首页|基于贝叶斯Poisson回归探讨膳食模式与哮喘的关系

基于贝叶斯Poisson回归探讨膳食模式与哮喘的关系

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目的 探讨甘肃省居民膳食模式与哮喘患病之间的关系.方法 基于"甘肃城乡自然人群队列建设与肿瘤随访研究"基线调查收集的35~74岁常住居民的膳食情况和哮喘患病情况数据,采用因子分析建立膳食模式,并构建贝叶斯Poisson回归模型分析各膳食模式与哮喘患病之间的关系.结果 在17 556例研究对象中,哮喘患病率为0.66%.通过因子分析,提取出5种膳食模式.调整年龄、医保类型、体育锻炼、性别和身体质量指数(BMI)后,糖脂模式和油脂模式与哮喘患病呈正相关,其相对危险度(relative risk,RR)和95%置信区间(95%confidence interval,95%CI)分别为1.192(1.016~1.393)和1.254(1.035~1.503).结论 糖脂模式和油脂模式会增加哮喘的患病风险,应通过合理的膳食来预防哮喘的发生和发展.
Exploration into the relationship between dietary patterns and asthma based on Bayesian Poisson regression
Objective To explore the relationship between dietary patterns and the prevalence of asthma among residents in Gansu Province.Methods Based on the dietary and asthma prevalence data of permanent residents aged 35 to 74 years old collected in the baseline survey of the Urban and Rural Natural Population Cohort Establishment and Tumor Follow-up Study in Gansu Province,dietary patterns were established using factor analysis,and then the Bayesian Poisson regression model was built to analyze the relationship between dietary patterns and the prevalence of asthma.Results Of the 17 556 respondents,the prevalence rate of asthma was 0.66%.Five dietary patterns were extracted through factor analysis.After adjusting age,the type of medical insurance,physical exercise,gender,and body mass index(BMI),the sugar-fat pattern and the oil-fat pattern were found to be positively associated with the prevalence of asthma,with their RR values(95%CI)being 1.192(1.016-1.393)and 1.254(1.035-1.503),respectively.Conclusion The sugar-fat pattern and oil-fat pattern can increase the risk of asthma,and the onset and progression of asthma should be prevented through a reasonable diet.

asthmadietary patternfactor analysisBayesian model

龙丹、高文龙

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兰州大学公共卫生学院卫生统计与智能分析研究所,甘肃兰州 730000

兰州大学公共卫生学院流行病与卫生统计学系,甘肃兰州 730000

哮喘 膳食模式 因子分析 贝叶斯模型

国家重点研发计划资助项目兰州市人才创新创业项目

2017YFC09072022018-RC-97

2024

西安交通大学学报(医学版)
西安交通大学

西安交通大学学报(医学版)

CSTPCD北大核心
影响因子:1.144
ISSN:1671-8259
年,卷(期):2024.45(5)