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

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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

GSVA pathway preview (50 Hallmark scores)

MeasuredDerivedReference

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

Top 10 elevated

  • ESTROGEN_RESPONSE_LATE+0.400
  • E2F_TARGETS+0.300
  • KRAS_SIGNALING_DN+0.300
  • MYC_TARGETS_V1+0.300
  • MYC_TARGETS_V2+0.300
  • OXIDATIVE_PHOSPHORYLATION+0.300
  • PANCREAS_BETA_CELLS+0.300
  • CHOLESTEROL_HOMEOSTASIS+0.200
  • ESTROGEN_RESPONSE_EARLY+0.200
  • FATTY_ACID_METABOLISM+0.200

Top 10 suppressed

  • TGF_BETA_SIGNALING-0.500
  • PROTEIN_SECRETION-0.400
  • UV_RESPONSE_DN-0.400
  • ALLOGRAFT_REJECTION-0.300
  • HEDGEHOG_SIGNALING-0.300
  • MITOTIC_SPINDLE-0.300
  • NOTCH_SIGNALING-0.300
  • COMPLEMENT-0.200
  • EPITHELIAL_MESENCHYMAL_TRANSITION-0.200
  • HEME_METABOLISM-0.200

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-NK-A7XE-01A-12R-A405-07
lung-landscapes@6
cohortSQ10.773
243c87798-5762-42c1-b7d8-47fc126fc2d3
melanoma-umap@29
0.765
3SRR11296848
colon-landscapes@1
0.765
4TCGA-E2-A9RU-01A-11R-A41B-07
breast-umap@18
B0.750
5SRR8942959
bladder-landscape@3
0.748
6TCGA-AC-A62V-01A-11R-A31O-07
breast-umap@18
B0.744
7R309
bladder-landscape@3
0.744
8TCGA-LL-A5YM-01A-11R-A28M-07
breast-umap@18
B0.743
9TCGA-E2-A14O-01A-31R-A115-07
breast-umap@18
B0.742
10TCGA-77-A5GA-01A-11R-A27Q-07
lung-landscapes@6
cohortSQ20.741

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
ESTROGEN_RESPONSE_LATE0.400Idelalisib— uncovered
E2F_TARGETS0.300Inavolisib— uncovered
KRAS_SIGNALING_DN0.300Remibrutinib— uncovered
MYC_TARGETS_V10.300Inavolisib— uncovered
MYC_TARGETS_V20.300Idelalisib— uncovered
OXIDATIVE_PHOSPHORYLATION0.300Remibrutinib— uncovered
PANCREAS_BETA_CELLS0.300Cobimetinib— uncovered
CHOLESTEROL_HOMEOSTASIS0.200Remibrutinib— uncovered
ESTROGEN_RESPONSE_EARLY0.200Inavolisib— uncovered
FATTY_ACID_METABOLISM0.200Inavolisib— uncovered
G2M_CHECKPOINT0.200Inavolisib— uncovered
REACTIVE_OXYGEN_SPECIES_PATHWAY0.200Inavolisib— uncovered
SPERMATOGENESIS0.200Inavolisib— uncovered
UV_RESPONSE_UP0.200Idelalisib— uncovered
XENOBIOTIC_METABOLISM0.200Inavolisib— uncovered
ADIPOGENESIS0.100Inavolisib— uncovered
APICAL_SURFACE0.100Temsirolimus— uncovered
BILE_ACID_METABOLISM0.100Inavolisib— uncovered
COAGULATION0.100Binimetinib— uncovered
GLYCOLYSIS0.100Inavolisib— uncovered