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

59f108c6-677f-4cf2-89fd-6bd15133dd6f

ddad9a38-0659-55e4-a0b7-04bb89f97343

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
47

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+0.560
  • ANGIOGENESIS+0.530
  • ALLOGRAFT_REJECTION+0.470
  • IL6_JAK_STAT3_SIGNALING+0.470
  • HEDGEHOG_SIGNALING+0.420
  • INTERFERON_GAMMA_RESPONSE+0.390
  • MYOGENESIS+0.390
  • INFLAMMATORY_RESPONSE+0.380
  • TNFA_SIGNALING_VIA_NFKB+0.350
  • COMPLEMENT+0.340

Top 10 suppressed

  • MYC_TARGETS_V2-0.780
  • MYC_TARGETS_V1-0.740
  • E2F_TARGETS-0.680
  • OXIDATIVE_PHOSPHORYLATION-0.650
  • G2M_CHECKPOINT-0.600
  • MTORC1_SIGNALING-0.520
  • DNA_REPAIR-0.480
  • UNFOLDED_PROTEIN_RESPONSE-0.440
  • CHOLESTEROL_HOMEOSTASIS-0.360
  • PEROXISOME-0.330

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
0.974
2TCGA-55-7574-01A-11R-2039-07
lung-landscapes@6
cohortMD20.958
3TCGA-98-A53C-01A-11R-A262-07
lung-landscapes@6
cohortMD20.956
4TCGA-77-A5FZ-01A-31R-A27Q-07
lung-landscapes@6
cohortMD20.947
5SRR2771286
melanoma-umap@29
0.945
64f709f4b-3140-47be-b55a-7713062545e9
colon-landscapes@1
0.942
7TCGA-50-8459-01A-11R-2326-07
lung-landscapes@6
cohortMD20.936
8640b257c-bbc3-4483-a7b5-191bb7ef5421
colon-landscapes@1
0.933
940b98f15-43cb-426b-880c-951a4b28c3e2
colon-landscapes@1
0.932
1009f3976d-4e95-41b4-bc0b-27eea3e20bb3
colon-landscapes@1
0.930

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
EPITHELIAL_MESENCHYMAL_TRANSITION0.560Inavolisib— uncovered
ANGIOGENESIS0.530Remibrutinib— uncovered
ALLOGRAFT_REJECTION0.470Idelalisib— uncovered
IL6_JAK_STAT3_SIGNALING0.470Inavolisib— uncovered
HEDGEHOG_SIGNALING0.420Inavolisib— uncovered
INTERFERON_GAMMA_RESPONSE0.390Idelalisib— uncovered
MYOGENESIS0.390Inavolisib— uncovered
INFLAMMATORY_RESPONSE0.380Idelalisib— uncovered
TNFA_SIGNALING_VIA_NFKB0.350Inavolisib— uncovered
COMPLEMENT0.340Inavolisib— uncovered
IL2_STAT5_SIGNALING0.340Idelalisib— uncovered
UV_RESPONSE_DN0.330Inavolisib— uncovered
COAGULATION0.310Binimetinib— uncovered
KRAS_SIGNALING_UP0.310Inavolisib— uncovered
TGF_BETA_SIGNALING0.300Inavolisib— uncovered
KRAS_SIGNALING_DN0.280Remibrutinib— uncovered
HYPOXIA0.270Idelalisib— uncovered
INTERFERON_ALPHA_RESPONSE0.250Inavolisib— uncovered
APICAL_JUNCTION0.240Inavolisib— uncovered
APICAL_SURFACE0.230Temsirolimus— uncovered