Network analysis reveals protein modules associated with childhood respiratory diseases

IF 11.2 1区 医学 Q1 ALLERGY Journal of Allergy and Clinical Immunology Pub Date : 2025-07-01 DOI:10.1016/j.jaci.2025.02.030
Nicole Prince PhD , Sofina Begum PhD , Kevin M. Mendez MS , Lourdes G. Ramirez MD , Yulu Chen PhD , Qingwen Chen MS , Su H. Chu PhD , Priyadarshini Kachroo PhD , Ofer Levy MD, PhD , Joann Diray-Arce PhD , Paolo Palma MD, PhD , Augusto A. Litonjua MD, MPH , Scott T. Weiss MD, MS , Rachel S. Kelly PhD, MPH , Jessica A. Lasky-Su ScD
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Abstract

Background

The first year of life represents a dynamic immune development period that impacts the risk of developing respiratory-related diseases, including asthma, recurrent infections, and eczema. However, the role of immune-mediating proteins in childhood respiratory diseases is not well characterized in early life.

Objective

The objective of this study was to investigate relationships between protein profiles at age 1 year and respiratory-related diseases by age 6 years, including asthma, recurrent wheeze, respiratory infections, and eczema.

Methods

We applied weighted gene correlation network analysis to derive modules of highly correlated proteins during early life immune development using plasma samples collected from children at age 1 year (n = 294) in the Vitamin D Antenatal Asthma Reduction Trial. Using regression analysis, we evaluated relationships between protein modules at age 1 and respiratory-related diseases by age 6. We integrated protein modules with additional omics and social, demographic, and environmental data for further characterization.

Results

Our analysis identified 4 protein modules at age 1 year associated with incidence of childhood asthma and/or recurrent wheeze (adjusted Ps = .02 to .03), respiratory infections (adjusted Ps = 6.3 × 10−9 to 2.9 × 10−6), and eczema (adjusted P = .01) by age 6 years; associations between modules and clinical outcomes were temporally sensitive and were not recapitulated using protein profiles at age 6 years. Age 1 modules were associated with environmental factors (adjusted Ps = 2.8 × 10−10 to .03) and alterations in metabolomic pathways (adjusted Ps = 2.8 × 10−6 to .04). No genome-wide single nucleotide polymorphisms were identified for any protein module.

Conclusion

These findings suggested that protein profiles at age 1 year predicted development of respiratory-related diseases by age 6. Applying network approaches to study protein profiles may represent a new strategy to identify children susceptible to respiratory-related diseases in the first year of life.
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网络分析揭示与儿童呼吸道疾病相关的蛋白质模块
背景:生命的第一年是一个动态的免疫发育时期,影响发生呼吸相关疾病的风险,包括哮喘、复发性感染和湿疹。然而,免疫介导蛋白在儿童呼吸道疾病中的作用在生命早期并没有很好地表征。方法:我们应用加权基因相关网络分析(WGCNA),从维生素D产前哮喘减少试验(VDAART)中收集的1岁儿童(N=294)血浆样本中获得生命早期免疫发育过程中高度相关蛋白的模块。使用回归分析,我们评估了1岁时蛋白质模块与6岁时呼吸相关疾病之间的关系。我们将蛋白质模块与额外的组学和社会、人口统计学和环境数据相结合,以进一步表征。结果:我们的分析确定了4个蛋白质模块在1岁时与儿童哮喘和/或复发性喘息(Padj范围:0.02-0.03)、呼吸道感染(Padj范围:6.3x10-9-2.9x10-6)和湿疹(Padj=0.01)的发病率相关;模块和临床结果之间的关联在时间上是敏感的,不能用6岁时的蛋白质谱来概括。1岁模块与环境因素(Padj范围:2.8x10-10-0.03)和代谢组学途径的改变(Padj范围:2.8x10-6-0.04)相关。没有发现任何蛋白质模块的全基因组snp。结论:这些发现表明,早在1岁时的蛋白质谱可以预测6岁时呼吸相关疾病的发展。在未来,应用网络方法来研究蛋白质谱可能代表一种新的策略,以确定在生命的第一年易患呼吸相关疾病的儿童。
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来源期刊
CiteScore
25.90
自引率
7.70%
发文量
1302
审稿时长
38 days
期刊介绍: The Journal of Allergy and Clinical Immunology is a prestigious publication that features groundbreaking research in the fields of Allergy, Asthma, and Immunology. This influential journal publishes high-impact research papers that explore various topics, including asthma, food allergy, allergic rhinitis, atopic dermatitis, primary immune deficiencies, occupational and environmental allergy, and other allergic and immunologic diseases. The articles not only report on clinical trials and mechanistic studies but also provide insights into novel therapies, underlying mechanisms, and important discoveries that contribute to our understanding of these diseases. By sharing this valuable information, the journal aims to enhance the diagnosis and management of patients in the future.
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