Utilizing structural equation modeling (Figure 4; Supplementary Table S12), we identified significant mediating effects of body mass index (19.58%), C-reactive protein levels (11.61%), blood glucose (6.70%), and healthy diet score (5.99%) between periodontal disease and PDFF (P for all <0.05). The gene discussed is CRP; the disease is periodontal disorder.