Here, whole-exome DNA sequencing study of parent-child trios shows a significant enrichment of rare and ultra-rare de novo gene-damaging mutations in children with ADHD compared to unaffected controls and identifies KDM5B as a high-confidence risk gene. This evidence concerns the gene KDM5B and attention deficit-hyperactivity disorder.