Obesity

Gene-environment interplay explaining individual variation in BMI outcomes: a systematic review and meta-analysis of studies using polygenic indices

Int J Obes (Lond)Published Systematic review and meta-analysis

Authors' conclusion

This meta-analysis highlights the importance of both genetic and environmental factors in explaining variation in BMI. Most studies did not account for gene-environment correlation confounding and focused primarily on European ancestry populations. Future research should prioritize methodologies that address bias and focus on underrepresented ancestry groups to improve inclusivity.

Study context

Population
Peer-reviewed studies examining environmental exposures and using polygenic indices for BMI; 6 databases searched through April 202588 studies · 1161 estimates
Outcome
Environmental exposures and BMI, controlling for genetic risk
Methodological detailsstudies using polygenic indices for BMI, Risk of bias assessed with a modified Newcastle-Ottawa Scale and quality criteria for G × E studies
  • Studies using polygenic indices for BMI
  • Risk of bias assessed with a modified Newcastle-Ottawa Scale and quality criteria for G × E studies

Pooled result

As reported in the abstract

Overall association between environmental exposures and BMI, controlling for genetic risk (European and combined ancestry groups)

r = 0.12

p < 0.001; 95% CI: 0.08 to 0.16

Overall G × E effects, depending on ancestry group and inclusion of imputed effect sizes

r = 0.06 to 0.12

all p < 0.001

Further pooled results

Effect sizes by type of environmental exposure

Overall associations largely comparable in magnitude; no significant differences in effect sizes across exposure categories

Original publication

Gene-environment interplay explaining individual variation in BMI outcomes: a systematic review and meta-analysis of studies using polygenic indices. Int J Obes (Lond). Published 29 November 2025. doi:10.1038/s41366-025-01957-5

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