ArticleJAMA psychiatry2019
Real-time Mobile Monitoring of the Dynamic Associations Among Motor Activity, Energy, Mood, and Sleep in Adults With Bipolar Disorder.
Article in JAMA psychiatry, 2019. The graph could read no effect estimate from its abstract, so it casts no vote on the map. It is linked to 2 registered trials, which are not on this map. Cited by 114 papers, 8 of them syntheses that pooled it.
What it found
Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.
The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
The trial behind it
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
Shanghai Mental Health Center, Shanghai Jiao Tong University School of Medicine
Investigating the Acute Effect of Lithium on Visual and Non-visual Responses to Light in Healthy Individuals
Who cites it
114 citing papers in PubMed, 8 syntheses or guidelines pooled it, 228 citations in OpenAlex.
- An individual participant data meta-analysis of how physical activity relates to affective well-being in daily life.Nature human behaviour · 2026Pooled it
- Within-person association between affect and physical activity related to depressive symptomatology: A systematic review and methodological reflections.Applied psychology. Health and well-being · 2025Pooled it
- Monitoring Daily Sleep, Mood, and Affect Using Digital Technologies and Wearables: A Systematic Review.Sensors (Basel, Switzerland) · 2024Pooled it
- The Within-Subject Association of Physical Behavior and Affective Well-Being in Everyday Life: A Systematic Literature Review.Sports medicine (Auckland, N.Z.) · 2024Pooled it
- The added value of a micro-level ecological approach when mapping self-regulatory control processes and externalizing symptoms during adolescence: a systematic review.European child & adolescent psychiatry · 2023Pooled it
- Toward a Digital Future in Bipolar Disorder Assessment: A Systematic Review of Disruptions in the Rest-Activity Cycle as Measured by Actigraphy.Frontiers in psychiatry · 2022Pooled it
- Digital phenotype of mood disorders: A conceptual and critical review.Frontiers in psychiatry · 2022Pooled it
- Mobile Apps for Mental Health Issues: Meta-Review of Meta-Analyses.JMIR mHealth and uHealth · 2020Pooled it
- Evaluation of the efficacy of group cognitive behavioral therapy on anxiety in college students based on wearable devices and mobile applications: a randomized controlled trial.BMC psychiatry · 2025Trial
- Exploring the impact and mechanisms of behavioral activation on sleep disorders in colorectal cancer: a randomized controlled trial.Journal of cancer research and clinical oncology · 2024Trial
- A Peer-to-Peer Live-Streaming Intervention for Children During COVID-19 Homeschooling to Promote Physical Activity and Reduce Anxiety and Eye Strain: Cluster Randomized Controlled Trial.Journal of medical Internet research · 2021Trial
- The dynamic influence of exercise on emotional state among people with a history of mood disorder.Psychiatry research · 2026Article
- Identifying Mood Instability and Circadian Rest-Activity Patterns Using Digital Remote Monitoring and Actigraphy in Participants at Risk for Bipolar Disorder.Bipolar disorders · 2026Article
- Sedentary Behavior and Physical Activity in Individuals With Bipolar Disorder: An Evidence Synthesis and Position Statement From the ISBD Nutrition and Exercise Task Force (NExT).Bipolar disorders · 2026Review
- The Theory of Metabolic Jet Lag in Bipolar Disorder: A Pilot Feasibility Study Exploring the Association Between Eating Rhythm Disruption and Illness Burden Parameters.Bipolar disorders · 2026Article
- Personalized machine learning guided intervention for optimizing lifestyle behaviors in depression: a pilot study.NPP - digital psychiatry and neuroscience · 2026Article
- Investigating the prospective associations of childhood sleep problems with persistent depression in emerging adulthood: the mediating role of inflammation.European child & adolescent psychiatry · 2026Article
- The effect of sleep-wake behaviors on the onset of mania in youth: A computational model.European psychiatry : the journal of the Association of European Psychiatrists · 2026Article
- Validation and Extension of a Risk Calculator to Predict Mood Recurrence in Young People with Bipolar Disorder.medRxiv : the preprint server for health sciences · 2026Article
- Sleep, Physical Activity, and Mood Among People Seeking Mental Health Care.JAMA network open · 2026Article
54 more citing papers are in PubMed but not listed here.
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
11 authors at 9 institutions in 5 countries.
Funding
Abstract
Importance: Biologic systems involved in the regulation of motor activity are intricately linked with other homeostatic systems such as sleep, feeding behavior, energy, and mood. Mobile monitoring technology (eg, actigraphy and ecological momentary assessment devices) allows the assessment of these multiple systems in real time. However, most clinical studies of mental disorders that use mobile devices have not focused on the dynamic associations between these systems. Objectives: To examine the directional associations among motor activity, energy, mood, and sleep using mobile monitoring in a community-identified sample, and to evaluate whether these within-day associations differ between people with a history of bipolar or other mood disorders and controls without mood disorders. Design, Setting, and Participants: This study used a nested case-control design of 242 adults, a subsample of a community-based sample of adults. Probands were recruited by mail from the greater Washington, DC, metropolitan area from January 2005 to June 2013. Enrichment of the sample for mood disorders was provided by volunteers or referrals from the National Institutes of Health Clinical Center or by participants in the National Institute of Mental Health Mood and Anxiety Disorders Program. The inclusion criteria were the ability to speak English, availability to participate, and consent to contact at least 2 living first-degree relatives. Data analysis was performed from June 2013 through July 2018. Main Outcomes and Measures: Motor activity and sleep duration data were obtained from minute-to-minute activity counts from an actigraphy device worn on the nondominant wrist for 2 weeks. Mood and energy levels were assessed by subjective analogue ratings on the ecological momentary assessment (using a personal digital assistant) by participants 4 times per day for 2 weeks. Results: Of the total 242 participants, 92 (38.1%) were men and 150 (61.9%) were women, with a mean (SD) age of 48 (16.9) years. Among the participants, 54 (22.3%) had bipolar disorder (25 with bipolar I; 29 with bipolar II), 91 (37.6%) had major depressive disorder, and 97 (40.1%) were controls with no history of mood disorders. A unidirectional association was found between motor activity and subjective mood level (β = -0.018, P = .04). Bidirectional associations were observed between motor activity (β = 0.176; P = .03) and subjective energy level (β = 0.027; P = .03) as well as between motor activity (β = -0.027; P = .04) and sleep duration (β = -0.154; P = .04). Greater cross-domain reactivity was observed in bipolar disorder across all outcomes, including motor activity, sleep, mood, and energy. Conclusions and Relevance: These findings suggest that interventions focused on motor activity and energy may have greater efficacy than current approaches that target depressed mood; both active and passive tracking of multiple regulatory systems are important in designing therapeutic targets.
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Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.