• 文献检索
  • 文档翻译
  • 深度研究
  • 学术资讯
  • Suppr Zotero 插件Zotero 插件
  • 邀请有礼
  • 套餐&价格
  • 历史记录
应用&插件
Suppr Zotero 插件Zotero 插件浏览器插件Mac 客户端Windows 客户端微信小程序
定价
高级版会员购买积分包购买API积分包
服务
文献检索文档翻译深度研究API 文档MCP 服务
关于我们
关于 Suppr公司介绍联系我们用户协议隐私条款
关注我们

Suppr 超能文献

核心技术专利:CN118964589B侵权必究
粤ICP备2023148730 号-1Suppr @ 2026

文献检索

告别复杂PubMed语法,用中文像聊天一样搜索,搜遍4000万医学文献。AI智能推荐,让科研检索更轻松。

立即免费搜索

文件翻译

保留排版,准确专业,支持PDF/Word/PPT等文件格式,支持 12+语言互译。

免费翻译文档

深度研究

AI帮你快速写综述,25分钟生成高质量综述,智能提取关键信息,辅助科研写作。

立即免费体验

[胆囊结石相关的胆囊上皮内瘤变相关因素分析及预测模型的建立]

[Analysis of related factors for gallstones related gallbladder intraepithelial neoplasia and establishment of prediction models].

作者信息

Li Q, Zhang J, Su J B, Jin Z C, Wu Y H, Cai Z Q, Si S B, Deng Y, Zhang D, Geng Z M

机构信息

Department of Hepatobiliary Surgery,the First Affiliated Hospital of Xi'an Jiaotong University,Xi'an 710061,China.

Department of Industrial Engineering,School of Mechanical Engineering,Northwestern Polytechnical University,Xi'an 710072,China.

出版信息

Zhonghua Wai Ke Za Zhi. 2021 Apr 1;59(4):272-278. doi: 10.3760/cma.j.cn112139-20201224-00876.

DOI:10.3760/cma.j.cn112139-20201224-00876
PMID:33706444
Abstract

To evaluate the related factors of gallstones related gallbladder intraepithelial neoplasia(GBIN) and establish the prediction models for gallstones related GBIN. The clinicopathological data of 750 patients who underwent cholecystectomy for gallstones at Department of Hepatobiliary Surgery of the First Affiliated Hospital of Xi'an Jiaotong University from January 2013 to December 2018 and the postoperative pathological examination showed chronic cholecystitis or GBIN were analyzed retrospectively,including 150 cases of gallstones with GBIN and 600 cases of gallstones with chronic cholecystitis.There were 264 males and 486 females with age of (51.3±14.5) years (range: 18 to 90 years).The related factors for gallstones related GBIN were screened by χ test and Logistic regression model,and the prediction models were established based on independent related factors and internal validation was conducted.The original data were randomly divided into a training cohort(526 cases) and a validation cohort(224 cases) at a ratio of 7∶3,and the nomogram and tree augmented naïve Bayes were conducted to establish the prediction model for gallstones related GBIN.The consistency index(C-index),calibration chart,area under the receiver operating characteristic curve(AUC) and confusion matrix were used to evaluate the prediction performance of the two models. Univariate analysis showed that age,gallstones history(years),gallbladder size,whether the gallbladder mucosa smooth or not,whether the gallbladder wall thickened or not,gallstones diameter,and number of gallstones were related factors for the occurrence of gallstones related GBIN (χ²=19.957,8.599,9.724,9.301,8.341,15.288,9.169,all <0.05).Multivariate analysis showed that age (=2.23,95%:1.50-3.31,<0.01),gallbladder size (=2.11,95%:1.17-3.80,=0.013),whether the gallbladder mucosa smooth or not (=1.80,95%=1.13-2.88,=0.014),gallstones diameter(=2.98,95%:1.71-5.21,<0.01),and number of gallstones (=2.14,95%=1.34-3.42,<0.01) were independent related factors for the occurrence of gallstones related GBIN; the C-index of the nomogram in training cohort and validation cohort were 0.708 and 0.696,respectively.The AUC of the two models in training cohort were 70.60% and 70.73%,and in validation cohort were 68.14% and 67.47%,respectively.The accuracy of the two models in training cohort were 69.96% and 70.72%,and in validation cohort were 66.96% and 67.41%,respectively. Age,gallbladder size,whether the gallbladder mucosa smooth or not,gallstones diameter and number of gallstones are independent related factors for the occurrence of gallstones related GBIN,and the nomogram and tree augmented naïve Bayes prediction models based on the above factors can be used to predict the occurrence of GBIN.

