Nouri Fatemeh, Sadeghi Masoumeh, Mohammadifard Noushin, Roohafza Hamidreza, Feizi Awat, Sarrafzadegan Nizal
Student Research Committee, School of Health, Isfahan University of Medical Sciences, Isfahan, Iran.
Department of Biostatistics and Epidemiology, School of Health, Isfahan University of Medical Sciences, Isfahan, Iran.
Nutr Metab (Lond). 2021 Mar 10;18(1):28. doi: 10.1186/s12986-021-00560-5.
Cardiovascular diseases (CVDs) are associated with an unhealthy lifestyle, including poor diet. Indices reflecting the overall quality of diets are more effective than single food or nutrient-based approaches in clarifying the diet disease relationship. The present study aims to use latent variable modeling to examine the longitudinal joint relationships between the latent profiles of CVDs risk factors and the diet quality index (DQI).
A total of 4390 Iranian adults aged 35 and older within the framework of the Isfahan Cohort Study were included in the current secondary analysis. DQI focused on food groups, including fast foods, sweets, vegetables, fruits, fats, and proteins, based on a validated food frequency questionnaire. The score of DQI has a range between 0 (indicating healthy and high diet quality) and 2 (indicating unhealthy and low diet quality). Blood pressure (BP), anthropometric measurements, blood glucose, serum lipids, and high-sensitivity C-Reactive Protein (hs-CRP) were measured according to standard protocols in 2001, 2007, and 2013 to evaluate the profiles of CVDs risk factors. A Bayesian Multidimensional Graded Responses Linear Mixed Model was used for data analysis.
At baseline, the participants' mean ± standard deviation age was 50.09 ± 11.21, and 49.5% of them were male. Three latent profiles of CVDs risk factors were derived: (1) Fit Pre-Metabolic Syndrome (FPMS) profile characterized by normal anthropometric indices and some impaired metabolic risk factors; (2) DysLipoproteinemia Central Obese (DLCO) profile with abdominal obesity and impaired low-density lipoprotein cholesterol as well as other normal risk factors; (3) Impaired Laboratory Inflammatory State (ILIS) profile with impaired high-density lipoprotein cholesterol and hs-CRP and other normal risk factors. In general, higher scores of the extracted latent profiles indicated more impaired function in the related risk factors. After controlling for various potential fixed and time-varying confounding variables, a significant positive longitudinal association was found between FPMS, DLCO, and ILIS profiles and DQI (β (95% CrI): 0.26 (0.03,0.51), 0.14 (0.01,0.27), and 0.24 (0.11,0.38), respectively), demonstrating that lower overall diet quality was associated with more impaired function of the related risk factors.
More adherence to a healthy quality diet is associated with lower levels of all emerging latent profiles of CVDs risk factors. Increasing the knowledge of the community about the importance of the quality of consumed foods may help to prevent CVDs. It is recommended that further investigations, particularly interventional studies, be conducted to confirm our results.
心血管疾病(CVDs)与不健康的生活方式有关,包括不良饮食。在阐明饮食与疾病关系方面,反映整体饮食质量的指标比基于单一食物或营养素的方法更有效。本研究旨在使用潜在变量建模来检验心血管疾病危险因素的潜在概况与饮食质量指数(DQI)之间的纵向联合关系。
在伊斯法罕队列研究的框架内,对4390名35岁及以上的伊朗成年人进行了本次二次分析。基于经过验证的食物频率问卷,DQI关注食物类别,包括快餐、甜食、蔬菜、水果、脂肪和蛋白质。DQI得分范围在0(表示健康且饮食质量高)至2(表示不健康且饮食质量低)之间。在2001年、2007年和2013年,根据标准方案测量血压(BP)、人体测量指标、血糖、血脂和高敏C反应蛋白(hs-CRP),以评估心血管疾病危险因素的概况。使用贝叶斯多维分级反应线性混合模型进行数据分析。
在基线时,参与者的平均年龄±标准差为50.09±11.21岁,其中49.5%为男性。得出了三种心血管疾病危险因素的潜在概况:(1)健康的代谢综合征前期(FPMS)概况,其特征是人体测量指标正常,但一些代谢危险因素受损;(2)血脂异常中心型肥胖(DLCO)概况,伴有腹部肥胖和低密度脂蛋白胆固醇受损以及其他正常危险因素;(3)实验室炎症状态受损(ILIS)概况,伴有高密度脂蛋白胆固醇和hs-CRP受损以及其他正常危险因素。一般来说,提取的潜在概况得分越高表明相关危险因素中的功能受损越严重。在控制了各种潜在固定和随时间变化的混杂变量后发现FPMS、DLCO和ILIS概况与DQI之间存在显著的正向纵向关联(β(95% CrI):分别为0.26(0.03,0.51)、0.14(0.01,0.27)和0.24(0.11,0.38)),表明总体饮食质量较低与相关危险因素的功能受损更严重有关。
更多地坚持健康的优质饮食与心血管疾病危险因素所有新出现的潜在概况水平较低相关。提高社区对所消费食物质量重要性的认识可能有助于预防心血管疾病。建议进行进一步研究,尤其是干预性研究,以证实我们的结果。