Conclusions: The findings suggest that DPP-4 and Gal-3 may serve as potential biomarkers for periodontitis in association with heart failure and diabetes, with DPP-4 being more upregulated in the association with diabetes and Gal-3 with heart failure. Here, LGALS3 is linked to diabetes mellitus.