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Jake Gratten and colleagues discuss challenges in interpreting the role of de novo mutations in neuropsychiatric and other complex diseases. They argue that the burden of proof for causality for a single de novo mutation must be set high and that curation of de novo mutations and their associated phenotypes in databases will be critical for the robust interpretation of exome sequencing studies.