Association Between Genetic Risks for Obesity and Working Memory in Children
- PMID: 34630031
- PMCID: PMC8492895
- DOI: 10.3389/fnins.2021.749230
Association Between Genetic Risks for Obesity and Working Memory in Children
Abstract
Introduction: Obesity is highly heritable, and recent evidence demonstrates that obesity is associated with cognitive deficits, specifically working memory. However, the relationship between genetic risks for obesity and working memory is not clear. In addition, whether the effect of these genetic risks on working memory in children is mediated by increased body mass index (BMI) has not been elucidated. Methods: In order to test whether the polygenic risk score (PRS) for obesity in adulthood (adulthood-BMI-PRS) is associated with working memory at 8 years of age, and whether the effect is mediated by childhood BMI, in children from the general population, participants in the Hamamatsu Birth Cohort for Mothers and Children (HBC) study in Hamamatsu, Japan, underwent testing for association of adulthood-BMI-PRS with working memory. HBC data collection began in December 2007 and is ongoing. Adulthood-BMI-PRS values were generated using summary data from the recent genome-wide association study (GWAS) undertaken in Japan, and the significance of thresholds was calculated for each outcome. Outcomes measured included the working memory index (WMI) of Weschler Intelligence Scale-4 (WISC-IV) scores and the BMI at 8 years of age. Gene-set enrichment analysis was conducted to clarify the molecular basis common to adulthood-BMI and childhood-WMI. Mediation analysis was performed to assess whether childhood-BMI of children mediated the association between adulthood-BMI-PRS and working memory. Results: A total of 734 participants (377 males, 357 females) were analyzed. Adulthood-BMI-PRS was associated with lower childhood-WMI (β[SE], -1.807 [0.668]; p = 0.010, corrected) of WISC-IV. Gene-set enrichment analyses found that regulation of neurotrophin Trk receptor signaling (β[SE], -2.020 [6.39]; p = 0.002, corrected), negative regulation of GTPase activity (β[SE], 2.001 [0.630]; p = 0.002, corrected), and regulation of gene expression epigenetic (β[SE], -2.119 [0.664]; p = 0.002, corrected) were enriched in BMI in adulthood and WMI in childhood. Mediation analysis showed that there is no mediation effect of childhood-BMI between the adulthood-BMI-PRS and working memory deficits in children. Conclusion: Adulthood-BMI-PRS was associated with working memory among children in the general population. These genetic risks were not mediated by the childhood-BMI itself and were directly associated with working memory deficits.
Keywords: GWAS; child development; cognition; obesity; polygenic risk score.
Copyright © 2021 Takahashi, Nishimura, Harada, Okumura, Iwabuchi, Rahman, Kuwabara, Takagai, Nomura, Takei and Tsuchiya.
Conflict of interest statement
The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.
Figures

Similar articles
-
Association of Genetic Risks With Autism Spectrum Disorder and Early Neurodevelopmental Delays Among Children Without Intellectual Disability.JAMA Netw Open. 2020 Feb 5;3(2):e1921644. doi: 10.1001/jamanetworkopen.2019.21644. JAMA Netw Open. 2020. PMID: 32031653 Free PMC article.
-
Elucidating pathways to pediatric obesity: a study evaluating obesity polygenic risk scores related to appetitive traits in children.Int J Obes (Lond). 2024 Jan;48(1):71-77. doi: 10.1038/s41366-023-01385-3. Epub 2023 Sep 22. Int J Obes (Lond). 2024. PMID: 37736781 Free PMC article.
-
Study of the Combined Effect of Maternal Tobacco Smoking and Polygenic Risk Scores on Birth Weight and Body Mass Index in Childhood.Front Genet. 2022 May 12;13:867611. doi: 10.3389/fgene.2022.867611. eCollection 2022. Front Genet. 2022. PMID: 35646076 Free PMC article.
-
Separating the genetics of childhood and adult obesity: a validation study of genetic scores for body mass index in adolescence and adulthood in the HUNT Study.Hum Mol Genet. 2021 Feb 25;29(24):3966-3973. doi: 10.1093/hmg/ddaa256. Hum Mol Genet. 2021. PMID: 33276378 Free PMC article.
-
Screening and interventions for childhood overweight: a summary of evidence for the US Preventive Services Task Force.Pediatrics. 2005 Jul;116(1):e125-44. doi: 10.1542/peds.2005-0242. Pediatrics. 2005. PMID: 15995013 Review.
Cited by
-
Children at high familial risk for obesity show executive functioning deficits prior to development of excess weight status.Obesity (Silver Spring). 2023 Dec;31(12):2998-3007. doi: 10.1002/oby.23892. Epub 2023 Oct 4. Obesity (Silver Spring). 2023. PMID: 37794530 Free PMC article.
-
Associations of Prenatal Socioeconomic Status and Childhood Working Memory: A Structural Equation Modeling Approach.Children (Basel). 2025 Apr 23;12(5):537. doi: 10.3390/children12050537. Children (Basel). 2025. PMID: 40426716 Free PMC article.
References
LinkOut - more resources
Full Text Sources