Associations between dietary patterns and gene expression pattern in peripheral blood mononuclear cells: A cross-sectional study

Nutr Metab Cardiovasc Dis. 2020 Oct 30;30(11):2111-2122. doi: 10.1016/j.numecd.2020.06.018. Epub 2020 Jul 3.

Abstract

Background and aims: Diet may alter gene expression in immune cells involved in atherosclerotic cardiovascular disease susceptibility. However, we still lack a robust understanding of the association between diet and immune cell-related gene expression in humans. Therefore, we examined associations between dietary patterns (DPs) and gene expression profiles in peripheral blood mononuclear cells (PBMCs) in a population of healthy, Norwegian adults (n = 130 women and 105 men).

Methods and results: We used factor analysis to define a posteriori DPs from food frequency questionnaire-based dietary assessment data. In addition, we derived interpretable features from microarray-based gene expression data (13 967 transcripts) using two algorithms: CIBERSORT for estimation of cell subtype proportions, and weighted gene co-expression network analysis (WGCNA) for cluster discovery. Finally, we associated DPs with either CIBERSORT-predicted PBMC leukocyte distribution or WGCNA gene clusters using linear regression models. We detected three DPs that broadly reflected Western, Vegetarian, and Low carbohydrate diets. CIBERSORT-predicted percentage of monocytes associated negatively with the Vegetarian DP. For women, the Vegetarian DP associated with a large gene cluster consisting of 600 genes mainly involved in regulation of DNA transcription, whereas for men, the Western DP inversely associated with a smaller cluster of 36 genes mainly involved in regulation of metabolic and inflammatory processes. A subsequent protein-protein interaction network analysis suggested that genes within these clusters might physically interact in biological networks.

Conclusions: Although the present findings are exploratory, our analysis pipeline serves as a useful framework for studying the association between diet and gene expression.

Keywords: CIBERSORT; Dietary patterns; Gene expression; Microarray; Monocytes; PBMC; WGCNA.

Publication types

  • Comparative Study
  • Observational Study
  • Research Support, Non-U.S. Gov't

MeSH terms

  • Adult
  • Aged
  • Cluster Analysis
  • Cross-Sectional Studies
  • Diet*
  • Diet, Carbohydrate-Restricted
  • Diet, Vegetarian
  • Diet, Western
  • Feeding Behavior*
  • Female
  • Gene Expression Profiling
  • Gene Expression Regulation
  • Gene-Environment Interaction*
  • Humans
  • Leukocytes, Mononuclear / metabolism*
  • Male
  • Middle Aged
  • Norway
  • Oligonucleotide Array Sequence Analysis
  • Randomized Controlled Trials as Topic
  • Transcriptome*
  • Young Adult