# Are there inequalities in the attendance at and effectiveness of behavioural weight management interventions for adults in the UK? An individual participant data meta-analysis

**Authors:** Jack M Birch, Julia Mueller, Sarah Damery, Stephen J Sharp, Rebecca A Jones, Michael P Kelly, Annie S Anderson, Nerys Astbury, Paul Aveyard, Rebecca J Beeken, Angela Craigie, Colin Greaves, Susan Jebb, Alex McConnachie, Kiran Nanchahal, Beth Stuart, Martin White, Simon J Griffin, Amy L Ahern

PMC · DOI: 10.1136/bmjph-2024-001382 · BMJ Public Health · 2025-08-07

## TL;DR

This study finds that behavioral weight management interventions in the UK are less effective for ethnic minorities and women, but not due to differences in attendance.

## Contribution

First synthesis study using individual participant data to assess inequalities in behavioral weight management interventions.

## Key findings

- Interventions were less effective for ethnic minorities and women compared to white men.
- No significant differences in attendance by ethnicity, gender, or socioeconomic factors.
- Effectiveness did not vary by age, education, or income.

## Abstract

Interventions for obesity that require individual behaviour change, such as behavioural weight management interventions, may contribute to health inequalities. We explored if there was evidence of inequalities in the attendance at and effectiveness of behavioural weight management interventions in adults.

Two-stage individual participant data meta-analysis.

Eligible studies were extracted from a previous systematic review and an updated search was completed on PubMed.

UK-based randomised controlled trials of behavioural weight management interventions suitable for use in primary care, published until 31 December 2021.

Multivariable regression analyses were conducted with weight at 12-month follow-up as the primary outcome and included an interaction between inequality characteristic and trial arm (control or intervention). Each model was adjusted for baseline weight, age and gender. Estimated interactions were combined across trials using a random-effects meta-analysis. Intervention attendance was defined as number of in-person sessions attended. Risk of bias was assessed using Cochrane’s RoB 2 tool.

Data from 13/16 eligible weight loss trials were analysed (complete case data n=5531 participants). The effect of the intervention on weight at 12 months was greater in male participants (−2.58 kg (95% CI −3.52 to 1.64)) than female participants (−1.71 kg (95% CI −2.79 to –0.63); p value for interaction=0.02, tau2=0) and greater for participants of white ethnicity (−2.74 kg (95% CI −4.30 to –1.19)), than those from an ethnic minority background (0.03 kg (95% CI −1.29 to 1.35); p interaction=0.04, tau2=0). Age, education, occupation, place of residence and household income did not significantly moderate effectiveness. We did not find evidence of inequalities in intervention attendance by ethnicity, occupation, gender/sex, area-level socioeconomic deprivation or age.

Behavioural weight management interventions had smaller effects in people from ethnic minority backgrounds and larger effects in men. There was no evidence of other differences in intervention effectiveness or adherence. This is the first synthesis study to access individual participant data and quantitatively assess inequalities in these interventions. Future research should further explore reasons for differences in outcomes and consider how to prevent behavioural weight management interventions from potentially exacerbating health inequalities.

## Linked entities

- **Diseases:** obesity (MONDO:0011122)
- **Species:** Homo sapiens (taxon 9606)

## Full-text entities

- **Diseases:** obesity (MESH:D009765), weight loss (MESH:D015431)
- **Species:** Homo sapiens (human, species) [taxon 9606]

## Full text

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## Figures

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## References

61 references — full list in the complete paper: https://tomesphere.com/paper/PMC12336588/full.md

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Source: https://tomesphere.com/paper/PMC12336588