Similar to Schrag et al. who identified age, APOE status, and non-motor symptoms such as hyposmia and REM sleep behavior disorder as predictors of CI using a multimodal approach, the RF model also highlighted age and APOB as important features, supporting the role of both demographic and lipid-related factors in early cognitive prognosis (11). The gene discussed is APOE; the disease is REM sleep behavior disorder.