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Spanagel R, Bach P, Banaschewski T, Beck A, Bermpohl F, Bernardi RE, Beste C, Deserno L, Durstewitz D, Ebner‐Priemer U, Endrass T, Ersche KD, Feld G, Gerchen MF, Gerlach B, Goschke T, Hansson AC, Heim C, Kiebel S, Kiefer F, Kirsch P, Kirschbaum C, Koppe G, Lenz B, Liu S, Marxen M, Meinhardt MW, Meyer‐Lindenberg A, Montag C, Müller CP, Nagel WE, Oliveria AMM, Owald D, Pilhatsch M, Priller J, Rapp MA, Reichert M, Ripke S, Ritter K, Romanczuk‐Seiferth N, Schlagenhauf F, Schwarz E, Schwöbel S, Smolka MN, Soekadar SR, Sommer WH, Stock A, Ströhle A, Tost H, Vollstädt‐Klein S, Walter H, Waschke T, Witt SH, Heinz A. The ReCoDe addiction research consortium: Losing and regaining control over drug intake-Findings and future perspectives. Addict Biol 2024; 29:e13419. [PMID: 38949209 PMCID: PMC11215792 DOI: 10.1111/adb.13419] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/05/2024] [Revised: 05/15/2024] [Accepted: 05/21/2024] [Indexed: 07/02/2024]
Abstract
Substance use disorders (SUDs) are seen as a continuum ranging from goal-directed and hedonic drug use to loss of control over drug intake with aversive consequences for mental and physical health and social functioning. The main goals of our interdisciplinary German collaborative research centre on Losing and Regaining Control over Drug Intake (ReCoDe) are (i) to study triggers (drug cues, stressors, drug priming) and modifying factors (age, gender, physical activity, cognitive functions, childhood adversity, social factors, such as loneliness and social contact/interaction) that longitudinally modulate the trajectories of losing and regaining control over drug consumption under real-life conditions. (ii) To study underlying behavioural, cognitive and neurobiological mechanisms of disease trajectories and drug-related behaviours and (iii) to provide non-invasive mechanism-based interventions. These goals are achieved by: (A) using innovative mHealth (mobile health) tools to longitudinally monitor the effects of triggers and modifying factors on drug consumption patterns in real life in a cohort of 900 patients with alcohol use disorder. This approach will be complemented by animal models of addiction with 24/7 automated behavioural monitoring across an entire disease trajectory; i.e. from a naïve state to a drug-taking state to an addiction or resilience-like state. (B) The identification and, if applicable, computational modelling of key molecular, neurobiological and psychological mechanisms (e.g., reduced cognitive flexibility) mediating the effects of such triggers and modifying factors on disease trajectories. (C) Developing and testing non-invasive interventions (e.g., Just-In-Time-Adaptive-Interventions (JITAIs), various non-invasive brain stimulations (NIBS), individualized physical activity) that specifically target the underlying mechanisms for regaining control over drug intake. Here, we will report on the most important results of the first funding period and outline our future research strategy.
