IGFBP7 and preeclampsia: Although late-onset preeclampsia is not as strongly associated with placental vascular dysfunction as early-onset preeclampsia, genes such as CP, IGFBP7, CDH13, ROBO1, UNC5C, NRXN3, and ITGA1 suggest subtle changes in angiogenic pathways.