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Risk equations for the development of worsened glucose status and type 2 diabetes mellitus in a Swedish intervention program

机译:在瑞典的一项干预计划中,血糖状况恶化和2型糖尿病发展的风险方程式

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Background Several studies investigated transitions and risk factors from impaired glucose tolerance (IGT) to type 2 diabetes mellitus (T2D). However, there is a lack of information on the probabilities to transit from normal glucose tolerance (NGT) to different pre-diabetic states and from these states to T2D. The objective of our study is to estimate these risk equations and to quantify the influence of single or combined risk factors on these transition probabilities. Methods Individuals who participated in the VIP program twice, having the first examination at ages 30, 40 or 50?years of age between 1990 and 1999 and the second examination 10?years later were included in the analysis. Participants were grouped into five groups: NGT, impaired fasting glucose (IFG), IGT, IFG&IGT or T2D. Fourteen potential risk factors for the development of a worse glucose state (pre-diabetes or T2D) were investigated: sex, age, education, perceived health, triglyceride, blood pressure, BMI, smoking, physical activity, snus, alcohol, nutrition and family history. Analysis was conducted in two steps. Firstly, factor analysis was used to find candidate variables; and secondly, logistic regression was employed to quantify the influence of the candidate variables. Bootstrap estimations validated the models. Results In total, 29 937 individuals were included in the analysis. Alcohol and perceived health were excluded due to the results of the factor analysis and the logistic regression respectively. Six risk equations indicating different impacts of different risk factors on the transition to a worse glucose state were estimated and validated. The impact of each risk factor depended on the starting or ending pre-diabetes state. High levels of triglyceride, hypertension and high BMI were the strongest risk factors to transit to a worsened glucose state. Conclusions The equations could be used to identify individuals with increased risk to develop any of the three pre-diabetic states or T2D and to adapt prevention strategies.
机译:背景几项研究调查了从糖耐量下降(IGT)到2型糖尿病(T2D)的转变和危险因素。但是,缺乏有关从正常葡萄糖耐量(NGT)转变为不同的糖尿病前状态以​​及从这些状态转变为T2D的可能性的信息。我们研究的目的是估计这些风险方程,并量化单个或组合风险因素对这些转移概率的影响。方法:对参加过两次VIP项目的个人进行分析,他们分别在1990年至1999年之间分别进行了30、40或50岁年龄的第一次检查,并在10岁以后进行了第二次检查。参与者分为五组:NGT,空腹血糖受损(IFG),IGT,IFG&IGT或T2D。研究了十四种葡萄糖状态恶化的潜在危险因素(糖尿病前或T2D):性别,年龄,教育程度,感知的健康状况,甘油三酸酯,血压,BMI,吸烟,体育锻炼,鼻烟,酒精,营养和家庭历史。分析分两个步骤进行。首先,因子分析被用来寻找候选变量。其次,采用逻辑回归来量化候选变量的影响。引导估计可验证模型。结果分析共计29 937人。分别由于因子分析和逻辑回归的结果,排除了酒精和感觉健康。估计并验证了六个风险方程,这些方程表明了不同风险因素对过渡到葡萄糖状态恶化的不同影响。每种风险因素的影响取决于糖尿病前期或期末状态。高水平的甘油三酸酯,高血压和高BMI是转变为葡萄糖状态恶化的最强危险因素。结论该方程式可用于识别罹患三种糖尿病前状态或T2D风险增加的个体,并采用预防策略。

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