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首页> 外文期刊>Epigenetics: official journal of the DNA Methylation Society >Cell type specific DNA methylation in cord blood: A 450K-reference data set and cell count-based validation of estimated cell type composition
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Cell type specific DNA methylation in cord blood: A 450K-reference data set and cell count-based validation of estimated cell type composition

机译:脐带血中细胞类型特异性DNA甲基化:450K参考数据集和基于细胞计数的估计细胞类型组成的验证

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摘要

Epigenome-wide association studies of prenatal exposure to different environmental factors are becoming increasingly common. These studies are usually performed in umbilical cord blood. Since blood comprises multiple cell types with specific DNA methylation patterns, confounding caused by cellular heterogeneity is a major concern. This can be adjusted for using reference data consisting of DNA methylation signatures in cell types isolated from blood. However, the most commonly used reference data set is based on blood samples from adult males and is not representative of the cell type composition in neonatal cord blood. The aim of this study was to generate a reference data set from cord blood to enable correct adjustment of the cell type composition in samples collected at birth. The purity of the isolated cell types was very high for all samples (>97.1%), and clustering analyses showed distinct grouping of the cell types according to hematopoietic lineage. We explored whether this cord blood and the adult peripheral blood reference data sets impact the estimation of cell type composition in cord blood samples from an independent birth cohort (MoBa, n = 1092). This revealed significant differences for all cell types. Importantly, comparison of the cell type estimates against matched cell counts both in the cord blood reference samples (n = 11) and in another independent birth cohort (Generation R, n = 195), demonstrated moderate to high correlation of the data. This is the first cord blood reference data set with a comprehensive examination of the downstream application of the data through validation of estimated cell types against matched cell counts.
机译:涉及不同环境因素的产前暴露的表观基因组关联研究正变得越来越普遍。这些研究通常在脐带血中进行。由于血液包括具有特定DNA甲基化模式的多种细胞类型,因此由细胞异质性引起的混淆是一个主要问题。可以使用从血液中分离出的细胞类型中由DNA甲基化标记组成的参考数据进行调整。但是,最常用的参考数据集是基于成年男性的血液样本,并不代表新生儿脐带血中的细胞类型组成。这项研究的目的是从脐带血中生成参考数据集,以正确调整出生时收集的样本中的细胞类型组成。对于所有样品,分离的细胞类型的纯度都很高(> 97.1%),并且聚类分析表明,根据造血谱系,细胞类型具有明显的分组。我们探讨了这种脐带血和成人外周血参考数据集是否会影响来自独立出生队列(MoBa,n = 1092)的脐带血样本中细胞类型组成的估计。这揭示了所有细胞类型的显着差异。重要的是,在脐带血参考样本(n = 11)和另一个独立的出生队列(Generation R,n = 195)中,将细胞类型估计值与匹配的细胞计数进行比较,证明数据具有中度至高度相关性。这是第一个脐带血参考数据集,通过对照匹配的细胞计数验证估计的细胞类型,全面检查了数据的下游应用。

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