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Massachusetts Institute of Technology

Biological and medical implications of discordance in CpG methylation

Abstract

dc:description.abstract

DNA methylation is an important epigenetic mark that is linked to the regulation of gene expression. It is a critical part of controlling cellular identity and is essential for normal development. DNA methylation is generally studied by comparing methylation levels at individual cytosines or computing region-level averages to identify differential methylation. Here we extended this classic viewpoint by capitalizing on a unique feature of next-generation sequencing, which provides the methylation status of CpGs that are located on the same sequencing read and hence originate from the same DNA molecule. When comparing methylation states of CpGs on the same read, we observed different levels of discordant methylation, defined as molecules where the methylation of neighboring cytosines are not correlated. We quantified the proportion of discordantly methylated reads (PDR) in normal and cancer samples, and found that global PDR levels were elevated in cancer, suggesting widespread epigenetic deregulation. While we have not yet established the mechanistic contribution of this feature, we find that discordant methylation is linked to higher genetic diversity, greater cell-to-cell transcriptional heterogeneity, and adverse clinical outcome in chronic lymphocytic leukemia (CLL). Our analytic approach introduces a novel perspective on utilizing epigenomic sequencing data, which we anticipate will be a valuable tool in understanding the regulation of DNA methylation and its contribution to cellular identity.

Degree

thesis:*
Department dc:contributor.department
Harvard--MIT Program in Health Sciences and Technology.
Grantor dc:publisher
Massachusetts Institute of Technology
Year dc:date.issued
2017

Author and committee

dc:creator, dc:contributor.*
Author dc:creator
  • Clement, Mark Kendell
Advisor dc:contributor.advisor
  • Alexander Meissner.

Subjects

dc:subject × 1

Rights

dc:rights
Statement dc:rights
  • MIT theses are protected by copyright. They may be viewed, downloaded, or printed from this source but further reproduction or distribution in any format is prohibited without written permission.
Language dc:language.iso
eng

Identifiers

dc:identifier.*
Handle dc:identifier.uri
http://hdl.handle.net/1721.1/108956
OAI identifier oai:identifier
oai:dspace.mit.edu:1721.1/108956

Chain of custody

source
Harvested from
MIT
Base URL
dspace.mit.edu/oai/request
Last updated
2026-07-22
Source record
OAI-PMH GetRecord
citation

Clement, Mark Kendell. Biological and medical implications of discordance in CpG methylation. Massachusetts Institute of Technology, 2017. http://hdl.handle.net/1721.1/108956