The research identified two phenotypes related to genetic susceptibility and immune infiltration and discovered five key genetic markers (RGS1, ACAT2, KDR, TUBB2A, and TDO2), highlighting the complex interplay between genetics, immune response, and metabolic reprogramming in the development of periodontitis. This evidence concerns the gene RGS1 and periodontitis.