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运用主成分分析法构建中国健康人群生物学年龄积分公式

Construction of an integral formula of biological age for a healthy Chinese population using principle component analysis.

作者信息

Zhang W-G, Bai X-J, Sun X-F, Cai G-Y, Bai X-Y, Zhu S-Y, Zhang M, Chen X-M

机构信息

Xiang-Mei Chen, Department of Nephrology, Kidney Institute of Chinese PLA, Chinese PLA General Hospital, State Key Laboratory of Kidney Diseases, Beijing, 100853, People's Republic of China, Email:

出版信息

J Nutr Health Aging. 2014;18(2):137-42. doi: 10.1007/s12603-013-0345-8.

Abstract

BACKGROUND

Whereas chronological age (CA) cannot distinguish functional differences among individuals of the same age, the biological age (BA) may be used to reflect the functional state of the body. The purpose of this study was to construct an integral formula of the BA, by using principle component analysis (PCA).

METHODS

The vital organ function of 505 healthy individuals of Han origin (age 35-91 years) was examined. A total of 114 indicators of cardiovascular, pulmonary, and brain functions, and clinical, inflammatory, genetic, psychological, and life habit factors were assessed as candidate indicators of aging. Candidate indicators were submitted with CA to correlation and redundancy analyses. The PCA method was used to build an integral formula of the BA for the population.

RESULTS

Seven biomarkers were selected in accordance with a certain load standard. These biomarkers included the trail making test (TMT), pulse pressure (PP), mitral valve annulus ventricular septum of the peak velocity of early filling (MVES), minimum carotid artery intimal-medial thickness (IMTmin), maximum internal diameter of the carotid artery (Dmax), maximal midexpiratory flow rate 75/25 (MMEF75/25), and Cystatin C (CysC). The formula for the BA was: BA = 0.0685 (TMT) + 0.267 (PP) - 1.375 (MVES) + 22.443 (IMTmin) + 2.962 (Dmax) - 2.332 (MMEF75/25) + 16.104 (CysC) + 0.137 (CA) + 0.492.

CONCLUSION

Several genetic and lifestyle indicators were considered as candidate markers of aging. However, ultimately, only markers reflecting the function of the vital organs were included in the BA formula. This study represents a useful attempt to employ multiple indicators to build a comprehensive BA evaluation formula of aging populations.

摘要

背景

虽然实足年龄(CA)无法区分同一年龄个体之间的功能差异,但生物学年龄(BA)可用于反映身体的功能状态。本研究的目的是通过主成分分析(PCA)构建生物学年龄的综合公式。

方法

对505名汉族健康个体(年龄35 - 91岁)的重要器官功能进行检查。总共评估了114项心血管、肺和脑功能指标,以及临床、炎症、遗传、心理和生活习惯因素作为衰老的候选指标。将候选指标与实足年龄进行相关性和冗余分析。采用主成分分析方法为该人群构建生物学年龄的综合公式。

结果

根据一定的负荷标准选择了7种生物标志物。这些生物标志物包括连线测验(TMT)、脉压(PP)、二尖瓣环室间隔早期充盈峰值速度(MVES)、颈动脉最小内膜中层厚度(IMTmin)、颈动脉最大内径(Dmax)、最大呼气中期流速75/25(MMEF75/25)和胱抑素C(CysC)。生物学年龄的公式为:BA = 0.0685(TMT) + 0.267(PP) - 1.375(MVES) + 22.443(IMTmin) + 2.962(Dmax) - 2.332(MMEF75/25) + 16.104(CysC) + 0.137(CA) + 0.492。

结论

几种遗传和生活方式指标被视为衰老的候选标志物。然而,最终生物学年龄公式中仅纳入了反映重要器官功能的标志物。本研究是采用多种指标构建衰老人群综合生物学年龄评估公式的一次有益尝试。

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