Abstract

Epigenetics plays a fundamental role in cellular development and differentiation; epigenetic mechanisms, such as DNA methylation, are involved in gene regulation and the exquisite nuance of expression changes seen in the journey from pluripotency to final differentiation. Thus, DNA methylation as a marker of cell identify has the potential to reveal new insights into cell biology. We mined publicly available DNA methylation data with a machine-learning approach to identify differentially methylated loci between different white blood cell types. We then interrogated the DNA methylation and mRNA expression of candidate loci in CD4+, CD8+, CD14+, CD19+ and CD56+ fractions from 12 additional, independent healthy individuals (6 male, 6 female). 'Classic' immune cell markers such as CD8 and CD19 showed expected methylation/expression associations fitting with established dogma that hypermethylation is associated with the repression of gene expression. We also observed large differential methylation at loci which are not established immune cell markers; some of these loci showed inverse correlations between methylation and mRNA expression (such as PARK2, DCP2). Furthermore, we validated these observations further in publicly available DNA methylation and RNA sequencing datasets. Our results highlight the value of mining publicly available data, the utility of DNA methylation as a discriminatory marker and the potential value of DNA methylation to provide additional insights into cell biology and developmental processes.

Highlights

  • Epigenetics refers to the heritable, but reversible, regulation of various genomic functions, including gene expression

  • We identified DNA methylation at 1173 CpG sites (S1 Table) which clearly differentiated specific immune cell populations using publicly available data from whole blood [16]; hierarchical clustering and t-SNE analyses provide a visual presentation and highlight that these markers

  • Pathway analyses of the genes to which these 1173 CpG sites mapped strongly supported their discriminatory nature, and, as expected, enrichment for immune cell biological function was observed: enrichment for CD56 (> 79 genes), CD4 (> 68 genes), CD8 (> 34 genes), CD14 (> 69 genes) and CD19 (> 194 genes) was observed. These results suggest that discriminatory CpG marker loci may map to genes with a hitherto unrecognised role in immune cell discrimination and/or function

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Summary

Introduction

Epigenetics refers to the heritable, but reversible, regulation of various genomic functions, including gene expression It provides mechanisms whereby an organism can dynamically respond to changes in its environment and “reset” gene expression [1]. These mechanisms play a critical role in development and cell lineage specificity [2, 3], as highlighted recently when epigenomic profiling revealed a linear differentiation model for memory T-cells [4]. One such epigenetic mechanism is DNA methylation.

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