A genome-wide methylation study on obesity: Differential variability and differential methylation

Xiaojing Xu, Shaoyong Su, Vernon A. Barnes, Carmen De Miguel, Jennifer Pollock, Dennis Ownby, Huidong Shi, Haidong Zhu, Harold Snieder, Xiaoling Wang

Research output: Contribution to journalArticlepeer-review

155 Scopus citations


Besides differential methylation, DNA methylation variation has recently been proposed and demonstrated to be a potential contributing factor to cancer risk. Here we aim to examine whether differential variability in methylation is also an important feature of obesity, a typical non-malignant common complex disease. We analyzed genome-wide methylation profiles of over 470,000 CpGs in peripheral blood samples from 48 obese and 48 lean African-American youth aged 14-20 year old. A substantial number of differentially variable CpG sites (DVCs), using statistics based on variances, as well as a substantial number of differentially methylated CpG sites (DMCs), using statistics based on means, were identified. Similar to the findings in cancers, DVCs generally exhibited an outlier structure and were more variable in cases than in controls. By randomly splitting the current sample into a discovery and validation set, we observed that both the DVCs and DMCs identified from the first set could independently predict obesity status in the second set. Furthermore, both the genes harboring DMCs and the genes harboring DVCs showed significant enrichment of genes identified by genome-wide association studies on obesity and related diseases, such as hypertension, dyslipidemia, type 2 diabetes and certain types of cancers, supporting their roles in the etiology and pathogenesis of obesity. We generalized the recent finding on methylation variability in cancer research to obesity and demonstrated that differential variability is also an important feature of obesity-related methylation changes. Future studies on the epigenetics of obesity will benefit from both statistics based on means and statistics based on variances.

Original languageEnglish (US)
Pages (from-to)522-533
Number of pages12
Issue number5
StatePublished - May 2013


  • Blacks
  • Epigenome-wide association study (EWAS)
  • Genome-wide association study (GWAS)
  • Methylation variation
  • Obesity

ASJC Scopus subject areas

  • Molecular Biology
  • Cancer Research


Dive into the research topics of 'A genome-wide methylation study on obesity: Differential variability and differential methylation'. Together they form a unique fingerprint.

Cite this