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Affiliation(s)
- Rainer Spanagel
- Institute of Psychopharmacology, Central Institute of Mental Health, Medical Faculty MannheimHeidelberg UniversityMannheimGermany
- German Center for Mental Health (DZPG), Partner Site Mannheim‐Heidelberg‐UlmGermany
| | - Patrick Bach
- Department of Addictive Behavior and Addiction MedicineCentral Institute of Mental HealthMannheimGermany
- German Center for Mental Health (DZPG), Partner Site Mannheim‐Heidelberg‐UlmGermany
| | - Tobias Banaschewski
- Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty MannheimHeidelberg UniversityMannheimGermany
| | - Anne Beck
- Department of Psychology, Faculty of HealthHealth and Medical University PotsdamPotsdamGermany
| | - Felix Bermpohl
- Department of Psychiatry and PsychotherapyCharité Campus St. Hedwig HospitalBerlinGermany
| | - Rick E. Bernardi
- Institute of Psychopharmacology, Central Institute of Mental Health, Medical Faculty MannheimHeidelberg UniversityMannheimGermany
| | - Christian Beste
- Cognitive NeurophysiologyDepartment of Child and Adolescent Psychiatry and the University Neuropsychology Center (UNC)DresdenGermany
| | - Lorenz Deserno
- Department of Child and Adolescent Psychiatry, Psychotherapy and PsychosomaticsUniversity Hospital and University WürzburgWürzburgGermany
| | - Daniel Durstewitz
- Department of Theoretical NeuroscienceCentral Institute of Mental HealthMannheimGermany
- German Center for Mental Health (DZPG), Partner Site Mannheim‐Heidelberg‐UlmGermany
| | - Ulrich Ebner‐Priemer
- Mental mHealth Lab, Institute of Sports and Sports ScienceKarlsruhe Institute of TechnologyKarlsruheGermany
- Department of Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty MannheimHeidelberg UniversityMannheimGermany
- German Center for Mental Health (DZPG), Partner Site Mannheim‐Heidelberg‐UlmGermany
| | - Tanja Endrass
- Faculty of PsychologyTechnische Universität DresdenDresdenGermany
| | - Karen D. Ersche
- Department of Addictive Behavior and Addiction MedicineCentral Institute of Mental HealthMannheimGermany
- Department of PsychiatryUniversity of CambridgeCambridgeUK
| | - Gordon Feld
- Department of Clinical PsychologyCentral Institute of Mental HealthMannheimGermany
| | | | - Björn Gerlach
- Institute of Psychopharmacology, Central Institute of Mental Health, Medical Faculty MannheimHeidelberg UniversityMannheimGermany
| | - Thomas Goschke
- Faculty of PsychologyTechnische Universität DresdenDresdenGermany
| | - Anita Christiane Hansson
- Institute of Psychopharmacology, Central Institute of Mental Health, Medical Faculty MannheimHeidelberg UniversityMannheimGermany
| | - Christine Heim
- Institute of Medical PsychologyCharité, Universitätsmedizin BerlinBerlinGermany
| | - Stefan Kiebel
- Cognitive Computational Neuroscience, Faculty of PsychologyTechnische Universität DresdenDresdenGermany
| | - Falk Kiefer
- Department of Addictive Behavior and Addiction MedicineCentral Institute of Mental HealthMannheimGermany
- German Center for Mental Health (DZPG), Partner Site Mannheim‐Heidelberg‐UlmGermany
| | - Peter Kirsch
- Department of Clinical PsychologyCentral Institute of Mental HealthMannheimGermany
| | - Clemens Kirschbaum
- Department of Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty MannheimHeidelberg UniversityMannheimGermany
| | - Georgia Koppe
- Department of Theoretical NeuroscienceCentral Institute of Mental HealthMannheimGermany
- Department of Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty MannheimHeidelberg UniversityMannheimGermany
- Hector Institute for Artificial Intelligence in Psychiatry, Central Institute of Mental Health, Medical Faculty MannheimHeidelberg UniversityMannheimGermany
| | - Bernd Lenz
- Department of Addictive Behavior and Addiction MedicineCentral Institute of Mental HealthMannheimGermany
- German Center for Mental Health (DZPG), Partner Site Mannheim‐Heidelberg‐UlmGermany
| | - Shuyan Liu
- Department of Psychiatry and NeurosciencesCampus Charité MitteBerlinGermany
| | - Michael Marxen
- Department of Psychiatry and PsychotherapyTechnische Universität DresdenDresdenGermany
