A novel method for vascular age estimation via pressure pulse wave of radial artery

被引:1
|
作者
Tang, Qingfeng [1 ,2 ]
Tao, Changlong [1 ]
Pan, Zhiqiang [1 ]
Wang, Guangjun [1 ]
Liu, Kui [1 ]
Pan, Zhigeng [2 ,3 ]
Liu, Guodong [4 ]
Su, Benyue [1 ,5 ,8 ]
Liu, Ning [2 ,6 ,7 ]
机构
[1] Anqing Normal Univ, Univ Key Lab Intelligent Percept & Comp Anhui Prov, Anqing, Peoples R China
[2] Hangzhou Normal Univ, Sch Publ Hlth, Hangzhou, Peoples R China
[3] Nanjing Univ Informat Sci & Technol, Sch Artificial Intelligence, Nanjing, Peoples R China
[4] Anhui Med Univ, Cardiovasc Internal Med, Anqing Peoples Hosp 1, Anqing, Peoples R China
[5] Tongling Univ, Sch Math & Comp Sci, Tongling, Peoples R China
[6] Quanzhou Normal Univ, Dept Math & Comp Sci, Quanzhou, Peoples R China
[7] 398 Donghai St, Quanzhou 362000, Peoples R China
[8] 1318 Jixian North Rd, Anqing 246133, Peoples R China
关键词
Pressure pulse wave; Shape feature; Multiple linear regression; Chronological age; Vascular age; Lifestyle effect; CARDIOVASCULAR-DISEASE RISK; INTIMA-MEDIA THICKNESS; CORONARY-HEART-DISEASE; AUGMENTATION INDEX; PHOTOPLETHYSMOGRAM; SCORE; DIAGNOSIS; SOCIETY;
D O I
10.1016/j.bspc.2022.103904
中图分类号
R318 [生物医学工程];
学科分类号
0831 ;
摘要
Chronological age (CA) has been identified to be an important independent risk factor for cardiovascular disease. However, there are still some limitations for CA in evaluating the actual vascular aging due to the effect of lifestyles (EL). This study aexplores a new index vascular age (VA) to replace CA. Given that VA mainly depends on CA and EL, how to determine EL (AgeEL) becomes the key issue in this study. Firstly, we extract ten shape features called relative equal pressure pulse transit time (R-PTT) from the pulse signal as independent variables, and take CA as dependent variable to establish multiple linear regression (MLR) model. Secondly, we input these R-PTTs into the MLR model to calculate the predicted age (PAr) of each subject, and then adopt PAr as the reference for individual vascular aging. Thirdly, the expectation of the predicted ages (PAe) in each CA group is calculated to evaluate the collective vascular aging of the CA group. Finally, we obtain AgeEL according to PAr and PAe, and then estimate the value of VA. Overall, the VA achieved in this research is closer to six objective indirect indices describing vascular aging than CA, such as augmentation index (AIx), pulse transit time (PTT), diastolic augmentation index (DAI), etc. The VA obtained in this study is more effective in evaluating vascular aging than CA, which may be useful in screening premature vascular aging for young people in the field of public health.
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页数:12
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