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

c45adda2-fffe-4add-8148-01ecf35dd855

36ee6680-9e39-56cd-93a4-18d1c7e50176

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
66.631074606434

GSVA pathway preview (50 Hallmark scores)

MeasuredDerivedReference

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

Top 10 elevated

  • EPITHELIAL_MESENCHYMAL_TRANSITION+0.320
  • G2M_CHECKPOINT+0.310
  • MTORC1_SIGNALING+0.310
  • ANGIOGENESIS+0.280
  • PANCREAS_BETA_CELLS+0.280
  • E2F_TARGETS+0.270
  • MITOTIC_SPINDLE+0.260
  • ANDROGEN_RESPONSE+0.250
  • HEDGEHOG_SIGNALING+0.250
  • MYC_TARGETS_V1+0.200

Top 10 suppressed

  • INTERFERON_ALPHA_RESPONSE-0.330
  • INTERFERON_GAMMA_RESPONSE-0.290
  • OXIDATIVE_PHOSPHORYLATION-0.280
  • REACTIVE_OXYGEN_SPECIES_PATHWAY-0.250
  • UV_RESPONSE_UP-0.240
  • DNA_REPAIR-0.230
  • FATTY_ACID_METABOLISM-0.210
  • HEME_METABOLISM-0.190
  • P53_PATHWAY-0.190
  • ADIPOGENESIS-0.180

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
1SRR23303761
bladder-landscape@3
0.824
2TCGA-22-4593-01A-21R-1820-07
lung-landscapes@6
cohortSQ10.786
320110025.TNBC
breast-umap@18
E0.780
4TCGA-60-2703-01A-11R-2045-07
lung-landscapes@6
cohortSQ10.776
54b3022ba-0232-493c-b3fc-2447e8cf7113
colon-landscapes@1
0.774
6C3N-03662
lung-landscapes@6
cohortSQ20.767
7TCGA-D8-A27F-01A-11R-A16F-07
breast-umap@18
E0.748
8TCGA-A7-A13D-01A-13R-A277-07
breast-umap@18
E0.741
9TCGA-CV-7102-01A-11R-2016-07
head-neck@1
0.738
10SRR6013587
lung-landscapes@6
cohortA30.738

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
EPITHELIAL_MESENCHYMAL_TRANSITION0.320Inavolisib— uncovered
G2M_CHECKPOINT0.310Inavolisib— uncovered
MTORC1_SIGNALING0.310Inavolisib— uncovered
ANGIOGENESIS0.280Remibrutinib— uncovered
PANCREAS_BETA_CELLS0.280Cobimetinib— uncovered
E2F_TARGETS0.270Inavolisib— uncovered
MITOTIC_SPINDLE0.260Inavolisib— uncovered
ANDROGEN_RESPONSE0.250Inavolisib— uncovered
HEDGEHOG_SIGNALING0.250Inavolisib— uncovered
MYC_TARGETS_V10.200Inavolisib— uncovered
MYOGENESIS0.180Inavolisib— uncovered
UNFOLDED_PROTEIN_RESPONSE0.180Idelalisib— uncovered
CHOLESTEROL_HOMEOSTASIS0.160Remibrutinib— uncovered
APICAL_SURFACE0.150Temsirolimus— uncovered
UV_RESPONSE_DN0.140Inavolisib— uncovered
TGF_BETA_SIGNALING0.130Inavolisib— uncovered
HYPOXIA0.110Idelalisib— uncovered
SPERMATOGENESIS0.100Inavolisib— uncovered
KRAS_SIGNALING_DN0.090Remibrutinib— uncovered
APICAL_JUNCTION0.080Inavolisib— uncovered