临床外科杂志 ›› 2026, Vol. 34 ›› Issue (5): 539-543.doi: 10.3969/j.issn.1005-6483.20241970

• 论著 • 上一篇    下一篇

重症急性胰腺炎继发胸腔积液风险列线图预测模型的建立与验证

  

  1. 830011   新疆乌鲁木齐,新疆医科大学第一附属医院胰腺外科(王楠,余鸿);新疆医科大学第五附属医院肝胆胰外科(李建刚)
  • 收稿日期:2024-12-18 接受日期:2024-12-18 出版日期:2026-05-20 发布日期:2026-05-20
  • 通讯作者: 李建刚,Email:lijiangang810311@163.com
  • 基金资助:
    新疆维吾尔自治区自然科学基金项目(2021D01C375)

Establishment and validation of a nomogram model for secondary pleural effusion in severe acute pancreatitis

  1. Department of Pancreatic Surgerythe First Affiliated Hospital of Xinjiang Medical University,Urumqi 830011,China
  • Received:2024-12-18 Accepted:2024-12-18 Online:2026-05-20 Published:2026-05-20

摘要: 目的 分析重症急性胰腺炎(SAP)病人继发胸腔积液(PE)的患病率和主要危险因素,并构建定量风险列线图模型。方法 2017年7月~2024年7月我院确诊SAP病人382例,按2:1随机分为两组,建模组255例,验证组127例。建模组根据住院期间是否发生PE分为两组,其中PE组58例,无PE组197例。比较两组临床资料和实验室检查指标,采用LASSO回归、多因素Logistic回归分析及多重共线性诊断筛选PE的危险因素并构建列线图模型,受试者工作特征(ROC)曲线评价模型预测效能。结果 PE组纤维蛋白原(FIB)、C反应蛋白(CRP)和血淀粉酶水平高于无PE组,白蛋白(ALB)和空腹血糖(FBG)低于无PE组,差异有统计学意义(P<0.05)。Logistic回归分析显示,入院急性生理学和慢性健康评估(APACHE Ⅱ)评分、序贯器官衰竭评估(SOFA)评分、FIB和CRP是SAP病人继发PE的危险因素,ALB是其保护因素。R软件建立列线图模型,总分200分。ROC曲线显示,列线图预测建模组和验证组PE的ROC曲线下面积(AUC)分别为0.878(95%CI 0.823~0.934,P<0.001)和0.843(95%CI 0.801~0.922,P<0.001),提示模型有较好的诊断效能。校准曲线与标准曲线重叠,无明显偏曲,说明该模型具有良好的一致性;决策曲线分析提示,该模型具有潜在的临床应用价值。结论 入院APACHE Ⅱ和SOFA评分、血清FIB和CRP水平升高以及ALB降低提示SAP病人PE的发生风险增加;构建的列线图对指导临床早期、准确识别高风险PE病人具有较好的应用潜力。

关键词: 重症急性胰腺炎, 胸腔积液, 列线图, 急性生理学和慢性健康评估, 序贯器官衰竭评估

Abstract: Objective To analyze the prevalence and main risk factors of secondary pleural effusion (PE) in patients with severe acute pancreatitis (SAP),then construct a quantitative risk nomogram predictive model to guide clinical practice.Methods A retrospective summary was conducted on 382 SAP patients into our hospital from July 2017 to July 2024.They were randomly divided into model group (n=255) and validation group (n=127) at 2∶1.The patients in model group were divided into PE group of 58 cases and non-PE group of 197 cases according to whether PE occurred during hospitalization.The clinical datas and clinical laboratory tests between the two groups were compared,then LASSO regression and multivariate Logistic regression analysis were used to screen the risk factors of PE and construct the nomogram model.The ROC was used for evaluation model prediction effect.Results It showed that the level of fibrinogen (FIB),Creactive protein (CRP),and blood amylase in the PE group were significantly higher than those in the non-PE group,while albumin (ALB) and fasting blood glucose (FBG) were significantly lower(P<0.05).The Logistic regression model showed that the acute physiology and chronic health assessment (APACHE Ⅱ) score,the sequential organ failure assessment (SOFA) score,FIB and CRP were the risk factors for secondary PE in SAP patients,while albumin was the protective factor.R software was used to establish the nomogram model,with total score of 200 points.ROC showed that the area under the curve (AUC) of the model for predicting PE in model and validation groups were 0.878 (95%CI:0.823~0.934,P<0.001) and 0.843(95%CI 0.801~0.922,P<0.001),indicating that the model had good diagnostic performance.The calibration curve overlapped with the standard curve without obvious deflection,indicating that the model has good consistency.The decision curve analysis suggested that the model has potential clinical application value.Conclusion Higher of admission APACHE Ⅱ and SOFA scores,serum FIB and CRP levels,and lower of albumin suggest an increasing risk of PE;constructing a user-friendly nomogram model has great potential for guiding early and accurate identification of high-risk PE patients in clinical practice.

Key words: severe acute pancreatitis, pleural effusion, nomogram model, acute physiology and chronic health assessment, sequential organ failure assessment

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