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

27F3611B-6483-47F5-A58E-A74B5165514A

78a210f9-32ad-5a92-a869-f977845659a6

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
42.73981603153745
age_years
62
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

  • G2M_CHECKPOINT+0.462
  • E2F_TARGETS+0.405
  • NOTCH_SIGNALING+0.380
  • MYC_TARGETS_V1+0.363
  • HEDGEHOG_SIGNALING+0.358
  • MITOTIC_SPINDLE+0.328
  • MYC_TARGETS_V2+0.319
  • PANCREAS_BETA_CELLS+0.304
  • UV_RESPONSE_DN+0.299
  • MTORC1_SIGNALING+0.296

Top 10 suppressed

  • REACTIVE_OXYGEN_SPECIES_PATHWAY-0.340
  • KRAS_SIGNALING_DN-0.283
  • COAGULATION-0.281
  • MYOGENESIS-0.237
  • INTERFERON_ALPHA_RESPONSE-0.196
  • ANGIOGENESIS-0.185
  • APICAL_JUNCTION-0.173
  • IL6_JAK_STAT3_SIGNALING-0.167
  • TNFA_SIGNALING_VIA_NFKB-0.151
  • INTERFERON_GAMMA_RESPONSE-0.142

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
1A5D67B9F-5558-48FC-81A3-642D1903DA1F
brain-umap@2
0.899
2E79FE058-F03E-45F3-A939-356B0427E1B7
brain-umap@2
0.898
3CD628EE7-84DE-4D82-840B-73718D006B6F
brain-umap@2
0.897
40EF566D2-B40C-4BA1-8314-05AAE647869D
brain-umap@2
0.895
55EDF36F3-D370-4907-BDA1-8D5FD2B80513
brain-umap@2
0.891
6BFC86E5F-1A88-4E87-A8C2-2434EC5D95BE
brain-umap@2
0.886
7SRR934777
brain-umap@2
0.884
8DE406E2B-39AF-4A24-B2BE-0F7CDCBE9D85
brain-umap@2
0.882
946BEFC7F-2F51-4331-BA86-9823EC5781B3
brain-umap@2
0.881
106E8A9288-C2F1-4DDE-B52B-7656DB802FB4
brain-umap@2
0.861

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
G2M_CHECKPOINT0.462Inavolisib— uncovered
E2F_TARGETS0.405Inavolisib— uncovered
NOTCH_SIGNALING0.380Inavolisib— uncovered
MYC_TARGETS_V10.363Inavolisib— uncovered
HEDGEHOG_SIGNALING0.358Inavolisib— uncovered
MITOTIC_SPINDLE0.328Inavolisib— uncovered
MYC_TARGETS_V20.319Idelalisib— uncovered
PANCREAS_BETA_CELLS0.304Cobimetinib— uncovered
UV_RESPONSE_DN0.299Inavolisib— uncovered
MTORC1_SIGNALING0.296Inavolisib— uncovered
PROTEIN_SECRETION0.291Remibrutinib— uncovered
CHOLESTEROL_HOMEOSTASIS0.272Remibrutinib— uncovered
WNT_BETA_CATENIN_SIGNALING0.231Inavolisib— uncovered
ANDROGEN_RESPONSE0.214Inavolisib— uncovered
DNA_REPAIR0.213Idelalisib— uncovered
KRAS_SIGNALING_UP0.171Inavolisib— uncovered
OXIDATIVE_PHOSPHORYLATION0.171Remibrutinib— uncovered
UNFOLDED_PROTEIN_RESPONSE0.163Idelalisib— uncovered
TGF_BETA_SIGNALING0.144Inavolisib— uncovered
ESTROGEN_RESPONSE_EARLY0.127Inavolisib— uncovered