There is no significant correlation between AHI and VPF, VMF, TNF in OSA patients, but AHI shows strong positive correlations with VTG (r = 0.569, p = 0.017), and LLAX (Fig. 6d). The gene discussed is TNF; the disease is obstructive sleep apnea syndrome.