By performing rare variant aggregation analysis in regulatory noncoding regions on data from Project MinE and NYGC ALS sequencing consortia, we demonstrate that variants in the 3′UTR of IL18RAP are enriched in non-ALS genomes, indicating that these are relatively depleted in ALS. Here, IL18RAP is linked to amyotrophic lateral sclerosis.