The RBP4 levels of shift workers increased by an average of 9.51 μg/mL compared with the day shift, when age, gender, BMI, diabetes, PSQI, family income, smoking and drinking remained unchanged in the last multivariate linear mixed models. Here, RBP4 is linked to diabetes mellitus.