Despite these limitations, our study is important because it demonstrates enrichment of rare and ultra-rare de novo damaging variants in ADHD cases compared to unaffected controls and identifies KDM5B as a high-confidence risk gene for ADHD as well as other candidate risk genes for future study. This evidence concerns the gene KDM5B and attention deficit-hyperactivity disorder.