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

CE7A3262-C48A-43BF-941C-9D2482B9CACD

89ef3e2a-d303-57fb-bdcc-bf244efda6cf

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
3.088042049934297
age_years
85
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

  • MYC_TARGETS_V1+0.582
  • EPITHELIAL_MESENCHYMAL_TRANSITION+0.574
  • ANGIOGENESIS+0.499
  • G2M_CHECKPOINT+0.499
  • E2F_TARGETS+0.494
  • INTERFERON_GAMMA_RESPONSE+0.486
  • TNFA_SIGNALING_VIA_NFKB+0.481
  • DNA_REPAIR+0.480
  • MTORC1_SIGNALING+0.478
  • IL6_JAK_STAT3_SIGNALING+0.468

Top 10 suppressed

  • KRAS_SIGNALING_DN-0.421
  • SPERMATOGENESIS-0.252
  • MYOGENESIS-0.143
  • PANCREAS_BETA_CELLS-0.125
  • BILE_ACID_METABOLISM+0.000
  • WNT_BETA_CATENIN_SIGNALING+0.049
  • HEME_METABOLISM+0.064
  • APICAL_SURFACE+0.067
  • MITOTIC_SPINDLE+0.102
  • ESTROGEN_RESPONSE_EARLY+0.126

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
1AA762299-102B-4E35-B4A5-A94A122EF9DB
brain-umap@2
0.990
2825AC0F8-4D16-4109-AA6A-4648934E3C35
brain-umap@2
0.985
30E66EFB0-712B-4A52-8F75-A37F030CABEF
brain-umap@2
0.984
49BFF7746-9003-4941-9590-0B813E00B326
brain-umap@2
0.981
5DD203D19-D635-4112-AF75-9724E0A64A0B
brain-umap@2
0.979
666FF1C46-83F0-4EEC-9871-448C8C7EA3AE
brain-umap@2
0.978
71B326CC6-3916-4D1D-A238-7B3C42F3E6C6
brain-umap@2
0.978
8F9EB85A8-8E6D-44C0-8C59-50B1DB4E652B
brain-umap@2
0.977
965F93AB7-AA99-49B5-8D59-7D0DE9CA9E34
brain-umap@2
0.976
10E9FC1686-028B-476C-B51B-4956213D874B
brain-umap@2
0.975

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
MYC_TARGETS_V10.582Inavolisib— uncovered
EPITHELIAL_MESENCHYMAL_TRANSITION0.574Inavolisib— uncovered
ANGIOGENESIS0.499Remibrutinib— uncovered
G2M_CHECKPOINT0.499Inavolisib— uncovered
E2F_TARGETS0.494Inavolisib— uncovered
INTERFERON_GAMMA_RESPONSE0.486Idelalisib— uncovered
TNFA_SIGNALING_VIA_NFKB0.481Inavolisib— uncovered
DNA_REPAIR0.480Idelalisib— uncovered
MTORC1_SIGNALING0.478Inavolisib— uncovered
IL6_JAK_STAT3_SIGNALING0.468Inavolisib— uncovered
MYC_TARGETS_V20.466Idelalisib— uncovered
REACTIVE_OXYGEN_SPECIES_PATHWAY0.460Inavolisib— uncovered
ANDROGEN_RESPONSE0.457Inavolisib— uncovered
INTERFERON_ALPHA_RESPONSE0.455Inavolisib— uncovered
APOPTOSIS0.454Idelalisib— uncovered
OXIDATIVE_PHOSPHORYLATION0.449Remibrutinib— uncovered
ALLOGRAFT_REJECTION0.448Idelalisib— uncovered
INFLAMMATORY_RESPONSE0.445Idelalisib— uncovered
UNFOLDED_PROTEIN_RESPONSE0.438Idelalisib— uncovered
GLYCOLYSIS0.419Inavolisib— uncovered