Nikbakht Hossein-Ali, Rezaianzadeh Abbas, Seif Mozhgan, Ghaem Haleh
Social Determinants of Health Research Center, Health Research Institute, Babol University of Medical Sciences, Babol, Iran.
Student Research Committee, Shiraz University of Medical Sciences, Shiraz, Iran.
Iran J Public Health. 2021 Sep;50(9):1863-1871. doi: 10.18502/ijph.v50i9.7059.
We aimed to estimate the exploratory factor analysis (EFA) of metabolic syndrome components based on variables including gender, BMI, and age groups in a population-based study with large sample size.
This study was conducted on 10663 individuals 40-70 yr old in Phase 1 of the Persian Kharameh cohort study conducted in 2014-2017. EFA of the metabolic syndrome components, including waist circumference (WC), systolic blood pressure (SBP), diastolic blood pressure (DBP), triglyceride (TG), high-density lipoprotein (HDL) and fasting blood sugar (FBS), was performed on all participants by gender, BMI (Body Mass Index), and age groups.
EFA results in the whole population based on eigenvalues greater than one showed two factors explaining 56.06% of the total variance. Considering factor loadings higher than 0.3, the first factor included: DBP, SBP, and WC, named as hypertension factor. The second factor also included TG, negative-loaded HDL, FBS, and WC, named as lipid factor. Almost similar patterns were extracted based on subgroups.
MetS is a multi-factorial syndrome. Both blood pressure and lipid had a central role in this study and obesity was an important factor in both ones. Hypertension, having the highest factor loading, can generally be a valuable screening parameter for cardiovascular and metabolic risk assessment.
在一项大样本的基于人群的研究中,我们旨在基于包括性别、体重指数(BMI)和年龄组等变量,对代谢综合征各组分进行探索性因子分析(EFA)。
本研究在2014 - 2017年进行的波斯卡拉梅队列研究第一阶段中,对10663名40 - 70岁的个体进行。按性别、BMI(身体质量指数)和年龄组,对所有参与者的代谢综合征各组分进行探索性因子分析,这些组分包括腰围(WC)、收缩压(SBP)、舒张压(DBP)、甘油三酯(TG)、高密度脂蛋白(HDL)和空腹血糖(FBS)。
基于大于1的特征值,对整个人群进行探索性因子分析的结果显示,两个因子解释了总方差的56.06%。考虑因子载荷高于0.3,第一个因子包括:DBP、SBP和WC,命名为高血压因子。第二个因子还包括TG、负向载荷的HDL、FBS和WC,命名为脂质因子。基于亚组提取了几乎相似的模式。
代谢综合征是一种多因素综合征。血压和脂质在本研究中都起着核心作用,肥胖在两者中都是一个重要因素。因子载荷最高的高血压通常可作为心血管和代谢风险评估的一个有价值的筛查参数。