Division of Healthcare Quality Promotion, National Center for Emerging and Zoonotic Infectious Diseases, Centers for Disease Control and Prevention, Atlanta, Georgia, USA.
Infect Control Hosp Epidemiol. 2011 Oct;32(10):970-86. doi: 10.1086/662016. Epub 2011 Sep 1.
The National Healthcare Safety Network (NHSN) has provided simple risk adjustment of surgical site infection (SSI) rates to participating hospitals to facilitate quality improvement activities; improved risk models were developed and evaluated.
Data reported to the NHSN for all operative procedures performed from January 1, 2006, through December 31, 2008, were analyzed. Only SSIs related to the primary incision site were included. A common set of patient- and hospital-specific variables were evaluated as potential SSI risk factors by univariate analysis. Some ific variables were available for inclusion. Stepwise logistic regression was used to develop the specific risk models by procedure category. Bootstrap resampling was used to validate the models, and the c-index was used to compare the predictive power of new procedure-specific risk models with that of the models with the NHSN risk index as the only variable (NHSN risk index model).
From January 1, 2006, through December 31, 2008, 847 hospitals in 43 states reported a total of 849,659 procedures and 16,147 primary incisional SSIs (risk, 1.90%) among 39 operative procedure categories. Overall, the median c-index of the new procedure-specific risk was greater (0.67 [range, 0.59-0.85]) than the median c-index of the NHSN risk index models (0.60 [range, 0.51-0.77]); for 33 of 39 procedures, the new procedure-specific models yielded a higher c-index than did the NHSN risk index models.
A set of new risk models developed using existing data elements collected through the NHSN improves predictive performance, compared with the traditional NHSN risk index stratification.
国家医疗保健安全网络(NHSN)为参与医院提供了简单的手术部位感染(SSI)率风险调整,以促进质量改进活动;开发并评估了改进的风险模型。
分析了 2006 年 1 月 1 日至 2008 年 12 月 31 日期间向 NHSN 报告的所有手术操作的数据。仅包括与主要切口部位相关的 SSI。通过单变量分析评估了一套常见的患者和医院特定变量作为潜在的 SSI 危险因素。一些重要变量可用于纳入。通过手术类别逐步逻辑回归建立特定的风险模型。使用引导重采样验证模型,并使用 c 指数比较新的特定程序风险模型与仅使用 NHSN 风险指数作为唯一变量的模型(NHSN 风险指数模型)的预测能力。
2006 年 1 月 1 日至 2008 年 12 月 31 日期间,43 个州的 847 家医院报告了 849659 例手术和 16147 例主要切口 SSI(风险,1.90%),涉及 39 个手术操作类别。总体而言,新的特定程序风险的中位数 c 指数更高(0.67[范围,0.59-0.85]),高于 NHSN 风险指数模型的中位数 c 指数(0.60[范围,0.51-0.77]);对于 39 个程序中的 33 个程序,新的特定程序模型的 c 指数高于 NHSN 风险指数模型。
使用 NHSN 收集的现有数据元素开发的一组新风险模型,与传统的 NHSN 风险指数分层相比,提高了预测性能。