| | - Marcus W. Meinhardt
- Institute of Psychopharmacology, Central Institute of Mental Health, Medical Faculty MannheimHeidelberg UniversityMannheimGermany
| | - Andreas Meyer‐Lindenberg
- Department of Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty MannheimHeidelberg UniversityMannheimGermany
- German Center for Mental Health (DZPG), Partner Site Mannheim‐Heidelberg‐UlmGermany
| | - Christiane Montag
- Department of Psychiatry and PsychotherapyCharité Campus St. Hedwig HospitalBerlinGermany
| | - Christian P. Müller
- Institute of Psychopharmacology, Central Institute of Mental Health, Medical Faculty MannheimHeidelberg UniversityMannheimGermany
- Department of Psychiatry and PsychotherapyUniversity Clinic, Friedrich‐Alexander‐University of Erlangen‐NürnbergErlangenGermany
| | - Wolfgang E. Nagel
- Center for Information Services and High Performance ComputingDresdenGermany
| | - Ana M. M. Oliveria
- Department of Molecular and Cellular Cognition Research, Central Institute of Mental Health, Medical Faculty MannheimHeidelberg UniversityMannheimGermany
| | - David Owald
- Institute of NeurophysiologyCharité – Universitätsmedizin BerlinBerlinGermany
| | - Maximilian Pilhatsch
- Department of Psychiatry and PsychotherapyTechnische Universität DresdenDresdenGermany
| | - Josef Priller
- Department of Psychiatry and PsychotherapyTechnical University of MunichMunichGermany
- German Center for Mental Health (DZPG), Partner Site Munich‐AugsburgGermany
| | - Michael A. Rapp
- Social and Preventive Medicine, Research Area Cognitive SciencesUniversity of PotsdamPotsdamGermany
- German Center for Mental Health (DZPG), Partner Site Berlin‐PotsdamBerlinGermany
| | - Markus Reichert
- Department of Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty MannheimHeidelberg UniversityMannheimGermany
- Department of eHealth and Sports Analytics, Faculty of Sport ScienceRuhr University BochumBochumGermany
| | - Stephan Ripke
- Department of Psychiatry and NeurosciencesCampus Charité MitteBerlinGermany
| | - Kerstin Ritter
- Department of Psychiatry and NeurosciencesCampus Charité MitteBerlinGermany
| | - Nina Romanczuk‐Seiferth
- Clinical Psychology and Psychotherapy, Department of PsychologyMSB Medical School BerlinBerlinGermany
| | | | - Emanuel Schwarz
- Department of Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty MannheimHeidelberg UniversityMannheimGermany
- Hector Institute for Artificial Intelligence in Psychiatry, Central Institute of Mental Health, Medical Faculty MannheimHeidelberg UniversityMannheimGermany
- German Center for Mental Health (DZPG), Partner Site Mannheim‐Heidelberg‐UlmGermany
| | - Sarah Schwöbel
- Department of Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty MannheimHeidelberg UniversityMannheimGermany
| | - Michael N. Smolka
- Department of Psychiatry and PsychotherapyTechnische Universität DresdenDresdenGermany
| | - Surjo R. Soekadar
- Department of Psychiatry and NeurosciencesCampus Charité MitteBerlinGermany
| | - Wolfgang H. Sommer
- Institute of Psychopharmacology, Central Institute of Mental Health, Medical Faculty MannheimHeidelberg UniversityMannheimGermany
- Bethanien Hospital for Psychiatry, Psychosomatics and PsychotherapyGreifswaldGermany
- German Center for Mental Health (DZPG), Partner Site Mannheim‐Heidelberg‐UlmGermany
| | - Ann‐Kathrin Stock
- Department of Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty MannheimHeidelberg UniversityMannheimGermany
| | - Andreas Ströhle
- Department of Psychiatry and NeurosciencesCampus Charité MitteBerlinGermany
| | - Heike Tost
- Department of Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty MannheimHeidelberg UniversityMannheimGermany
- German Center for Mental Health (DZPG), Partner Site Mannheim‐Heidelberg‐UlmGermany
| | - Sabine Vollstädt‐Klein
- Department of Addictive Behavior and Addiction MedicineCentral Institute of Mental HealthMannheimGermany
- Mannheim Center for Translational Neurosciences (MCTN), Medical Faculty of MannheimUniversity of HeidelbergMannheimGermany
| | - Henrik Walter
- Department of Psychiatry and NeurosciencesCampus Charité MitteBerlinGermany
| | - Tina Waschke
