Developing a Simple Proof of Concept Clinical Decision-Making Tool for Predicting Surgical Outcomes after Obstetric Fistula Repair in a Developing Country

B. T. Sambo, C. Missikpode, K. Salifou, A. Hodonou, E. Mensah, Alex, re Allodé, Christian Johnson, A. Saftlas, Robert B. Wallace
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引用次数: 4

Abstract

Introduction: Obstetric fistula is a serious injury resulting from obstructed labor causing significant maternal morbidity in women in developing countries. In order to maximize probability of successful surgical repair, it is important to identify women at-risk for poor surgical outcomes so that they can be given appropriate care. The goal of this study is to explore additional factors associated with fistula repair outcomes, as well as determine whether statistical modeling can be used to create a clinical decision-making tool for predicting a successful repair. Methods: Medical records for 82 patients surgically treated for obstetric fistula in Benin were retrospectively reviewed to collect demographic and clinical information related to their condition and procedure. Individuals were grouped into 3 main outcomes: successful closure with continence, successful closure with residual incontinence, and failed repair. A backwards stepwise selection methodology and logistic regression were used to select factors and examine their associations with the surgical outcomes. Structural equation modelling was used to develop a prediction tool for successful repair. Results: Location of fistula (vesicovaginal, vesicouterine, ureteroalvaginal, ureterouterine, and rectovaginal) (OR=7.6 (2.39, 24.36)), being married (OR=3.45 (1.09, 10.90)), parity of 1 to 3 (OR=2.99 (0.94, 9.49)), duration of fistula less than 10 years (OR=2.07 (0.88, 8.25)), and no previous repair attempt (OR=2.40 (0.79, 7.25)) were found to favor a successful closure with continence. We developed a prediction tool to sort women with obstetric fistula into 5 different categories based on probability of success. Our model suggests that marital status affects successful repair through a mediating factor not yet identified. Conclusion: This study classified fistulous women into clinically relevant categories based on the probability of a successful repair. The results from the present study may inspire further research on identifying fistulas with poor prospect of success, which might benefit from more specialized care.
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开发一种简单的概念验证临床决策工具,用于预测发展中国家产科瘘修复后的手术结果
产科瘘是一种由难产引起的严重损伤,在发展中国家的妇女中造成了严重的孕产妇发病率。为了最大限度地提高手术修复的成功率,重要的是要确定有不良手术结果风险的妇女,以便给予适当的护理。本研究的目的是探索与瘘管修复结果相关的其他因素,以及确定统计模型是否可以用于创建预测成功修复的临床决策工具。方法:回顾性分析贝宁82例手术治疗产科瘘患者的医疗记录,收集与其病情和手术相关的人口统计学和临床信息。个体分为3个主要结果:成功封闭尿失禁,成功封闭残余尿失禁和修复失败。采用逆向逐步选择方法和逻辑回归来选择因素并检查其与手术结果的关系。利用结构方程模型开发了成功修复的预测工具。结果:瘘管的位置(膀胱阴道、膀胱外腔、输尿管阴道、输尿管外腔和直肠阴道)(OR=7.6(2.39, 24.36))、已婚(OR=3.45(1.09, 10.90))、胎次为1 ~ 3 (OR=2.99(0.94, 9.49))、瘘管持续时间小于10年(OR=2.07(0.88, 8.25))、既往无修补尝试(OR=2.40(0.79, 7.25))均有利于成功闭锁。我们开发了一种预测工具,根据成功率将产科瘘妇女分为5个不同的类别。我们的模型表明,婚姻状况通过一个尚未确定的中介因素影响成功修复。结论:本研究根据成功修复的可能性将瘘女性分为临床相关的类别。本研究的结果可能会启发进一步的研究,以确定成功前景不佳的瘘管,这可能会受益于更专业的护理。
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