We further conducted a mediation analysis, which revealed that AIP, fatty liver, and HbA1c all played significant mediating roles in the association between the C-index and diabetes risk (Fig. 6, Supplementary Table S3). The gene discussed is AIP; the disease is fatty liver disease.