- Institute of Psychopharmacology, Central Institute of Mental Health, Medical Faculty MannheimHeidelberg UniversityMannheimGermany
| | - Stephanie H. Witt
- Department of Genetic Epidemiology in Psychiatry, ZIPP BiobankCentral Institute of Mental Health, Medical Faculty MannheimMannheimGermany
| | - Andreas Heinz
- Department of Psychiatry and NeurosciencesCampus Charité MitteBerlinGermany
- German Center for Mental Health (DZPG), Partner Site Berlin‐PotsdamBerlinGermany
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3
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Zech H, Waltmann M, Lee Y, Reichert M, Bedder RL, Rutledge RB, Deeken F, Wenzel J, Wedemeyer F, Aguilera A, Aslan A, Bach P, Bahr NS, Ebrahimi C, Fischbach PC, Ganz M, Garbusow M, Großkopf CM, Heigert M, Hentschel A, Belanger M, Karl D, Pelz P, Pinger M, Riemerschmid C, Rosenthal A, Steffen J, Strehle J, Weiss F, Wieder G, Wieland A, Zaiser J, Zimmermann S, Liu S, Goschke T, Walter H, Tost H, Lenz B, Andoh J, Ebner-Priemer U, Rapp MA, Heinz A, Dolan R, Smolka MN, Deserno L. Measuring self-regulation in everyday life: Reliability and validity of smartphone-based experiments in alcohol use disorder. Behav Res Methods 2023; 55:4329-4342. [PMID: 36508108 PMCID: PMC10700450 DOI: 10.3758/s13428-022-02019-8] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 11/03/2022] [Indexed: 12/14/2022]
Abstract
Self-regulation, the ability to guide behavior according to one's goals, plays an integral role in understanding loss of control over unwanted behaviors, for example in alcohol use disorder (AUD). Yet, experimental tasks that measure processes underlying self-regulation are not easy to deploy in contexts where such behaviors usually occur, namely outside the laboratory, and in clinical populations such as people with AUD. Moreover, lab-based tasks have been criticized for poor test-retest reliability and lack of construct validity. Smartphones can be used to deploy tasks in the field, but often require shorter versions of tasks, which may further decrease reliability. Here, we show that combining smartphone-based tasks with joint hierarchical modeling of longitudinal data can overcome at least some of these shortcomings. We test four short smartphone-based tasks outside the laboratory in a large sample (N = 488) of participants with AUD. Although task measures indeed have low reliability when data are analyzed traditionally by modeling each session separately, joint modeling of longitudinal data increases reliability to good and oftentimes excellent levels. We next test the measures' construct validity and show that extracted latent factors are indeed in line with theoretical accounts of cognitive control and decision-making. Finally, we demonstrate that a resulting cognitive control factor relates to a real-life measure of drinking behavior and yields stronger correlations than single measures based on traditional analyses. Our findings demonstrate how short, smartphone-based task measures, when analyzed with joint hierarchical modeling and latent factor analysis, can overcome frequently reported shortcomings of experimental tasks.
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Affiliation(s)
- Hilmar Zech
- Department of Psychiatry, Technische Universität Dresden, Dresden, Germany.
- Department of Child and Adolescent Psychiatry, Psychosomatics and Psychotherapy, Centre of Mental Health, University of Würzburg, Margarete-Höppel-Platz 1, 97080, Würzburg, Germany.
| | - Maria Waltmann
- Department of Child and Adolescent Psychiatry, Psychosomatics and Psychotherapy, Centre of Mental Health, University of Würzburg, Margarete-Höppel-Platz 1, 97080, Würzburg, Germany
- Max Planck Institute for Human Cognitive and Brain Sciences, Stephanstraße 1, 04103, Leipzig, Germany
| | - Ying Lee
- Department of Psychiatry, Technische Universität Dresden, Dresden, Germany
- Max Planck University College London Centre for Computational Psychiatry and Ageing Research, London, UK
- Wellcome Centre for Neuroimaging (WCHN), University College London, London, UK
| | - Markus Reichert
