Markers of arterial health could serve as accurate non-invasive predictors of human biological and chronological age

被引:16
|
作者
Fedintsev, Alexander [1 ]
Kashtanova, Daria [2 ]
Tkacheva, Olga [2 ]
Strazhesko, Irina [3 ]
Kudryavtseva, Anna [1 ]
Baranova, Ancha [4 ,5 ,6 ,7 ]
Moskalev, Alexey [1 ,4 ,5 ,7 ,8 ]
机构
[1] Russian Acad Sci, Engelhardt Inst Mol Biol, Moscow 119991, Russia
[2] Russian Clin Res Ctr Gerontol, Moscow 192226, Russia
[3] Lomonosov Moscow State Univ, Med Ctr, Natl Ctr Prevent Med, Moscow 119234, Russia
[4] Moscow Inst Phys & Technol, Dolgoprudnyi 141700, Moscow Region, Russia
[5] George Mason Univ, Sch Syst Biol, Fairfax, VA 22030 USA
[6] Fed State Budgetary Inst, Res Ctr Med Genet, Moscow 115478, Russia
[7] Atlas Biomed Grp, Moscow 121069, Russia
[8] RAS, Inst Biol, Komi Sci Ctr, Syktyvkar 167982, Russia
来源
AGING-US | 2017年 / 9卷 / 04期
基金
俄罗斯科学基金会;
关键词
biological age; stenosis; pulse wave velocity; augmentation index; artery age; INTIMA-MEDIA THICKNESS; GROWTH-FACTOR-I; CARDIOVASCULAR-DISEASE; DNA METHYLATION; ALL-CAUSE; AUGMENTATION INDEX; CAROTID STENOSIS; EPIGENETIC AGE; IGF-I; MORTALITY;
D O I
10.18632/aging.101227
中图分类号
Q2 [细胞生物学];
学科分类号
071009 ; 090102 ;
摘要
The decline in functional capacity is unavoidable consequence of the process of aging. While many anti-aging interventions have been proposed, clinical investigations into anti-aging medicine are limited by lack of reliable techniques for evaluating the rate of ageing. Here we present simple, accurate and cost-efficient techniques for estimation of human biological age, Male and Female Arterial Indices. We started with developing a model which accurately predicts chronological age. Using machine learning, we arrived on a set of four predictors, all of which reflect the functioning of the cardiovascular system. In Arterial Indices models, results of carotid artery duplex scan that show the thickness of the intima media complex and quantitatively describe the degree of stenosis are combined with pulse wave velocity and augmentation index measurements performed by applanation tonometry. In our cohort, the age of men was determined with MAE = 6.91 years (adjusted R-squared = 0.55), and the age of women with MAE = 5.87 years (adjusted R-2 = 0.69). The Epsilon-accuracies of age-predicting models were at 86.5% and 80% for women and men, respectively. Substantially higher differences between the predicted age and the calendar age were noted for patients with Type 2 Diabetes Mellitus (T2D) as compared to non-T2D controls, indicating that the model could serve as a good approximation for an elusive biological age. Notably, in females with chronological and biological ages mismatching by 5 or more years, significant increases in in Framingham CVD scores and lower levels of IGF-1 were observed. Proposed Male and Female Arterial Indices derive biological age from the results of functional tests which do not require specialized laboratory equipment and, therefore, could be performed in hospitals and community health clinics.
引用
收藏
页码:1280 / 1292
页数:13
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