We first tested the accuracy of two machine learning-built models and finally chose to use the random forest to obtain five Parkinson’s disease FRHGs (CISD1, SIRT2, NUPR1, ADAM23 and NEDD4L). The gene discussed is ADAM23; the disease is Parkinson disease.