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. Here, KDR is linked to periodontitis.