Department of Cardiology, The First Affiliated Hospital of Nanchang University, Jiangxi Medical College, Nanchang University, Nanchang, 330006, China.
Jiangxi Cardiovascular Research Institute, Jiangxi Provincial People's Hospital, The First Affiliated Hospital of Nanchang Medical College, Nanchang, 330006, China.
BMC Endocr Disord. 2024 May 10;24(1):66. doi: 10.1186/s12902-024-01594-5.
Body mass index (BMI) and lipid disorders are both known to be strongly associated with the development of diabetes, however, the indirect effect of lipid parameters in the BMI-related diabetes risk is currently unknown. This study aimed to investigate the mediating role of lipid parameters in the association of BMI with diabetes risk.
We assessed the association of diabetes risk with BMI, as well as lipid parameters including high-density lipoprotein cholesterol(HDL-C), low-density lipoprotein cholesterol(LDL-C and LDL-C), triglycerides(TG), total cholesterol(TC), remnant cholesterol(RC), non-HDL-C, and combined indices of lipid parameters with HDL-C (RC/HDL-C ratio, TG/HDL-C ratio, TC/HDL-C ratio, non-HDL/HDL-C ratio, LDL/HDL-C ratio) using data from 15,453 subjects in the NAGALA project. Mediation models were used to explore the mediating role of lipid parameters in the association of BMI with diabetes risk, and mediation percentages were calculated for quantifying the strength of the indirect effects. Finally, receiver operating characteristic curve (ROC) analysis was used to compare the accuracy of BMI and BMI combined with lipid parameters in predicting incident diabetes.
Multivariate regression models, adjusted for confounding factors, demonstrated robust associations of lipid parameters, BMI, with diabetes risk, with the exception of TC, LDL-C, LDL-C, and non-HDL-C. Mediation analysis showed that lipid parameters except TC, LDL-C, LDL-C, and Non-HDL-C were involved in and mediated the association of BMI with diabetes risk, with the largest mediation percentage being the RC/HDL-C ratio, which was as high as 40%; it is worth mentioning that HDL-C and HDL-C-related lipid ratio parameters also play an important mediating role in the association between BMI and diabetes, with the mediator proportion being greater than 30%. Finally, based on the ROC results, we found that the prediction performance of all lipid parameters in the current study except TC was significantly improved when combined with BMI.
Our fresh findings suggested that lipid parameters partially mediated the association of BMI with diabetes risk; this result indicated that in the context of diabetes risk screening and disease management, it is important to not only monitor BMI but also pay attention to lipid parameters, particularly HDL-C and HDL-C-related lipid ratio parameters.
体重指数(BMI)和血脂紊乱均与糖尿病的发生密切相关,然而,目前尚不清楚血脂参数在 BMI 相关糖尿病风险中的间接作用。本研究旨在探讨血脂参数在 BMI 与糖尿病风险关联中的中介作用。
我们评估了糖尿病风险与 BMI 以及血脂参数(包括高密度脂蛋白胆固醇[HDL-C]、低密度脂蛋白胆固醇[LDL-C]和 LDL-C、甘油三酯[TG]、总胆固醇[TC]、残余胆固醇[RC]、非高密度脂蛋白胆固醇[non-HDL-C]以及与 HDL-C 相关的脂质参数综合指数[RC/HDL-C 比值、TG/HDL-C 比值、TC/HDL-C 比值、non-HDL/HDL-C 比值、LDL/HDL-C 比值]之间的相关性,研究对象来自 NAGALA 项目的 15453 名受试者。采用中介模型探讨血脂参数在 BMI 与糖尿病风险关联中的中介作用,并计算中介效应的百分比以量化间接效应的强度。最后,采用受试者工作特征曲线(ROC)分析比较 BMI 及 BMI 联合血脂参数预测糖尿病发生的准确性。
在调整混杂因素后,多元回归模型显示,除 TC、LDL-C、LDL-C 和 non-HDL-C 外,血脂参数和 BMI 与糖尿病风险呈显著相关。中介分析显示,除 TC、LDL-C、LDL-C 和 non-HDL-C 外,其他血脂参数均参与并介导了 BMI 与糖尿病风险的关联,其中 RC/HDL-C 比值的中介效应百分比最高,高达 40%;值得注意的是,HDL-C 和与 HDL-C 相关的脂质比值参数在 BMI 与糖尿病之间的关联中也起着重要的中介作用,其中介比例大于 30%。最后,根据 ROC 结果,我们发现,除 TC 外,本研究中所有血脂参数与 BMI 联合时,预测性能均显著提高。
本研究的新发现表明,血脂参数部分介导了 BMI 与糖尿病风险的关联;这一结果表明,在糖尿病风险筛查和疾病管理中,不仅要监测 BMI,还要注意血脂参数,特别是 HDL-C 和与 HDL-C 相关的脂质比值参数。