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

E35A6AA5-331F-489B-8CE1-9D0BC4CDE119

8f96c8ad-ad25-51a6-9ff1-ff2372846e6f

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
2.4967148488830486
age_years
26
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

  • INTERFERON_ALPHA_RESPONSE+0.558
  • NOTCH_SIGNALING+0.529
  • G2M_CHECKPOINT+0.462
  • E2F_TARGETS+0.422
  • INTERFERON_GAMMA_RESPONSE+0.403
  • MITOTIC_SPINDLE+0.374
  • TGF_BETA_SIGNALING+0.370
  • WNT_BETA_CATENIN_SIGNALING+0.363
  • MYC_TARGETS_V1+0.354
  • MYC_TARGETS_V2+0.288

Top 10 suppressed

  • MYOGENESIS-0.410
  • KRAS_SIGNALING_DN-0.338
  • REACTIVE_OXYGEN_SPECIES_PATHWAY-0.287
  • PANCREAS_BETA_CELLS-0.232
  • EPITHELIAL_MESENCHYMAL_TRANSITION-0.222
  • SPERMATOGENESIS-0.220
  • OXIDATIVE_PHOSPHORYLATION-0.193
  • HYPOXIA-0.182
  • ESTROGEN_RESPONSE_LATE-0.169
  • COAGULATION-0.161

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
1SRR934865
brain-umap@2
0.927
2SRR934808
brain-umap@2
0.916
39EE765BF-748F-41B9-926F-FFD0E8C079E3
brain-umap@2
0.884
4EFB459E3-9B6A-4020-8556-6409065823B7
brain-umap@2
0.883
5SRR934848
brain-umap@2
0.871
6C67163A8-8A5F-4398-AC65-167218B010CF
brain-umap@2
0.871
7SRR934751
brain-umap@2
0.869
8BS_D7XRFE0R
brain-umap@2
Diffuse intrinsic pontine glioma0.868
97604968C-689A-458D-96BA-33B163B238F8
brain-umap@2
0.866
10SRR934775
brain-umap@2
0.862

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
INTERFERON_ALPHA_RESPONSE0.558Inavolisib— uncovered
NOTCH_SIGNALING0.529Inavolisib— uncovered
G2M_CHECKPOINT0.462Inavolisib— uncovered
E2F_TARGETS0.422Inavolisib— uncovered
INTERFERON_GAMMA_RESPONSE0.403Idelalisib— uncovered
MITOTIC_SPINDLE0.374Inavolisib— uncovered
TGF_BETA_SIGNALING0.370Inavolisib— uncovered
WNT_BETA_CATENIN_SIGNALING0.363Inavolisib— uncovered
MYC_TARGETS_V10.354Inavolisib— uncovered
MYC_TARGETS_V20.288Idelalisib— uncovered
CHOLESTEROL_HOMEOSTASIS0.286Remibrutinib— uncovered
IL6_JAK_STAT3_SIGNALING0.273Inavolisib— uncovered
ALLOGRAFT_REJECTION0.246Idelalisib— uncovered
ANDROGEN_RESPONSE0.204Inavolisib— uncovered
MTORC1_SIGNALING0.197Inavolisib— uncovered
PROTEIN_SECRETION0.197Remibrutinib— uncovered
DNA_REPAIR0.161Idelalisib— uncovered
PEROXISOME0.155Idelalisib— uncovered
UV_RESPONSE_DN0.152Inavolisib— uncovered
UNFOLDED_PROTEIN_RESPONSE0.146Idelalisib— uncovered