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

852508b0-5a5e-4730-8c70-6aabc0aa88be

e7335f83-ab2c-53f6-9441-c35d882e1117

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
81

GSVA pathway preview (50 Hallmark scores)

MeasuredDerivedReference

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

Top 10 elevated

  • E2F_TARGETS+0.480
  • CHOLESTEROL_HOMEOSTASIS+0.430
  • G2M_CHECKPOINT+0.410
  • PROTEIN_SECRETION+0.390
  • ANDROGEN_RESPONSE+0.360
  • MITOTIC_SPINDLE+0.360
  • MTORC1_SIGNALING+0.330
  • UV_RESPONSE_DN+0.320
  • GLYCOLYSIS+0.310
  • HYPOXIA+0.300

Top 10 suppressed

  • MYC_TARGETS_V2-0.470
  • REACTIVE_OXYGEN_SPECIES_PATHWAY-0.180
  • COAGULATION-0.140
  • OXIDATIVE_PHOSPHORYLATION-0.140
  • KRAS_SIGNALING_DN-0.130
  • ALLOGRAFT_REJECTION-0.120
  • UV_RESPONSE_UP-0.110
  • INTERFERON_ALPHA_RESPONSE-0.070
  • KRAS_SIGNALING_UP-0.070
  • WNT_BETA_CATENIN_SIGNALING-0.070

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
1fec205e8-388c-47a2-9400-ec9fe2e0fab1
colon-landscapes@1
0.760
2MDT-AP-3249
medullo-epn-umap@date-based
MedMedulloblastoma0.723
3MNG56
mng-umap@100
0.715
4TCGA-D8-A1JJ-01A-31R-A14M-07
breast-umap@18
C0.695
5ERR2278858
head-neck@1
0.694
6TCGA-CQ-5326-01A-01R-1873-07
head-neck@1
0.686
7MNG638
mng-umap@100
0.685
8TCGA-E9-A1RH-01A-21R-A169-07
breast-umap@18
C0.681
9TCGA-77-7337-01A-21R-2045-07
lung-landscapes@6
cohortSQ10.680
10TCGA-BL-A13J-01A-11R-A277-07
bladder-landscape@3
0.676

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
E2F_TARGETS0.480Inavolisib— uncovered
CHOLESTEROL_HOMEOSTASIS0.430Remibrutinib— uncovered
G2M_CHECKPOINT0.410Inavolisib— uncovered
PROTEIN_SECRETION0.390Remibrutinib— uncovered
ANDROGEN_RESPONSE0.360Inavolisib— uncovered
MITOTIC_SPINDLE0.360Inavolisib— uncovered
MTORC1_SIGNALING0.330Inavolisib— uncovered
UV_RESPONSE_DN0.320Inavolisib— uncovered
GLYCOLYSIS0.310Inavolisib— uncovered
HYPOXIA0.300Idelalisib— uncovered
EPITHELIAL_MESENCHYMAL_TRANSITION0.290Inavolisib— uncovered
ANGIOGENESIS0.280Remibrutinib— uncovered
UNFOLDED_PROTEIN_RESPONSE0.270Idelalisib— uncovered
SPERMATOGENESIS0.250Inavolisib— uncovered
HEME_METABOLISM0.220Temsirolimus— uncovered
FATTY_ACID_METABOLISM0.210Inavolisib— uncovered
INFLAMMATORY_RESPONSE0.210Idelalisib— uncovered
MYC_TARGETS_V10.200Inavolisib— uncovered
HEDGEHOG_SIGNALING0.150Inavolisib— uncovered
PANCREAS_BETA_CELLS0.140Cobimetinib— uncovered