Table 1.
Gene set | Training set | Test Set | ||
---|---|---|---|---|
NES | FDR q-val | NES | FDR q-val | |
Enriched in Cases | ||||
G-Protein coupled receptors | ||||
HSA04080_NEUROACTIVE_LIGAND_RECEPTOR_INTERACTION | 2.83 | <0.001 | 3.89 | <0.001 |
GPCRDB_CLASS_A_RHODOPSIN_LIKE | 2.60 | <0.001 | 3.35 | <0.001 |
GPCRS_CLASS_A_RHODOPSIN_LIKE | 2.52 | <0.001 | 2.83 | <0.001 |
MONOAMINE_GPCRS | 2.32 | 0.003 | 2.62 | <0.001 |
PEPTIDE_GPCRS | 2.21 | 0.005 | 2.86 | <0.001 |
Hematopoietic regulation | ||||
HALMOS_CEBP_DN | 2.33 | 0.003 | 1.73 | 0.079 |
HOX_GENES | 1.89 | 0.036 | 1.06 | 0.738 |
HSA04340_HEDGEHOG_SIGNALING_PATHWAY | 1.76 | 0.058 | 2.15 | 0.005 |
Cell adhesion/communication | ||||
HSA01430_CELL_COMMUNICATION | 2.05 | 0.009 | 2.86 | <0.001 |
CELL_ADHESION | 1.63 | 0.108 | 1.82 | 0.061 |
Xenobiotic metabolism | ||||
GAMMA_HEXACHLOROCYCLOHEXANE_DEGRADATION | 2.04 | 0.009 | 2.01 | 0.018 |
Enriched in controls (reduced in cases) | ||||
Mitochondria and oxidative phosphorylation | ||||
HUMAN_MITODB_6_2002 | −2.92 | <0.001 | −3.93 | <0.001 |
HSA00190_OXIDATIVE_PHOSPHORYLATION | −2.88 | <0.001 | −3.01 | <0.001 |
ELECTRON_TRANSPORT_CHAIN | −2.85 | <0.001 | −3.17 | <0.001 |
MITOCHONDRIA | −2.84 | <0.001 | −3.85 | <0.001 |
MOOTHA_VOXPHOS | −2.74 | <0.001 | −3.08 | <0.001 |
OXIDATIVE_PHOSPHORYLATION | −2.58 | <0.001 | −2.67 | <0.001 |
Ribosomes | ||||
HSA03010_RIBOSOME | −3.02 | <0.001 | −4.06 | <0.001 |
RIBOSOMAL_PROTEINS | −3.01 | <0.001 | −3.77 | <0.001 |
tRNA biosynthesis | ||||
TRNA_SYNTHETASES | −2.68 | <0.001 | −2.71 | <0.001 |
AMINOACYL_TRNA_BIOSYNTHESIS | −2.41 | <0.001 | −2.74 | <0.001 |
HSA00970_AMINOACYL_TRNA_BIOSYNTHESIS | −2.27 | <0.001 | −2.76 | <0.001 |
Proteasomal pathway | ||||
PROTEASOMEPATHWAY | −2.47 | <0.001 | −3.14 | <0.001 |
HSA03050_PROTEASOME | −2.47 | <0.001 | −2.69 | <0.001 |
PROTEASOME_DEGRADATION | −2.32 | <0.001 | −2.52 | <0.001 |
Cell cycle regulation | ||||
DNA_REPLICATION_REACTOME | −2.37 | <0.001 | −2.64 | <0.001 |
P21_P53_MIDDLE_DN | −2.26 | <0.001 | −1.45 | 0.107 |
P21_P53_ANY_DN | −2.16 | 6.79E-04 | −2.33 | <0.001 |
SERUM_FIBROBLAST_CELLCYCLE | −2.14 | 0.014456 | −1.74 | 0.029 |
CELL_CYCLE_KEGG | −1.91 | 0.005942 | −1.97 | 0.008 |
Metabolism | ||||
KREBS_TCA_CYCLE | −2.46 | <0.001 | −2.46 | <0.001 |
HSA00020_CITRATE_CYCLE | −2.23 | 2.31E-04 | −2.55 | <0.001 |
PENG_LEUCINE_DN | −2.22 | 4.46E-04 | −3.65 | <0.001 |
HSA00252_ALANINE_AND_ASPARTATE_METABOLISM | −2.05 | 0.001727 | −1.00 | 0.535 |
PROPANOATE_METABOLISM | −1.98 | 0.003869 | −2.82 | <0.001 |
Hematopoietic stem cells | ||||
HSC_INTERMEDIATEPROGENITORS_ADULT | −2.42 | <0.001 | −3.15 | <0.001 |
HSC_LATEPROGENITORS_ADULT | −2.36 | <0.001 | −3.73 | <0.001 |
HSC_INTERMEDIATEPROGENITORS_SHARED | −2.35 | <0.001 | −3.19 | <0.001 |
HSC_LATEPROGENITORS_FETAL | −2.31 | <0.001 | −3.61 | <0.001 |
HSC_LATEPROGENITORS_SHARED | −2.28 | <0.001 | −3.87 | <0.001 |
DNA repair | ||||
BRENTANI_REPAIR | −2.23 | <0.001 | −1.68 | 0.039 |
See also Table S3