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

  • ANGIOGENESIS+0.500
  • PROTEIN_SECRETION+0.500
  • UV_RESPONSE_DN+0.500
  • EPITHELIAL_MESENCHYMAL_TRANSITION+0.400
  • TGF_BETA_SIGNALING+0.400
  • ANDROGEN_RESPONSE+0.300
  • MITOTIC_SPINDLE+0.300
  • NOTCH_SIGNALING+0.300
  • BILE_ACID_METABOLISM+0.200
  • HEDGEHOG_SIGNALING+0.200

Top 10 suppressed

  • MYC_TARGETS_V2-0.500
  • ALLOGRAFT_REJECTION-0.400
  • INTERFERON_ALPHA_RESPONSE-0.300
  • INTERFERON_GAMMA_RESPONSE-0.300
  • E2F_TARGETS-0.200
  • IL6_JAK_STAT3_SIGNALING-0.200
  • INFLAMMATORY_RESPONSE-0.200
  • KRAS_SIGNALING_DN-0.200
  • MYC_TARGETS_V1-0.200
  • ESTROGEN_RESPONSE_LATE-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-7416-01A-11R-2081-07
head-neck@1
0.795
2TCGA-AR-A24L-01A-11R-A169-07
breast-umap@18
B0.787
3TCGA-AR-A24M-01A-11R-A169-07
breast-umap@18
B0.783
4TCGA-A8-A09A-01A-11R-A00Z-07
breast-umap@18
B0.778
5TCGA-A8-A0AD-01A-11R-A056-07
breast-umap@18
B0.774
6TCGA-E2-A1BC-01A-11R-A12P-07
breast-umap@18
A0.766
7TCGA-BH-A0W4-01A-11R-A109-07
breast-umap@18
A0.765
8TCGA-E2-A152-01A-11R-A12D-07
breast-umap@18
C0.760
9TCGA-E2-A15L-01A-11R-A12D-07
breast-umap@18
B0.758
10TCGA-AN-A0XL-01A-11R-A10J-07
breast-umap@18
A0.756

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
ANGIOGENESIS0.500Remibrutinib— uncovered
PROTEIN_SECRETION0.500Remibrutinib— uncovered
UV_RESPONSE_DN0.500Inavolisib— uncovered
EPITHELIAL_MESENCHYMAL_TRANSITION0.400Inavolisib— uncovered
TGF_BETA_SIGNALING0.400Inavolisib— uncovered
ANDROGEN_RESPONSE0.300Inavolisib— uncovered
MITOTIC_SPINDLE0.300Inavolisib— uncovered
NOTCH_SIGNALING0.300Inavolisib— uncovered
BILE_ACID_METABOLISM0.200Inavolisib— uncovered
HEDGEHOG_SIGNALING0.200Inavolisib— uncovered
HEME_METABOLISM0.200Temsirolimus— uncovered
HYPOXIA0.200Idelalisib— uncovered
ADIPOGENESIS0.100Inavolisib— uncovered
APICAL_JUNCTION0.100Inavolisib— uncovered
COAGULATION0.100Binimetinib— uncovered
ESTROGEN_RESPONSE_EARLY0.100Inavolisib— uncovered
FATTY_ACID_METABOLISM0.100Inavolisib— uncovered
GLYCOLYSIS0.100Inavolisib— uncovered
KRAS_SIGNALING_UP0.100Inavolisib— uncovered
MTORC1_SIGNALING0.100Inavolisib— uncovered