Genes such as GBA, LRRK2, PINK1, ATP13A2, VPS35, and PARK7 have been reported to have associations with PD (23) and they turned out as critical genes (i.e., high feature importance scores) in this modelling approach for classifying patients in −1 time period. This evidence concerns the gene ATP13A2 and Parkinson disease.