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

  • PANCREAS_BETA_CELLS+0.400
  • UV_RESPONSE_DN+0.400
  • ANGIOGENESIS+0.300
  • PROTEIN_SECRETION+0.300
  • ANDROGEN_RESPONSE+0.200
  • HEME_METABOLISM+0.200
  • KRAS_SIGNALING_UP+0.200
  • ALLOGRAFT_REJECTION+0.100
  • APICAL_JUNCTION+0.100
  • BILE_ACID_METABOLISM+0.100

Top 10 suppressed

  • E2F_TARGETS-0.400
  • MYC_TARGETS_V2-0.400
  • CHOLESTEROL_HOMEOSTASIS-0.300
  • DNA_REPAIR-0.300
  • G2M_CHECKPOINT-0.300
  • MTORC1_SIGNALING-0.300
  • GLYCOLYSIS-0.200
  • REACTIVE_OXYGEN_SPECIES_PATHWAY-0.200
  • TNFA_SIGNALING_VIA_NFKB-0.200
  • UNFOLDED_PROTEIN_RESPONSE-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-BH-A0HP-01A-12R-A084-07
breast-umap@18
A0.814
2SRR8943000
bladder-landscape@3
0.805
38ee55a63-4e87-4c00-8012-4c87efdcb7ed
colon-landscapes@1
0.795
4TCGA-50-5944-01A-11R-1755-07
lung-landscapes@6
cohortA10.781
5TCGA-CR-7389-01A-11R-2016-07
head-neck@1
0.769
6TCGA-G2-A2EC-01A-11R-A180-07
bladder-landscape@3
0.760
7TCGA-AR-A24T-01A-11R-A169-07
breast-umap@18
A0.758
8TCGA-97-8174-01A-11R-2287-07
lung-landscapes@6
cohortA20.753
9TCGA-D6-6824-01A-11R-1915-07
head-neck@1
0.752
10TCGA-86-7714-01A-12R-2170-07
lung-landscapes@6
cohortA10.738

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
PANCREAS_BETA_CELLS0.400Cobimetinib— uncovered
UV_RESPONSE_DN0.400Inavolisib— uncovered
ANGIOGENESIS0.300Remibrutinib— uncovered
PROTEIN_SECRETION0.300Remibrutinib— uncovered
ANDROGEN_RESPONSE0.200Inavolisib— uncovered
HEME_METABOLISM0.200Temsirolimus— uncovered
KRAS_SIGNALING_UP0.200Inavolisib— uncovered
ALLOGRAFT_REJECTION0.100Idelalisib— uncovered
APICAL_JUNCTION0.100Inavolisib— uncovered
BILE_ACID_METABOLISM0.100Inavolisib— uncovered
COAGULATION0.100Binimetinib— uncovered
EPITHELIAL_MESENCHYMAL_TRANSITION0.100Inavolisib— uncovered
ESTROGEN_RESPONSE_EARLY0.100Inavolisib— uncovered
FATTY_ACID_METABOLISM0.100Inavolisib— uncovered
KRAS_SIGNALING_DN0.100Remibrutinib— uncovered
NOTCH_SIGNALING0.100Inavolisib— uncovered
PEROXISOME0.100Idelalisib— uncovered
TGF_BETA_SIGNALING0.100Inavolisib— uncovered
WNT_BETA_CATENIN_SIGNALING0.100Inavolisib— uncovered