Advanced paternal age is associated with increased autism spectrum disorder (ASD) risk in offspring. We analyzed gene expression in the embryonic mouse telencephalon by paternal age and sex, identifying distinct patterns in females from aged fathers. These findings provide insights into sex-dependent effects of paternal aging on brain development.