BACKGROUNDududMany preschool children have wheeze or cough, but only some have asthma later. Existing prediction tools are difficult to apply in clinical practice or exhibit methodological weaknesses.ududOBJECTIVEududWe sought to develop a simple and robust tool for predicting asthma at school age in preschool children with wheeze or cough.ududMETHODSududFrom a population-based cohort in Leicestershire, United Kingdom, we included 1- to 3-year-old subjects seeing a doctor for wheeze or cough and assessed the prevalence of asthma 5 years later. We considered only noninvasive predictors that are easy to assess in primary care: demographic and perinatal data, eczema, upper and lower respiratory tract symptoms, and family history of atopy. We developed a model using logistic regression, avoided overfitting with the least absolute shrinkage and selection operator penalty, and then simplified it to a practical tool. We performed internal validation and assessed its predictive performance using the scaled Brier score and the area under the receiver operating characteristic curve.ududRESULTSududOf 1226 symptomatic children with follow-up information, 345 (28%) had asthma 5 years later. The tool consists of 10 predictors yielding a total score between 0 and 15: sex, age, wheeze without colds, wheeze frequency, activity disturbance, shortness of breath, exercise-related and aeroallergen-related wheeze/cough, eczema, and parental history of asthma/bronchitis. The scaled Brier scores for the internally validated model and tool were 0.20 and 0.16, and the areas under the receiver operating characteristic curves were 0.76 and 0.74, respectively.ududCONCLUSIONududThis tool represents a simple, low-cost, and noninvasive method to predict the risk of later asthma in symptomatic preschool children, which is ready to be tested in other populations.
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机译:背景 ud ud许多学龄前儿童患有喘息或咳嗽,但只有一些儿童后来患有哮喘。现有的预测工具很难在临床实践中应用或表现出方法上的弱点。 ud udOBJECTIVE ud ud我们试图开发一种简单而强大的工具来预测学龄前患有喘息或咳嗽儿童的哮喘。 ud udMETHODS ud ud来自英国莱斯特郡的一个基于人群的队列研究,我们纳入了1至3岁的受试者,他们因气喘或咳嗽而去看医生,并评估了5年后哮喘的患病率。我们仅考虑了在初级保健中易于评估的非侵入性预测因素:人口统计学和围产期数据,湿疹,上下呼吸道症状以及特应性家族史。我们使用logistic回归开发了一个模型,避免使用最小的绝对收缩和选择运算符代价进行过度拟合,然后将其简化为实用工具。我们进行了内部验证,并使用缩放的Brier评分和接收器工作特征曲线下的面积评估了其预测性能。 ud udRESULTS ud ud在1226名有随访信息的有症状儿童中,345名(28%)患了5年哮喘后来。该工具由10个预测因子组成,总得分在0到15之间:性别,年龄,无感冒喘息,喘息频率,活动障碍,呼吸急促,与运动有关和与气态变应原有关的喘息/咳嗽,湿疹以及父母的病史哮喘/支气管炎。内部验证的模型和工具的缩放后的Brier得分分别为0.20和0.16,接收器工作特性曲线下的面积分别为0.76和0.74。 ud ud结论 ud ud此工具代表一种简单,低成本且预测有症状学龄前儿童晚期哮喘风险的非侵入性方法,已准备在其他人群中进行测试。
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