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

0ec02d90-7ccb-476e-a8bb-9a9c8f158dee

c3982bc1-8ea2-52ab-bafa-f07306f57137

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

  • ALLOGRAFT_REJECTION+0.500
  • INTERFERON_ALPHA_RESPONSE+0.500
  • INTERFERON_GAMMA_RESPONSE+0.500
  • COMPLEMENT+0.400
  • IL2_STAT5_SIGNALING+0.400
  • IL6_JAK_STAT3_SIGNALING+0.400
  • INFLAMMATORY_RESPONSE+0.400
  • PANCREAS_BETA_CELLS+0.400
  • COAGULATION+0.300
  • EPITHELIAL_MESENCHYMAL_TRANSITION+0.300

Top 10 suppressed

  • ANDROGEN_RESPONSE-0.300
  • G2M_CHECKPOINT-0.300
  • MITOTIC_SPINDLE-0.300
  • PROTEIN_SECRETION-0.300
  • UV_RESPONSE_DN-0.300
  • WNT_BETA_CATENIN_SIGNALING-0.300
  • E2F_TARGETS-0.200
  • ESTROGEN_RESPONSE_EARLY-0.200
  • MYC_TARGETS_V1-0.200
  • NOTCH_SIGNALING-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
1R13
bladder-landscape@3
0.864
2TCGA-FD-A5BS-01A-21R-A26T-07
bladder-landscape@3
0.862
3SRR8518127
breast-umap@18
D0.844
4TCGA-BH-A0B6-01A-11R-A19W-07
breast-umap@18
D0.843
5f5760366-59eb-417d-a935-3f78e999dd42
melanoma-umap@29
0.837
6TCGA-50-5045-01A-01R-1628-07
lung-landscapes@6
cohortA10.829
7ad2bbb19-6d02-480f-b011-d4327c3c5607
melanoma-umap@29
0.829
8TCGA-55-8208-01A-11R-2241-07
lung-landscapes@6
cohortMD20.828
9TCGA-E2-A1LH-01A-11R-A14D-07
breast-umap@18
E0.827
10TCGA-E2-A14Z-01A-11R-A115-07
breast-umap@18
D0.827

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
ALLOGRAFT_REJECTION0.500Idelalisib— uncovered
INTERFERON_ALPHA_RESPONSE0.500Inavolisib— uncovered
INTERFERON_GAMMA_RESPONSE0.500Idelalisib— uncovered
COMPLEMENT0.400Inavolisib— uncovered
IL2_STAT5_SIGNALING0.400Idelalisib— uncovered
IL6_JAK_STAT3_SIGNALING0.400Inavolisib— uncovered
INFLAMMATORY_RESPONSE0.400Idelalisib— uncovered
PANCREAS_BETA_CELLS0.400Cobimetinib— uncovered
COAGULATION0.300Binimetinib— uncovered
EPITHELIAL_MESENCHYMAL_TRANSITION0.300Inavolisib— uncovered
KRAS_SIGNALING_UP0.300Inavolisib— uncovered
REACTIVE_OXYGEN_SPECIES_PATHWAY0.300Inavolisib— uncovered
ANGIOGENESIS0.200Remibrutinib— uncovered
XENOBIOTIC_METABOLISM0.200Inavolisib— uncovered
APICAL_JUNCTION0.100Inavolisib— uncovered
APICAL_SURFACE0.100Temsirolimus— uncovered
MYOGENESIS0.100Inavolisib— uncovered
OXIDATIVE_PHOSPHORYLATION0.100Remibrutinib— uncovered
TNFA_SIGNALING_VIA_NFKB0.100Inavolisib— uncovered