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

D155B4CA-927F-4B4F-B6BC-2D41267F195E

4cfa506c-3bd5-5e6b-aa52-98b04de96c19

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
6.3731931668856765
age_years
20
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+0.345
  • HEDGEHOG_SIGNALING+0.324
  • PROTEIN_SECRETION+0.319
  • CHOLESTEROL_HOMEOSTASIS+0.251
  • MTORC1_SIGNALING+0.183
  • UV_RESPONSE_DN+0.183
  • FATTY_ACID_METABOLISM+0.165
  • ADIPOGENESIS+0.155
  • SPERMATOGENESIS+0.146
  • REACTIVE_OXYGEN_SPECIES_PATHWAY+0.136

Top 10 suppressed

  • IL6_JAK_STAT3_SIGNALING-0.454
  • INTERFERON_GAMMA_RESPONSE-0.449
  • ANGIOGENESIS-0.428
  • TNFA_SIGNALING_VIA_NFKB-0.408
  • INTERFERON_ALPHA_RESPONSE-0.383
  • ALLOGRAFT_REJECTION-0.381
  • COAGULATION-0.306
  • INFLAMMATORY_RESPONSE-0.272
  • E2F_TARGETS-0.268
  • IL2_STAT5_SIGNALING-0.255

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.

8 twins match this tumor's tissue · 2 come from a different tissue of origin

#SampleCancer typeSubtypecos similarity
1FD166A94-332D-426D-9E36-E4272F3772FC
brain-umap@2
0.911
202F669D8-FB9F-45AF-A999-5886E5C2DAF0
brain-umap@2
0.906
3SRR934831
brain-umap@2
0.894
4864D2BA3-EB33-4DC2-A228-4CADDCF526D4
brain-umap@2
0.882
579573301-2820-444D-9131-F47F081279C3
brain-umap@2
0.873
60876D5B1-AA68-4E43-8BBE-9EE2CDC6879E
brain-umap@2
0.871
71D3FBEA0-9A7F-436C-AA71-366D4E11C43B
brain-umap@2
0.861
8SRR1326179
brain-umap@2
GTEX0.859
92CBB6A30-1BF8-4F58-A2C1-99AFA8685277
brain-umap@2
0.858
10SRR1340508
brain-umap@2
GTEX0.847

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
OXIDATIVE_PHOSPHORYLATION0.345Remibrutinib— uncovered
HEDGEHOG_SIGNALING0.324Inavolisib— uncovered
PROTEIN_SECRETION0.319Remibrutinib— uncovered
CHOLESTEROL_HOMEOSTASIS0.251Remibrutinib— uncovered
MTORC1_SIGNALING0.183Inavolisib— uncovered
UV_RESPONSE_DN0.183Inavolisib— uncovered
FATTY_ACID_METABOLISM0.165Inavolisib— uncovered
ADIPOGENESIS0.155Inavolisib— uncovered
SPERMATOGENESIS0.146Inavolisib— uncovered
REACTIVE_OXYGEN_SPECIES_PATHWAY0.136Inavolisib— uncovered
ANDROGEN_RESPONSE0.130Inavolisib— uncovered
PEROXISOME0.130Idelalisib— uncovered
HEME_METABOLISM0.127Temsirolimus— uncovered
XENOBIOTIC_METABOLISM0.109Inavolisib— uncovered
BILE_ACID_METABOLISM0.107Inavolisib— uncovered
PANCREAS_BETA_CELLS0.082Cobimetinib— uncovered
UV_RESPONSE_UP0.072Idelalisib— uncovered
TGF_BETA_SIGNALING0.065Inavolisib— uncovered
WNT_BETA_CATENIN_SIGNALING0.051Inavolisib— uncovered
MITOTIC_SPINDLE0.045Inavolisib— uncovered