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

62a2cbf8-51be-469b-978c-bdf386e0d651

ef74e3a2-9e62-5cd9-9b8f-2120870c0a9f

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
90

GSVA pathway preview (50 Hallmark scores)

MeasuredDerivedReference

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

Top 10 elevated

  • CHOLESTEROL_HOMEOSTASIS+0.330
  • APICAL_JUNCTION+0.270
  • P53_PATHWAY+0.270
  • WNT_BETA_CATENIN_SIGNALING+0.250
  • MYOGENESIS+0.240
  • APICAL_SURFACE+0.220
  • NOTCH_SIGNALING+0.220
  • XENOBIOTIC_METABOLISM+0.200
  • KRAS_SIGNALING_DN+0.190
  • HYPOXIA+0.160

Top 10 suppressed

  • E2F_TARGETS-0.480
  • MYC_TARGETS_V1-0.480
  • PROTEIN_SECRETION-0.430
  • G2M_CHECKPOINT-0.420
  • MTORC1_SIGNALING-0.280
  • ANDROGEN_RESPONSE-0.270
  • ANGIOGENESIS-0.260
  • EPITHELIAL_MESENCHYMAL_TRANSITION-0.260
  • UNFOLDED_PROTEIN_RESPONSE-0.260
  • UV_RESPONSE_DN-0.260

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.

8 twins match this tumor's tissue · 2 come from a different tissue of origin

#SampleCancer typeSubtypecos similarity
1MDT-AP-1336
medullo-epn-umap@date-based
MedMedulloblastoma0.818
2BS_X0F9AYEC
brain-umap@2
pilocytic astrocytoma0.799
3R147
bladder-landscape@3
0.791
48f518c0d-42e0-4418-bb48-f69b32446b46
colon-landscapes@1
0.789
51e82995c-f318-4225-96d4-f1e98bcbf60b
colon-landscapes@1
0.773
6299f36bd-d9fd-41f5-8a29-3382e147a14f
colon-landscapes@1
0.770
7SAMN03290915
melanoma-umap@29
0.766
8433318f9-74f1-4d4a-b94c-5825993747d4
colon-landscapes@1
0.756
9MNG559
mng-umap@100
0.755
10SRR23303751
bladder-landscape@3
0.752

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
CHOLESTEROL_HOMEOSTASIS0.330Remibrutinib— uncovered
APICAL_JUNCTION0.270Inavolisib— uncovered
P53_PATHWAY0.270Idelalisib— uncovered
WNT_BETA_CATENIN_SIGNALING0.250Inavolisib— uncovered
MYOGENESIS0.240Inavolisib— uncovered
APICAL_SURFACE0.220Temsirolimus— uncovered
NOTCH_SIGNALING0.220Inavolisib— uncovered
XENOBIOTIC_METABOLISM0.200Inavolisib— uncovered
KRAS_SIGNALING_DN0.190Remibrutinib— uncovered
HYPOXIA0.160Idelalisib— uncovered
ESTROGEN_RESPONSE_EARLY0.150Inavolisib— uncovered
GLYCOLYSIS0.150Inavolisib— uncovered
HEDGEHOG_SIGNALING0.150Inavolisib— uncovered
ESTROGEN_RESPONSE_LATE0.130Idelalisib— uncovered
FATTY_ACID_METABOLISM0.110Inavolisib— uncovered
OXIDATIVE_PHOSPHORYLATION0.110Remibrutinib— uncovered
REACTIVE_OXYGEN_SPECIES_PATHWAY0.100Inavolisib— uncovered
ADIPOGENESIS0.090Inavolisib— uncovered
INTERFERON_ALPHA_RESPONSE0.070Inavolisib— uncovered
PI3K_AKT_MTOR_SIGNALING0.070Inavolisib— uncovered