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

cbd54c6f-2634-4ac6-ba5a-73cb4680867a

c998e254-ced4-5cd3-a803-4241da3530a7

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
age_years
59.7481177275838

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+0.480
  • TNFA_SIGNALING_VIA_NFKB+0.470
  • INFLAMMATORY_RESPONSE+0.430
  • COAGULATION+0.400
  • HEDGEHOG_SIGNALING+0.380
  • KRAS_SIGNALING_UP+0.360
  • ALLOGRAFT_REJECTION+0.350
  • COMPLEMENT+0.350
  • TGF_BETA_SIGNALING+0.350
  • IL6_JAK_STAT3_SIGNALING+0.330

Top 10 suppressed

  • MYC_TARGETS_V2-0.680
  • E2F_TARGETS-0.620
  • G2M_CHECKPOINT-0.570
  • MYC_TARGETS_V1-0.560
  • OXIDATIVE_PHOSPHORYLATION-0.490
  • CHOLESTEROL_HOMEOSTASIS-0.420
  • DNA_REPAIR-0.410
  • MTORC1_SIGNALING-0.370
  • MITOTIC_SPINDLE-0.360
  • REACTIVE_OXYGEN_SPECIES_PATHWAY-0.350

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
12cec663c-00c8-48b5-967b-f2a53c0fb409
colon-landscapes@1
0.935
2d552ba81-1140-4ab6-a14c-659c07e494d0
colon-landscapes@1
0.930
320020074.LumA
breast-umap@18
A0.925
41b192a49-01cb-4459-a7a7-fdebe428f386
colon-landscapes@1
0.922
5fdeb45e1-cce1-49ce-9f87-50c780d7f185
colon-landscapes@1
0.921
680cb0e05-387d-4bd8-b49c-ff2aae043982
colon-landscapes@1
0.920
7TCGA-98-A53C-01A-11R-A262-07
lung-landscapes@6
cohortMD20.920
8TCGA-38-7271-01A-11R-2039-07
lung-landscapes@6
cohortMD20.919
9SRR8518425
breast-umap@18
A0.917
1059f108c6-677f-4cf2-89fd-6bd15133dd6f
colon-landscapes@1
0.914

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
EPITHELIAL_MESENCHYMAL_TRANSITION0.480Inavolisib— uncovered
TNFA_SIGNALING_VIA_NFKB0.470Inavolisib— uncovered
INFLAMMATORY_RESPONSE0.430Idelalisib— uncovered
COAGULATION0.400Binimetinib— uncovered
HEDGEHOG_SIGNALING0.380Inavolisib— uncovered
KRAS_SIGNALING_UP0.360Inavolisib— uncovered
ALLOGRAFT_REJECTION0.350Idelalisib— uncovered
COMPLEMENT0.350Inavolisib— uncovered
TGF_BETA_SIGNALING0.350Inavolisib— uncovered
IL6_JAK_STAT3_SIGNALING0.330Inavolisib— uncovered
UV_RESPONSE_DN0.320Inavolisib— uncovered
PANCREAS_BETA_CELLS0.310Cobimetinib— uncovered
INTERFERON_GAMMA_RESPONSE0.280Idelalisib— uncovered
KRAS_SIGNALING_DN0.260Remibrutinib— uncovered
ANGIOGENESIS0.240Remibrutinib— uncovered
APICAL_SURFACE0.230Temsirolimus— uncovered
APICAL_JUNCTION0.200Inavolisib— uncovered
IL2_STAT5_SIGNALING0.200Idelalisib— uncovered
INTERFERON_ALPHA_RESPONSE0.190Inavolisib— uncovered
MYOGENESIS0.190Inavolisib— uncovered