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

218cda38-ec89-4e23-849b-93f1b5bd0655

014115fb-48a6-5fd1-ae9d-c682a263afe2

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
66.8501026694045

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+0.610
  • UV_RESPONSE_DN+0.390
  • ANGIOGENESIS+0.380
  • INTERFERON_ALPHA_RESPONSE+0.380
  • PANCREAS_BETA_CELLS+0.380
  • TNFA_SIGNALING_VIA_NFKB+0.380
  • G2M_CHECKPOINT+0.370
  • E2F_TARGETS+0.360
  • INFLAMMATORY_RESPONSE+0.280
  • KRAS_SIGNALING_UP+0.270

Top 10 suppressed

  • OXIDATIVE_PHOSPHORYLATION-0.470
  • FATTY_ACID_METABOLISM-0.360
  • ADIPOGENESIS-0.350
  • PEROXISOME-0.350
  • REACTIVE_OXYGEN_SPECIES_PATHWAY-0.340
  • HEME_METABOLISM-0.250
  • XENOBIOTIC_METABOLISM-0.240
  • P53_PATHWAY-0.210
  • PI3K_AKT_MTOR_SIGNALING-0.200
  • BILE_ACID_METABOLISM-0.190

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
1TCGA-A7-A4SE-01A-11R-A266-07
breast-umap@18
E0.838
2c56e13bb-f1b0-4ee3-85c1-807c7c3bcef9
colon-landscapes@1
0.818
3SRR4296078
lung-landscapes@6
cohortSQ10.802
4SRR8613802
breast-umap@18
D0.797
5f3781318-56be-4a43-b72d-a6bb65ef9a88
colon-landscapes@1
0.788
6SRR17866841
colon-landscapes@1
0.784
7SRR8518161
breast-umap@18
E0.784
8SRR27320698
colon-landscapes@1
0.782
9SRR8518214
breast-umap@18
D0.782
10ERR2278875
head-neck@1
0.773

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
EPITHELIAL_MESENCHYMAL_TRANSITION0.610Inavolisib— uncovered
UV_RESPONSE_DN0.390Inavolisib— uncovered
ANGIOGENESIS0.380Remibrutinib— uncovered
INTERFERON_ALPHA_RESPONSE0.380Inavolisib— uncovered
PANCREAS_BETA_CELLS0.380Cobimetinib— uncovered
TNFA_SIGNALING_VIA_NFKB0.380Inavolisib— uncovered
G2M_CHECKPOINT0.370Inavolisib— uncovered
E2F_TARGETS0.360Inavolisib— uncovered
INFLAMMATORY_RESPONSE0.280Idelalisib— uncovered
KRAS_SIGNALING_UP0.270Inavolisib— uncovered
HEDGEHOG_SIGNALING0.240Inavolisib— uncovered
INTERFERON_GAMMA_RESPONSE0.240Idelalisib— uncovered
WNT_BETA_CATENIN_SIGNALING0.240Inavolisib— uncovered
NOTCH_SIGNALING0.230Inavolisib— uncovered
TGF_BETA_SIGNALING0.220Inavolisib— uncovered
MYC_TARGETS_V20.180Idelalisib— uncovered
MYOGENESIS0.170Inavolisib— uncovered
SPERMATOGENESIS0.170Inavolisib— uncovered
COAGULATION0.160Binimetinib— uncovered
MITOTIC_SPINDLE0.140Inavolisib— uncovered