Research Use Only. KIRhub outputs are computational research artifacts. They are not validated for clinical decision-making, diagnosis, or treatment.

12305e97-f72f-4de7-9735-4cdbecb60296

2655bc24-f21d-5791-a25b-19dda8957fc8

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
  • WNT_BETA_CATENIN_SIGNALING+0.400
  • ANGIOGENESIS+0.300
  • APICAL_JUNCTION+0.300
  • APICAL_SURFACE+0.300
  • COAGULATION+0.300
  • EPITHELIAL_MESENCHYMAL_TRANSITION+0.300
  • KRAS_SIGNALING_DN+0.300
  • MYOGENESIS+0.300
  • ESTROGEN_RESPONSE_EARLY+0.200

Top 10 suppressed

  • E2F_TARGETS-0.600
  • PROTEIN_SECRETION-0.600
  • G2M_CHECKPOINT-0.500
  • MTORC1_SIGNALING-0.500
  • INTERFERON_ALPHA_RESPONSE-0.400
  • INTERFERON_GAMMA_RESPONSE-0.400
  • MYC_TARGETS_V1-0.400
  • OXIDATIVE_PHOSPHORYLATION-0.400
  • UNFOLDED_PROTEIN_RESPONSE-0.400
  • ANDROGEN_RESPONSE-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
1R116
bladder-landscape@3
0.912
2TCGA-MP-A4TD-01A-32R-A262-07
lung-landscapes@6
cohortA30.893
3X9cad7a78.ea9b.47b0.9d06.e5e696031cc3
lung-landscapes@6
cohortA10.888
420050037.TNBC
breast-umap@18
C0.872
5SRR1516073
bladder-landscape@3
0.871
6TCGA-A7-A426-01A-22R-A24H-07
breast-umap@18
A0.867
7TCGA-BH-A28O-01A-11R-A22K-07
breast-umap@18
A0.864
8TCGA-BH-A42V-01A-11R-A24H-07
breast-umap@18
A0.863
9MBCProject_0003_T2_RNA
breast-umap@18
A0.860
10R37
bladder-landscape@3
0.860

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
HEDGEHOG_SIGNALING0.500Inavolisib— uncovered
WNT_BETA_CATENIN_SIGNALING0.400Inavolisib— uncovered
ANGIOGENESIS0.300Remibrutinib— uncovered
APICAL_JUNCTION0.300Inavolisib— uncovered
APICAL_SURFACE0.300Temsirolimus— uncovered
COAGULATION0.300Binimetinib— uncovered
EPITHELIAL_MESENCHYMAL_TRANSITION0.300Inavolisib— uncovered
KRAS_SIGNALING_DN0.300Remibrutinib— uncovered
MYOGENESIS0.300Inavolisib— uncovered
ESTROGEN_RESPONSE_EARLY0.200Inavolisib— uncovered
NOTCH_SIGNALING0.200Inavolisib— uncovered
P53_PATHWAY0.100Idelalisib— uncovered
PANCREAS_BETA_CELLS0.100Cobimetinib— uncovered