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

90407c8f-6193-45c7-9f29-0783aeeab94d

92df944b-6bc2-5fcb-9224-5524a7fbc5bd

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
age_years
54

GSVA pathway preview (50 Hallmark scores)

MeasuredDerivedReference

Top 10 most elevated and top 10 most suppressed Hallmark pathways for this sample.

Top 10 elevated

  • MYOGENESIS+0.290
  • UV_RESPONSE_DN+0.280
  • EPITHELIAL_MESENCHYMAL_TRANSITION+0.270
  • HEDGEHOG_SIGNALING+0.210
  • KRAS_SIGNALING_UP+0.170
  • KRAS_SIGNALING_DN+0.160
  • WNT_BETA_CATENIN_SIGNALING+0.160
  • ESTROGEN_RESPONSE_EARLY+0.140
  • APICAL_JUNCTION+0.130
  • MITOTIC_SPINDLE+0.110

Top 10 suppressed

  • OXIDATIVE_PHOSPHORYLATION-0.580
  • REACTIVE_OXYGEN_SPECIES_PATHWAY-0.550
  • INTERFERON_ALPHA_RESPONSE-0.500
  • INTERFERON_GAMMA_RESPONSE-0.420
  • DNA_REPAIR-0.360
  • E2F_TARGETS-0.360
  • MYC_TARGETS_V1-0.350
  • FATTY_ACID_METABOLISM-0.310
  • GLYCOLYSIS-0.290
  • XENOBIOTIC_METABOLISM-0.290

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
1TCGA-CN-4737-01A-01R-1436-07
head-neck@1
0.866
2c848ccf8-14d9-4fbd-8366-d4e4ab4dc2e5
colon-landscapes@1
0.860
3TCGA-D8-A1XB-01A-11R-A14D-07
breast-umap@18
A0.852
47900174d-af00-444f-a5b2-226a45f7e76a
colon-landscapes@1
0.845
5TCGA-D8-A145-01A-11R-A115-07
breast-umap@18
A0.838
6SRR29022838
breast-umap@18
A0.820
7TCGA-AR-A2LM-01A-11R-A180-07
breast-umap@18
A0.817
8X8de42096.ef3e.4864.8ee1.2ee7672c1c82
lung-landscapes@6
cohortSQ10.814
9TCGA-56-8626-01A-11R-2403-07
lung-landscapes@6
cohortSQ10.813
10TCGA-CQ-7072-01A-21R-A30B-07
head-neck@1
0.809

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
MYOGENESIS0.290Inavolisib— uncovered
UV_RESPONSE_DN0.280Inavolisib— uncovered
EPITHELIAL_MESENCHYMAL_TRANSITION0.270Inavolisib— uncovered
HEDGEHOG_SIGNALING0.210Inavolisib— uncovered
KRAS_SIGNALING_UP0.170Inavolisib— uncovered
KRAS_SIGNALING_DN0.160Remibrutinib— uncovered
WNT_BETA_CATENIN_SIGNALING0.160Inavolisib— uncovered
ESTROGEN_RESPONSE_EARLY0.140Inavolisib— uncovered
APICAL_JUNCTION0.130Inavolisib— uncovered
MITOTIC_SPINDLE0.110Inavolisib— uncovered
PROTEIN_SECRETION0.070Remibrutinib— uncovered
TGF_BETA_SIGNALING0.030Inavolisib— uncovered
ANGIOGENESIS0.020Remibrutinib— uncovered
HYPOXIA0.020Idelalisib— uncovered