Morphological subtypes of autism spectrum disorder (ASD) may differ in their genetic bases. Chan et al. develop a method for calculating a patient-level, genome-wide rare variant score and find significant differences in rare and common variant associations between dysmorphic and nondysmorphic ASD groups.