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孟加拉国糖尿病患病率及其相关因素:两水平逻辑回归模型的应用。

Prevalence of Diabetes Mellitus and Its Associated Factors in Bangladesh: Application of Two-level Logistic Regression Model.

机构信息

Statistics Discipline, Khulna University, Khulna, 9208, Bangladesh.

Development Studies Discipline, Khulna University, Khulna, 9208, Bangladesh.

出版信息

Sci Rep. 2020 Jun 24;10(1):10237. doi: 10.1038/s41598-020-66084-9.

Abstract

This study intends to explore the prevalence of diabetes mellitus (DM) and its associated factors in Bangladesh. The necessary information was extracted from Bangladesh Demographic and Health Survey (BDHS) 2011. In bivariate analysis, Chi-square test was performed to assess the association between selected covariates and diabetes status. A two-level logistic regression model with a random intercept at each of the individual and regional level was considered to identify the risk factors of DM. A total of 7,535 individuals were included in this study. From the univariate analysis, the prevalence of DM was found to be 33.3% in 50-54 age group for instance. In bivariate setup, all the selected covariates except sex of the participants were found significant for DM (p < 0.05). According to the two-level logistic regression model, the chance of occurring DM increases as age of the participants' increases. It was observed that female participants were more likely to have DM. The occurrence of DM was 62% higher for higher educated participants, 42% higher for the individuals who came from rich family and 63% higher for the individuals having hypertension. The chance of developing diabetes among overweighed people was almost double. However, the individuals engaged in physical work had less chance to have DM. This study calls for greater attention of government and other concerned entities to come up with appropriate policy interventions to lower the risk of DM.

摘要

本研究旨在探讨孟加拉国糖尿病(DM)的流行情况及其相关因素。必要的信息是从 2011 年孟加拉国人口与健康调查(BDHS)中提取的。在单变量分析中,采用卡方检验评估选定协变量与糖尿病状况之间的关联。考虑采用个体和区域水平的随机截距两水平逻辑回归模型来确定 DM 的危险因素。共有 7535 人纳入本研究。从单变量分析来看,例如,50-54 岁年龄组的糖尿病患病率为 33.3%。在双变量设置中,除参与者的性别外,所有选定的协变量都与 DM 有显著关联(p<0.05)。根据两水平逻辑回归模型,参与者的年龄越大,发生 DM 的几率就越高。研究发现,女性参与者更容易患 DM。受教育程度较高的参与者发生 DM 的几率增加 62%,来自富裕家庭的参与者发生 DM 的几率增加 42%,患有高血压的参与者发生 DM 的几率增加 63%。超重者发生糖尿病的几率几乎翻了一番。然而,从事体力劳动的人患 DM 的几率较低。本研究呼吁政府和其他有关实体更加关注,制定适当的政策干预措施,降低 DM 的风险。

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