The ANN diagnostic model comprising four key genes—SLC1A5, SLC2A14, LURAP1L, and HERPUD1—demonstrated a high predictive efficacy for periodontitis with an AUC of 0.928 in the dataset. This evidence concerns the gene SLC1A5 and periodontitis.