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

  • KRAS_SIGNALING_DN+0.400
  • PANCREAS_BETA_CELLS+0.400
  • ANGIOGENESIS+0.200
  • ALLOGRAFT_REJECTION+0.100
  • SPERMATOGENESIS+0.100
  • KRAS_SIGNALING_UP+0.000
  • MYOGENESIS+0.000
  • UV_RESPONSE_UP+0.000
  • BILE_ACID_METABOLISM-0.100
  • COAGULATION-0.100

Top 10 suppressed

  • MITOTIC_SPINDLE-0.500
  • MTORC1_SIGNALING-0.500
  • PI3K_AKT_MTOR_SIGNALING-0.500
  • PROTEIN_SECRETION-0.500
  • TGF_BETA_SIGNALING-0.500
  • UNFOLDED_PROTEIN_RESPONSE-0.500
  • ANDROGEN_RESPONSE-0.400
  • DNA_REPAIR-0.400
  • G2M_CHECKPOINT-0.400
  • UV_RESPONSE_DN-0.400

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.

9 twins match this tumor's tissue · 1 come from a different tissue of origin

#SampleCancer typeSubtypecos similarity
1MDT-AP-0706
medullo-epn-umap@date-based
MedMedulloblastoma0.914
2MNG923
mng-umap@100
0.910
3MNG506
mng-umap@100
0.909
4TCGA-CF-A3MF-01A-12R-A21D-07
bladder-landscape@3
0.909
5MNG597
mng-umap@100
0.907
6TCGA-CF-A3MI-01A-11R-A20F-07
bladder-landscape@3
0.904
7TCGA-DK-A1A7-01A-11R-A13Y-07
bladder-landscape@3
0.902
8MNG90
mng-umap@100
0.891
9MNG599
mng-umap@100
0.891
10msclc569389_S35.txt
lung-landscapes@6
cohortMD10.891

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
KRAS_SIGNALING_DN0.400Remibrutinib— uncovered
PANCREAS_BETA_CELLS0.400Cobimetinib— uncovered
ANGIOGENESIS0.200Remibrutinib— uncovered
ALLOGRAFT_REJECTION0.100Idelalisib— uncovered
SPERMATOGENESIS0.100Inavolisib— uncovered