# Individual participant data meta-analysis of eating behaviour traits as effect modifiers in acceptance and commitment therapy-based weight management interventions

**Authors:** Laura Kudlek, Patricia Eustachio Colombo, Julia Mueller, Stephen J. Sharp, Clare E. Boothby, Simon J. Griffin, Meghan Butryn, Christina Chwyl, Evan Forman, Charlotte Hagerman, Misty Hawkins, Adrienne Juarascio, Bärbel Knäuper, Marjukka Kolehmainen, Michael E. Levin, Jason Lillis, Edurne Maiz, Stephanie Manasse, Lara Palmeira, Kirsi H. Pietiläinen, Nancy E. Sherwood, Amy L. Ahern

PMC · DOI: 10.1038/s41366-025-01759-9 · International Journal of Obesity (2005) · 2025-04-10

## TL;DR

This study examines how eating behavior traits affect weight loss outcomes in ACT-based obesity treatments, finding possible benefits for individuals with medium levels of certain traits.

## Contribution

The study is the first pre-registered IPD meta-analysis exploring how eating behavior traits modify the effectiveness of ACT-based weight management interventions.

## Key findings

- Participants with medium internal disinhibition levels showed greater weight loss compared to those with high levels.
- Sensitivity analyses suggest ACT benefits individuals with medium emotional eating levels more than those with high levels.
- Results indicate potential non-linear effects of eating behavior traits on ACT effectiveness, requiring further confirmation.

## Abstract

Obesity care may benefit from precision approaches, matching patients to treatment types based on their individual characteristics, including eating behaviour traits (EBTs) like emotional eating, uncontrolled eating, external eating, internal disinhibition and restraint. Initial evidence suggests that Acceptance and Commitment Therapy (ACT)-based interventions might address dysregulated EBTs more effectively than standard behavioural treatments. However, it is unclear if ACT is more effective for certain EBT levels.

This pre-registered (CRD42022359691) one-stage Individual Participant Data (IPD) meta-analysis explored the moderating effects of baseline EBTs on weight outcomes in trials of ACT-based interventions for adults with a BMI ≥ 25 kg/m2. Unlike traditional meta-analyses, IPD meta-analyses re-analyse existing data to answer novel research questions. We identified 16 eligible trials through a systematic search of eight databases until June 20, 2022. We obtained, checked, and harmonised data from 15 trials (N = 2535). We used mixed regression models to investigate both continuous and categorical interaction effects.

We found no evidence of interactions between ACT vs. control and baseline EBTs as continuous variables on percentage weight change. However, we found evidence to suggest an added difference in weight change of −4.47% (95%CI −1.15, −7.73) from baseline to 12-months after intervention end in participants with medium levels of internal disinhibition compared to those with high levels. Sensitivity analyses similarly indicated a greater intervention benefit for participants with medium, rather than high, emotional eating levels (in trials that reduced experiential avoidance and in trials using the three-factor eating questionnaire) and internal disinhibition (in analyses of participants with at least 60% attendance). Given the exploratory nature of analyses, results should be interpreted with caution.

Findings suggest potential non-linear interaction effects of ACT with internal disinhibition but require replication in confirmatory trials. These results may help guide further research on precision approaches based on EBTs.

## Linked entities

- **Diseases:** obesity (MONDO:0011122)

## Full-text entities

- **Diseases:** Obesity (MESH:D009765), uncontrolled eating (MESH:D001068)
- **Chemicals:** EBT (-)
- **Species:** Homo sapiens (human, species) [taxon 9606]

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## References

11 references — full list in the complete paper: https://tomesphere.com/paper/PMC12158767/full.md

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Source: https://tomesphere.com/paper/PMC12158767