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

7A674726-107E-461B-9DAB-CAE728B8B129

a7de3f26-f1c5-5e05-b629-7b771fe11d2b

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
7.588699080157687
age_years
35
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+0.529
  • NOTCH_SIGNALING+0.438
  • WNT_BETA_CATENIN_SIGNALING+0.366
  • MYC_TARGETS_V1+0.364
  • MYC_TARGETS_V2+0.363
  • DNA_REPAIR+0.330
  • REACTIVE_OXYGEN_SPECIES_PATHWAY+0.323
  • HEDGEHOG_SIGNALING+0.301
  • PANCREAS_BETA_CELLS+0.275
  • ADIPOGENESIS+0.245

Top 10 suppressed

  • IL6_JAK_STAT3_SIGNALING-0.477
  • INTERFERON_GAMMA_RESPONSE-0.428
  • INTERFERON_ALPHA_RESPONSE-0.386
  • INFLAMMATORY_RESPONSE-0.311
  • TNFA_SIGNALING_VIA_NFKB-0.289
  • ALLOGRAFT_REJECTION-0.288
  • COAGULATION-0.274
  • MYOGENESIS-0.227
  • EPITHELIAL_MESENCHYMAL_TRANSITION-0.226
  • COMPLEMENT-0.214

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
187F9E756-60BB-435B-9A2D-211E89C182D9
brain-umap@2
0.883
2E3E4E7DA-AD14-44BA-B3BE-02652B3CEE18
brain-umap@2
0.848
3D1BFDB5B-3131-4B5C-8090-B3B91D4450F3
brain-umap@2
0.834
4SRR934796
brain-umap@2
0.826
5BS_WGK8ZMVA
brain-umap@2
Supratentorial Ependymoma0.817
6E3818BAA-BA28-4CE4-A745-BB3692883888
brain-umap@2
0.816
728E176DE-49DB-4F39-B022-C89235590CAC
brain-umap@2
0.810
8R277
bladder-landscape@3
0.808
9B71EF25E-7DDB-42DA-84A5-920A90E85512
brain-umap@2
0.807
10SRR8392895
lung-landscapes@6
cohortSQ20.805

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
OXIDATIVE_PHOSPHORYLATION0.529Remibrutinib— uncovered
NOTCH_SIGNALING0.438Inavolisib— uncovered
WNT_BETA_CATENIN_SIGNALING0.366Inavolisib— uncovered
MYC_TARGETS_V10.364Inavolisib— uncovered
MYC_TARGETS_V20.363Idelalisib— uncovered
DNA_REPAIR0.330Idelalisib— uncovered
REACTIVE_OXYGEN_SPECIES_PATHWAY0.323Inavolisib— uncovered
HEDGEHOG_SIGNALING0.301Inavolisib— uncovered
PANCREAS_BETA_CELLS0.275Cobimetinib— uncovered
ADIPOGENESIS0.245Inavolisib— uncovered
FATTY_ACID_METABOLISM0.234Inavolisib— uncovered
UV_RESPONSE_UP0.230Idelalisib— uncovered
E2F_TARGETS0.203Inavolisib— uncovered
UV_RESPONSE_DN0.189Inavolisib— uncovered
ESTROGEN_RESPONSE_LATE0.185Idelalisib— uncovered
ESTROGEN_RESPONSE_EARLY0.184Inavolisib— uncovered
MTORC1_SIGNALING0.179Inavolisib— uncovered
G2M_CHECKPOINT0.172Inavolisib— uncovered
PEROXISOME0.172Idelalisib— uncovered
UNFOLDED_PROTEIN_RESPONSE0.167Idelalisib— uncovered