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非洲人的结构性血管疾病:运用逻辑回归和神经网络分析确定特定种族腰围切点的效能:南非城乡心脏代谢健康研究(SABPA研究)

Structural vascular disease in Africans: Performance of ethnic-specific waist circumference cut points using logistic regression and neural network analyses: The SABPA study.

作者信息

Botha J, de Ridder J H, Potgieter J C, Steyn H S, Malan L

机构信息

Physical Activity Sport and Recreation (PhASRec), North-West University, Potchefstroom, South Africa.

出版信息

Exp Clin Endocrinol Diabetes. 2013 Oct;121(9):515-20. doi: 10.1055/s-0033-1351289. Epub 2013 Aug 9.

DOI:10.1055/s-0033-1351289
PMID:23934678
Abstract

A recently proposed model for waist circumference cut points (RPWC), driven by increased blood pressure, was demonstrated in an African population. We therefore aimed to validate the RPWC by comparing the RPWC and the Joint Statement Consensus (JSC) models via Logistic Regression (LR) and Neural Networks (NN) analyses. Urban African gender groups (N=171) were stratified according to the JSC and RPWC cut point models. Ultrasound carotid intima media thickness (CIMT), blood pressure (BP) and fasting bloods (glucose, high density lipoprotein (HDL) and triglycerides) were obtained in a well-controlled setting. The RPWC male model (LR ROC AUC: 0.71, NN ROC AUC: 0.71) was practically equal to the JSC model (LR ROC AUC: 0.71, NN ROC AUC: 0.69) to predict structural vascular -disease. Similarly, the female RPWC model (LR ROC AUC: 0.84, NN ROC AUC: 0.82) and JSC model (LR ROC AUC: 0.82, NN ROC AUC: 0.81) equally predicted CIMT as surrogate marker for structural vascular disease. Odds ratios supported validity where prediction of CIMT revealed -clinical -significance, well over 1, for both the JSC and RPWC models in African males and females (OR 3.75-13.98). In conclusion, the proposed RPWC model was substantially validated utilizing linear and non-linear analyses. We therefore propose ethnic-specific WC cut points (African males, ≥90 cm; -females, ≥98 cm) to predict a surrogate marker for structural vascular disease.

摘要

最近提出的一种由血压升高驱动的腰围切点模型(RPWC)在非洲人群中得到了验证。因此,我们旨在通过逻辑回归(LR)和神经网络(NN)分析比较RPWC和联合声明共识(JSC)模型,以验证RPWC。根据JSC和RPWC切点模型对城市非洲性别组(N = 171)进行分层。在严格控制的条件下获取超声颈动脉内膜中层厚度(CIMT)、血压(BP)和空腹血液(葡萄糖、高密度脂蛋白(HDL)和甘油三酯)。RPWC男性模型(LR ROC AUC:0.71,NN ROC AUC:0.71)在预测结构性血管疾病方面实际上与JSC模型(LR ROC AUC:0.71,NN ROC AUC:0.69)相当。同样,女性RPWC模型(LR ROC AUC:0.84,NN ROC AUC:0.82)和JSC模型(LR ROC AUC:0.82,NN ROC AUC:0.81)在预测CIMT作为结构性血管疾病替代标志物方面同样有效。优势比支持有效性,即对于非洲男性和女性,JSC和RPWC模型预测CIMT具有临床意义(OR为3.75 - 13.98),远高于1。总之,利用线性和非线性分析对所提出的RPWC模型进行了充分验证。因此,我们建议采用特定种族的腰围切点(非洲男性,≥90厘米;女性,≥98厘米)来预测结构性血管疾病的替代标志物。

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