Cluster analysis: a new approach for identification of underlying risk factors for coronary artery disease in essential hypertensive patients

被引:41
作者
Guo, Qi [1 ]
Lu, Xiaoni [2 ]
Gao, Ya [3 ]
Zhang, Jingjing [3 ]
Yan, Bin [3 ]
Su, Dan [1 ]
Song, Anqi [1 ]
Zhao, Xi [2 ]
Wang, Gang [3 ]
机构
[1] Xi An Jiao Tong Univ, Affiliated Hosp 2, Dept Cardiol, Xian, Peoples R China
[2] Xi An Jiao Tong Univ, Sch Management, Shaanxi Engn Res Ctr Med & Hlth BIGDATA, Xian, Peoples R China
[3] Xi An Jiao Tong Univ, Affiliated Hosp 2, Dept Emergency Med, Xian, Peoples R China
来源
SCIENTIFIC REPORTS | 2017年 / 7卷
关键词
INTIMA-MEDIA THICKNESS; BLOOD-PRESSURE; ATHEROSCLEROSIS; MANAGEMENT; INFARCTION; EVENTS; BURDEN; WOMEN;
D O I
10.1038/srep43965
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
Grading of essential hypertension according to blood pressure (BP) level may not adequately reflect clinical heterogeneity of hypertensive patients. This study was carried out to explore clinical phenotypes in essential hypertensive patients using cluster analysis. This study recruited 513 hypertensive patients and evaluated BP variations with ambulatory blood pressure monitoring. Four distinct hypertension groups were identified using cluster analysis: (1) younger male smokers with relatively high BP had the most severe carotid plaque thickness but no coronary artery disease (CAD); (2) older women with relatively low diastolic BP had more diabetes; (3) non-smokers with a low systolic BP level had neither diabetes nor CAD; (4) hypertensive patients with BP reverse dipping were most likely to have CAD but had least severe carotid plaque thickness. In binary logistic analysis, reverse dipping was significantly associated with prevalence of CAD. Cluster analysis was shown to be a feasible approach for investigating the heterogeneity of essential hypertension in clinical studies. BP reverse dipping might be valuable for prediction of CAD in hypertensive patients when compared with carotid plaque thickness. However, large-scale prospective trials with more information of plaque morphology are necessary to further compare the predicative power between BP dipping pattern and carotid plaque.
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页数:7
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