In summary, our study identified CMTM2, DDIT4, LDHB, NDUFA1, NDUFB2, NDUFS5, RPL17, RPL21, RPL26, and NDUFAF2 as immune cell-related biomarkers and constructed a diagnostic model in AD. This evidence concerns the gene LDHB and Alzheimer disease.