Recent machine learning approaches using a genetic model of ALS (G93A SOD-1 mutant) have identified what might be the very earliest abnormalities in ALS pathogenesis [11,12,13]. This evidence concerns the gene SOD1 and amyotrophic lateral sclerosis.