# Digital Health Intervention Combined with Personalized Healthy Breakfast Guidance Improves Breakfast Behavior Among Chinese Young Adults: A Randomized Controlled Trial

**Authors:** Xinru Wei, Li Huang, Zequn Fu, Qianfeng Liu, Xinyue Yu, Xinrui Zhao, Rong Luo, Feijie Wang, Jiaxin Xiao, Jiayan Xue, Fuzhi Wang, Xingzhao Tian, Shiji Qiu, Meilin Zhang, Huan Liu

PMC · DOI: 10.3390/nu17203219 · Nutrients · 2025-10-14

## TL;DR

A digital health intervention combined with personalized breakfast guidance significantly improved breakfast habits among young adults in China, with self-efficacy playing a key role.

## Contribution

The study demonstrates that combining digital health tools with personalized guidance is more effective than either alone for improving breakfast behavior.

## Key findings

- The DHI + PHBG group showed the highest adherence to healthy breakfast guidelines at 80%.
- Self-efficacy and self-monitoring were key mediators of the intervention's effectiveness.
- Waist-to-hip ratios decreased slightly in all intervention groups, but other body composition changes were not significant.

## Abstract

Objectives: To evaluate the effects of digital health intervention (DHI) or/and personalized healthy breakfast guidance (PHBG) on the breakfast behavior and body composition of young adults in Tianjin, and to explore the underlying behavioral mechanisms using the Health Action Process Approach (HAPA) framework. Methods: In this single-blind, stratified RCT, 160 participants (n = 40/group) were randomly assigned to a control group, DHI group, PHBG group, or DHI + PHBG group. Breakfast behavior (primary outcome), HAPA constructs, and body composition were assessed at baseline and after 1 month. Group differences were analyzed using the Kruskal–Wallis test, chi-square test, and linear mixed-effects models. Mediation analysis assessed indirect effects via HAPA variables. Results: After a 1-month intervention, adherence to healthy breakfast guidelines was highest in the DHI + PHBG group (80%), followed by the PHBG (72.5%) and DHI (50%) groups, compared to 7.5% in the control group (χ2 = 51.127, p < 0.001, DHI + PHBG group > DHI group: χ2 = 7.912, p < 0.05). All interventions advanced participants along HAPA stages (H = 34.678, p < 0.001) and improved self-efficacy and planning. PHBG and DHI + PHBG further enhanced outcome expectations, intention, and, for the DHI + PHBG group, self-monitoring. Self-efficacy mediated 17.636% of the PHBG effect and 13.305% of the DHI + PHBG effect, and self-monitoring mediated 7.401% of the DHI + PHBG effect. Waist-to-hip ratios decreased modestly in all intervention groups (β = −0.015 to −0.013, p < 0.05), but no significant changes were observed in other body composition indices. Conclusions: DHI, PHBG, and especially their combination, improved breakfast habits in young adults, with self-efficacy as a key mediator. However, the effects of these interventions on body composition were limited due to the short duration of the trial.

## Full-text entities

- **Diseases:** diabetes (MESH:D003920), injury to (MESH:D014947), cardiovascular disease (MESH:D002318), HAPA (MESH:D009207), DHI (MESH:C000721267), smoking (MESH:D015208), skeletal muscle mass (MESH:C536030), abdominal obesity (MESH:D056128)
- **Chemicals:** water (MESH:D014867), DHI (-)
- **Species:** Homo sapiens (human, species) [taxon 9606]
- **Cell lines:** HAPA — Homo sapiens (Human), High grade ovarian serous adenocarcinoma, Cancer cell line (CVCL_LB55)

## Full text

_Full body text omitted from this summary view._ Fetch the complete paper as Markdown: https://tomesphere.com/paper/PMC12567383/full.md

## Figures

4 figures with captions in the complete paper: https://tomesphere.com/paper/PMC12567383/full.md

## References

49 references — full list in the complete paper: https://tomesphere.com/paper/PMC12567383/full.md

---
Source: https://tomesphere.com/paper/PMC12567383