Machine learning analysis of the Western blot validation findings resulted in SERPINC1 and HP jointly as the most reliable discriminators, having the highest impact in classifying ALS versus controls, yielding an AUROC of 60%. This evidence concerns the gene SERPINC1 and amyotrophic lateral sclerosis.