Development and validation of a predictive model for endocervical curettage in patients referred for colposcopy: A multicenter retrospective diagnostic study in China.

Peng Xue, Bingrui Wei, Samuel Seery, Qing Li, Zichen Ye, Yu Jiang, Youlin Qiao
{"title":"Development and validation of a predictive model for endocervical curettage in patients referred for colposcopy: A multicenter retrospective diagnostic study in China.","authors":"Peng Xue,&nbsp;Bingrui Wei,&nbsp;Samuel Seery,&nbsp;Qing Li,&nbsp;Zichen Ye,&nbsp;Yu Jiang,&nbsp;Youlin Qiao","doi":"10.21147/j.issn.1000-9604.2022.04.07","DOIUrl":null,"url":null,"abstract":"<p><strong>Objective: </strong>This study aimed to develop a nomogram that can predict occult high-grade squamous intraepithelial lesions or worse (HSIL+) and determine the need for endocervical curettage (ECC) in patients referred for colposcopy.</p><p><strong>Methods: </strong>This retrospective multicenter study included 4,149 patients who were referred to any one of six tertiary hospitals in China for colposcopy between January 2020 and November 2021 because of abnormal screening results. ECC data were extracted from the medical records. Univariate and multivariate logistic regression analyses were performed to identify factors that could predict HSIL+ on ECC. Patients were randomly assigned to a training set or to an internal validation set for performance and comparability testing. The model was externally validated and tested in patients from two additional hospitals. The nomogram was assessed in terms of discrimination and calibration and subjected to decision curve analysis.</p><p><strong>Results: </strong>HSIL+ was found on ECC in 38.8% (n=388) of cases. Our predictive nomogram included age group, cytology, human papillomavirus (HPV) status, visibility of the cervix and colposcopic impression. The nomogram had good overall discrimination, which was internally validated [area under the receiver-operator characteristic (AUC), 0.839; 95% confidence interval (95% CI), 0.773-0.904]. In terms of external validation, the AUC was 0.843 (95% CI, 0.773-0.912) for the consecutive sample and 0.843 (95% CI, 0.783-0.902) for the comparative sample. Calibration analysis suggested good consistency between predicted and observed probabilities. Decision curve analysis suggested this nomogram would be clinically useful with almost the entire range of threshold probabilities.</p><p><strong>Conclusions: </strong>This internally and externally validated nomogram can be easily applied and incorporates multiple clinically relevant variables that can be used to identify patients with occult HSIL+ who need ECC.</p>","PeriodicalId":9830,"journal":{"name":"Chinese journal of cancer research = Chung-kuo yen cheng yen chiu","volume":"34 4","pages":"395-405"},"PeriodicalIF":0.0000,"publicationDate":"2022-08-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9468013/pdf/cjcr-34-4-395.pdf","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Chinese journal of cancer research = Chung-kuo yen cheng yen chiu","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.21147/j.issn.1000-9604.2022.04.07","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 0

Abstract

Objective: This study aimed to develop a nomogram that can predict occult high-grade squamous intraepithelial lesions or worse (HSIL+) and determine the need for endocervical curettage (ECC) in patients referred for colposcopy.

Methods: This retrospective multicenter study included 4,149 patients who were referred to any one of six tertiary hospitals in China for colposcopy between January 2020 and November 2021 because of abnormal screening results. ECC data were extracted from the medical records. Univariate and multivariate logistic regression analyses were performed to identify factors that could predict HSIL+ on ECC. Patients were randomly assigned to a training set or to an internal validation set for performance and comparability testing. The model was externally validated and tested in patients from two additional hospitals. The nomogram was assessed in terms of discrimination and calibration and subjected to decision curve analysis.

Results: HSIL+ was found on ECC in 38.8% (n=388) of cases. Our predictive nomogram included age group, cytology, human papillomavirus (HPV) status, visibility of the cervix and colposcopic impression. The nomogram had good overall discrimination, which was internally validated [area under the receiver-operator characteristic (AUC), 0.839; 95% confidence interval (95% CI), 0.773-0.904]. In terms of external validation, the AUC was 0.843 (95% CI, 0.773-0.912) for the consecutive sample and 0.843 (95% CI, 0.783-0.902) for the comparative sample. Calibration analysis suggested good consistency between predicted and observed probabilities. Decision curve analysis suggested this nomogram would be clinically useful with almost the entire range of threshold probabilities.

Conclusions: This internally and externally validated nomogram can be easily applied and incorporates multiple clinically relevant variables that can be used to identify patients with occult HSIL+ who need ECC.

在中国进行的一项多中心回顾性诊断研究中,对阴道镜患者进行宫颈内膜刮除的预测模型的建立和验证。
目的:本研究旨在开发一种能够预测隐蔽性高级别鳞状上皮内病变或更严重(HSIL+)的形态图,并确定转介阴道镜检查的患者是否需要宫颈内膜刮除(ECC)。方法:这项回顾性多中心研究纳入了4149例患者,这些患者因筛查结果异常而在2020年1月至2021年11月期间被转介到中国六家三级医院中的任何一家进行阴道镜检查。从医疗记录中提取ECC数据。进行单因素和多因素logistic回归分析,以确定可以预测ECC患者HSIL+的因素。患者被随机分配到训练集或内部验证集进行性能和可比性测试。该模型在另外两家医院的患者中进行了外部验证和测试。对模态图进行判别和校正,并进行决策曲线分析。结果:38.8% (n=388)的患者在ECC上发现HSIL+。我们的预测图包括年龄、细胞学、人乳头瘤病毒(HPV)状态、宫颈可见性和阴道镜印象。该nomogram具有良好的整体判别性,其内部验证面积(AUC)为0.839;95%置信区间(95% CI), 0.773-0.904]。在外部验证方面,连续样品的AUC为0.843 (95% CI, 0.773-0.912),比较样品的AUC为0.843 (95% CI, 0.783-0.902)。校正分析表明,预测概率与观测概率具有良好的一致性。决策曲线分析表明,在几乎整个阈值概率范围内,该图在临床上是有用的。结论:该内部和外部验证的nomogram可以很容易地应用,并且包含多个临床相关变量,可用于识别隐匿性HSIL+患者是否需要ECC。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
求助全文
约1分钟内获得全文 求助全文
来源期刊
自引率
0.00%
发文量
0
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
联系我们:info@booksci.cn Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术官方微信