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Validation of the All Patient Refined Diagnosis Related Group (APR-DRG) Risk of Mortality and Severity of Illness Modifiers as a Measure of Perioperative Risk

机译:验证所有患者细化诊断相关组(APR-DRG)的死亡率和疾病调节剂的严重程度作为围手术期风险的衡量标准

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摘要

The All Patient Refined Diagnosis Related Group (APR-DRG) is an inpatient visit classification system that assigns a diagnostic related group, a Risk of Mortality (ROM) subclass and a Severity of Illness (SOI) subclass. While extensively used for cost adjustment, no study has compared the APR-DRG subclass modifiers to the popular Charlson Comorbidity Index as a measure of comorbidity severity in models for perioperative in-hospital mortality. In this study we attempt to validate the use of these subclasses to predict mortality in a cohort of surgical patients. We analyzed all adult (age over 18 years) inpatient non-cardiac surgery at our institution between December 2005 and July 2013. After exclusions, we split the cohort into training and validation sets. We created prediction models of inpatient mortality using the Charlson Comorbidity Index, ROM only, SOI only, and ROM with SOI. Models were compared by receiver-operator characteristic (ROC) curve, area under the ROC curve (AUC), and Brier score. After exclusions, we analyzed 63,681 patient-visits. Overall in-hospital mortality was 1.3%. The median number of ICD-9-CM diagnosis codes was 6 (Q1–Q3 4–10). The median Charlson Comorbidity Index was 0 (Q1–Q3 0–2). When the model was applied to the validation set, the c-statistic for Charlson was 0.865, c-statistic for ROM was 0.975, and for ROM and SOI combined the c-statistic was 0.977. The scaled Brier score for Charlson was 0.044, Brier for ROM only was 0.230, and Brier for ROM and SOI was 0.257. The APR-DRG ROM or SOI subclasses are better predictors than the Charlson Comorbidity Index of in-hospital mortality among surgical patients.
机译:所有患者细化诊断相关组(APR-DRG)是一种住院访视分类系统,分配了一个诊断相关组,一个死亡率风险(ROM)子类别和一个疾病严重性(SOI)子类别。虽然广泛用于成本调整,但尚无研究将APR-DRG亚类修饰语与流行的Charlson合并症指数进行比较,以衡量围手术期住院死亡率模型中的合并症严重程度。在这项研究中,我们试图验证使用这些亚类来预测一组手术患者的死亡率。我们分析了我们机构在2005年12月至2013年7月之间所有成人(18岁以上)住院的非心脏手术。排除后,我们将队列分为训练和验证集。我们使用Charlson合并症指数(仅ROM,仅SOI和带SOI的ROM)创建了住院死亡率的预测模型。通过接收者-操作者特征曲线(ROC),ROC曲线下面积(AUC)和Brier得分比较模型。排除后,我们分析了63,681位患者的来访。总体住院死亡率为1.3%。 ICD-9-CM诊断代码的中位数为6(Q1-Q3 4-10)。中位数查尔森合并症指数为0(Q1–Q3 0–2)。将模型应用于验证集时,Charlson的c统计量为0.865,ROM的c统计量为0.975,而ROM和SOI组合的c统计量为0.977。 Charlson的缩放的Brier得分为0.044,仅ROM的Brier得分为0.230,ROM和SOI的Brier得分为0.257。在外科手术患者中,APR-DRG ROM或SOI子类的院内死亡率比Charlson合并症指数更好。

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