APOB and obstructive sleep apnea syndrome: Xu et al. [24] reported a nomogram which contained 8 independent factors (sex, age, glucose, insulin, apolipoprotein B, BMI, waist circumference and neck circumference) constructed by a LASSO regression method, that and predicted non-, moderate-to-severe and severe OSA accuracy.