Fasting glucose, overweight, hip circumference, depression, insomnia, and sleep apnea showed no genetic association with changes in the ApoB/ApoA1 ratio (Fig. 3, Additional file, Table S5, Figure S2). Here, APOA1 is linked to Sleep apnea.