O'Neill Anne C, Bagher Shaghayegh, Barandun Marina, Hofer Stefan O P, Zhong Toni
Division of Plastic Surgery, University Health Network, University of Toronto, Toronto, Canada. Electronic address: Anne.O'
Division of Plastic Surgery, University Health Network, University of Toronto, Toronto, Canada.
J Plast Reconstr Aesthet Surg. 2016 Oct;69(10):1356-62. doi: 10.1016/j.bjps.2016.05.021. Epub 2016 Jun 1.
The American College of Surgeons National Surgery Quality Improvement Program (ACS NSQIP) Surgical Risk Calculator is an open access online tool that estimates the risk of adverse post-operative events for a wide range of surgical procedures. This study evaluates the predictive value of the ACS NSQIP calculator in patients undergoing microvascular breast reconstruction.
Details of 759 microvascular breast reconstructions in 515 patients were entered into the online calculator. The predicted rates of post-operative complications were recorded and compared to observed complications identified on chart review. The calculator was validated using three statistical measures described in the original development of the ACS NSQIP model.
The calculator predicted that complications would occur in 11.1% of breast reconstructions while the observed rate was 10.5%. Hosmer-Lemeshow test did not find any statistical difference between these rates (p = 0.69) indicating that the calculator accurately measured what is was intended to measure. The area under the receiver operating curve or c-statistic (measure of discrimination) was found to be low at 0.548, indicating the model has random performance in this patient population. The Brier score was higher than that reported in the original ACS calculator development (0.094 vs 0.069) demonstrating poor correlation between predicted probability and actual probability.
This study demonstrates that while the ACS NSQIP Universal risk calculator can predict the proportion of patients that will develop complications it cannot effectively discriminate between patients who are at risk of complications and those who are not.
美国外科医师学会国家外科质量改进计划(ACS NSQIP)手术风险计算器是一种开放获取的在线工具,可估算多种外科手术术后不良事件的风险。本研究评估了ACS NSQIP计算器在接受微血管乳房重建手术患者中的预测价值。
将515例患者的759例微血管乳房重建手术细节录入在线计算器。记录预测的术后并发症发生率,并与病历审查中确定的观察到的并发症进行比较。使用ACS NSQIP模型原始开发中描述的三种统计方法对该计算器进行验证。
该计算器预测乳房重建手术中有11.1%会发生并发症,而观察到的发生率为10.5%。Hosmer-Lemeshow检验未发现这些发生率之间存在任何统计学差异(p = 0.69),表明该计算器准确测量了其预期测量的内容。发现受试者工作特征曲线下面积或c统计量(鉴别度测量)较低,为0.548,表明该模型在该患者群体中的表现具有随机性。Brier评分高于ACS计算器原始开发报告中的评分(0.094对0.069),表明预测概率与实际概率之间的相关性较差。
本研究表明,虽然ACS NSQIP通用风险计算器可以预测发生并发症的患者比例,但它不能有效区分有并发症风险的患者和无并发症风险的患者。