Assessing causal links between metabolic traits, inflammation and schizophrenia: a univariable and multivariable, bidirectional Mendelian-randomization study

Int J Epidemiol. 2019 Oct 1;48(5):1505-1514. doi: 10.1093/ije/dyz176.

Abstract

Background: Blood immunoreactive biomarkers, such as C-reactive protein (CRP), and metabolic abnormalities have been associated with schizophrenia. Studies comprehensively and bidirectionally probing possible causal links between such blood constituents and liability to schizophrenia are lacking.

Methods: To disentangle putative causal links between CRP blood levels and schizophrenia in both directions, we conducted multiple univariable Mendelian-randomization (MR) analyses, ranging from fixed-effect to inverse variance-weighted (IVW), weighted-median, MR Egger and generalized summary-data-based Mendelian-randomization (GSMR) models. To prioritize metabolic risk factors for schizophrenia, a novel multivariable approach was applied: multivariable Mendelian-randomization-Bayesian model averaging (MR-BMA).

Results: All forward univariable MR analyses consistently showed that CRP has a protective effect on schizophrenia, whereas reverse MR analyses consistently suggested absent causal effects of schizophrenia liability on CRP blood levels. Using MR-BMA, as the top protective factors for schizophrenia we prioritized leucine and as the prime risk-factor triglycerides in medium very-low-density lipoprotein (VLDL). The five best-performing MR-BMA models provided one additional risk factor: triglycerides in large VLDL; and two additional protective factors: citrate and lactate.

Conclusions: Our results add to a growing body of literature hinting at metabolic changes-in particular of triglycerides-independently of medication status in schizophrenia. We also highlight the absent effects of genetic liability to schizophrenia on CRP levels.

Keywords: C-reactive protein; Mendelian randomization; blood metabolites; schizophrenia.

Publication types

  • Research Support, Non-U.S. Gov't

MeSH terms

  • Bayes Theorem
  • Biomarkers
  • C-Reactive Protein / analysis*
  • Genetic Predisposition to Disease
  • Humans
  • Inflammation / epidemiology*
  • Leucine / blood*
  • Lipids / blood*
  • Lipoproteins, VLDL / blood
  • Mendelian Randomization Analysis
  • Phenotype
  • Polymorphism, Single Nucleotide
  • Risk Factors
  • Schizophrenia / blood
  • Schizophrenia / epidemiology*
  • Schizophrenia / genetics
  • Triglycerides / blood

Substances

  • Biomarkers
  • Lipids
  • Lipoproteins, VLDL
  • Triglycerides
  • very low density lipoprotein triglyceride
  • C-Reactive Protein
  • Leucine