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

98D004A9-E3F0-448E-BFE2-359F25DF356C

aca89504-51ec-5e83-9dc9-b35751c4f0f2

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
3.6465177398160313
age_years
33
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

  • E2F_TARGETS+0.722
  • G2M_CHECKPOINT+0.693
  • MYC_TARGETS_V2+0.641
  • MYC_TARGETS_V1+0.602
  • MITOTIC_SPINDLE+0.492
  • DNA_REPAIR+0.448
  • UNFOLDED_PROTEIN_RESPONSE+0.414
  • WNT_BETA_CATENIN_SIGNALING+0.395
  • TGF_BETA_SIGNALING+0.366
  • MTORC1_SIGNALING+0.334

Top 10 suppressed

  • KRAS_SIGNALING_DN-0.468
  • PANCREAS_BETA_CELLS-0.387
  • BILE_ACID_METABOLISM-0.358
  • MYOGENESIS-0.325
  • XENOBIOTIC_METABOLISM-0.244
  • ESTROGEN_RESPONSE_LATE-0.231
  • APICAL_SURFACE-0.228
  • COAGULATION-0.191
  • INFLAMMATORY_RESPONSE-0.177
  • ESTROGEN_RESPONSE_EARLY-0.164

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
1DD5AA3F8-E3EE-4EDD-8152-B1CC07B70A08
brain-umap@2
0.949
250DE1FDE-B85E-4677-B0F8-08275DA41A6E
brain-umap@2
0.946
3592CC5DC-4DB7-4961-AB2B-89C8FE4A83D3
brain-umap@2
0.935
49970B75F-7AC6-431B-BDBB-120D01582CBE
brain-umap@2
0.927
593123F83-44EC-4480-9453-F061AA7BC2DB
brain-umap@2
0.911
6C4C1F171-9B72-4527-9C03-39C2C00A5B6C
brain-umap@2
0.909
7SRR934902
brain-umap@2
0.909
8SRR934900
brain-umap@2
0.907
9SRR934748
brain-umap@2
0.904
10SRR934873
brain-umap@2
0.903

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
E2F_TARGETS0.722Inavolisib— uncovered
G2M_CHECKPOINT0.693Inavolisib— uncovered
MYC_TARGETS_V20.641Idelalisib— uncovered
MYC_TARGETS_V10.602Inavolisib— uncovered
MITOTIC_SPINDLE0.492Inavolisib— uncovered
DNA_REPAIR0.448Idelalisib— uncovered
UNFOLDED_PROTEIN_RESPONSE0.414Idelalisib— uncovered
WNT_BETA_CATENIN_SIGNALING0.395Inavolisib— uncovered
TGF_BETA_SIGNALING0.366Inavolisib— uncovered
MTORC1_SIGNALING0.334Inavolisib— uncovered
PROTEIN_SECRETION0.281Remibrutinib— uncovered
NOTCH_SIGNALING0.227Inavolisib— uncovered
TNFA_SIGNALING_VIA_NFKB0.226Inavolisib— uncovered
PI3K_AKT_MTOR_SIGNALING0.213Inavolisib— uncovered
ANDROGEN_RESPONSE0.200Inavolisib— uncovered
OXIDATIVE_PHOSPHORYLATION0.170Remibrutinib— uncovered
APOPTOSIS0.159Idelalisib— uncovered
ANGIOGENESIS0.149Remibrutinib— uncovered
CHOLESTEROL_HOMEOSTASIS0.142Remibrutinib— uncovered
UV_RESPONSE_UP0.134Idelalisib— uncovered