Vascular age acquired from the pulse signal: A new index to screen early vascular aging

Chronological age (CA) has been adopted as an important independent risk factor in cardiovascular risk assessment. However, different individuals with same CA may have distinct actual vascular aging due to various lifestyles. Therefore, it is difficult to fully describe the difference of actual vasc...

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Veröffentlicht in:Computers in biology and medicine 2022-12, Vol.151 (Pt B), p.106355-106355, Article 106355
Hauptverfasser: Tang, Qingfeng, Pan, Zhiqiang, Tao, Changlong, Jiang, Jing, Su, Benyue, An, Hui, Liu, Guodong, Zhigeng Pan
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Sprache:eng
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Zusammenfassung:Chronological age (CA) has been adopted as an important independent risk factor in cardiovascular risk assessment. However, different individuals with same CA may have distinct actual vascular aging due to various lifestyles. Therefore, it is difficult to fully describe the difference of actual vascular aging by CA. This study proposes a new index vascular age (VA) to avoid the limitations of CA. In this work, VA refers to the sum of CA and lifestyle impact (AgeLI). Firstly, we take the pulse signal features and CA as independent variables and dependent variable respectively, and adopt cross validation to train Support Vector Regression model. Then we acquire the predicted chronological age (PA) of all subjects with the model. Secondly, we obtain the function model between CA and PA, and calculate the expectation of PA (ePA) for each subject. Simultaneously, we take the difference between PA and ePA as the estimated value of AgeLI to further calculate VA. Finally, in order to evaluate the effectiveness of VA, we compare the correlations between CA, PA, VA and 8 objective indices such as augmentation index, pulse transit time, diastolic augmentation index, etc. In general, VA and PA are closer to these 8 objective indices than CA. Moreover, VA is also superior to PA in vascular aging evaluation. The VA suggested in this study emphasizes the difference of vascular aging in same CA group, which can better reflect the actual vascular aging than CA and PA. •This is the first study to estimate vascular age via pulse wave.•The effect of lifestyle on vascular aging is estimated.•The vascular age obtained by our method may be useful for early vascular aging screening in young adults.
ISSN:0010-4825
1879-0534
DOI:10.1016/j.compbiomed.2022.106355