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Classification Rule for 5-year Cardiovascular Diseases Risk using decision tree in Primary Care Chinese Patients with Type 2 Diabetes Mellitus

机译:应用决策树对中国2型糖尿病患者进行5年心血管疾病风险分类的规则

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摘要

Cardiovascular disease(CVD) is the leading cause of mortality among patients with type 2 diabetes mellitus(T2DM), and a risk classification model for CVD among primary care diabetic patients is pivotal for risk-based interventions and patient information. This study developed a simple tool for a 5-year CVD risk prediction for primary care Chinese patients with T2DM. A retrospective cohort study was conducted on 137,935 primary care Chinese T2DM patients aged 18–79 years without history of CVD between 1 January 2010 and 31 December 2010. New events of CVD of the cohort over a median follow up of 5 years were extracted from the medical records. A classification rule of 5-year CVD risk was obtained from the derivation cohort and validated in the validation cohort. Significant risk factors included in decision tree were age, gender, smoking status, diagnosis duration, obesity, unsatisfactory control on haemoglobin A1c and cholesterol, albuminuria and stage of chronic kidney disease, which categorized patients into five 5-year CVD risk groups(<5%; 5–9%; 10–14%; 15–19% and ≥20%). Taking the group with the lowest CVD risk, the hazard ratios varied from 1.92(1.77,2.08) to 8.46(7.75,9.24). The present prediction model performed comparable discrimination and better calibration from the plot compared to other current existing models.
机译:心血管疾病(CVD)是2型糖尿病(T2DM)患者死亡的主要原因,而初级保健糖尿病患者的CVD风险分类模型对于基于风险的干预措施和患者信息至关重要。这项研究开发了一种简单的工具来预测中国T2DM初级保健患者的5年CVD风险。在2010年1月1日至2010年12月31日期间,对137935例18-79岁,无CVD史的中国T2DM患者进行了回顾性队列研究。从中位随访5年中,提取了该人群CVD的新事件。病历。从派生队列中获得了5年CVD风险的分类规则,并在验证队列中进行了验证。决策树中包括的重要危险因素是年龄,性别,吸烟状况,诊断持续时间,肥胖,对血红蛋白A1c和胆固醇的控制不佳,蛋白尿和慢性肾脏疾病的阶段,将患者分为5个5年CVD危险组(<5 %; 5–9%; 10–14%; 15–19%和≥20%)。以CVD风险最低的组为例,危险比从1.92(1.77,2.08)到8.46(7.75,9.24)不等。与其他现有模型相比,当前的预测模型从图上进行了可比的判别和更好的校准。

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