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April 13, 2018PLoS ONE34 citationsOpen Access

A genome-wide association study of red-blood cell fatty acids and ratios incorporating dietary covariates: Framingham Heart Study Offspring Cohort

AKAnya KalsbeekJVJenna VeenstraJWJason Westra

Key Result

A genome-wide association study identified four novel and nine previously known genetic loci associated with red blood cell fatty acid levels and ratios after adjusting for dietary covariates.

Study Design

Type

Cohort (n=2,374)

Structured PICO

P
Population
2,374 individuals from the Framingham Heart Study Offspring Cohort who attended Examination 8 between 2005 and 2008, mean age 66.36 years, 45.33% male.
O
Outcome
Genetic variants associated with 22 red blood cell fatty acids and 15 fatty acid ratios after adjusting for dietary covariatessurrogate

Adjusting for dietary covariates in a genome-wide association study of red blood cell fatty acids identified four novel genetic loci, highlighting the complex genetic architecture of circulating fatty acid levels.

Limitations

  • Limited statistical power due to sample size
  • Complex correlation structure between fatty acids was not explicitly modeled
  • Use of self-reported dietary information via food frequency questionnaire
  • Inability to determine causality from association
  • Substantial variability in measurements provided by self-reported dietary intake via food-frequency questionnaire
  • Focus on common variants (vs. rare)
  • Focus on linear relationships (vs. non-linear) between genetic variations and FA-levels
  • Lack of consideration of gene-environment or gene-gene interactions

Abstract

Recent analyses have suggested a strong heritable component to circulating fatty acid (FA) levels; however, only a limited number of genes have been identified which associate with FA levels. In order to expand upon a previous genome wide association study done on participants in the Framingham Heart Study Offspring Cohort and FA levels, we used data from 2,400 of these individuals for whom red blood cell FA profiles, dietary information and genotypes are available, and then conducted a genome-wide evaluation of potential genetic variants associated with 22 FAs and 15 FA ratios, after adjusting for relevant dietary covariates. Our analysis found nine previously identified loci associated with FA levels (FADS, ELOVL2, PCOLCE2, LPCAT3, AGPAT4, NTAN1/PDXDC1, PKD2L1, HBS1L/MYB and RAB3GAP1/MCM6), while identifying four novel loci. The latter include an association between variants in CALN1 (Chromosome 7) and eicosapentaenoic acid (EPA), DHRS4L2 (Chromosome 14) and a FA ratio measuring delta-9-desaturase activity, as well as two loci associated with less well understood proteins. Thus, the inclusion of dietary covariates had a modest impact, helping to uncover four additional loci. While genome-wide association studies continue to uncover additional genes associated with circulating FA levels, much of the heritable risk is yet to be explained, suggesting the potential role of rare genetic variation, epistasis and gene-environment interactions on FA levels as well. Further studies are needed to continue to understand the complex genetic picture of FA metabolism and synthesis.

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Cite This Study

Kalsbeek et al. (2018) conducted a cohort in Fatty acid levels (n=2,374). Genetic variants (SNPs) was evaluated on Association between genetic variants and 22 red blood cell fatty acids and 15 fatty acid ratios after adjusting for dietary covariates. A genome-wide association study identified four novel and nine previously known genetic loci associated with red blood cell fatty acid levels and ratios after adjusting for dietary covariates.

synapsesocial.com/papers/6a16e73b7cba52b0f77bb2d6https://doi.org/10.1371/journal.pone.0194882
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