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

  • PROTEIN_SECRETION+0.400
  • E2F_TARGETS+0.300
  • OXIDATIVE_PHOSPHORYLATION+0.300
  • ESTROGEN_RESPONSE_LATE+0.200
  • G2M_CHECKPOINT+0.200
  • GLYCOLYSIS+0.200
  • MTORC1_SIGNALING+0.200
  • XENOBIOTIC_METABOLISM+0.200
  • BILE_ACID_METABOLISM+0.100
  • DNA_REPAIR+0.100

Top 10 suppressed

  • INTERFERON_ALPHA_RESPONSE-0.500
  • INTERFERON_GAMMA_RESPONSE-0.500
  • ALLOGRAFT_REJECTION-0.400
  • ANGIOGENESIS-0.400
  • EPITHELIAL_MESENCHYMAL_TRANSITION-0.400
  • HEDGEHOG_SIGNALING-0.400
  • IL6_JAK_STAT3_SIGNALING-0.400
  • INFLAMMATORY_RESPONSE-0.400
  • WNT_BETA_CATENIN_SIGNALING-0.400
  • APICAL_JUNCTION-0.300

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
1AUR-AG12-TTM1-A-1-1-R-A743-41
breast-umap@18
C0.890
2TCGA-E2-A14W-01A-11R-A12D-07
breast-umap@18
B0.874
3AUR-AERX-TTM1-A-1-1-R-A742-41
breast-umap@18
C0.871
4fd49c74b-2a85-46cd-aaa0-dbd2f1284947
colon-landscapes@1
0.870
5bbeadeec-bb57-4762-8828-3bd1696748fb
colon-landscapes@1
0.869
6BSR_20_0054redo_S62
breast-umap@18
B0.869
7TCGA-QK-A8ZA-01A-11R-A39I-07
head-neck@1
0.869
8TCGA-B6-A0X5-01A-21R-A109-07
breast-umap@18
B0.868
9TCGA-A8-A06Q-01A-11R-A034-07
breast-umap@18
C0.866
1020120289.LumB
breast-umap@18
B0.859

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
PROTEIN_SECRETION0.400Remibrutinib— uncovered
E2F_TARGETS0.300Inavolisib— uncovered
OXIDATIVE_PHOSPHORYLATION0.300Remibrutinib— uncovered
ESTROGEN_RESPONSE_LATE0.200Idelalisib— uncovered
G2M_CHECKPOINT0.200Inavolisib— uncovered
GLYCOLYSIS0.200Inavolisib— uncovered
MTORC1_SIGNALING0.200Inavolisib— uncovered
XENOBIOTIC_METABOLISM0.200Inavolisib— uncovered
BILE_ACID_METABOLISM0.100Inavolisib— uncovered
DNA_REPAIR0.100Idelalisib— uncovered
FATTY_ACID_METABOLISM0.100Inavolisib— uncovered
KRAS_SIGNALING_DN0.100Remibrutinib— uncovered
MYC_TARGETS_V10.100Inavolisib— uncovered
MYC_TARGETS_V20.100Idelalisib— uncovered
PEROXISOME0.100Idelalisib— uncovered
PI3K_AKT_MTOR_SIGNALING0.100Inavolisib— uncovered
SPERMATOGENESIS0.100Inavolisib— uncovered
UNFOLDED_PROTEIN_RESPONSE0.100Idelalisib— uncovered