A total of 17 immune cell characteristics were identified as potential mediators for 13 gut microbiota influencing Alzheimer’s disease, with Effector Memory CD4+ T-cell Absolute Count accounted for 8.99% of the causal relationship between genus Oscillibacter and Alzheimer’s disease. Here, CD4 is linked to early-onset autosomal dominant Alzheimer disease.