Cintia M S Kimura, Caio Rizkallah Nahas, Vinicius Ribeiro, Sergio Nahas, Benjamin T Davis, Michelle Khan
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A penalized logistic regression model with elastic net regularization was developed and internally validated with five-fold cross-validation. External validation was performed in a third institution cohort. Candidate predictors were age, sex, HIV status, history of anogenital HPV-related disease, immunosuppressant use, anal cytology, anal high-risk HPV (hrHPV) status, and interaction terms (HIV status*hrHPV infection) and (HIV status*history of anogenital HPV-related disease).</p><p><strong>Results: </strong>The derivation dataset included 536 patients, 382 (71.3%) were people living with HIV, 168 (31.3%) were women, and HSIL prevalence was 21.1%. The area under the ROC on the derivation dataset was 0.80 (95% CI = 0.69; 0.90). The external validation dataset included 242 patients, 159 (65.7%) people living with HIV, 18 (7.4%) women, with HSIL prevalence of 37.2%. The final model included age, sex, anal cytology, anal hrHPV, immunosuppressant use, history of anogenital HPV-associated disease, and the 2 interaction terms. The area under the receiver operating characteristic (ROC) on the external validation dataset was 0.73 (95% CI = 0.67; 0.80).</p><p><strong>Conclusions: </strong>This clinical prediction model demonstrated a promising performance and included objective factors that are easily obtained.</p>","PeriodicalId":50160,"journal":{"name":"Journal of Lower Genital Tract Disease","volume":" ","pages":""},"PeriodicalIF":2.1000,"publicationDate":"2025-10-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Clinical Prediction Model for Anal High-Grade Squamous Intraepithelial Lesions Risk.\",\"authors\":\"Cintia M S Kimura, Caio Rizkallah Nahas, Vinicius Ribeiro, Sergio Nahas, Benjamin T Davis, Michelle Khan\",\"doi\":\"10.1097/LGT.0000000000000913\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<p><strong>Objective: </strong>Timely treatment of anal high-grade intraepithelial lesions (HSIL) prevents progression to anal cancer. 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Candidate predictors were age, sex, HIV status, history of anogenital HPV-related disease, immunosuppressant use, anal cytology, anal high-risk HPV (hrHPV) status, and interaction terms (HIV status*hrHPV infection) and (HIV status*history of anogenital HPV-related disease).</p><p><strong>Results: </strong>The derivation dataset included 536 patients, 382 (71.3%) were people living with HIV, 168 (31.3%) were women, and HSIL prevalence was 21.1%. The area under the ROC on the derivation dataset was 0.80 (95% CI = 0.69; 0.90). The external validation dataset included 242 patients, 159 (65.7%) people living with HIV, 18 (7.4%) women, with HSIL prevalence of 37.2%. The final model included age, sex, anal cytology, anal hrHPV, immunosuppressant use, history of anogenital HPV-associated disease, and the 2 interaction terms. 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引用次数: 0
摘要
目的:及时治疗肛门高级别上皮内病变(HSIL)可预防发展为肛门癌。现有的筛查工具(肛门巴氏试验和高危人乳头瘤病毒检测)表现不一致且不理想,经常导致过度转诊到高分辨率肛门镜检查,这是HSIL诊断的金标准检查。我们旨在开发并外部验证组织学HSIL的临床预测模型,以改善高分辨率肛门镜检查在肛门癌风险增加的个体中的分类。材料和方法:回顾来自2家机构的医疗记录,以确定组织学HSIL的候选预测因子。开发了一种具有弹性网络正则化的惩罚逻辑回归模型,并进行了五重交叉验证。外部验证在第三个机构队列中进行。候选预测因子为年龄、性别、HIV状态、肛门生殖器HPV相关疾病史、免疫抑制剂使用、肛门细胞学、肛门高危HPV (hrHPV)状态,以及相互作用项(HIV状态*hrHPV感染)和(HIV状态*肛门生殖器HPV相关疾病史)。结果:衍生数据集包括536例患者,其中382例(71.3%)为HIV感染者,168例(31.3%)为女性,HSIL患病率为21.1%。衍生数据集的ROC下面积为0.80 (95% CI = 0.69; 0.90)。外部验证数据集包括242例患者,159例(65.7%)HIV感染者,18例(7.4%)女性,HSIL患病率为37.2%。最终模型包括年龄、性别、肛门细胞学、肛门hrHPV、免疫抑制剂使用、肛门生殖器hpv相关疾病史和2个相互作用项。外部验证数据集的受试者工作特征(ROC)下面积为0.73 (95% CI = 0.67; 0.80)。结论:该临床预测模型具有良好的临床应用前景,且包含了易于获取的客观因素。
Clinical Prediction Model for Anal High-Grade Squamous Intraepithelial Lesions Risk.
