Examining the association between the FTO gene and neuroticism reveals indirect effects on subjective well-being and problematic alcohol use

Abstract

Associations between the fat mass and obesity-associated (FTO) gene and obesity are well-established. However, recent studies have linked FTO to addiction phenotypes and dopaminergic signaling, thus suggesting broader psychiatric implications. We explored this assumption by conducting a phenome-wide association study (PheWAS) across 4,756 genome-wide association studies (GWASs), identifying 26 psychiatric traits associated with FTO at the multiple-corrected significance level. These traits clustered into four categories: substance use, chronotype/sleep, well-being, and neuroticism. To validate these findings, we analyzed a functionally suggestive FTO variant (rs1421085) in a separate cohort, examining its impact on (i) alcohol use based on the Alcohol Use Disorders Identification Test (AUDIT), (ii) subjective well-being based on the WHO (Ten) Well-Being Index, and (iii) neuroticism based on Schafer's Five Factor Model (FFM) or the Karolinska Scales of Personality (KSP). Our results confirmed a direct association between rs1421085 and neuroticism that was independent of age, sex, alcohol use, body mass index (BMI), and childhood adversities. Interestingly, while no direct association with alcohol intake was observed, both cross-sectional and lagged longitudinal mediation analyses uncovered indirect relationships between rs1421085 and problematic alcohol use (AUDIT-P), with increased neuroticism acting as the intermediary. Mediation analyses also supported an indirect effect of rs1421085 on lower well-being through the pathways of increased neuroticism and BMI. Our study is the first to validate a direct association between FTO and neuroticism. However, additional studies are warranted to affirm the causal pathways linking FTO to well-being and alcohol use through neuroticism.

Competing Interest Statement

The authors have declared no competing interest.

Funding Statement

This study was funded by the Royal Physiographic Society in Lund (42797, 2022; P.A.M.), the Ake Wiberg Foundation (M21-0092, 2021 and M22-0059, 2022; P.A.M.), the Magnus Bergvall Foundation (2021-04173, 2021 and 2022-038, 2022; P.A.M.), the Sigurd and Elsa Golje Memorial Foundation (LA2021-0124, 2021 and LA2022-0139; P.A.M.), the Swedish Brain Foundation (FO2023-0167; P.A.M. and 2023-0335; C.L.), the Karolinska Institutet Research Grants (2022-01667, 2022; P.A.M.), the regional agreement on medical training and clinical research (ALF) between Stockholm County Council and Karolinska Institutet Stockholm County Council (RS2021-0855, SLL20190589; C.L.), and the Swedish Research Council (2023-02253; P.A.M., and 2022-1188; C.L.).

Author Declarations

I confirm all relevant ethical guidelines have been followed, and any necessary IRB and/or ethics committee approvals have been obtained.

Yes

The details of the IRB/oversight body that provided approval or exemption for the research described are given below:

Ethics committee of the Karolinska Institutet gave ethical approval for this work

I confirm that all necessary patient/participant consent has been obtained and the appropriate institutional forms have been archived, and that any patient/participant/sample identifiers included were not known to anyone (e.g., hospital staff, patients or participants themselves) outside the research group so cannot be used to identify individuals.

Yes

I understand that all clinical trials and any other prospective interventional studies must be registered with an ICMJE-approved registry, such as ClinicalTrials.gov. I confirm that any such study reported in the manuscript has been registered and the trial registration ID is provided (note: if posting a prospective study registered retrospectively, please provide a statement in the trial ID field explaining why the study was not registered in advance).

Yes

I have followed all appropriate research reporting guidelines, such as any relevant EQUATOR Network research reporting checklist(s) and other pertinent material, if applicable.

Yes

Data Availability

All data produced in the present study are available upon reasonable request to the authors

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