Notably, three differentially expressed genes (HMGB1, CP, TF), at the single-cell level, encode secreted proteins which may impact the susceptibility of dopaminergic neurons in the SN of PD patients to ferroptosis. This evidence concerns the gene HMGB1 and Parkinson disease.