- Department of eHealth and Sports Analytics, Faculty of Sport Science, Ruhr-Universität Bochum (RUB), Bochum, Germany
- Mental mHealth Lab, Institute of Sports and Sports Science, Karlsruhe Institute of Technology (KIT), Karlsruhe, Germany
- Department of Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany
| | - Rachel L Bedder
- Max Planck University College London Centre for Computational Psychiatry and Ageing Research, London, UK
- Wellcome Centre for Neuroimaging (WCHN), University College London, London, UK
- Neuroscience Institute & Department of Psychology, Princeton University, Princeton, NJ, USA
| | - Robb B Rutledge
- Max Planck University College London Centre for Computational Psychiatry and Ageing Research, London, UK
- Wellcome Centre for Neuroimaging (WCHN), University College London, London, UK
- Department of Psychology, Yale University, New Haven, CT, USA
| | - Friederike Deeken
- Social and Preventive Medicine, Department of Sports and Health Sciences, Intra-faculty unit "Cognitive Sciences", Faculty of Human Science, and Faculty of Health Sciences Brandenburg, Research Area Services Research and e-Health, University of Potsdam, Potsdam, Germany
| | - Julia Wenzel
- Department of Psychiatry and Neurosciences | CCM, Charité - Universitätsmedizin Berlin, corporate member of Freie Universität Berlin and Humboldt-Universität zu Berlin, Department of Pediatric Surgery, Augustenburger Platz 1, 13353, Berlin, Germany
| | - Friederike Wedemeyer
- Department of Psychiatry and Neurosciences | CCM, Charité - Universitätsmedizin Berlin, corporate member of Freie Universität Berlin and Humboldt-Universität zu Berlin, Department of Pediatric Surgery, Augustenburger Platz 1, 13353, Berlin, Germany
| | - Alvaro Aguilera
- Center for Information Services and High Performance Computing (ZIH), Technische Universität Dresden, Dresden, Germany
| | - Acelya Aslan
- Department of Addictive Behavior and Addiction Medicine, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany
| | - Patrick Bach
- Department of Addictive Behavior and Addiction Medicine, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany
| | - Nadja S Bahr
- Department of Psychiatry and Neurosciences | CCM, Charité - Universitätsmedizin Berlin, corporate member of Freie Universität Berlin and Humboldt-Universität zu Berlin, Department of Pediatric Surgery, Augustenburger Platz 1, 13353, Berlin, Germany
| | - Claudia Ebrahimi
- Department of Psychiatry and Neurosciences | CCM, Charité - Universitätsmedizin Berlin, corporate member of Freie Universität Berlin and Humboldt-Universität zu Berlin, Department of Pediatric Surgery, Augustenburger Platz 1, 13353, Berlin, Germany
| | | | - Marvin Ganz
- Department of Addictive Behavior and Addiction Medicine, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany
| | - Maria Garbusow
- Department of Psychiatry and Neurosciences | CCM, Charité - Universitätsmedizin Berlin, corporate member of Freie Universität Berlin and Humboldt-Universität zu Berlin, Department of Pediatric Surgery, Augustenburger Platz 1, 13353, Berlin, Germany
| | | | - Marie Heigert
- Department of Psychiatry and Neurosciences | CCM, Charité - Universitätsmedizin Berlin, corporate member of Freie Universität Berlin and Humboldt-Universität zu Berlin, Department of Pediatric Surgery, Augustenburger Platz 1, 13353, Berlin, Germany
| | - Angela Hentschel
- Department of Psychiatry, Technische Universität Dresden, Dresden, Germany
| | - Matthew Belanger
- Department of Psychiatry, Technische Universität Dresden, Dresden, Germany
| | - Damian Karl
- Department of Addictive Behavior and Addiction Medicine, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany
| | - Patricia Pelz
- Department of Psychiatry and Neurosciences | CCM, Charité - Universitätsmedizin Berlin, corporate member of Freie Universität Berlin and Humboldt-Universität zu Berlin, Department of Pediatric Surgery, Augustenburger Platz 1, 13353, Berlin, Germany
| | - Mathieu Pinger
- Department of Clinical Psychology, Central Institute of Mental Health, Medical Faculty Mannheim, University of Heidelberg, Mannheim, Germany
| | - Carlotta Riemerschmid
