Ultimately, functional studies in relevant cell and animal models are essential to confirm the causal impact of ATG16L1, PMVK, MAP3K14, NSUN2, and CDC25A on senescence phenotypes and preeclampsia pathogenesis. The gene discussed is PMVK; the disease is preeclampsia.