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

5889DC37-2B83-4FA7-926E-EA69556FB769

fb5d5730-5765-527e-88d0-1a202aeaa8c0

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
50.09855453350854
age_years
41
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

  • NOTCH_SIGNALING+0.450
  • TGF_BETA_SIGNALING+0.399
  • G2M_CHECKPOINT+0.386
  • PROTEIN_SECRETION+0.377
  • E2F_TARGETS+0.369
  • WNT_BETA_CATENIN_SIGNALING+0.366
  • INTERFERON_ALPHA_RESPONSE+0.352
  • HEDGEHOG_SIGNALING+0.331
  • ADIPOGENESIS+0.324
  • CHOLESTEROL_HOMEOSTASIS+0.317

Top 10 suppressed

  • KRAS_SIGNALING_DN-0.262
  • SPERMATOGENESIS-0.211
  • MYOGENESIS-0.124
  • APICAL_JUNCTION-0.019
  • PANCREAS_BETA_CELLS-0.013
  • ESTROGEN_RESPONSE_LATE+0.044
  • ANGIOGENESIS+0.057
  • OXIDATIVE_PHOSPHORYLATION+0.067
  • INFLAMMATORY_RESPONSE+0.078
  • COAGULATION+0.088

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
1ED604501-C110-4693-820B-DE9FB648FEAA
brain-umap@2
0.912
28C34CD93-1AC0-4920-9E72-439EED0CF85D
brain-umap@2
0.906
3A061C2FD-B726-422D-9470-43249B49F5BD
brain-umap@2
0.902
4E6AA40DA-9AB7-478B-B46B-827F9AFE52D1
brain-umap@2
0.900
595286AA4-B357-41FE-8051-3BD3EBE93885
brain-umap@2
0.899
62566FDAC-EF10-4996-8890-FA0BEC771676
brain-umap@2
0.896
76292335B-7CBB-45BE-AA2A-B39FFDA8768D
brain-umap@2
0.896
88730AABF-0720-4754-82B0-722150A485B8
brain-umap@2
0.894
98D30F824-25B9-43DB-BD39-2C9C790509DD
brain-umap@2
0.893
1001169BCB-82ED-4492-9FD0-630CCEA70023
brain-umap@2
0.890

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
NOTCH_SIGNALING0.450Inavolisib— uncovered
TGF_BETA_SIGNALING0.399Inavolisib— uncovered
G2M_CHECKPOINT0.386Inavolisib— uncovered
PROTEIN_SECRETION0.377Remibrutinib— uncovered
E2F_TARGETS0.369Inavolisib— uncovered
WNT_BETA_CATENIN_SIGNALING0.366Inavolisib— uncovered
INTERFERON_ALPHA_RESPONSE0.352Inavolisib— uncovered
HEDGEHOG_SIGNALING0.331Inavolisib— uncovered
ADIPOGENESIS0.324Inavolisib— uncovered
CHOLESTEROL_HOMEOSTASIS0.317Remibrutinib— uncovered
MITOTIC_SPINDLE0.307Inavolisib— uncovered
INTERFERON_GAMMA_RESPONSE0.306Idelalisib— uncovered
MTORC1_SIGNALING0.305Inavolisib— uncovered
UV_RESPONSE_DN0.305Inavolisib— uncovered
APOPTOSIS0.295Idelalisib— uncovered
DNA_REPAIR0.281Idelalisib— uncovered
MYC_TARGETS_V10.280Inavolisib— uncovered
ALLOGRAFT_REJECTION0.250Idelalisib— uncovered
PEROXISOME0.250Idelalisib— uncovered
FATTY_ACID_METABOLISM0.245Inavolisib— uncovered