Effects of Mindfulness Exercise Guided by a Smartphone App on Negative Emotions and Stress in Non-Clinical Populations: A Systematic Review and Meta-Analysis.
Jinlong Wu, Yudan Ma, Yifan Zuo, Kangyong Zheng, Zhenhui Zhou, Yifan Qin, Zhanbing Ren
Frontiers in Public Health January 25, 2022 DOI: 10.3389/fpubh.2021.773296 (opens in new tab)
Study at a glance
AI-extracted from the abstract| Characteristics | Meta-analysis Randomized Peer reviewed |
|---|---|
| Sample size | 574 |
| Population | Non-clinical population with emotional symptoms |
| Intervention | Mindfulness exercise guided by a smartphone app |
| Topics | Anxiety Depression Meditation |
| Keywords | Humans Exercise Mobile applications Stress Smartphone Negative emotions |
| Key findings | App-guided mindfulness exercise was associated with small-to-moderate reductions in negative emotions, depressive symptoms, and anxiety symptoms in a non-clinical population with emotional symptoms. The authors caution that the small number of included studies, their methodological weaknesses, and the absence of randomized controlled trials limit confidence in these results. |
Abstract
Background: Studies have acknowledged that mindfulness exercise guided by a smartphone app has a positive impact on mental health and physical health. However, mindfulness guided by a smartphone app on mental health is still in its infancy stage. Therefore, we conducted a meta-analysis evaluating the effect of mindfulness intervention guided by a smartphone app on negative emotions and stress in a non-clinical population with emotional symptoms.
Methods: We searched major databases, namely, Web of Science, PubMed, Scopus, China National Knowledge Infrastructure (CNKI), and Wanfang, to identify all of the relevant studies published in English or Chinese from their inception until November 9, 2021. The methodological quality of the included studies was assessed with Cochrane risk-of-bias bias assessment tool. Two researchers independently conducted document retrieval, study selection, data extraction, and methodological quality evaluation.
Result: A total of eight studies were included in the study, with 574 subjects (experimental group: 348; control group: 226). A random effects model was selected to combine effect sizes. The results of the meta-analysis showed that mindfulness exercise guided by a smartphone app reduced negative emotions [standardized mean difference (SMD) = -0.232, 95% CI: -0.398 to -0.066, p = 0.006], depressive symptoms (SMD = -0.367, 95% CI: -0.596 to -0.137, p = 0.002), and anxiety symptoms (SMD = -0.490, 95% CI: -0.908 to -0.071, p = 0.022).
Conclusions: The findings indicate the potentially beneficial effect of mindfulness exercise guided by a smartphone app on symptoms of depression and anxiety among individuals in a non-clinical population with emotional symptoms. Considering the small number and overall methodological weakness of the included studies and lack of randomized controlled trials (RCTs), the results should be interpreted with caution, and future rigorously designed RCTs are warranted to provide more reliable evidence.
Comparable studies
Other systematic reviews and meta-analyses on meditation, most cited first.
| Study | Year | Design | Participants |
|---|---|---|---|
| Meditation Programs for Psychological Stress and Well-being Diverse adult clinical populations | 2014 | Meta-analysis | n = 3,515 |
| Mindfulness-Based Stress Reduction for Stress Management in Healthy People: A Review and Meta-Analysis Healthy subjects | 2009 | Systematic review and meta-analysis | |
| The psychological effects of meditation: A meta-analysis. Nonclinical groups of adult meditators | 2012 | Meta-analysis | n = 163 |
| Efficacy of Mindfulness-Based Cognitive Therapy in Prevention of Depressive Relapse Adults with recurrent depression in full or partial remission | 2016 | Meta-analysis of individual patient data from randomized controlled trials | n = 1,258 |
| Mindfulness‐Based Stress Reduction and Mindfulness‐Based Cognitive Therapy – a systematic review of randomized controlled trials | 2011 | Systematic review |
Citations in the library
Cited by 12
- Mindfulness meditation and psychedelics: potential synergies and commonalities Pharmacological Reports November 6, 2023
- The application of virtual reality meditation and mind-body exercises among older adults. Frontiers in Psychology 2024
- Psychoneuroimmunology of Mindfulness: What works, how it works, and for whom? Brain, Behavior, & Immunity - Health July 1, 2025
- Effectiveness of Mindfulness-Based Apps in Mitigating Psychological Distress Among Youth: A Systematic Review and Meta-Analysis Mindfulness June 19, 2026
- The effects of mindfulness meditation on mechanisms of attentional control in young and older adults: a preregistered eye tracking study. eNeuro July 7, 2025
and 7 more in the library
Cites 8
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- The psychological effects of meditation: A meta-analysis. Psychological Bulletin May 14, 2012
- Mindfulness on-the-go: Effects of a mindfulness meditation app on work stress and well-being. Journal of Occupational Health Psychology May 3, 2018
- The effect of loving-kindness meditation on positive emotions: a meta-analytic review Frontiers in Psychology November 3, 2015
- Happier Healers: Randomized Controlled Trial of Mobile Mindfulness for Stress Management. The Journal of Alternative and Complementary Medicine May 2018
and 3 more in the library