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基于 Sepsis-3 标准的老年患者术后脓毒症树状、两阶段风险因素分析:一项回顾性队列研究。

Tree-based, two-stage risk factor analysis for postoperative sepsis based on Sepsis-3 criteria in elderly patients: A retrospective cohort study.

机构信息

Department of Anesthesiology, The Third Affiliated Hospital of Sun Yat-sen University, Guangzhou, China.

Big Data and Artificial Intelligence Center, The Third Hospital of Sun Yat-sen University, Guangzhou, China.

出版信息

Front Public Health. 2022 Sep 26;10:1006955. doi: 10.3389/fpubh.2022.1006955. eCollection 2022.

Abstract

BACKGROUND

Sepsis remains the leading cause of postoperative death in elderly patients and is defined as organ dysfunction with proven or suspected infection according to Sepsis-3 criteria. To better avoid potential non-linear associations between the risk factors, we firstly used a tree-based analytic methods to explore the putative risk factors of geriatric sepsis based on the criteria in the study.

METHODS

Data of 7,302 surgical patients aged ≥ 65 years at the Third Affiliated Hospital of Sun Yat-sen University from January 2015 to September 2020 were collected. An analytic method that combined tree-based analysis with the method of Mantel-Haenszel and logistic regression was adopted to assess the association between 17 putative risk factors and postoperative sepsis defined by the Sepsis-3 guideline by controlling 16 potential confounding factors.

RESULTS

Among the 16 potential covariates, six major confounders were statistically identified by the tree-based model, including cerebrovascular diseases, preoperative infusion of red blood cells, pneumonia, age ≥ 75, malignant tumor and diabetes. Our analysis indicated that emergency surgery increases the risk of postoperative sepsis in elderly patients by more than six times. The type of surgery is also a crucial risk factor for sepsis, particularly transplantation and neurosurgery. Other risk factors were duration of surgery > 120 min, administration of steroids, hypoalbuminemia, elevated creatinine, blood urea nitrogen, hematocrit, platelets, glucose, white blood cell count, abnormal neutrophil-to-lymphocyte ratio and elevated hsCRP-to-albumin ratio.

CONCLUSIONS

Our study uses an effective method to explore some risk factors for postoperative sepsis in elderly by adjusting many potential confounders and it can provide information for intervention design.

摘要

背景

脓毒症仍然是老年患者术后死亡的主要原因,根据 Sepsis-3 标准,其定义为器官功能障碍伴明确或疑似感染。为了更好地避免潜在的风险因素之间的非线性关联,我们首先使用基于树的分析方法,根据研究中的标准,探索老年脓毒症的潜在风险因素。

方法

收集 2015 年 1 月至 2020 年 9 月中山大学附属第三医院 7302 例年龄≥65 岁的手术患者的数据。采用基于树的分析方法与 Mantel-Haenszel 方法和逻辑回归相结合的分析方法,控制 16 个潜在混杂因素,评估 17 个潜在风险因素与 Sepsis-3 指南定义的术后脓毒症之间的关联。

结果

在 16 个潜在协变量中,有 6 个主要混杂因素通过基于树的模型被统计识别,包括脑血管疾病、术前输注红细胞、肺炎、年龄≥75 岁、恶性肿瘤和糖尿病。我们的分析表明,急诊手术使老年患者术后发生脓毒症的风险增加了 6 倍以上。手术类型也是脓毒症的一个关键风险因素,特别是移植和神经外科手术。其他风险因素包括手术时间>120 分钟、使用类固醇、低白蛋白血症、肌酐升高、血尿素氮升高、红细胞压积升高、血小板计数升高、血糖升高、白细胞计数升高、中性粒细胞与淋巴细胞比值异常和 hsCRP 与白蛋白比值升高。

结论

本研究通过调整多个潜在混杂因素,采用有效的方法探讨了老年患者术后脓毒症的一些风险因素,为干预设计提供了信息。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/37bf/9550002/3a27f2c88380/fpubh-10-1006955-g0001.jpg

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