An integrated analysis identified 434 preeclampsia-associated secretory protein genes and 1165 depression-related pathogenic genes, from which three signature biomarkers, CLEC3B, CTLA4, and PDPR, were ultimately determined via LASSO regression and random forest algorithms. Here, PDPR is linked to major depressive disorder.