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Effect of weight on depression using multiple genetic instruments

Year of publication

2024

Authors

Viinikainen, Jutta; Böckerman, Petri; Willage, Barton; Elovainio, Marko; Kari, Jaana T.; Lehtimäki, Terho; Pehkonen, Jaakko; Pitkänen, Niina; Raitakari, Olli

Abstract

A striking global health development over the past few decades has been the increasing prevalence of overweight and obesity. At the same time, depression has become increasingly common in almost all high-income countries. We investigated whether body weight, measured by body mass index (BMI), has a causal effect on depression symptoms in Finland. Using data drawn from the Cardiovascular Risk in Young Finns Study (N = 1,523, mean age 41.9, SD 5), we used linear regression to establish the relationship between BMI and depression symptoms measured by 21-item Beck’s Depression Inventory. To identify causal relationships, we used the Mendelian randomization (MR) method with weighted sums of genetic markers (single nucleotide polymorphisms, SNPs) as instruments for BMI. We employ instruments (polygenic risk scores, PGSs) with varying number of SNPs that are associated with BMI to evaluate the sensitivity of our results to instrument strength. Based on linear regressions, higher BMI was associated with a higher prevalence of depression symptoms among females (b = 0.238, p = 0.000) and males (b = 0.117, p = 0.019). However, the MR results imply that the positive link applies only to females (b = 0.302, p = 0.007) but not to males (b = -0.070, p = 0.520). Poor instrument strength may explain why many previous studies that have utilized genetic instruments have been unable to identify a statistically significant link between BMI and depression-related traits. Although the number of genetic markers in the instrument had only a minor effect on the point estimates, the standard errors were much smaller when more powerful instruments were employed.
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Organizations and authors

Tampere University Hospital

Lehtimäki Terho Orcid -palvelun logo

University of Turku

Raitakari Olli

Kannisto Niina

Tampere University

Lehtimäki Terho Orcid -palvelun logo

University of Helsinki

Elovainio Marko

University of Jyväskylä

Pehkonen Jaakko Orcid -palvelun logo

Kari Jaana Orcid -palvelun logo

Viinikainen Jutta Orcid -palvelun logo

Böckerman Petri Orcid -palvelun logo

Publication type

Publication format

Article

Parent publication type

Journal

Article type

Original article

Audience

Scientific

Peer-reviewed

Peer-Reviewed

MINEDU's publication type classification code

A1 Journal article (refereed), original research

Publication channel information

Journal/Series

PLoS ONE

Parent publication name

PLoS One

Volume

19

Issue

2

Article number

e0297594

​Publication forum

65163

​Publication forum level

1

Open access

Open access in the publisher’s service

Yes

Open access of publication channel

Fully open publication channel

Self-archived

Yes

License of the self-archived publication

CC BY

Article processing fee (EUR)

1833

Other information

Fields of science

Psychology; Biomedicine; General medicine, internal medicine and other clinical medicine; Health care science; Public health care science, environmental and occupational health

Keywords

[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]

Internationality of the publisher

International

Language

English

International co-publication

Yes

Co-publication with a company

Yes

DOI

10.1371/journal.pone.0297594

The publication is included in the Ministry of Education and Culture’s Publication data collection

Yes