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

  • HEDGEHOG_SIGNALING+0.500
  • HYPOXIA+0.400
  • PROTEIN_SECRETION+0.400
  • ANDROGEN_RESPONSE+0.300
  • ANGIOGENESIS+0.300
  • EPITHELIAL_MESENCHYMAL_TRANSITION+0.300
  • ESTROGEN_RESPONSE_EARLY+0.300
  • ESTROGEN_RESPONSE_LATE+0.300
  • UV_RESPONSE_DN+0.300
  • CHOLESTEROL_HOMEOSTASIS+0.200

Top 10 suppressed

  • INTERFERON_ALPHA_RESPONSE-0.500
  • ALLOGRAFT_REJECTION-0.400
  • INTERFERON_GAMMA_RESPONSE-0.400
  • DNA_REPAIR-0.300
  • IL6_JAK_STAT3_SIGNALING-0.300
  • OXIDATIVE_PHOSPHORYLATION-0.300
  • E2F_TARGETS-0.200
  • INFLAMMATORY_RESPONSE-0.200
  • MYC_TARGETS_V2-0.200
  • ADIPOGENESIS-0.100

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-CV-7177-01A-11R-2016-07
head-neck@1
0.798
2SRR15069611
head-neck@1
0.797
3TCGA-BL-A13J-01A-11R-A10U-07
bladder-landscape@3
0.790
4SRR8613758
breast-umap@18
C0.784
5TCGA-BH-A0W4-01A-11R-A109-07
breast-umap@18
A0.774
6TCGA-AN-A0XO-01A-11R-A109-07
breast-umap@18
C0.765
7TCGA-AR-A1AU-01A-11R-A12P-07
breast-umap@18
A0.751
8SRR8613703
breast-umap@18
D0.747
9TCGA-AQ-A0Y5-01A-11R-A14M-07
breast-umap@18
C0.741
10TCGA-A1-A0SM-01A-11R-A084-07
breast-umap@18
C0.739

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
HEDGEHOG_SIGNALING0.500Inavolisib— uncovered
HYPOXIA0.400Idelalisib— uncovered
PROTEIN_SECRETION0.400Remibrutinib— uncovered
ANDROGEN_RESPONSE0.300Inavolisib— uncovered
ANGIOGENESIS0.300Remibrutinib— uncovered
EPITHELIAL_MESENCHYMAL_TRANSITION0.300Inavolisib— uncovered
ESTROGEN_RESPONSE_EARLY0.300Inavolisib— uncovered
ESTROGEN_RESPONSE_LATE0.300Idelalisib— uncovered
UV_RESPONSE_DN0.300Inavolisib— uncovered
CHOLESTEROL_HOMEOSTASIS0.200Remibrutinib— uncovered
COAGULATION0.200Binimetinib— uncovered
GLYCOLYSIS0.200Inavolisib— uncovered
MTORC1_SIGNALING0.200Inavolisib— uncovered
MYOGENESIS0.200Inavolisib— uncovered
APICAL_JUNCTION0.100Inavolisib— uncovered
APICAL_SURFACE0.100Temsirolimus— uncovered
BILE_ACID_METABOLISM0.100Inavolisib— uncovered
KRAS_SIGNALING_DN0.100Remibrutinib— uncovered
KRAS_SIGNALING_UP0.100Inavolisib— uncovered
NOTCH_SIGNALING0.100Inavolisib— uncovered