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

D8A3D7E7-BDC0-42FF-B451-E25F472E8612

b39aeeb7-d7c6-53c1-bc02-30d74fb19529

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
7.391590013140604
age_years
72
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

  • TNFA_SIGNALING_VIA_NFKB+0.581
  • IL6_JAK_STAT3_SIGNALING+0.579
  • ANGIOGENESIS+0.554
  • ALLOGRAFT_REJECTION+0.532
  • MYC_TARGETS_V1+0.530
  • EPITHELIAL_MESENCHYMAL_TRANSITION+0.529
  • HYPOXIA+0.525
  • INFLAMMATORY_RESPONSE+0.519
  • INTERFERON_GAMMA_RESPONSE+0.499
  • MTORC1_SIGNALING+0.489

Top 10 suppressed

  • KRAS_SIGNALING_DN-0.433
  • SPERMATOGENESIS-0.275
  • PANCREAS_BETA_CELLS-0.240
  • HEDGEHOG_SIGNALING-0.128
  • MYOGENESIS-0.119
  • BILE_ACID_METABOLISM-0.053
  • ESTROGEN_RESPONSE_EARLY-0.051
  • MITOTIC_SPINDLE-0.010
  • APICAL_SURFACE-0.004
  • ESTROGEN_RESPONSE_LATE+0.019

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
19BFF7746-9003-4941-9590-0B813E00B326
brain-umap@2
0.983
2F9EB85A8-8E6D-44C0-8C59-50B1DB4E652B
brain-umap@2
0.979
3F9A39954-57EB-4A3F-97A0-1801B08BBD53
brain-umap@2
0.979
44B93A447-E626-4040-9BA0-1EEAB3764C6B
brain-umap@2
0.979
5825AC0F8-4D16-4109-AA6A-4648934E3C35
brain-umap@2
0.978
60E66EFB0-712B-4A52-8F75-A37F030CABEF
brain-umap@2
0.977
74A54E284-9902-4E4C-A5BC-1BF144106EA3
brain-umap@2
0.976
8SRR934913
brain-umap@2
0.976
93027792F-79B6-4729-9452-C4A72A7C4686
brain-umap@2
0.975
10CE7A3262-C48A-43BF-941C-9D2482B9CACD
brain-umap@2
0.974

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
TNFA_SIGNALING_VIA_NFKB0.581Inavolisib— uncovered
IL6_JAK_STAT3_SIGNALING0.579Inavolisib— uncovered
ANGIOGENESIS0.554Remibrutinib— uncovered
ALLOGRAFT_REJECTION0.532Idelalisib— uncovered
MYC_TARGETS_V10.530Inavolisib— uncovered
EPITHELIAL_MESENCHYMAL_TRANSITION0.529Inavolisib— uncovered
HYPOXIA0.525Idelalisib— uncovered
INFLAMMATORY_RESPONSE0.519Idelalisib— uncovered
INTERFERON_GAMMA_RESPONSE0.499Idelalisib— uncovered
MTORC1_SIGNALING0.489Inavolisib— uncovered
APOPTOSIS0.469Idelalisib— uncovered
GLYCOLYSIS0.450Inavolisib— uncovered
UNFOLDED_PROTEIN_RESPONSE0.450Idelalisib— uncovered
E2F_TARGETS0.445Inavolisib— uncovered
MYC_TARGETS_V20.431Idelalisib— uncovered
COAGULATION0.419Binimetinib— uncovered
PROTEIN_SECRETION0.405Remibrutinib— uncovered
COMPLEMENT0.404Inavolisib— uncovered
G2M_CHECKPOINT0.401Inavolisib— uncovered
DNA_REPAIR0.396Idelalisib— uncovered