Subsequently, through a multi-dataset machine learning algorithm, we further narrowed down these candidate genes to nine key genes with diagnostic efficacy for periodontitis, namely, ATP2C2, FAM43B, FOXA3, HSPA12A, KIF1C, NCS1, PGM1, RASSF6, and SH2B2. This evidence concerns the gene PGM1 and periodontitis.