Our multivariate analysis and Random Forest modeling using the top 59 candidates predicted the combination of three biomarkers (SERPINA4, RBP4, and F12) best distinguish FP and SP ALS across time (Fig. 3). This evidence concerns the gene SERPINA4 and amyotrophic lateral sclerosis.