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

09552358-6d23-4990-858e-908ee5a132f6

a7942471-461a-5acc-9629-8b9e08fc4f55

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

  • EPITHELIAL_MESENCHYMAL_TRANSITION+0.400
  • UV_RESPONSE_DN+0.400
  • ANGIOGENESIS+0.300
  • NOTCH_SIGNALING+0.300
  • TGF_BETA_SIGNALING+0.300
  • COAGULATION+0.200
  • IL6_JAK_STAT3_SIGNALING+0.200
  • PANCREAS_BETA_CELLS+0.200
  • PROTEIN_SECRETION+0.200
  • WNT_BETA_CATENIN_SIGNALING+0.200

Top 10 suppressed

  • E2F_TARGETS-0.600
  • MYC_TARGETS_V2-0.600
  • G2M_CHECKPOINT-0.500
  • INTERFERON_ALPHA_RESPONSE-0.300
  • MTORC1_SIGNALING-0.300
  • MYC_TARGETS_V1-0.300
  • OXIDATIVE_PHOSPHORYLATION-0.300
  • INTERFERON_GAMMA_RESPONSE-0.200
  • TNFA_SIGNALING_VIA_NFKB-0.200
  • ADIPOGENESIS-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-E9-A1NH-01A-11R-A14D-07
breast-umap@18
A0.839
2TCGA-HD-7831-01A-11R-2132-07
head-neck@1
0.838
3TCGA-BH-A1FH-01A-12R-A13Q-07
breast-umap@18
A0.830
4TCGA-AR-A24T-01A-11R-A169-07
breast-umap@18
A0.822
5TCGA-DK-A3IQ-01A-31R-A32Y-07
bladder-landscape@3
0.815
6SRR8613790
breast-umap@18
A0.810
7102d912c-5882-4ae4-9eaf-cbd2f55f66af
melanoma-umap@29
0.810
8SRR5088898
melanoma-umap@29
0.809
9SRR12202434
bladder-landscape@3
0.800
10TCGA-A1-A0SH-01A-11R-A084-07
breast-umap@18
A0.798

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
EPITHELIAL_MESENCHYMAL_TRANSITION0.400Inavolisib— uncovered
UV_RESPONSE_DN0.400Inavolisib— uncovered
ANGIOGENESIS0.300Remibrutinib— uncovered
NOTCH_SIGNALING0.300Inavolisib— uncovered
TGF_BETA_SIGNALING0.300Inavolisib— uncovered
COAGULATION0.200Binimetinib— uncovered
IL6_JAK_STAT3_SIGNALING0.200Inavolisib— uncovered
PANCREAS_BETA_CELLS0.200Cobimetinib— uncovered
PROTEIN_SECRETION0.200Remibrutinib— uncovered
WNT_BETA_CATENIN_SIGNALING0.200Inavolisib— uncovered
APICAL_JUNCTION0.100Inavolisib— uncovered
APOPTOSIS0.100Idelalisib— uncovered
COMPLEMENT0.100Inavolisib— uncovered
GLYCOLYSIS0.100Inavolisib— uncovered
KRAS_SIGNALING_UP0.100Inavolisib— uncovered
MITOTIC_SPINDLE0.100Inavolisib— uncovered
MYOGENESIS0.100Inavolisib— uncovered