Introduction Autism spectrum disorder (ASD), characterized by difficulties in social interaction and communication as well restricted interests repetitive behaviors, is extremely challenging to diagnose toddlers. Early diagnosis intervention are crucial however. Methods In this study, we developed a machine learning classification model based on mRNA expression data from the peripheral blood of...