- Department of Psychiatry and Neurosciences | CCM, Charité - Universitätsmedizin Berlin, corporate member of Freie Universität Berlin and Humboldt-Universität zu Berlin, Department of Pediatric Surgery, Augustenburger Platz 1, 13353, Berlin, Germany
| | - Annika Rosenthal
- Department of Psychiatry and Neurosciences | CCM, Charité - Universitätsmedizin Berlin, corporate member of Freie Universität Berlin and Humboldt-Universität zu Berlin, Department of Pediatric Surgery, Augustenburger Platz 1, 13353, Berlin, Germany
| | - Johannes Steffen
- Department of Psychiatry, Technische Universität Dresden, Dresden, Germany
| | - Jens Strehle
- Center for Information Services and High Performance Computing (ZIH), Technische Universität Dresden, Dresden, Germany
| | - Franziska Weiss
- Department of Clinical Psychology, Central Institute of Mental Health, Medical Faculty Mannheim, University of Heidelberg, Mannheim, Germany
| | - Gesine Wieder
- Center for Information Services and High Performance Computing (ZIH), Technische Universität Dresden, Dresden, Germany
| | - Alfred Wieland
- Department of Addictive Behavior and Addiction Medicine, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany
| | - Judith Zaiser
- Department of Addictive Behavior and Addiction Medicine, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany
| | - Sina Zimmermann
- Department of Addictive Behavior and Addiction Medicine, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany
| | - Shuyan Liu
- Department of Psychiatry and Neurosciences | CCM, Charité - Universitätsmedizin Berlin, corporate member of Freie Universität Berlin and Humboldt-Universität zu Berlin, Department of Pediatric Surgery, Augustenburger Platz 1, 13353, Berlin, Germany
| | - Thomas Goschke
- Department of Psychology, Technische Universität Dresden, Dresden, Germany
| | - Henrik Walter
- Department of Psychiatry and Neurosciences | CCM, Charité - Universitätsmedizin Berlin, corporate member of Freie Universität Berlin and Humboldt-Universität zu Berlin, Department of Pediatric Surgery, Augustenburger Platz 1, 13353, Berlin, Germany
| | - Heike Tost
- Department of Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany
| | - Bernd Lenz
- Department of Addictive Behavior and Addiction Medicine, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany
| | - Jamila Andoh
- Department of Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany
| | - Ulrich Ebner-Priemer
- Mental mHealth Lab, Institute of Sports and Sports Science, Karlsruhe Institute of Technology (KIT), Karlsruhe, Germany
- Department of Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany
| | - Michael A Rapp
- Social and Preventive Medicine, Department of Sports and Health Sciences, Intra-faculty unit "Cognitive Sciences", Faculty of Human Science, and Faculty of Health Sciences Brandenburg, Research Area Services Research and e-Health, University of Potsdam, Potsdam, Germany
| | - Andreas Heinz
- Department of Psychiatry and Neurosciences | CCM, Charité - Universitätsmedizin Berlin, corporate member of Freie Universität Berlin and Humboldt-Universität zu Berlin, Department of Pediatric Surgery, Augustenburger Platz 1, 13353, Berlin, Germany
| | - Ray Dolan
- Max Planck University College London Centre for Computational Psychiatry and Ageing Research, London, UK
- Wellcome Centre for Neuroimaging (WCHN), University College London, London, UK
- State Key Laboratory of Cognitive Neuroscience and Learning, IDG/McGovern Institute for Brain Research, Beijing Normal University, Beijing, China
- BIH Visiting Professor, Stiftung Charité, Department of Psychiatry and Psychotherapy, Charité - Universitätsmedizin, Berlin, Germany
| | - Michael N Smolka
- Department of Psychiatry, Technische Universität Dresden, Dresden, Germany
| | - Lorenz Deserno
- Department of Psychiatry, Technische Universität Dresden, Dresden, Germany.
- Department of Child and Adolescent Psychiatry, Psychosomatics and Psychotherapy, Centre of Mental Health, University of Würzburg, Margarete-Höppel-Platz 1, 97080, Würzburg, Germany.
- Max Planck Institute for Human Cognitive and Brain Sciences, Stephanstraße 1, 04103, Leipzig, Germany.
