NRAD1 and systemic lupus erythematosus: In conclusion, we identified three predictive gene biomarkers (SEZ6, NRAD1, and LPAR4) of APO in pregnant women with SLE, among which SEZ6 and LPAR4 were closely associated with immune cell infiltration.