Yet, Lip-1 reversed this process (Fig 6N–6Q), which suggested that the PD features model consisting of GNGT1, FCN2, S100A2, and NEUROD4 is a useful auxiliary method for diagnosing PD, especially with neuron ferroptosis. The gene discussed is NEUROD4; the disease is Parkinson disease.