Following multiple imputation of covariates (Table 6), a weighted multivariable logistic regression analysis, adjusted for known confounders, yielded an OR of 1.52 (95% CI: 1.19–1.93, P = .001) for the association between the ALT/AST ratio and OSA risk. The gene discussed is GPT; the disease is obstructive sleep apnea syndrome.