The best performing group to distinguish between health (or gingivitis) and periodontitis resulted in an AUC of 0.970 and included alpha‐1‐acid glycoprotein, matrix metalloproteinase‐9, pyruvate kinase, S100A8, and age. Here, S100A8 is linked to periodontitis.