Among these nine genes, ABCA1, SLC25A20, and SRPK1 consistently ranked as the top contributors, converging on pathways involved in lipid metabolism, mitochondrial activity, and stress-response signaling, which are highly relevant to the pathophysiology of ALS. This evidence concerns the gene ABCA1 and amyotrophic lateral sclerosis.