ANKMY2 and autosomal dominant polycystic kidney disease: Overall, these findings support a dual mechanism of adenylyl cyclase regulation in ADPKD: ANKMY2-mediated cilia-dependent signaling initiates cystogenic changes, while global cAMP accumulation fuels later progression.