Objective: Timely treatment of anal high-grade intraepithelial lesions (HSIL) prevents progression to anal cancer. Available screening tools (anal Pap test and high-risk human papillomavirus testing) have inconsistent and suboptimal performance, often leading to overreferral to high-resolution anoscopy, the gold standard test for HSIL diagnosis. We aimed to develop and externally validate a clinical prediction model for histologic HSIL to improve triage to high-resolution anoscopy among individuals at increased risk for anal cancer.
Materials and methods: Medical records from 2 institutions were reviewed to identify candidate predictors of histologic HSIL. A penalized logistic regression model with elastic net regularization was developed and internally validated with five-fold cross-validation. External validation was performed in a third institution cohort. Candidate predictors were age, sex, HIV status, history of anogenital HPV-related disease, immunosuppressant use, anal cytology, anal high-risk HPV (hrHPV) status, and interaction terms (HIV status*hrHPV infection) and (HIV status*history of anogenital HPV-related disease).
Results: The derivation dataset included 536 patients, 382 (71.3%) were people living with HIV, 168 (31.3%) were women, and HSIL prevalence was 21.1%. The area under the ROC on the derivation dataset was 0.80 (95% CI = 0.69; 0.90). The external validation dataset included 242 patients, 159 (65.7%) people living with HIV, 18 (7.4%) women, with HSIL prevalence of 37.2%. The final model included age, sex, anal cytology, anal hrHPV, immunosuppressant use, history of anogenital HPV-associated disease, and the 2 interaction terms. The area under the receiver operating characteristic (ROC) on the external validation dataset was 0.73 (95% CI = 0.67; 0.80).
Conclusions: This clinical prediction model demonstrated a promising performance and included objective factors that are easily obtained.
期刊介绍:
The Journal of Lower Genital Tract Disease is the source for the latest science about benign and malignant conditions of the cervix, vagina, vulva, and anus.
The Journal publishes peer-reviewed original research original research that addresses prevalence, causes, mechanisms, diagnosis, course, treatment, and prevention of lower genital tract disease. We publish clinical guidelines, position papers, cost-effectiveness analyses, narrative reviews, and systematic reviews, including meta-analyses. We also publish papers about research and reporting methods, opinions about controversial medical issues. Of particular note, we encourage material in any of the above mentioned categories that is related to improving patient care, avoiding medical errors, and comparative effectiveness research. We encourage publication of evidence-based guidelines, diagnostic and therapeutic algorithms, and decision aids. Original research and reviews may be sub-classified according to topic: cervix and HPV, vulva and vagina, perianal and anal, basic science, and education and learning.
The scope and readership of the journal extend to several disciplines: gynecology, internal medicine, family practice, dermatology, physical therapy, pathology, sociology, psychology, anthropology, sex therapy, and pharmacology. The Journal of Lower Genital Tract Disease highlights needs for future research, and enhances health care.
The Journal of Lower Genital Tract Disease is the official journal of the American Society for Colposcopy and Cervical Pathology, the International Society for the Study of Vulvovaginal Disease, and the International Federation of Cervical Pathology and Colposcopy, and sponsored by the Australian Society for Colposcopy and Cervical Pathology and the Society of Canadian Colposcopists.