By utilizing the ROC curve to assess the prognostic value of hub genes in the PPI network, 3 out of 5 shared hub genes, namely, CXCR4, MYH11, and TGFB1, showed potential indications as potential biomarkers for Alzheimer’s disease. Here, TGFB1 is linked to early-onset autosomal dominant Alzheimer disease.