摘要

评估胆囊结石相关的胆囊上皮内瘤变(GBIN)的相关因素,并建立胆囊结石相关GBIN的预测模型。回顾性分析2013年1月至2018年12月在西安交通大学第一附属医院肝胆外科因胆囊结石行胆囊切除术且术后病理检查显示为慢性胆囊炎或GBIN的750例患者的临床病理资料,其中胆囊结石合并GBIN患者150例,胆囊结石合并慢性胆囊炎患者600例。男性264例,女性486例,年龄(51.3±14.5)岁(范围:18至90岁)。采用χ²检验和Logistic回归模型筛选胆囊结石相关GBIN的相关因素,基于独立相关因素建立预测模型并进行内部验证。将原始数据按7∶3的比例随机分为训练队列(526例)和验证队列(224例),采用列线图和树增强朴素贝叶斯建立胆囊结石相关GBIN的预测模型。采用一致性指数(C指数)、校准图、受试者操作特征曲线下面积(AUC)和混淆矩阵评估两种模型的预测性能。单因素分析显示,年龄、胆结石病史(年)、胆囊大小、胆囊黏膜是否光滑、胆囊壁是否增厚、胆结石直径和胆结石数量是胆囊结石相关GBIN发生的相关因素(χ²=19.957、8.599、9.724、9.301、8.341、15.288、9.169,均<0.05)。多因素分析显示,年龄(β=2.23,95%CI:1.50 - 3.31,P<0.01)、胆囊大小(β=2.11,95%CI:1.17 - 3.80,P=0.013)、胆囊黏膜是否光滑(β=1.80,95%CI=1.13 - 2.88,P=0.014)、胆结石直径(β=2.98,95%CI:1.71 - 5.21,P<0.01)和胆结石数量(β=2.14,95%CI=1.34 - 3.42,P<0.01)是胆囊结石相关GBIN发生的独立相关因素;训练队列和验证队列中列线图的C指数分别为0.708和0.696。两种模型在训练队列中的AUC分别为70.60%和70.73%,在验证队列中分别为68.14%和67.47%。两种模型在训练队列中的准确率分别为69.96%和70.72%,在验证队列中分别为66.96%和67.41%。年龄、胆囊大小、胆囊黏膜是否光滑、胆结石直径和胆结石数量是胆囊结石相关GBIN发生的独立相关因素,基于上述因素的列线图和树增强朴素贝叶斯预测模型可用于预测GBIN的发生。

相似文献

1
[Analysis of related factors for gallstones related gallbladder intraepithelial neoplasia and establishment of prediction models].[胆囊结石相关的胆囊上皮内瘤变相关因素分析及预测模型的建立]
Zhonghua Wai Ke Za Zhi. 2021 Apr 1;59(4):272-278. doi: 10.3760/cma.j.cn112139-20201224-00876.
2
[Establishment and Validation of a Predictive Model for Gallstone Disease in the General Population: A Multicenter Study].[普通人群胆结石疾病预测模型的建立与验证:一项多中心研究]
Sichuan Da Xue Xue Bao Yi Xue Ban. 2024 May 20;55(3):641-652. doi: 10.12182/20240560501.
3
Development and validation of a nomogram model for predicting the risk of gallstone recurrence after gallbladder-preserving surgery.预测保胆手术后胆结石复发风险的列线图模型的开发与验证
Hepatobiliary Pancreat Dis Int. 2024 Jun;23(3):288-292. doi: 10.1016/j.hbpd.2022.11.001. Epub 2022 Nov 11.
4
A nomogram for clinical estimation of acute biliary pancreatitis risk among patients with symptomatic gallstones: A retrospective case-control study.症状性胆石症患者急性胆源性胰腺炎风险的临床评估列线图:一项回顾性病例对照研究。
Front Cell Infect Microbiol. 2022 Aug 2;12:935927. doi: 10.3389/fcimb.2022.935927. eCollection 2022.
5
[Establishment and effect evaluation of nomogram model for diagnosis and prediction of pulmonary hypertension in patients with chronic obstructive pulmonary disease].[慢性阻塞性肺疾病患者肺动脉高压诊断与预测列线图模型的建立及效果评价]
Zhonghua Yi Xue Za Zhi. 2022 Oct 18;102(38):3019-3025. doi: 10.3760/cma.j.cn112137-20220512-01045.
6
[Establishment of an early risk prediction model for bloodstream infection and analysis of its predictive value in patients with extremely severe burns].[建立血流感染早期风险预测模型并分析其在特重度烧伤患者中的预测价值]
Zhonghua Shao Shang Za Zhi. 2021 Jun 20;37(6):530-537. doi: 10.3760/cma.j.cn501120-20210114-00021.
7
Risk factor analysis and construction of prediction models of gallbladder carcinoma in patients with gallstones.胆结石患者胆囊癌的危险因素分析及预测模型构建
Front Oncol. 2023 Feb 27;13:1037194. doi: 10.3389/fonc.2023.1037194. eCollection 2023.
8
Individualized nomogram improves diagnostic accuracy of stage I-II gallbladder cancer in chronic cholecystitis patients with gallbladder wall thickening.个体化列线图提高了慢性胆囊炎伴胆囊壁增厚患者中I-II期胆囊癌的诊断准确性。
Hepatobiliary Pancreat Dis Int. 2016 Apr;15(2):180-8. doi: 10.1016/s1499-3872(16)60073-5.
9
[Establishment and validation of a preoperative nomogram model for predicting the risk of hepatocellular carcinoma with microvascular invasion].[建立和验证用于预测肝细胞癌微血管侵犯风险的术前列线图模型]
Zhonghua Wai Ke Za Zhi. 2023 Jan 1;61(1):41-47. doi: 10.3760/cma.j.cn112139-20220713-00311.
10
[Development of a nomogram for predicting the risk of colorectal advanced adenomas].[一种用于预测结直肠高级别腺瘤风险的列线图的开发]
Zhonghua Yi Xue Za Zhi. 2022 Jul 12;102(26):2018-2025. doi: 10.3760/cma.j.cn112137-20211212-02764.