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多发结肠息肉的危险因素及风险预测模型的构建与验证OA

Construction and Validation of Risk Factors and Risk Prediction Models for Multiple Colorectal Polyps

中文摘要英文摘要

目的 探讨多发结肠息肉的危险因素,构建风险预测模型并验证.方法 回顾性分析 2021 年 9 月-2024 年 4 月在宁波一院龙山医院医疗健康集团进行结肠镜检查确诊结肠息肉患者的临床资料,按 7∶3 比例随机将研究对象分为训练集和验证集.采用单因素和多因素Logistic 回归分析筛选出多发结肠息肉发生的危险因素,并使用R 软件构建多发结肠息肉发生风险的Nomogram模型,经受试者工作特征曲线(ROC)、Hosmer-Lemeshow检验和决策曲线分析(DCA)来评价模型预测效能、拟合度和临床实用性.结果 共有 408 例患者纳入分析,其中训练集 285 例,验证集 123 例.回归分析显示,年龄、吸烟史和脂肪肝是多发结肠息肉的独立危险因素.该模型的训练集和验证集的AUC分别为 0.651(95%CI:0.585~0.717)和 0.749(95%CI:0.657~0.841),校准曲线拟合度较好,决策曲线分析显示该Nomogram模型具有较好的临床实用性.结论 基于年龄、吸烟史和脂肪肝这 3 个预测因素构建的Nomogram模型对于患者发生多发息肉的风险具有良好的预测价值.

Objective To explore the risk factors of multiple colorectal polyps,and to construct and verify the risk prediction model.Methods This retrospective analysis the clinical data of patients with multiple colorectal polyps diagnosed by colonoscopy in Ningbon First Hospital Longshan Hospital Medical and Health Group from September 2021 to April 2024.According to the ratio of 7∶3,the subjects were randomly split into training set and validation set.Univariate and multivariate logistic regression analyses were performed to identify the risk factors associated with the occurrence of multiple colorectal polyps,and a nomogram model was subsequently established using R software to predict the risk of multiple colorectal polyps,the performance of which was evaluated in terms of predictive accuracy,calibration,and clinical utility through the receiver operating characteristic(ROC)curve,the Hosmer-Lemeshow test,and decision curve analysis(DCA).Results totally 408 patients were included in the analysis,of whom 285 were assigned to the training set and 123 to the validation set.Regression analysis showed that age,smoking history and fatty liver were independent risk factors for multiple colorectal polyps.The AUC of the training set and the validation set of the Nomogram model were 0.651(95%CI:0.585-0.717)and 0.749(95%CI:0.657-0.841),respectively.The calibration curve fit was good,and the decision curve analysis demonstrated that the Nomogram model had good clinical practicability.Conclusion The Nomogram model based on age,smoking history and fatty liver has a good predictive value for the risk of multiple colorectal polyps in patients.

孙青庆;芦科;沈科科;方亚珍;魏璐璐;王布江

宁波一院龙山医院医疗健康集团消化内科,浙江 宁波 315331宁波一院龙山医院医疗健康集团消化内科,浙江 宁波 315331宁波一院龙山医院医疗健康集团消化内科,浙江 宁波 315331宁波一院龙山医院医疗健康集团消化内科,浙江 宁波 315331宁波一院龙山医院医疗健康集团消化内科,浙江 宁波 315331宁波大学附属第一医院消化内科,浙江 宁波 315010

医药卫生

结肠息肉Nomogram预测模型危险因素

Colon polypsNomogramPrediction modelRisk factors

《医学信息》 2026 (7)

66-71,81,7

慈溪市公益类科技计划(编号:CN2021021)

10.3969/j.issn.1006-1959.2026.07.011

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