Further, the neurodegenerative disease was more vulnerable to be induced by excessive apoptosis in neuronal cells [44], thus the network markers with significant high betweenness also indicated the vital role of cell apoptosis, where the ion imbanlances also played an important role in PD progression (i.e. the function of GJC1). Here, GJC1 is linked to late-onset Parkinson disease.