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出生时、毛细支气管炎和反复喘息时的代谢组学特征:一项为期3年的前瞻性研究。

Metabolomic Profile at Birth, Bronchiolitis and Recurrent Wheezing: A 3-Year Prospective Study.

作者信息

Carraro Silvia, Ferraro Valentina Agnese, Maretti Michela, Giordano Giuseppe, Pirillo Paola, Stocchero Matteo, Zanconato Stefania, Baraldi Eugenio

机构信息

Women's and Children's Health Department, University Hospital of Padova, 35128 Padova, Italy.

Institute of Pediatric Research (IRP), Fondazione Istituto di Ricerca Pediatrica Città della Speranza, 35128 Padova, Italy.

出版信息

Metabolites. 2021 Nov 30;11(12):825. doi: 10.3390/metabo11120825.

Abstract

There is growing interest for studying how early-life influences the development of respiratory diseases. Our aim was to apply metabolomic analysis to urine collected at birth, to evaluate whether there is any early metabolic signatures capable to distinguish children who will develop acute bronchiolitis and/or recurrent wheezing. Urine was collected at birth in healthy term newborns. Children were followed up to the age of 3 years and evaluated for the development of acute bronchiolitis and recurrent wheezing (≥3 episodes). Urine were analyzed through a liquid-chromatography mass-spectrometry based untargeted approach. Metabolomic data were investigated applying univariate and multivariate techniques. 205 children were included: 35 had bronchiolitis, 11 of whom had recurrent wheezing. Moreover, 13 children had recurrent wheezing not preceded by bronchiolitis. Multivariate data analysis didn't lead to reliable classification models capable to distinguish children with and without bronchiolitis or with recurrent wheezing preceded by bronchiolitis neither by PLS for classification (PLS2C) nor by Random Forest (RF). However, a reliable signature was discovered to distinguish children who later develop recurrent wheezing not preceded by bronchiolitis, from those who do not (MCCoob = 0.45 for PLS2C and MCCoob = 0.48 for RF). In this unselected birth cohort, a well-established untargeted metabolomic approach found no biochemical-metabolic dysregulation at birth associated with the subsequent development of acute bronchiolitis or recurrent wheezing post-bronchiolitis, not supporting the hypothesis of an underlying predisposing background. On the other hand, a metabolic signature was discovered that characterizes children who develop wheezing not preceded by bronchiolitis.

摘要

对于研究早期生活如何影响呼吸系统疾病的发展,人们的兴趣日益浓厚。我们的目的是对出生时采集的尿液进行代谢组学分析,以评估是否存在任何早期代谢特征能够区分将患急性细支气管炎和/或反复喘息的儿童。在健康足月儿出生时采集尿液。对儿童进行随访至3岁,并评估急性细支气管炎和反复喘息(≥3次发作)的发生情况。通过基于液相色谱-质谱的非靶向方法分析尿液。应用单变量和多变量技术研究代谢组学数据。纳入了205名儿童:35名患有细支气管炎,其中11名有反复喘息。此外,13名儿童有反复喘息但无细支气管炎病史。多变量数据分析未得出可靠的分类模型,无论是通过用于分类的偏最小二乘法(PLS2C)还是随机森林(RF),都无法区分患有和未患有细支气管炎或有细支气管炎病史的反复喘息儿童。然而,发现了一个可靠的特征,可区分后来出现无细支气管炎病史的反复喘息儿童和未出现这种情况的儿童(PLS2C的MCCoob = 0.45,RF的MCCoob = 0.48)。在这个未经过筛选的出生队列中,一种成熟的非靶向代谢组学方法未发现出生时存在与随后急性细支气管炎或细支气管炎后反复喘息发展相关的生化代谢失调,不支持存在潜在易患背景的假设。另一方面,发现了一种代谢特征,可表征那些出现无细支气管炎病史的喘息儿童。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/ade0/8706329/016e183c8428/metabolites-11-00825-g001.jpg

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