ABCA1 consistently emerged as the convergent hub across co-expression, machine learning, and causal inference analyses, underscoring its potential causal and protective relevance to ALS and establishing it as a focal candidate for downstream validation. Here, ABCA1 is linked to amyotrophic lateral sclerosis.