4.8 Article

Influence of the microbiome, diet and genetics on inter-individual variation in the human plasma metabolome

Journal

NATURE MEDICINE
Volume 28, Issue 11, Pages 2333-+

Publisher

NATURE PORTFOLIO
DOI: 10.1038/s41591-022-02014-8

Keywords

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Funding

  1. Netherlands Heart Foundation (IN-CONTROL CVON grants) [2012-03, 2018-27]
  2. Netherlands Organization for Scientific Research (NWO) [024.004.017, 864.13.013, VI.C.202.022, 194.006, SPI 92-266]
  3. European Research Council (ERC) [2012-322698, 2019-833247, 101001678, 715772]
  4. ZONMW MENORABEL Grant [733050814]
  5. RuG Investment Agenda grant Personalized Health
  6. Noaber Foundation
  7. Netherlands Organ-on-Chip Initiative-an NWO Gravitation project - Ministry of Education, Culture and Science of the government of the Netherlands [024.003.001]
  8. Natural Science Foundation of China [32270077]
  9. De Cock-Hadders Foundation [20:20-13]
  10. Natural Science Foundation of Jiangsu [BK20220709]
  11. NJMU starting grant [303073572NC21]
  12. China Scholarship Council [CSC201904910478]
  13. Seerave Foundation
  14. Dutch Digestive Foundation [16-14]

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The study analyzed a large number of individuals to reveal the influence of an individual's genetics, diet, and gut microbiome on their plasma metabolome, and used Mendelian randomization and mediation analyses to unveil causal relationships between them.
The levels of the thousands of metabolites in the human plasma metabolome are strongly influenced by an individual's genetics and the composition of their diet and gut microbiome. Here, by assessing 1,183 plasma metabolites in 1,368 extensively phenotyped individuals from the Lifelines DEEP and Genome of the Netherlands cohorts, we quantified the proportion of inter-individual variation in the plasma metabolome explained by different factors, characterizing 610, 85 and 38 metabolites as dominantly associated with diet, the gut microbiome and genetics, respectively. Moreover, a diet quality score derived from metabolite levels was significantly associated with diet quality, as assessed by a detailed food frequency questionnaire. Through Mendelian randomization and mediation analyses, we revealed putative causal relationships between diet, the gut microbiome and metabolites. For example, Mendelian randomization analyses support a potential causal effect of Eubacterium rectale in decreasing plasma levels of hydrogen sulfite-a toxin that affects cardiovascular function. Lastly, based on analysis of the plasma metabolome of 311 individuals at two time points separated by 4 years, we observed a positive correlation between the stability of metabolite levels and the amount of variance in the levels of that metabolite that could be explained in our analysis. Altogether, characterization of factors that explain inter-individual variation in the plasma metabolome can help design approaches for modulating diet or the gut microbiome to shape a healthy metabolome. The influence of an individual's genetics, diet and gut microbiome on their plasma metabolome was studied in 1,368 individuals and Mendelian randomization and mediation analyses were used to unveil causal relationships between diet, the gut microbiome and the metabolome.

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