Simmons R K, Harding A-H, Wareham N J, Griffin S J
MRC Epidemiology Unit, Cambridge, UK.
Diabet Med. 2007 Aug;24(8):830-5. doi: 10.1111/j.1464-5491.2007.02173.x. Epub 2007 May 8.
Diet and physical activity interventions can prevent diabetes in those at high risk due to impaired glucose tolerance. We determined whether simple measures of physical activity and diet predicted incident diabetes and enhanced prediction by known risk factors including age, body mass index and family history.
This was a population-based prospective cohort study (EPIC-Norfolk). Participants aged 40-79 years (n = 25,633) attended a health check between 1993 and 1998 and completed diet and activity questionnaires. We assessed the association between simple behavioural indices of physical activity and diet derived from the questionnaires as well as known risk score variables with incident diabetes at follow-up (mean 4.6 years). We developed a new diabetes risk score incorporating simple behavioural indices in a randomly selected half of the EPIC dataset using forward step-wise multivariate logistic regression, and tested this score in the remaining half. We compared existing and new scores using receiver-operating characteristic (ROC) curves.
There were 417 incident cases of diabetes during 115,137 years of follow-up. A simple physical activity index independently predicted risk of diabetes. Eating one or more daily portion of vegetables, fresh fruit and wholemeal bread was associated with reduced risk; whilst eating meat products was associated with increased risk. The area under the ROC curves for the new and original score was the same (76.3%).
Simple indices of diet and activity are feasible to collect, predict future diabetes risk and might enhance routine data collection in primary care. However, they do not improve the prediction of risk scores based on known risk factors.
饮食和体育活动干预可预防糖耐量受损的高危人群患糖尿病。我们确定了体育活动和饮食的简单测量指标是否能预测糖尿病的发生,并通过年龄、体重指数和家族史等已知风险因素增强预测效果。
这是一项基于人群的前瞻性队列研究(欧洲癌症与营养前瞻性调查 - 诺福克队列研究)。年龄在40 - 79岁之间的参与者(n = 25633)于1993年至1998年期间参加了健康检查,并完成了饮食和活动问卷。我们评估了问卷中得出的体育活动和饮食的简单行为指标以及已知风险评分变量与随访期间(平均4.6年)糖尿病发病之间的关联。我们在欧洲癌症与营养前瞻性调查数据集的随机选择的一半数据中,使用向前逐步多元逻辑回归开发了一个包含简单行为指标的新糖尿病风险评分,并在另一半数据中对该评分进行了测试。我们使用受试者工作特征(ROC)曲线比较了现有评分和新评分。
在115137人年的随访期间,有417例糖尿病新发病例。一个简单的体育活动指数可独立预测糖尿病风险。每天食用一份或多份蔬菜、新鲜水果和全麦面包与风险降低相关;而食用肉类产品与风险增加相关。新评分和原始评分的ROC曲线下面积相同(76.3%)。
饮食和活动的简单指标易于收集,可以预测未来患糖尿病的风险,并且可能会加强初级保健中的常规数据收集。然而,它们并不能改善基于已知风险因素的风险评分预测。 预测。