构建预测玻璃体内抗血管内皮生长因子治疗后再激活早产儿视网膜病变风险的nomogram模型:一项回顾性研究。

IF 2.2 3区 医学 Q2 PEDIATRICS Frontiers in Pediatrics Pub Date : 2025-01-07 eCollection Date: 2024-01-01 DOI:10.3389/fped.2024.1440437
Ziyun Shen, Qingfei Hao, Tiantian Yang, Xiuyong Cheng
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引用次数: 0

摘要

目的:探讨玻璃体内注射抗血管内皮生长因子(VEGF)后早产儿视网膜病变(ROP)再激活的危险因素,并建立预测ROP再激活风险的nomogram模型。方法:回顾性分析2017年1月至2023年10月在郑州大学第一附属医院接受抗vegf治疗的ROP患儿185例。按7:3的比例随机分为训练集(129例)和验证集(56例)。根据治疗后ROP是否复发,将训练集进一步分为再激活组(n = 18)和未再激活组(n = 111)。采用多变量logistic回归分析筛选ROP恢复的危险因素。利用R软件构建nomogram模型,并利用验证集进行验证。分别采用受试者工作特征曲线(ROC曲线)、校准曲线和决策曲线分析对模型的鉴别、校准和临床净效益进行评估。结果:多因素logistic回归分析显示,红细胞输注次数、肺表面活性物质(PS)使用2次及以上、术前眼底出血是ROP再激活的独立危险因素(P = 0.31)。校正曲线分析和决策曲线分析表明该模型具有较高的预测效果和临床应用价值。结论:红细胞输注次数、PS使用2次及以上、术前眼底出血是ROP再激活的独立危险因素。基于这些因素构建的nomogram模型具有较高的预测效果和临床应用价值。
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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Construction of a nomogram model to predict the risk of retinopathy of prematurity reactivate after intravitreal anti-vascular endothelial growth factor therapy: a retrospective study.

Objective: To explore the risk factors for the reactivate of retinopathy of prematurity (ROP) after intravitreal injection of anti-vascular endothelial growth factor (VEGF) and to construct a nomogram model to predict the risk of ROP reactivate.

Methods: A retrospective analysis was conducted on 185 ROP children who underwent anti-VEGF treatment at the First Affiliated Hospital of Zhengzhou University from January 2017 to October 2023. They were randomly divided into a training set (129 cases) and a validation set (56 cases) at a ratio of 7:3. The training set was further divided into a reactivate group (n = 18) and a non-reactivate group (n = 111) based on whether ROP recurred after treatment. Multivariable logistic regression analysis was used to screen for risk factors for ROP reactivate. A nomogram model was constructed using R software and validated using the validation set. The discrimination, calibration, and clinical net benefit of the model were evaluated using the receiver operating characteristic curve (ROC curve), calibration curve, and decision curve analysis, respectively.

Results: Multivariable logistic regression analysis showed that the number of red blood cell transfusions, use of pulmonary surfactant (PS) 2 times or more, and preoperative fundus hemorrhage were independent risk factors for ROP reactivate (P < 0.05). The area under the ROC curve (AUC) of the training set was 0.810 (95% CI: 0.706-0.914), and that of the validation set was 0.756 (95% CI: 0.639-0.873). The Hosmer-Leme show goodness-of-fit test indicated a good fit of the model (P = 0.31). Calibration curve analysis and decision curve analysis suggested high predictive efficacy and clinical application value of the model.

Conclusions: The number of red blood cell transfusions, use of PS 2 times or more, and preoperative fundus hemorrhage are independent risk factors for ROP reactivate. The nomogram model constructed based on these factors has high predictive efficacy and clinical application value.

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来源期刊
Frontiers in Pediatrics
Frontiers in Pediatrics Medicine-Pediatrics, Perinatology and Child Health
CiteScore
3.60
自引率
7.70%
发文量
2132
审稿时长
14 weeks
期刊介绍: Frontiers in Pediatrics (Impact Factor 2.33) publishes rigorously peer-reviewed research broadly across the field, from basic to clinical research that meets ongoing challenges in pediatric patient care and child health. Field Chief Editors Arjan Te Pas at Leiden University and Michael L. Moritz at the Children''s Hospital of Pittsburgh are supported by an outstanding Editorial Board of international experts. This multidisciplinary open-access journal is at the forefront of disseminating and communicating scientific knowledge and impactful discoveries to researchers, academics, clinicians and the public worldwide. Frontiers in Pediatrics also features Research Topics, Frontiers special theme-focused issues managed by Guest Associate Editors, addressing important areas in pediatrics. In this fashion, Frontiers serves as an outlet to publish the broadest aspects of pediatrics in both basic and clinical research, including high-quality reviews, case reports, editorials and commentaries related to all aspects of pediatrics.
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