This heightened vulnerability of APOE4 females to AD, potentially attributed to suboptimal energy production, underscores the necessity of exploring precision nutrition strategies to address dysbiosis and mitigate AD risk in future research [113]. This evidence concerns the gene APOE and Alzheimer disease.