From: Improving the Performance of SVM-RFE to Select Genes in Microarray Data
Pathway | RFE | RFE- Annealing | SQRT-RFE |
---|---|---|---|
Apoptosis | 2 | 2 | 2 |
Apoptosis_GenMAPP | 3 | 3 | 3 |
Apoptosis_KEGG | 2 | 2 | 2 |
Arginine and proline metabolism | 2 | 2 | 2 |
Biosynthesis of steroids | 1 | 1 | 1 |
Calcium signaling pathway | 19 | 18 | 17 |
Calcium_regulation_in_cardiac_cells | 6 | 4 | 4 |
Cell_cycle_KEGG | 8 | 8 | 9 |
Cholesterol_Biosynthesis | 1 | 1 | 1 |
Circadian_Exercise | 2 | 2 | 2 |
DNA_replication_Reactome | 0 | 0 | 1 |
Electron_Transport_Chain | 1 | 1 | 1 |
Fructose and mannose metabolism | 1 | 1 | 1 |
Gl_to_S_cell_cycle_Reactome | 6 | 6 | 7 |
G_Protein_Signaling | 6 | 4 | 4 |
Galactose metabolism | 1 | 1 | 1 |
Glutathione metabolism | 1 | 1 | 1 |
Glycerolipid metabolism | 1 | 1 | 1 |
Glycerophospholipid metabolism | 3 | 3 | 3 |
Glycine, serine and threonine metabolism | 2 | 2 | 2 |
Glycolysis/Gluconeogenesis | 1 | 1 | 1 |
Glycolysis_and_Gluconeogenesis | 1 | 1 | 1 |
GPCRDB_Class_A_Rhodopsin-like | 0 | 1 | 0 |
Hypertrophy _model | 1 | 1 | 1 |
Inflammatory_Response_Pathway | 1 | 1 | 4 |
Inositol phosphate metabolism | 4 | 4 | 0 |
Integrin-mediated_cell_adhesion_KEGG | 4 | 4 | 4 |
MAPK_Cascade | 1 | 1 | 1 |
mRNA_processing_Reactome | 2 | 2 | 3 |
Nicotinate and nicotinamide metabolism | 1 | 1 | 1 |
Ovarian_Infertility_Genes | 3 | 3 | 3 |
Oxidative phosphorylation | 1 | 1 | 1 |
Pentose phosphate pathway | 1 | 1 | 1 |
Phosphatidylinositol signaling system | 4 | 4 | 3 |
Prostaglandin_synthesis_regulation | 1 | 0 | 1 |
Proteasome_Degradation | 1 | 1 | 1 |
Purine metabolism | 3 | 2 | 2 |
Pyrimidine metabolism | 2 | 2 | 2 |
Smooth_muscle_contraction | 12 | 10 | 10 |
Statin_Pathway_PharmGKB | 0 | 0 | 1 |
TGF_Beta_Signaling_Pathway | 4 | 4 | 4 |
Terpenoid biosynthesis | 1 | 1 | 1 |
Type I diabetes mellitus | 4 | 5 | 5 |
Ubiquitin mediated proteolysis | 2 | 2 | 2 |
Urea cycle and metabolism of amino groups | 2 | 2 | 2 |
Wnt_signaling | 3 | 3 | 2 |