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Among men, it was clear that there is an inverse U-shaped relationship between sleep time and BMI beyond the 66.0th percentile (BMI ≥24). Among women, quantile regression presented a significant U-shaped relationship between BMI and sleep duration. According to the restricted cubic splines, the women who sleep for approximately 9h had the lowest BMI, and when sleep duration approached approximately 7h among men, their BMI would be the highest. The U-shaped and inverse U-shaped relationships between sleep duration and BMI were clearly o