Advancing Precise Syphilis Diagnosis: A Nontreponemal IgM Antibody-Based Model for Latent Syphilis Staging

IF 2.9 3区 医学 Q2 INFECTIOUS DISEASES
Jia-Wen Xie, Yin-Feng Guo, Ya-Wen Zheng, Mao Wang, Qiu-Yan Xu, Yu-Yan Chen, Li-Rong Lin
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引用次数: 0

Abstract

Purpose: Accurate differentiation between early and late latent syphilis stages is pivotal for patient management and treatment strategies. Nontreponemal IgM antibodies have shown potential in discriminating latent syphilis staging by differentiating syphilis activity. This study aimed to develop a predictive nomogram model for latent syphilis staging based on nontreponemal IgM antibodies.
Patients and Methods: We explored the correlation between nontreponemal IgM antibodies and latent syphilis staging and developed a nomogram model to predict latent syphilis staging based on 352 latent syphilis patients. Model performance was assessed using AUC, calibration curve, Hosmer–Lemeshow χ 2 statistics, C-index, Brier score, decision curve analysis, and clinical impact curve. Additionally, an external validation set was used to further assess the model’s stability.
Results: Nontreponemal IgM antibodies correlated with latent syphilis staging. The constructed model demonstrated a strong discriminative capability with an AUC of 0.743. The calibration curve displayed a strong fit, key statistics including Hosmer–Lemeshow χ² at 2.440 (P=0.486), a C-index score of 0.743, and a Brier score of 0.054, all suggesting favorable model calibration performance. Decision curve analysis and clinical impact curve highlighted the model’s robust clinical applicability. The external validation set yielded an AUC of 0.776, Hosmer–Lemeshow χ² statistics of 2.440 (P=0.486), a C-index score of 0.767, and a Brier score of 0.054, further underscored the reliability of the model.
Conclusion: The nontreponemal IgM antibody-based predicted model could equip clinicians with a valuable tool for the precise staging of latent syphilis and enhancing clinical decision-making.

Keywords: syphilis, latent syphilis, latent syphilis staging, nontreponemal IgM antibody, predictive model
推进梅毒精确诊断:基于非抗原 IgM 抗体的潜伏梅毒分期模型
目的:准确区分早期和晚期潜伏梅毒对患者管理和治疗策略至关重要。非抗梅毒 IgM 抗体通过区分梅毒的活动性,显示出了区分潜伏梅毒分期的潜力。本研究旨在开发一种基于非抗梅毒IgM抗体的潜伏梅毒分期预测提名图模型:我们探讨了非抗梅毒IgM抗体与潜伏梅毒分期之间的相关性,并基于352名潜伏梅毒患者建立了一个预测潜伏梅毒分期的提名图模型。使用AUC、校正曲线、Hosmer-Lemeshow χ 2 统计量、C-指数、Brier 评分、决策曲线分析和临床影响曲线评估了模型的性能。此外,还使用了外部验证集来进一步评估模型的稳定性:结果:非抗原 IgM 抗体与潜伏梅毒分期相关。构建的模型具有很强的分辨能力,AUC为0.743。校准曲线显示出较强的拟合度,主要统计量包括:Hosmer-Lemeshow χ²为2.440(P=0.486),C指数为0.743,Brier指数为0.054,均表明模型校准性能良好。决策曲线分析和临床影响曲线凸显了该模型强大的临床适用性。外部验证集的AUC为0.776,Hosmer-Lemeshow χ²统计量为2.440(P=0.486),C指数为0.767,Brier评分为0.054,进一步强调了模型的可靠性:关键词:梅毒;潜伏梅毒;潜伏梅毒分期;非抗原IgM抗体;预测模型
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
Infection and Drug Resistance
Infection and Drug Resistance Medicine-Pharmacology (medical)
CiteScore
5.60
自引率
7.70%
发文量
826
审稿时长
16 weeks
期刊介绍: About Journal Editors Peer Reviewers Articles Article Publishing Charges Aims and Scope Call For Papers ISSN: 1178-6973 Editor-in-Chief: Professor Suresh Antony An international, peer-reviewed, open access journal that focuses on the optimal treatment of infection (bacterial, fungal and viral) and the development and institution of preventative strategies to minimize the development and spread of resistance.
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