首页> 外文期刊>Annals of Surgery >Failure of institutionally derived predictive models of conversion in laparoscopic colorectal surgery to predict conversion outcomes in an independent data set of 998 laparoscopic colorectal procedures.
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Failure of institutionally derived predictive models of conversion in laparoscopic colorectal surgery to predict conversion outcomes in an independent data set of 998 laparoscopic colorectal procedures.

机译:在998例腹腔镜结直肠手术的独立数据集中,无法从腹腔镜结直肠手术的机构获得的转化预测模型中预测转化结果。

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OBJECTIVE: The aim of this study was to perform an external validation of 2 institutionally derived predictive models of laparoscopic conversion in colorectal surgery using the Mayo Clinic, Rochester (MCR) laparoscopic colon and rectal surgery experience. SUMMARY OF BACKGROUND DATA: Two different predictive scoring systems of conversion in laparoscopic colorectal surgery were developed and published based upon single institution experiences. Neither model was validated on an independent data set. Thus, the utility of these models outside of their respective institutions is unknown. METHODS: A prospectively collected data set of 998 laparoscopic colorectal procedures from MCR was analyzed. All patient-, procedure-, and surgeon-related factors used in both models were present in our data set. Logistic regression was used to evaluate their ability to predict conversion in our cohort. Model effectiveness was assessed by area under the curve from the logistic regression model, 95% confidence intervals for the observed number of conversions, and a goodness-of-fit test to compare the observed number of conversions with the predicted conversion rates for each score. RESULTS: The cohort mean age of 552 women was 53, with a median body mass index of 25.2 kg/m. There were 382 right-sided, 251 left-sided, 46 rectal resections, and 151 proctocolectomies. Major diagnoses were inflammatory bowel disease 34%, cancer 18%, polyps 17%, and diverticular disease 13%. The overall MCR conversion rate was 15%. Several variables from the models were statistically significant predictors of conversion in our data set. However, both models performed similarly with an area under the curve of 0.62, suggesting that these models are of limited predictive value in our independent cohort with a performance closer to chance. The numbers of actual conversions were significantly different from the predicted number for both scoring systems. CONCLUSION: Patient and clinical factors associated with laparoscopic conversion in colorectal surgery may be institution dependent. This finding cautions surgeons on the applicability of institution-based surgical predictive models. Independent data set validation is recommended before surgical predictive models are applied to general clinical practice.
机译:目的:本研究的目的是利用梅奥诊所,罗切斯特(MCR)腹腔镜结肠癌和直肠手术的经验,对2种从制度上得出的腹腔镜手术的预测模型进行外部验证。背景数据摘要:基于单一机构的经验,开发并发布了两种不同的腹腔镜结直肠手术转换预测评分系统。两种模型均未在独立的数据集上得到验证。因此,这些模型在其各自机构之外的效用是未知的。方法:分析了从MCR收集的998例腹腔镜结直肠手术数据集。这两个模型中使用的所有与患者,手术和外科医生相关的因素都存在于我们的数据集中。 Logistic回归用于评估他们预测我们队列中转化的能力。使用Logistic回归模型的曲线下面积,观察到的转化数的95%置信区间和拟合优度检验来评估模型有效性,该拟合度检验用于比较观察到的转化数与每个得分的预期转化率。结果:552名妇女的队列平均年龄为53岁,中位体重指数为25.2 kg / m。右侧有382例,左侧有251例,直肠切除46例,直肠结肠切除术有151例。主要诊断为炎性肠病34%,癌症18%,息肉17%和憩室病13%。 MCR的整体转化率为15%。模型中的几个变量是我们数据集中转化率的统计显着预测因子。但是,这两个模型的表现相似,曲线下的面积为0.62,这表明这些模型在我们的独立队列中具有有限的预测价值,并且性能接近偶然性。两种评分系统的实际转化次数与预计的转化次数明显不同。结论:大肠手术中与腹腔镜转换相关的患者和临床因素可能取决于机构。这一发现提醒外科医生注意基于机构的手术预测模型的适用性。建议在将手术预测模型应用于一般临床实践之前,进行独立的数据集验证。

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