Multiple imputation techniques were employed to address missing covariate data, which were interpolated by the predictive mean matching method after using the “MICE” package in R. The multiple imputation sensitivity analysis confirmed the stability of the positive associations between AGP concentrations and both depressive disorder and their symptom severity, as detailed in Table S4. Here, ATP5MK is linked to depressive disorder.