Novel multiple Z-score models for detection of coronary artery dilation: application in Kawasaki disease.

IF 2.8 3区 医学 Q1 PEDIATRICS
Ho-Chang Kuo, Shih-Hsin Chen, I-Fei Chen, Wen-Ing Cheng, Shih-Feng Liu, Mindy Ming-Huey Guo, Yu-Chi Lin, Yi-Hui Chen
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引用次数: 0

Abstract

Background: This study aims to develop Z-Score models to normalize measurements of three coronary arteries and enhance the diagnosis of Kawasaki disease (KD) in children from newborns to 10 years old. Developing a reliable Z-Score model is challenging, as some existing models fail the normality test. Overcoming these challenges is crucial for improving KD diagnosis.

Method: Detailed measurements of the left main coronary artery (LCA), left anterior descending coronary artery (LAD), and right coronary artery (RCA) were collected, along with patient demographics such as age, height, weight, and body surface area (BSA). Several Z-Score models, named the Kuo Z-Score models, were proposed, with separate designs for different coronary arteries and different age groups, resulting in multiple Z-Score models. The Z-Score model for the RCA employs the Box-Cox method for data transformation. Finally, we tested various age group combinations, selecting models that passed the Anderson-Darling normality test and had higher R-square values for robustness and best data fit.

Results: The study included 1180 participants free from coronary or heart diseases. The Kuo Z-Score models were optimized for LCA, LAD, and RCA across the five age groups 0-6 years, 6-7 years, 7-8 years, 8-9 years, and 9-10 years. Only the normality test for the RCA in the 7-8 year age group failed. The proposed model fitted to the normality assumption outperforming the other models.

Conclusion: The Kuo Z-Score models, applicable across a broad age range, provides robust identification of coronary artery dilatation and aneurysm in KD. The models' capability to normalize diverse data sets marks a significant advancement in KD diagnostic sensitivity, aiding in better clinical decision-making and potentially improving patient outcomes.

新型多重z评分模型检测冠状动脉扩张:在川崎病中的应用。
背景:本研究旨在建立Z-Score模型,对新生儿至10岁儿童的三条冠状动脉测量值进行标准化,以提高川崎病(Kawasaki disease, KD)的诊断。开发一个可靠的Z-Score模型是具有挑战性的,因为一些现有的模型不能通过正态性检验。克服这些挑战是提高KD诊断的关键。方法:收集左冠状动脉主干(LCA)、左冠状动脉前降支(LAD)和右冠状动脉(RCA)的详细测量数据,以及患者年龄、身高、体重、体表面积(BSA)等人口统计学数据。提出了几个Z-Score模型,命名为Kuo Z-Score模型,对不同冠状动脉和不同年龄组分别设计,形成多个Z-Score模型。RCA的Z-Score模型采用Box-Cox方法进行数据转换。最后,我们对各种年龄组组合进行了测试,选择了通过Anderson-Darling正态性检验且具有较高r方值的模型,以获得稳健性和最佳数据拟合。结果:该研究包括1180名无冠心病或心脏病的参与者。对0-6岁、6-7岁、7-8岁、8-9岁和9-10岁5个年龄组的LCA、LAD和RCA进行Kuo Z-Score模型优化。只有7 ~ 8岁年龄组RCA正常性测试不合格。该模型比其他模型更符合正态性假设。结论:Kuo Z-Score模型适用于广泛的年龄范围,可以有效地识别KD患者的冠状动脉扩张和动脉瘤。该模型标准化不同数据集的能力标志着KD诊断敏感性的重大进步,有助于更好的临床决策,并有可能改善患者的预后。
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来源期刊
Pediatric Rheumatology
Pediatric Rheumatology PEDIATRICS-RHEUMATOLOGY
CiteScore
4.10
自引率
8.00%
发文量
95
审稿时长
>12 weeks
期刊介绍: Pediatric Rheumatology is an open access, peer-reviewed, online journal encompassing all aspects of clinical and basic research related to pediatric rheumatology and allied subjects. The journal’s scope of diseases and syndromes include musculoskeletal pain syndromes, rheumatic fever and post-streptococcal syndromes, juvenile idiopathic arthritis, systemic lupus erythematosus, juvenile dermatomyositis, local and systemic scleroderma, Kawasaki disease, Henoch-Schonlein purpura and other vasculitides, sarcoidosis, inherited musculoskeletal syndromes, autoinflammatory syndromes, and others.
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