Moreover, CXCL1 and INHBA expression increased gradually along the F2RL1-positive cell lineage trajectory (Supplementary Fig. 6f), indicating that targeted interventions against F2RL1-positive cells may inhibit the evolution of this cell cluster and, consequently, CAVD progression. Here, INHBA is linked to congenital bilateral aplasia of vas deferens from CFTR mutation.