Multivariate logistic analysis showed that IRAK4 and CypA were the proteins most associated with ALS rather than neurological disorders, with 91% discriminatory power (AUC 0.905) (Fig. 2B). This evidence concerns the gene IRAK4 and amyotrophic lateral sclerosis.