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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

孙青庆 芦科 沈科科 方亚珍 魏璐璐 王布江

医学信息2026,Vol.39Issue(7):66-71,81,7.
医学信息2026,Vol.39Issue(7):66-71,81,7.DOI:10.3969/j.issn.1006-1959.2026.07.011

多发结肠息肉的危险因素及风险预测模型的构建与验证

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

孙青庆 1芦科 1沈科科 1方亚珍 1魏璐璐 1王布江2

作者信息

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

摘要

Abstract

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.

关键词

结肠息肉/Nomogram/预测模型/危险因素

Key words

Colon polyps/Nomogram/Prediction model/Risk factors

分类

医药卫生

引用本文复制引用

孙青庆,芦科,沈科科,方亚珍,魏璐璐,王布江..多发结肠息肉的危险因素及风险预测模型的构建与验证[J].医学信息,2026,39(7):66-71,81,7.

基金项目

慈溪市公益类科技计划(编号:CN2021021) (编号:CN2021021)

医学信息

1006-1959

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