急性非静脉曲张性上消化道出血患者急诊内镜干预需求的预测模型构建OA
Construction of a prediction model for emergency endoscopic intervention needs in patients with acute non-variceal upper gastrointestinal bleeding
目的 分析急性非静脉曲张性上消化道出血(ANVUGIB)患者急诊内镜干预需求的影响因素并构建预测模型.方法 回顾性收集 2022 年 1 月至 2025 年 4 月中部战区总医院收治的ANVUGIB患者的临床资料,按入院 24 h内是否行内镜干预分为干预组与非干预组.将 2022 年 1 月至 2024 年 8 月的ANVUGIB患者纳入训练集,2024 年 9 月至 2025年 4 月的ANVUGIB患者纳入验证集.在训练集中,通过倾向性评分(PSM)平衡混杂因素,比较两组患者临床结局;采用Lasso回归筛选预测变量,通过多因素Logistic回归构建列线图模型;受试者工作特征曲线(ROC)及其曲线下面积(AUC)、校准曲线、Hosmer-Lemeshow检验评估模型预测能力及准确性;临床决策曲线(DCA)及临床影响曲线(CIC)评价模型的临床应用价值,并在验证集中予以验证.结果 共纳入 732 例患者,训练集584 例,验证集 148 例.PSM后,训练集中干预组 68 例、非干预组 136 例,干预组在再出血率、住院天数等临床结局上优于非干预组.Lasso回归和Logistic回归分析显示,呕血、脉率、收缩压、消化性溃疡病史和血小板计数是内镜干预需求的影响因素.预测模型AUC值为0.783,校准曲线贴近理想对角线,Hosmer-Lemeshow检验示模型拟合良好(P=0.153),内部交叉验证AUC值为 0.775,外部验证AUC值为 0.778,DCA及CIC均表明模型具有一定的临床应用能力.结论 内镜干预评分模型由简单客观且能早期快速获取的指标组成,具有较高的预测价值.
Objective To identify influencing factors for emergency endoscopic intervention in patients with acute non-variceal upper gastrointestinal bleeding(ANVUGIB)and to develop a predictive model.Methods Clinical data from patients with ANVUGIB admitted to the General Hospital of Central Theater Command from January 2022 to April 2025 were retrospectively collected,they were divided into intervention group and non intervention group according to whether endoscopic intervention was performed within 24 hours after admission.Patients admitted from January 2022 to August 2024 were included in the training set,and those admitted from September 2024 to April 2025 were included in the validation set.In the training set,propensity score matching(PSM)was used to balance confounders,and clinical outcomes were compared between the intervention and non-intervention groups.Lasso regression was used to screen predictor variables,and a nomogram was developed using multivariable Logistic regression.The predictive ability and accuracy of the model were assessed using the receiver operating characteristic(ROC)curve,area under the curve(AUC),calibration curve,and Hosmer-Lemeshow test.Decision curve analysis(DCA)and clinical impact curve(CIC)were used to evaluate the clinical utility of the model,which was further validated in the validation set.Results A total of 732 patients were included,with 584 in the training set and 148 in the validation set.After PSM,there were 68 patients in the intervention group and 136 patients in the non-intervention group in the training set.Compared to the non-intervention group,the intervention group showed better clinical outcomes in terms of rebleeding rate and length of hospital stay.Lasso and Logistic regression analyses showed that hematemesis,pulse rate,systolic blood pressure,history of peptic ulcer,and platelet count were factors associated with endoscopic intervention.The AUC of the predictive model was 0.783.The calibration curve was close to the ideal diagonal line,and the Hosmer-Lemeshow test showed good model fit(P=0.153).The AUC for internal cross-validation was 0.775,and the AUC in the validation set was 0.778.Both DCA and CIC indicated that the model had potential clinical application value.Conclusion The Endoscopic Intervention Score is composed of simple and objective predictors that can be readily obtained early after admission and has good predictive performance.
陈宇杰;李薇;彭宇;张松;徐维田;吴清明
武汉科技大学医学部医学院(武汉 430065)||解放军中部战区总医院消化内科(武汉 430070)武汉科技大学医学部医学院(武汉 430065)||解放军中部战区总医院消化内科(武汉 430070)武汉科技大学医学部医学院(武汉 430065)||解放军中部战区总医院消化内科(武汉 430070)解放军中部战区总医院消化内科(武汉 430070)解放军中部战区总医院消化内科(武汉 430070)武汉科技大学医学部医学院(武汉 430065)
医药卫生
急性非静脉曲张性上消化道出血急诊内镜干预呕血消化性溃疡病史血小板计数
Acute non-variceal upper gastrointestinal bleedingEmergency endoscopic interventionHematemesisHistory of peptic ulcerPlatelet count
《医学新知》 2026 (3)
275-281,7
国家自然科学基金青年科学基金项目(82200708)湖北省自然科学基金青年科学基金项目(2021CFB001)
评论