This study has shown that the body mass index (BMI), neck circumference, and modified Mallanpati grade (MMP) are predictive of severity of obstructive sleep apnea/hypopnea syndrome (OSAHS). The neck circumference and MMP were revealed to be important morphological features in the responders whose apnea/hyoponea index (AHI) was substantially decreased by positioning during sleep.