Integrated fecal microbiome-metabolome signatures reflect stress and serotonin metabolism in irritable bowel syndrome

Zlatan Mujagic*, Melpomeni Kasapi, Daisy Mae Jonkers, Isabel Garcia-Perez, Lisa Vork, Zsa Zsa R M Weerts, Jose Ivan Serrano-Contreras, Alexandra Zhernakova, Alexander Kurilshikov, Jamie Scotcher, Elaine Holmes, Cisca Wijmenga, Daniel Keszthelyi, Jeremy K Nicholson, Joram M Posma, Ad Am Masclee

*Corresponding author for this work

Research output: Contribution to journalArticleAcademicpeer-review

Abstract

To gain insight into the complex microbiome-gut-brain axis in irritable bowel syndrome (IBS), several modalities of biological and clinical data must be combined. We aimed to identify profiles of fecal microbiota and metabolites associated with IBS and to delineate specific phenotypes of IBS that represent potential pathophysiological mechanisms. Fecal metabolites were measured using proton nuclear magnetic resonance (1H-NMR) spectroscopy and gut microbiome using shotgun metagenomic sequencing (MGS) in a combined dataset of 142 IBS patients and 120 healthy controls (HCs) with extensive clinical, biological and phenotype information. Data were analyzed using support vector classification and regression and kernel t-SNE. Microbiome and metabolome profiles could distinguish IBS and HC with an area-under-the-receiver-operator-curve of 77.3% and 79.5%, respectively, but this could be improved by combining microbiota and metabolites to 83.6%. No significant differences in predictive ability of the microbiome-metabolome data were observed between the three classical, stool pattern-based, IBS subtypes. However, unsupervised clustering showed distinct subsets of IBS patients based on fecal microbiome-metabolome data. These clusters could be related plasma levels of serotonin and its metabolite 5-hydroxyindoleacetate, effects of psychological stress on gastrointestinal (GI) symptoms, onset of IBS after stressful events, medical history of previous abdominal surgery, dietary caloric intake and IBS symptom duration. Furthermore, pathways in metabolic reaction networks were integrated with microbiota data, that reflect the host-microbiome interactions in IBS. The identified microbiome-metabolome signatures for IBS, associated with altered serotonin metabolism and unfavorable stress response related to GI symptoms, support the microbiota-gut-brain link in the pathogenesis of IBS.

Original languageEnglish
Article number2063016
Number of pages19
JournalGut Microbes
Volume14
Issue number1
DOIs
Publication statusPublished - 22 Apr 2022

Keywords

  • Feces/chemistry
  • Gastrointestinal Microbiome/physiology
  • Humans
  • Irritable Bowel Syndrome/metabolism
  • Metabolome
  • Microbiota
  • Serotonin/metabolism
  • gut metabolome
  • stress
  • INTESTINAL MICROBIOTA
  • gut-brain
  • STRATEGY
  • NETWORKS
  • fecal metabolome
  • IDENTIFICATION
  • microbiome
  • gut microbiota
  • serotonin
  • Irritable bowel syndrome
  • host-microbiome interaction
  • HEALTH

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