In conclusion, this multi-omics MR study, combined with preliminary experimental insights, pinpoints ATG16L1, PMVK, MAP3K14, NSUN2, and CDC25A as key candidate genes potentially mediating the link between cellular senescence pathways and odds of preeclampsia. The gene discussed is PMVK; the disease is preeclampsia.