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风险标志物簇与早发冠心病模式:潜在类别分析的应用

Clusters of the Risk Markers and the Pattern of Premature Coronary Heart Disease: An Application of the Latent Class Analysis.

作者信息

Jahangiry Leila, Abbasalizad Farhangi Mahdieh, Najafi Mahdi, Sarbakhsh Parvin

机构信息

Tabriz Health Services Management Research Center, Tabriz University of Medical Sciences, Tabriz, Iran.

Health Education and Health Promotion Department, School of Health, Medical Education Research Center, Health Management and Safety Promotion Research Institute, Tabriz University of Medical Sciences, Tabriz, Iran.

出版信息

Front Cardiovasc Med. 2021 Dec 8;8:707070. doi: 10.3389/fcvm.2021.707070. eCollection 2021.

Abstract

Coronary heart disease (CHD) is the major cause of mortality in the world with a significant impact on the younger population. The aim of this study was to identify prematurity among patients with coronary artery bypass graft surgery (CABG) based on the clustering of CHD risk factors. Patients were recruited from an existing cohort of candidates for CABG surgery named Tehran Heart Center Coronary Outcome Measurement (THC-COM). A latent class analysis (LCA) model was formed using 11 potential risk factors as binary variables: cigarette smoking, obesity, diabetes, family history of CHD, alcohol use, opium addiction, hypertension, history of stroke, history of myocardial infarction (MI), peripheral vascular disease (PVD), and hyperlipidemia (HLP). We analyzed our data to figure out how the patients are going to be clustered based on their risk factors. For 566 patients who were studied, the mean age (SD) and BMI of patients were 59.1 (8.9) and 27.3 (4.1), respectively. The LCA model fit with two latent classes was statistically significant ( = 824.87, = 21, < 0.0001). The mean (SD) age of patients for Class I and Class II was 55.66 (8.55) and 60.87 (8.66), respectively. Class I (premature) was characterized by a high probability of smoking, alcohol consumption, opium addiction, and a history of MI ( < 0.05), and class II by a high probability of obesity, diabetes, and hypertension. Latent class analysis calculated two groups of severe CHD with distinct risk markers. The younger group, which is characterized by smoking, addiction, and the history of MI, can be regarded as representative of premature CHD.

摘要

冠心病(CHD)是全球主要的死亡原因,对年轻人群有重大影响。本研究的目的是基于冠心病危险因素的聚类,识别冠状动脉旁路移植术(CABG)患者中的早发性病例。患者从一个现有的CABG手术候选人群队列中招募,该队列名为德黑兰心脏中心冠心病结局测量(THC-COM)。使用11个潜在危险因素作为二元变量构建了一个潜在类别分析(LCA)模型:吸烟、肥胖、糖尿病、冠心病家族史、饮酒、鸦片成瘾、高血压、中风史、心肌梗死(MI)史、外周血管疾病(PVD)和高脂血症(HLP)。我们分析数据以确定患者如何根据其危险因素进行聚类。对于研究的566名患者,患者的平均年龄(标准差)和体重指数分别为59.1(8.9)和27.3(4.1)。拟合两个潜在类别的LCA模型具有统计学意义( = 824.87, = 21, < 0.0001)。I类和II类患者的平均(标准差)年龄分别为55.66(8.55)和60.87(8.66)。I类(早发性)的特征是吸烟、饮酒、鸦片成瘾和MI史的概率较高( < 0.05),II类的特征是肥胖、糖尿病和高血压的概率较高。潜在类别分析计算出两组具有不同风险标志物的严重冠心病。以吸烟、成瘾和MI史为特征的较年轻组可被视为早发性冠心病的代表。

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