ATP5PD and Alzheimer disease: Furthermore, four hub GlnMgs (ATP5H, NDUFAB1, PFN2, and SPHKAP) were found using LASSO regression, and their diagnostic capacity was verified using external datasets, suggesting that these genes may be involved in the AD process.