Mediation-adjusted multivariable Mendelian randomisation study identified novel metabolites related to mental health

  • Background: From the pathway perspective, metabolites have the potential to improve knowledge about the aetiology of psychiatric diseases. Previous studies suggested a link between specific blood metabolites and mental disorders, but some Mendelian randomisation (MR) studies in particular are insufficient for various reasons. Objective: This study focused on bias assessment due to interdependencies between metabolites and psychiatric mediation effects. Methods: In a multistep framework containing network and multivariable MR, direct effects of 21 mutually adjusted metabolites on 8 psychiatric disorders were estimated based on summary statistics of genome-wide association studies from multiple resources. Robust inverse-variance weighted models were used in primary analyses. Several sensitivity analyses were performed to assess different patterns of pleiotropy and weak instrument bias. Estimates for the same phenotypes from different resources were pooled using fixed effectBackground: From the pathway perspective, metabolites have the potential to improve knowledge about the aetiology of psychiatric diseases. Previous studies suggested a link between specific blood metabolites and mental disorders, but some Mendelian randomisation (MR) studies in particular are insufficient for various reasons. Objective: This study focused on bias assessment due to interdependencies between metabolites and psychiatric mediation effects. Methods: In a multistep framework containing network and multivariable MR, direct effects of 21 mutually adjusted metabolites on 8 psychiatric disorders were estimated based on summary statistics of genome-wide association studies from multiple resources. Robust inverse-variance weighted models were used in primary analyses. Several sensitivity analyses were performed to assess different patterns of pleiotropy and weak instrument bias. Estimates for the same phenotypes from different resources were pooled using fixed effect meta-analysis models. Findings: After adjusting for mediation effects, genetically predicted metabolite levels of six metabolites of lipid, amino acid and cofactors pathways were directly associated with overall six mental disorders (attention-deficit/hyperactivity disorder, bipolar disorder, anorexia nervosa, depression, post-traumatic stress disorder and schizophrenia). Point estimates ranged from −0.45 (95% CI −0.67; −0.24, p=1.0×104) to 1.78 (95% CI 0.85; 2.71, p=0.006). No associations were found with anxiety and suicide attempt. Conclusions: This study provides insights into new metabolic pathways that seems to be causally related to certain mental disorders.show moreshow less

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Metadaten
Author:Dennis FreuerORCiDGND, Christa MeisingerGND
URN:urn:nbn:de:bvb:384-opus4-1158922
Frontdoor URLhttps://opus.bibliothek.uni-augsburg.de/opus4/115892
ISSN:2755-9734OPAC
Parent Title (English):BMJ Mental Health
Publisher:BMJ
Place of publication:London
Type:Article
Language:English
Year of first Publication:2024
Publishing Institution:Universität Augsburg
Release Date:2024/10/16
Volume:27
Issue:1
First Page:e301230
DOI:https://doi.org/10.1136/bmjment-2024-301230
Institutes:Medizinische Fakultät
Medizinische Fakultät / Universitätsklinikum
Medizinische Fakultät / Lehrstuhl für Epidemiologie
Dewey Decimal Classification:6 Technik, Medizin, angewandte Wissenschaften / 61 Medizin und Gesundheit / 610 Medizin und Gesundheit
Licence (German):CC-BY-NC 4.0: Creative Commons: Namensnennung - Nicht kommerziell (mit Print on Demand)