Inactivation of Setd1b resulted in Pol II redistribution from broad H3K4me3 domains to regular H3K4me3 regions, consequently, disrupting the expression output and timing of genes essential for spermatid development, leading to impaired spermiogenesis and consequent male infertility. Here, SETD1B is linked to male infertility.