Gender-specific pathway differences in the human serum metabolome

  • Jan Krumsiek
  • , Kirstin Mittelstrass
  • , Kieu Trinh Do
  • , Ferdinand Stückler
  • , Janina Ried
  • , Jerzy Adamski
  • , Annette Peters
  • , Thomas Illig
  • , Florian Kronenberg
  • , Nele Friedrich
  • , Matthias Nauck
  • , Maik Pietzner
  • , Dennis O. Mook-Kanamori
  • , Karsten Suhre
  • , Christian Gieger
  • , Harald Grallert
  • , Fabian J. Theis
  • , Gabi Kastenmüller

Research output: Contribution to journalArticlepeer-review

243 Scopus citations

Abstract

The susceptibility for various diseases as well as the response to treatments differ considerably between men and women. As a basis for a gender-specific personalized healthcare, an extensive characterization of the molecular differences between the two genders is required. In the present study, we conducted a large-scale metabolomics analysis of 507 metabolic markers measured in serum of 1756 participants from the German KORA F4 study (903 females and 853 males). One-third of the metabolites show significant differences between males and females. A pathway analysis revealed strong differences in steroid metabolism, fatty acids and further lipids, a large fraction of amino acids, oxidative phosphorylation, purine metabolism and gamma-glutamyl dipeptides. We then extended this analysis by a network-based clustering approach. Metabolite interactions were estimated using Gaussian graphical models to get an unbiased, fully data-driven metabolic network representation. This approach is not limited to possibly arbitrary pathway boundaries and can even include poorly or uncharacterized metabolites. The network analysis revealed several strongly gender-regulated submodules across different pathways. Finally, a gender-stratified genome-wide association study was performed to determine whether the observed gender differences are caused by dimorphisms in the effects of genetic polymorphisms on the metabolome. With only a single genome-wide significant hit, our results suggest that this scenario is not the case. In summary, we report an extensive characterization and interpretation of gender-specific differences of the human serum metabolome, providing a broad basis for future analyses.

Original languageEnglish
Pages (from-to)1815-1833
Number of pages19
JournalMetabolomics
Volume11
Issue number6
DOIs
StatePublished - 1 Dec 2015

Keywords

  • Epidemiology
  • Gender differences
  • Metabolic networks
  • Metabolomics
  • Systems biology

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