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来自ELEMENT队列的基因特异性DNA甲基化和非靶向代谢组学数据的综合分析

Integrative Analysis of Gene-Specific DNA Methylation and Untargeted Metabolomics Data from the ELEMENT Cohort.

作者信息

Goodrich Jaclyn M, Hector Emily C, Tang Lu, LaBarre Jennifer L, Dolinoy Dana C, Mercado-Garcia Adriana, Cantoral Alejandra, Song Peter Xk, Téllez-Rojo Martha Maria, Peterson Karen E

机构信息

Deptartment of Environmental Health Sciences, University of Michigan, Ann Arbor, MI, USA.

Deptartment of Biostatistics, University of Michigan, Ann Arbor, MI, USA.

出版信息

Epigenet Insights. 2020 Dec 10;13:2516865720977888. doi: 10.1177/2516865720977888. eCollection 2020.

Abstract

Epigenetic modifications, such as DNA methylation, influence gene expression and cardiometabolic phenotypes that are manifest in developmental periods in later life, including adolescence. Untargeted metabolomics analysis provide a comprehensive snapshot of physiological processes and metabolism and have been related to DNA methylation in adults, offering insights into the regulatory networks that influence cellular processes. We analyzed the cross-sectional correlation of blood leukocyte DNA methylation with 3758 serum metabolite features (574 of which are identifiable) in 238 children (ages 8-14 years) from the Early Life Exposures in Mexico to Environmental Toxicants (ELEMENT) study. Associations between these features and percent DNA methylation in adolescent blood leukocytes at LINE-1 repetitive elements and genes that regulate early life growth () were assessed by mixed effects models, adjusting for sex, age, and puberty status. After false discovery rate correction (FDR < 0.05), 76 metabolites were significantly associated with LINE-1 DNA methylation, 27 with , 103 with , and 4 with . The ten identifiable metabolites included dicarboxylic fatty acids (five associated with LINE-1 or methylation at < 0.05) and 1-octadecanoyl-rac-glycerol ( < 0.0001 for association with and = 0.04 for association with LINE-1). We then assessed the association between these ten known metabolites and adiposity 3 years later. Two metabolites, dicarboxylic fatty acid 17:3 and 5-oxo-7-octenoic acid, were inversely associated with measures of adiposity ( < .05) assessed approximately 3 years later in adolescence. In stratified analyses, sex-specific and puberty-stage specific (Tanner stage = 2 to 5 vs Tanner stage = 1) associations were observed. Most notably, hundreds of statistically significant associations were observed between and LINE-1 DNA methylation and metabolites among children who had initiated puberty. Understanding relationships between subclinical molecular biomarkers (DNA methylation and metabolites) may increase our understanding of genes and biological pathways contributing to metabolic changes that underlie the development of adiposity during adolescence.

摘要

表观遗传修饰,如DNA甲基化,会影响基因表达以及在包括青春期在内的生命后期发育阶段中显现的心脏代谢表型。非靶向代谢组学分析提供了生理过程和代谢的全面概况,并且已发现其与成年人的DNA甲基化有关,有助于深入了解影响细胞过程的调控网络。我们在墨西哥早期生活暴露于环境毒物(ELEMENT)研究中的238名儿童(8至14岁)中分析了血液白细胞DNA甲基化与3758种血清代谢物特征(其中574种可识别)之间的横断面相关性。通过混合效应模型评估这些特征与青少年血液白细胞中LINE-1重复元件和调节早期生命生长的基因处的DNA甲基化百分比之间的关联,并对性别、年龄和青春期状态进行了校正。在错误发现率校正后(FDR < 0.05),76种代谢物与LINE-1 DNA甲基化显著相关,27种与相关,103种与相关,4种与相关。十种可识别的代谢物包括二羧酸脂肪酸(五种与LINE-1或甲基化相关,P < 0.05)和1-十八烷酰-外消旋甘油(与相关的P < 0.0001,与LINE-1相关的P = 0.04)。然后我们评估了这十种已知代谢物与三年后的肥胖之间的关联。两种代谢物,二羧酸脂肪酸17:3和5-氧代-7-辛烯酸,与大约三年后青春期评估的肥胖指标呈负相关(P < 0.05)。在分层分析中,观察到了性别特异性和青春期阶段特异性(坦纳阶段 = 2至5与坦纳阶段 = 1)的关联。最值得注意的是,在已进入青春期的儿童中,观察到数百种与和LINE-1 DNA甲基化及代谢物之间具有统计学意义的关联。了解亚临床分子生物标志物(DNA甲基化和代谢物)之间的关系可能会增进我们对导致青春期肥胖发展的代谢变化的基因和生物途径的理解。

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