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

e94b6daf-3aed-4496-b64b-1b1a7d8e2011

58d10ba2-1017-5a82-853f-e7378d3abc65

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
45

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+0.520
  • OXIDATIVE_PHOSPHORYLATION+0.510
  • P53_PATHWAY+0.450
  • FATTY_ACID_METABOLISM+0.410
  • PROTEIN_SECRETION+0.390
  • MTORC1_SIGNALING+0.380
  • PEROXISOME+0.370
  • ADIPOGENESIS+0.290
  • ESTROGEN_RESPONSE_LATE+0.290
  • GLYCOLYSIS+0.290

Top 10 suppressed

  • EPITHELIAL_MESENCHYMAL_TRANSITION-0.430
  • G2M_CHECKPOINT-0.390
  • WNT_BETA_CATENIN_SIGNALING-0.350
  • E2F_TARGETS-0.330
  • ALLOGRAFT_REJECTION-0.320
  • IL6_JAK_STAT3_SIGNALING-0.240
  • INFLAMMATORY_RESPONSE-0.210
  • NOTCH_SIGNALING-0.200
  • HEDGEHOG_SIGNALING-0.190
  • SPERMATOGENESIS-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-A8-A07P-01A-11R-A00Z-07
breast-umap@18
B0.801
2TCGA-IQ-7632-01A-11R-2081-07
head-neck@1
0.797
3ee24b470-4509-4687-a91e-6d2b967336b9
colon-landscapes@1
0.786
4SRR8943024
bladder-landscape@3
0.782
5bf93be3e-d4f1-4efb-9841-ca8ad81b237e
colon-landscapes@1
0.781
6SRR4296070
lung-landscapes@6
cohortA10.773
7TCGA-B6-A0RO-01A-22R-A084-07
breast-umap@18
C0.771
8SRR8518413
breast-umap@18
F0.770
9AUR-AD9F-TTM3-A-1-1-R-A542-39
breast-umap@18
C0.769
10AUR-AD9I-TTM3-A-1-1-R-A542-39
breast-umap@18
C0.767

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
CHOLESTEROL_HOMEOSTASIS0.520Remibrutinib— uncovered
OXIDATIVE_PHOSPHORYLATION0.510Remibrutinib— uncovered
P53_PATHWAY0.450Idelalisib— uncovered
FATTY_ACID_METABOLISM0.410Inavolisib— uncovered
PROTEIN_SECRETION0.390Remibrutinib— uncovered
MTORC1_SIGNALING0.380Inavolisib— uncovered
PEROXISOME0.370Idelalisib— uncovered
ADIPOGENESIS0.290Inavolisib— uncovered
ESTROGEN_RESPONSE_LATE0.290Idelalisib— uncovered
GLYCOLYSIS0.290Inavolisib— uncovered
UNFOLDED_PROTEIN_RESPONSE0.290Idelalisib— uncovered
XENOBIOTIC_METABOLISM0.280Inavolisib— uncovered
ESTROGEN_RESPONSE_EARLY0.270Inavolisib— uncovered
PANCREAS_BETA_CELLS0.260Cobimetinib— uncovered
ANDROGEN_RESPONSE0.240Inavolisib— uncovered
BILE_ACID_METABOLISM0.210Inavolisib— uncovered
REACTIVE_OXYGEN_SPECIES_PATHWAY0.160Inavolisib— uncovered
UV_RESPONSE_UP0.160Idelalisib— uncovered
HYPOXIA0.140Idelalisib— uncovered
APOPTOSIS0.130Idelalisib— uncovered