Development and validation of a Nomogram for predicting intravenous immunoglobulin-responsive coronary progression in Kawasaki Disease.

IF 5.3 2区 医学 Q1 CARDIAC & CARDIOVASCULAR SYSTEMS
Xingyue Pu, Yue Peng, Xue Zhou, Penghui Yang, Qijian Yi, Zhenli Cheng
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引用次数: 0

Abstract

Background: Coronary artery lesions in children with Kawasaki disease patients have long been a critical clinical concern. While extensive research has focused on predicting intravenous immunoglobulin resistance and optimizing therapeutic strategies, this retrospective study identified a distinct clinical subgroup characterized by intravenous immunoglobulin responsiveness (defined as sustained defervescence without recurrence within 36 hours post-intravenous immunoglobulin therapy) yet exhibiting persistent progression of coronary artery lesions. We have termed this phenomenon intravenous immunoglobulin-Responsive Coronary Progression. Early intervention in this subgroup is crucial for prognosis improvement; however, validated predictive tools are currently lacking.

Methods: Risk factors for intravenous immunoglobulin-responsive coronary progression were analyzed in Kawasaki disease patients meeting American Heart Association criteria. Predictors were selected via Least Absolute Shrinkage and Selection Operator and multivariable logistic regression. Internal validation used bootstrapping (1000 resamples) and five-fold cross-validation. Model performance was assessed via receiver operating characteristic curve, calibration curves, decision curve analysis, and clinical impact curves.

Results: Six predictors were identified: age (years), time interval from fever onset to intravenous immunoglobulin (days), c-reactive protein, erythrocyte sedimentation rate, albumin, and sodium. The Nomogram showed strong discrimination 0.831 (95% CI: 0.788-0.893), and the cross-validation yielded a mean C-index of 0.82. Decision curve analysis and clinical impact curves confirmed clinical utility at threshold probabilities>16%. A web-based calculator was developed for real-time predictions.

Conclusion: This study developed a validated Nomogram incorporating six pretreatment variables to predict intravenous immunoglobulin-responsive coronary progression risk in Kawasaki disease patients, providing a clinically actionable tool for early targeted intervention.

川崎病静脉免疫球蛋白反应性冠状动脉进展的Nomogram预测方法的开发与验证
背景:川崎病患儿冠状动脉病变长期以来一直是一个重要的临床问题。虽然广泛的研究集中在预测静脉注射免疫球蛋白抵抗和优化治疗策略上,但这项回顾性研究确定了一个独特的临床亚组,其特征是静脉注射免疫球蛋白反应性(定义为静脉注射免疫球蛋白治疗后36小时内持续退热无复发),但表现出冠状动脉病变的持续进展。我们将这种现象称为静脉免疫球蛋白反应性冠状动脉进展。早期干预对改善预后至关重要;然而,目前缺乏经过验证的预测工具。方法:分析符合美国心脏协会标准的川崎病患者静脉注射免疫球蛋白反应性冠状动脉进展的危险因素。通过最小绝对收缩、选择算子和多变量逻辑回归选择预测因子。内部验证使用自举(1000个样本)和五倍交叉验证。通过受试者工作特征曲线、校准曲线、决策曲线分析和临床影响曲线评估模型的性能。结果:确定了六个预测因素:年龄(岁),从发烧到静脉注射免疫球蛋白的时间间隔(天),c反应蛋白,红细胞沉降率,白蛋白和钠。Nomogram判别值为0.831 (95% CI: 0.788-0.893),交叉验证的C-index均值为0.82。决策曲线分析和临床影响曲线证实了阈值概率>16%的临床效用。一个基于网络的计算器被开发用于实时预测。结论:本研究建立了一个包含6个预处理变量的有效Nomogram预测川崎病患者静脉免疫球蛋白反应性冠状动脉进展风险,为早期靶向干预提供了临床可操作的工具。
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
Canadian Journal of Cardiology
Canadian Journal of Cardiology 医学-心血管系统
CiteScore
9.20
自引率
8.10%
发文量
546
审稿时长
32 days
期刊介绍: The Canadian Journal of Cardiology (CJC) is the official journal of the Canadian Cardiovascular Society (CCS). The CJC is a vehicle for the international dissemination of new knowledge in cardiology and cardiovascular science, particularly serving as the major venue for Canadian cardiovascular medicine.
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