Pan Yu, Yuan Yan, Yang Juan, Feng Zhu Qing, Tang Xue Yin, Jiang Yi, Hu Gui Ming, Dong Jiang Chuan
Department of Geriatrics, The Second Affiliated Hospital of Chongqing Medical University, Chongqing, China.
Department of Integrated of Chinese and Western Medicine, The First Affiliated Hospital of Chongqing Medical University, Chongqing, China.
Front Nutr. 2025 May 21;12:1596432. doi: 10.3389/fnut.2025.1596432. eCollection 2025.
The modulation of lipid metabolism has been explored as a potential treatment for frailty, yet the association between non-high-density lipoprotein-cholesterol (non-HDL-C) and frailty remains unclear.
This study utilized data from five cycles of the National Health and Nutrition Examination Survey (NHANES) and two cycles of the China Health and Retirement Longitudinal Study (CHARLS) to investigate this relationship. A 40-item frailty index scale, encompassing various dimensions of somatic functioning, psychological evaluation, and illness, was developed and individually evaluated for each participant. The variables underwent screening through Least Absolute Shrinkage and Selection Operator (LASSO) regression, univariate logistic regression, and Light Gradient Boosting Machine (LightGBM), with models developed through multivariate logistic regression and the LightGBM algorithm. Subsequently, subgroup analyses and interaction tests were conducted to substantiate correlations.
The U-shaped nonlinear association between non-HDL-C and frailty in older adults was validated using the LightGBM algorithm. Non-HDL cholesterol levels in the range of 117.54-194.64 mg/dL were less likely to be frailty, while the likelihood of developing frailty was higher at 47.99-63.87 or 274.01-259.65 mg/dL. Subgroup analyses and interaction tests confirm these results.
It is plausible that an intricate nonlinear association between non-HDL-C and frailty in the elderly exists, though further rigorously designed studies are imperative to validate this relationship.
脂质代谢调节已被探索作为衰弱的一种潜在治疗方法,但非高密度脂蛋白胆固醇(non-HDL-C)与衰弱之间的关联仍不清楚。
本研究利用来自美国国家健康与营养检查调查(NHANES)五个周期以及中国健康与养老追踪调查(CHARLS)两个周期的数据来研究这种关系。开发了一个包含身体功能、心理评估和疾病等多个维度的40项衰弱指数量表,并对每位参与者进行单独评估。变量通过最小绝对收缩和选择算子(LASSO)回归、单变量逻辑回归和轻梯度提升机(LightGBM)进行筛选,通过多变量逻辑回归和LightGBM算法建立模型。随后,进行亚组分析和交互检验以证实相关性。
使用LightGBM算法验证了老年人中non-HDL-C与衰弱之间的U形非线性关联。non-HDL胆固醇水平在117.54 - 194.64mg/dL范围内发生衰弱的可能性较小,而在47.99 - 63.87或274.01 - 259.65mg/dL时发生衰弱的可能性较高。亚组分析和交互检验证实了这些结果。
老年人中non-HDL-C与衰弱之间存在复杂的非线性关联这一说法似乎合理,不过仍需要进一步设计严谨的研究来验证这种关系。