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

C6DB59E1-4D60-4B22-9417-CD1D044B75E8

11dc3c75-9df2-50f2-998c-9197167b3701

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
20.203679369250985
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

  • OXIDATIVE_PHOSPHORYLATION+0.448
  • CHOLESTEROL_HOMEOSTASIS+0.391
  • INTERFERON_ALPHA_RESPONSE+0.385
  • REACTIVE_OXYGEN_SPECIES_PATHWAY+0.366
  • UV_RESPONSE_UP+0.324
  • NOTCH_SIGNALING+0.307
  • MITOTIC_SPINDLE+0.287
  • ADIPOGENESIS+0.283
  • MTORC1_SIGNALING+0.281
  • HEDGEHOG_SIGNALING+0.268

Top 10 suppressed

  • ANGIOGENESIS-0.480
  • COAGULATION-0.347
  • IL6_JAK_STAT3_SIGNALING-0.274
  • ALLOGRAFT_REJECTION-0.272
  • EPITHELIAL_MESENCHYMAL_TRANSITION-0.262
  • SPERMATOGENESIS-0.197
  • INFLAMMATORY_RESPONSE-0.169
  • COMPLEMENT-0.156
  • MYOGENESIS-0.131
  • IL2_STAT5_SIGNALING-0.098

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.

9 twins match this tumor's tissue · 1 come from a different tissue of origin

#SampleCancer typeSubtypecos similarity
17B6D13EE-FE13-4BA8-BA65-1A10307A7936
brain-umap@2
0.874
2387C53ED-A9ED-481F-87D9-87090B690E0E
brain-umap@2
0.870
3AE988295-3046-4778-81C5-B787CAC92268
brain-umap@2
0.851
43A2D0D6F-66C3-48EE-9EA4-68668FF9B043
brain-umap@2
0.801
5A0DA6087-9D43-41F9-8569-9F9320E4A9E8
brain-umap@2
0.783
6D1BFDB5B-3131-4B5C-8090-B3B91D4450F3
brain-umap@2
0.762
7077523A7-E1C9-4E9F-8C9F-B9F647B4DF7C
brain-umap@2
0.753
88AACDB46-9BB3-42BA-871D-7A593F14430A
brain-umap@2
0.751
93DC38276-A6D2-49C6-8F54-3F50F6BFAD0C
brain-umap@2
0.743
10BS_G3RJTBZD
brain-umap@2
high-grade glioma0.735

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
OXIDATIVE_PHOSPHORYLATION0.448Remibrutinib— uncovered
CHOLESTEROL_HOMEOSTASIS0.391Remibrutinib— uncovered
INTERFERON_ALPHA_RESPONSE0.385Inavolisib— uncovered
REACTIVE_OXYGEN_SPECIES_PATHWAY0.366Inavolisib— uncovered
UV_RESPONSE_UP0.324Idelalisib— uncovered
NOTCH_SIGNALING0.307Inavolisib— uncovered
MITOTIC_SPINDLE0.287Inavolisib— uncovered
ADIPOGENESIS0.283Inavolisib— uncovered
MTORC1_SIGNALING0.281Inavolisib— uncovered
HEDGEHOG_SIGNALING0.268Inavolisib— uncovered
UV_RESPONSE_DN0.267Inavolisib— uncovered
ESTROGEN_RESPONSE_EARLY0.248Inavolisib— uncovered
PEROXISOME0.241Idelalisib— uncovered
ANDROGEN_RESPONSE0.235Inavolisib— uncovered
HEME_METABOLISM0.217Temsirolimus— uncovered
PROTEIN_SECRETION0.214Remibrutinib— uncovered
FATTY_ACID_METABOLISM0.190Inavolisib— uncovered
ESTROGEN_RESPONSE_LATE0.186Idelalisib— uncovered
MYC_TARGETS_V20.174Idelalisib— uncovered
DNA_REPAIR0.157Idelalisib— uncovered