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Background Although VAI, LAP, TyG and TyHGB are considered alternative indicators of abdominal fat deposition, their longitudinal association and strength of these indices with T2D remain unclear. The study aimed to evaluate the association between the indices and onset T2D in the elderly population across different FBG statuses and compare their predictive performance in risk assessment. Methods Data were from the BaHLS, a cohort study of community-dwelling elderly individuals in Shenzhen, China. The study examined the associations between six novel obesity- and lipid-related indices (including BMI, WC, VAI, LAP, TyG and TyHGB) and the onset of T2D across different FBG statuses, including normal and elevated FBG. A multivariate Cox proportional hazards model and a GAM were employed to assess the longitudinal associations between each index and T2D. ROC curves analysis and AUC were utilized to evaluate the predictive performance of indices and determine their optimal cutoff values. Results A total of 18,251 participants were enrolled in the study, with 1,350 (7.40%) participants were diagnosed with T2D by end of 2022. In the overall elderly cohort, the adjusted HRs of T2D per one-standard-deviation increase were: BMI 1.17 (95% CI : 1.11–1.23), WC 1.23 (95% CI : 1.16–1.30), VAI 1.30 (95% CI : 1.24–1.37), LAP 1.21 (1.17–1.26), TyG 1.76 (95% CI : 1.67–1.86), and TyHGB 1.37 (95% CI : 1.33–1.42). Except for BMI and WC, the remaining indices were independent risk factors for the onset of T2D in both normal and elevated FBG individuals. These indices showed significant associations with T2D across different subgroups. Regarding predictive performance, all six indices demonstrated predictive ability for the onset of T2D across all participants ( AUC > 0.5, P< 0.001). Specifically, TyG ( AUC = 0.706, 95% CI : 0.691–0.721) and TyHGB ( AUC = 0.737, 95% CI : 0.724–0.750) exhibited better predictive performance than the other indices. RCS analysis revealed that BMI and WC exhibited linear associations with the risk of T2D across all participants, whereas VAI, LAP, TyG, and TyHGB demonstrated nonlinear relationships. Conclusion The study demonstrated that 6 obesity- and lipid- indices are positively associated with the incidence of onset T2D, and TyG and TyHGB demonstrated superior predictive performance for the onset of T2D in the elderly. Suggesting that TyG and TyHGB should be served as a valuable indicator for monitoring and preventing T2D.