Multi-omics analysis further indicated that these genes are involved in immune dysregulation and mitochondrial dysfunction during PE progression.<h4>Conclusion</h4>This study establishes GCLM, SNAP23, and RHOT2 as mechanistically important biomarkers for preeclampsia. The gene discussed is SNAP23; the disease is preeclampsia.