In this investigation, we demonstrated numerous key genes (ALB, NOX4, CDKN2A, TXNRD1, and CAV1) that are expected to act as biomarkers for ferroptosis in STB-EVs of preeclampsia. Here, NOX4 is linked to preeclampsia.