2 By integrating the gene expression data of osteoporosis and stroke in the GEO database, three new common key genes, LILRA5, HNRNPL, and AGBL3, were screened out, and their diagnostic efficacy for the two diseases was verified (AUC mostly greater than 0.8). This evidence concerns the gene LILRA5 and osteoporosis.