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A systems modelling approach for the prevention and treatment of diabetic retinopathy

机译:预防和治疗糖尿病性视网膜病变的系统建模方法

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摘要

Diabetic patients may suffer from a number of long-term complications. One such complication is the onset of diabetic retinopathy, which damages the eyes and can lead to blindness. We describe the use of a systems modelling approach for the progression of diabetic retinopathy that has been used for cost-effectiveness evaluations of various prevention and patient care options. The adopted framework incorporates retinopathy risk groupings, created using classification and regression tree (CART) analysis, which are then fed into a developed simulation model, at the level of individual diabetic patients. A multidisciplinary task group, comprising of clinicians and health care modellers, guided the necessary modular development involving the definition of risk groups in the community, natural history of diabetic retinopathy, and options for early detection and treatment. Data has been taken from a prospective Wellcome Diabetes Study at the Diabetes Unit, King Edward Memorial Hospital, Pune, India. India has the highest number of diabetic patients in any one country, approximately 25 million in 2000, and this number is predicted to rise to 57 million by the year 2025.
机译:糖尿病患者可能患有许多长期并发症。一种这样的并发症是糖尿病性视网膜病的发作,其损害眼睛并可能导致失明。我们描述了一种用于糖尿病性视网膜病变进展的系统建模方法,该方法已用于各种预防和患者护理选择的成本效益评估。所采用的框架包含了视网膜病变风险分组,该分组是使用分类和回归树(CART)分析创建的,然后将其输入到糖尿病个体水平的已开发的仿真模型中。由临床医生和卫生保健建模人员组成的多学科任务组指导了必要的模块开发,其中涉及社区风险组的定义,糖尿病性视网膜病的自然病史以及早期发现和治疗的选择。数据来自印度浦那爱德华国王纪念医院糖尿病科的前瞻性惠康糖尿病研究。印度是任何一个国家中糖尿病患者人数最多的国家,2000年约为2500万,到2025年,这一数字预计将增至5700万。

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