# Familial confounding of internalising symptoms and obesity in adolescents and young adults; a co-twin analysis

**Authors:** Alexander Charles Campbell, Lucas Calais-Ferreira, Elisabeth Hahn, Frank M. Spinath, John L. Hopper, Jesse T. Young

PMC · DOI: 10.1038/s41366-024-01491-w · International Journal of Obesity (2005) · 2024-02-15

## TL;DR

This study finds that family factors explain the link between obesity and internalizing symptoms like depression in young females, but not in males.

## Contribution

The study is the first to show familial confounding in the obesity-internalizing symptoms link among adolescent and young adult females using a co-twin design.

## Key findings

- High internalizing symptoms increased obesity odds in females but not males.
- Familial confounding explained the obesity-internalizing symptoms link in females.
- No strong evidence of association in males or within-pair analyses.

## Abstract

Obesity and internalising disorders, including depression and anxiety, often co-occur. There is evidence that familial confounding contributes to the co-occurrence of internalising disorders and obesity in adults. However, its impact on this association among young people is unclear. Our study investigated the extent to which familial factors confound the association between internalising disorders and obesity in adolescents and young adults.

We used a matched co-twin design to investigate the impact of confounding by familial factors on associations between internalising symptoms and obesity in a sample of 4018 twins aged 16 to 27 years.

High levels of internalising symptoms compared to low levels increased the odds of obesity for the whole cohort (adjusted odds ratio [AOR] = 3.1, 95% confidence interval [CI]: 1.5, 6.8), and in females (AOR = 4.1, 95% CI 1.5, 11.1), but not in males (AOR = 2.8 95% CI 0.8, 10.0). We found evidence that internalising symptoms were associated with an increased between-pair odds of obesity (AOR 6.2, 95% CI 1.7, 22.8), using the paired analysis but not using a within-pair association, which controls for familial confounding. Sex-stratified analyses indicated high internalising symptoms were associated with increased between-pair odds of obesity for females (AOR 12.9, 95% CI 2.2, 76.8), but this attenuated to the null using within-pair analysis. We found no evidence of between or within-pair associations for males and weak evidence that sex modified the association between internalising symptoms and obesity (likelihood ratio test p = 0.051).

Some familial factors shared by twins confound the association between internalising symptoms and obesity in adolescent and young adult females. Internalising symptoms and obesity were not associated for adolescent and young adult males. Therefore, prevention and treatment efforts should especially address familial shared determinants of obesity, particularly targeted at female adolescents and young adults with internalising symptoms and those with a family history of these disorders.

## Linked entities

- **Diseases:** depression (MONDO:0002050), anxiety (MONDO:0005618), obesity (MONDO:0011122)

## Full-text entities

- **Diseases:** anxiety (MESH:D001007), depression (MESH:D003866), Obesity (MESH:D009765), Internalising symptoms (MESH:D012816), internalising disorders (MESH:D009358)

## Full text

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## Figures

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## References

57 references — full list in the complete paper: https://tomesphere.com/paper/PMC11129947/full.md

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Source: https://tomesphere.com/paper/PMC11129947