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

6bc5d616-670c-4778-a769-d5b64fc51d8e

b796bac6-0bc1-55fe-b7eb-033710ff9a1d

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
77.7522245037646

GSVA pathway preview (50 Hallmark scores)

MeasuredDerivedReference

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

Top 10 elevated

  • MYC_TARGETS_V2+0.500
  • E2F_TARGETS+0.490
  • G2M_CHECKPOINT+0.450
  • MYC_TARGETS_V1+0.390
  • UNFOLDED_PROTEIN_RESPONSE+0.320
  • CHOLESTEROL_HOMEOSTASIS+0.300
  • DNA_REPAIR+0.300
  • PANCREAS_BETA_CELLS+0.230
  • REACTIVE_OXYGEN_SPECIES_PATHWAY+0.220
  • MITOTIC_SPINDLE+0.180

Top 10 suppressed

  • EPITHELIAL_MESENCHYMAL_TRANSITION-0.500
  • INTERFERON_ALPHA_RESPONSE-0.410
  • ALLOGRAFT_REJECTION-0.330
  • INTERFERON_GAMMA_RESPONSE-0.330
  • KRAS_SIGNALING_UP-0.320
  • HEDGEHOG_SIGNALING-0.310
  • ANGIOGENESIS-0.290
  • COMPLEMENT-0.260
  • COAGULATION-0.240
  • MYOGENESIS-0.220

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
1c6c161fd-9f0a-4ad5-96ba-b9ce811348fc
colon-landscapes@1
0.906
2TCGA-LA-A446-01A-21R-A24Z-07
lung-landscapes@6
cohortSQ20.873
3MDT-AP-0843
medullo-epn-umap@date-based
MedMedulloblastoma0.871
4TCGA-85-8354-01A-31R-2326-07
lung-landscapes@6
cohortSQ20.865
520020032.TNBC
breast-umap@18
E0.864
6a8ce7460-8ccd-4638-a854-55c4068af6ec
colon-landscapes@1
0.856
7SRR8518170
breast-umap@18
E0.853
8TCGA-AO-A0J7-01A-11R-A034-07
breast-umap@18
B0.853
9TCGA-94-8035-01A-11R-2247-07
lung-landscapes@6
cohortSQ10.852
10MNG531
mng-umap@100
0.852

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
MYC_TARGETS_V20.500Idelalisib— uncovered
E2F_TARGETS0.490Inavolisib— uncovered
G2M_CHECKPOINT0.450Inavolisib— uncovered
MYC_TARGETS_V10.390Inavolisib— uncovered
UNFOLDED_PROTEIN_RESPONSE0.320Idelalisib— uncovered
CHOLESTEROL_HOMEOSTASIS0.300Remibrutinib— uncovered
DNA_REPAIR0.300Idelalisib— uncovered
PANCREAS_BETA_CELLS0.230Cobimetinib— uncovered
REACTIVE_OXYGEN_SPECIES_PATHWAY0.220Inavolisib— uncovered
MITOTIC_SPINDLE0.180Inavolisib— uncovered
MTORC1_SIGNALING0.150Inavolisib— uncovered
GLYCOLYSIS0.140Inavolisib— uncovered
TNFA_SIGNALING_VIA_NFKB0.090Inavolisib— uncovered
P53_PATHWAY0.080Idelalisib— uncovered
PI3K_AKT_MTOR_SIGNALING0.080Inavolisib— uncovered
ESTROGEN_RESPONSE_EARLY0.060Inavolisib— uncovered
ESTROGEN_RESPONSE_LATE0.060Idelalisib— uncovered
FATTY_ACID_METABOLISM0.060Inavolisib— uncovered
NOTCH_SIGNALING0.050Inavolisib— uncovered
UV_RESPONSE_UP0.050Idelalisib— uncovered