Importantly, ordinal regression analyses confirmed that higher salivary TNF-α and TMAO levels were significantly associated with higher odds of periodontitis, even after adjusting for age, reinforcing their relevance as potential indicators of periodontal disease risk. Here, TNF is linked to periodontitis.