Our study concludes that genetically predicted Hb concentration exhibited an independent inverse causal association with the risk of developing ALS, with potential involvement of genes such as BACH1, FLVCR1, and TRIM58. This evidence concerns the gene GSTM1 and amyotrophic lateral sclerosis.