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4
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Marciano L, Vocaj E, Bekalu MA, La Tona A, Rocchi G, Viswanath K. The Use of Mobile Assessments for Monitoring Mental Health in Youth: Umbrella Review. J Med Internet Res 2023; 25:e45540. [PMID: 37725422 PMCID: PMC10548333 DOI: 10.2196/45540] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/05/2023] [Revised: 06/12/2023] [Accepted: 07/06/2023] [Indexed: 09/21/2023] Open
Abstract
BACKGROUND Improving mental health in youth is a major concern. Future approaches to monitor and intervene in youth mental health problems should rely on mobile tools that allow for the daily monitoring of mental health both actively (eg, using ecological momentary assessments [EMAs]) and passively (eg, digital phenotyping) by capturing individuals' data. OBJECTIVE This umbrella review aims to (1) report the main characteristics of existing reviews on mental health and young people, including mobile approaches to mental health; (2) describe EMAs and trace data and the mental health conditions investigated; (3) report the main results; and (4) outline promises, limitations, and directions for future research. METHODS A systematic literature search was carried out in 9 scientific databases (Communication & Mass Media Complete, Psychology and Behavioral Sciences Collection, PsycINFO, CINAHL, ERIC, MEDLINE, the ProQuest Sociology Database, Web of Science, and PubMed) on January 30, 2022, coupled with a hand search and updated in July 2022. We included (systematic) reviews of EMAs and trace data in the context of mental health, with a specific focus on young populations, including children, adolescents, and young adults. The quality of the included reviews was evaluated using the AMSTAR (Assessment of Multiple Systematic Reviews) checklist. RESULTS After the screening process, 30 reviews (published between 2016 and 2022) were included in this umbrella review, of which 21 (70%) were systematic reviews and 9 (30%) were narrative reviews. The included systematic reviews focused on symptoms of depression (5/21, 24%); bipolar disorders, schizophrenia, or psychosis (6/21, 29%); general ill-being (5/21, 24%); cognitive abilities (2/21, 9.5%); well-being (1/21, 5%); personality (1/21, 5%); and suicidal thoughts (1/21, 5%). Of the 21 systematic reviews, 15 (71%) summarized studies that used mobile apps for tracing, 2 (10%) summarized studies that used them for intervention, and 4 (19%) summarized studies that used them for both intervention and tracing. Mobile tools used in the systematic reviews were smartphones only (8/21, 38%), smartphones and wearable devices (6/21, 29%), and smartphones with other tools (7/21, 33%). In total, 29% (6/21) of the systematic reviews focused on EMAs, including ecological momentary interventions; 33% (7/21) focused on trace data; and 38% (8/21) focused on both. Narrative reviews mainly focused on the discussion of issues related to digital phenotyping, existing theoretical frameworks used, new opportunities, and practical examples. CONCLUSIONS EMAs and trace data in the context of mental health assessments and interventions are promising tools. Opportunities (eg, using mobile approaches in low- and middle-income countries, integration of multimodal data, and improving self-efficacy and self-awareness on mental health) and limitations (eg, absence of theoretical frameworks, difficulty in assessing the reliability and effectiveness of such approaches, and need to appropriately assess the quality of the studies) were further discussed. TRIAL REGISTRATION PROSPERO CRD42022347717; https://www.crd.york.ac.uk/prospero/display_record.php?RecordID=347717.
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Affiliation(s)
- Laura Marciano
- Lee Kum Sheung Center for Health and Happiness, Department of Social and Behavioral Sciences, Harvard T.H. Chan School of Public Health, Boston, MA, United States
- Dana Farber Cancer Institute, Boston, MA, United States
| | - Emanuela Vocaj
- Lombard School of Cognitive-Neuropsychological Psychotherapy, Pavia, Italy
| | - Mesfin A Bekalu
- Lee Kum Sheung Center for Health and Happiness, Department of Social and Behavioral Sciences, Harvard T.H. Chan School of Public Health, Boston, MA, United States
- Dana Farber Cancer Institute, Boston, MA, United States
| | - Antonino La Tona
- Dipartimento di Scienze Umane e Sociali, Università degli Studi di Bergamo, Bergamo, Italy
| | - Giulia Rocchi
- Department of Dynamic, Clinical Psychology and Health Studies, Sapienza University, Rome, Italy
| | - Kasisomayajula Viswanath
- Lee Kum Sheung Center for Health and Happiness, Department of Social and Behavioral Sciences, Harvard T.H. Chan School of Public Health, Boston, MA, United States
- Dana Farber Cancer Institute, Boston, MA, United States
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