108-2F39A40D1682
brain-umap@2
0.957
6EB8F7B74-694A-4F9F-9C0B-F04006033CA4
brain-umap@2
0.956
7SRR934730
brain-umap@2
0.955
8SRR934839
brain-umap@2
0.955
9769432C5-4BFD-4689-8F43-467010292448
brain-umap@2
0.955
1094640BD8-E1D9-482D-A597-4790F6EEA6B7
brain-umap@2
0.951

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
E2F_TARGETS0.697Inavolisib— uncovered
G2M_CHECKPOINT0.642Inavolisib— uncovered
MYC_TARGETS_V10.642Inavolisib— uncovered
MYC_TARGETS_V20.563Idelalisib— uncovered
MTORC1_SIGNALING0.549Inavolisib— uncovered
UNFOLDED_PROTEIN_RESPONSE0.508Idelalisib— uncovered
DNA_REPAIR0.488Idelalisib— uncovered
HYPOXIA0.455Idelalisib— uncovered
TNFA_SIGNALING_VIA_NFKB0.434Inavolisib— uncovered
EPITHELIAL_MESENCHYMAL_TRANSITION0.425Inavolisib— uncovered
IL6_JAK_STAT3_SIGNALING0.407Inavolisib— uncovered
MITOTIC_SPINDLE0.400Inavolisib— uncovered
PROTEIN_SECRETION0.399Remibrutinib— uncovered
INTERFERON_GAMMA_RESPONSE0.387Idelalisib— uncovered
APOPTOSIS0.380Idelalisib— uncovered
GLYCOLYSIS0.378Inavolisib— uncovered
ANGIOGENESIS0.377Remibrutinib— uncovered
ANDROGEN_RESPONSE0.370Inavolisib— uncovered
TGF_BETA_SIGNALING0.343Inavolisib— uncovered
INTERFERON_ALPHA_RESPONSE0.307Inavolisib— uncovered