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Christensen E, Albertella L, Chamberlain SR, Suo C, Brydevall M, Grant JE, Yücel M, Lee RSC. A comprehensive evaluation of the neurocognitive predictors of problematic alcohol use, eating, pornography, and internet use: A 6-month longitudinal study. J Behav Addict 2024; 13:823-840. [PMID: 39141435 PMCID: PMC11457023 DOI: 10.1556/2006.2024.00041] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/22/2023] [Revised: 06/05/2024] [Accepted: 06/29/2024] [Indexed: 08/16/2024] Open
Abstract
Background and aims Cognitive control and reward-related abnormalities are centrally implicated in addiction. However, findings from longitudinal studies addressing neurocognitive predictors of addictive behaviors are mixed. Further, little work has been conducted predicting non-substance-related addictive behaviors. Our study aimed to assess predictors of substance and non-substance addictive behaviors in a community sample, systematically evaluating each neurocognitive function's independent influence on addictive behavior. Methods Australians (N = 294; 51.7% female; M[SD] age = 24.8[4.7] years) completed online neurocognitive tasks and surveys at baseline and 3-month follow-up. Self-report scales assessed problematic alcohol use, addictive eating (AE), problematic pornography use (PPU), and problematic internet use (PUI) at 3- and 6-month follow-ups. Linear regressions with bootstrapping assessed neurocognitive predictors for each addictive behavior across a 6-month period. Results Neurocognition at baseline did not predict AE or PUI severity at 6-month follow-up. Less delay discounting at baseline predicted higher PPU at 6-month follow-up (β = -0.16, p = 0.005). Poorer performance monitoring at baseline predicted higher AE at 3-month follow-up (β = -0.16, p = 0.004), and more reward-related attentional capture at 3-months predicted higher AE at 6-month follow-up (β = 0.14, p = 0.033). Less reward-related attentional capture (β = -0.14, p = 0.003) and less risk-taking under ambiguity (β = -0.11, p = 0.029) at baseline predicted higher PUI at 3-month follow-up. All findings were of small effect size. None of the neurocognitive variables predicted problematic alcohol use. Discussion and conclusions We were unable to identify a core set of specific neurocognitive functions that reliably predict multiple addictive behavior types. However, our findings indicate both cognitive control and reward-related functions predict non-substance addictive behaviors in different ways. Findings suggest that there may be partially distinct neurocognitive mechanisms contributing to addiction depending on the specific addictive behavior.
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Affiliation(s)
- Erynn Christensen
- BrainPark, Turner Institute for Brain and Mental Health, Monash University, Melbourne, VIC, Australia
| | - Lucy Albertella
- BrainPark, Turner Institute for Brain and Mental Health, Monash University, Melbourne, VIC, Australia
| | - Samuel R. Chamberlain
- Department of Psychiatry, University of Southampton, Southampton, United Kingdom
- Southern Health NHS Foundation Trust, Southampton, UK
| | - Chao Suo
- BrainPark, Turner Institute for Brain and Mental Health, Monash University, Melbourne, VIC, Australia
| | - Maja Brydevall
- BrainPark, Turner Institute for Brain and Mental Health, Monash University, Melbourne, VIC, Australia
| | - Jon E. Grant
- Department of Psychiatry & Behavioral Neuroscience, University of Chicago, Pritzker School of Medicine, Chicago, IL, USA
| | - Murat Yücel
- BrainPark, Turner Institute for Brain and Mental Health, Monash University, Melbourne, VIC, Australia
- QIMR Berghofer Medical Research Institute, Herston, QLD, Australia
| | - Rico Sze Chun Lee
- BrainPark, Turner Institute for Brain and Mental Health, Monash University, Melbourne, VIC, Australia
- Melbourne School of Psychological Sciences, University of Melbourne, Melbourne, VIC, Australia
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Chen CY, Lee KY, Fung XCC, Chen JK, Lai YC, Potenza MN, Chang KC, Fang CY, Pakpour AH, Lin CY. Problematic Use of Internet Associates with Poor Quality of Life via Psychological Distress in Invididuals with ADHD. Psychol Res Behav Manag 2024; 17:443-455. [PMID: 38352630 PMCID: PMC10863463 DOI: 10.2147/prbm.s449369] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/11/2023] [Accepted: 01/31/2024] [Indexed: 02/16/2024] Open
Abstract
Background Problematic use of internet (PUI) may have negative impacts on psychological distress and quality of life (QoL). This situation might be more profound in people with attention-deficit/hyperactivity disorder (ADHD) due to poorer behavioral control and regulatory capacity. However, there is little evidence regarding mediated effects in the associations between PUI, psychological distress, and QoL in people with ADHD. Aims To investigate mediating effects of psychological distress in the associations of problematic smartphone use (PSPU), problematic use of social media (PUSM), and problematic gaming (PG) with QoL in individuals with ADHD. Methods and Procedures PUI behaviors of participants with ADHD (n = 99) were assessed using the Smartphone Application-Based Addiction Scale, Bergen Social Media Addiction Scale, and Internet Gaming Disorder-Short Form. Psychological distress was assessed using the Depression, Anxiety, Stress Scale and QoL using the Kid-KINDL. Outcomes and Results Psychological distress mediated the associations between PUI and different domains of QoL, except for self-esteem QoL. There were also positively direct effects between PG and physical QoL, PUSM and friends' QoL, and PSPU and physical QoL. Conclusions and Implications PUI may associate with poor QoL in people with ADHD via psychological distress. Programs on reducing PUI for people with ADHD are needed.
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Affiliation(s)
- Chao-Ying Chen
- School of Physical Therapy and Graduate Institute of Rehabilitation Science, College of Medicine, Chang Gung University, Taoyuan, Taiwan
- New Taipei City Tucheng Hospital (Chang Gung Medical Foundation), Department of Pediatric Internal Medicine, New Taipei City, Taiwan
| | - Kuan-Ying Lee
- Department of Child and Adolescent Psychiatry, Jianan Psychiatric Center, Ministry of Health and Welfare, Tainan, Taiwan
| | - Xavier C C Fung
- Department of Rehabilitation Sciences, Faculty of Health and Social Sciences, The Hong Kong Polytechnic University, Hung Hom, Hong Kong
| | - Ji-Kang Chen
- Department of Social Work, Chinese University of Hong Kong, New Territories, Hong Kong
| | - Yu-Chen Lai
- Division of Colon and Rectal Surgery, Ditmanson Medical Foundation Chia-Yi Christian Hospital, Chiayi, 621, Taiwan
| | - Marc N Potenza
- Department of Psychiatry, Yale School of Medicine, New Haven, CT, USA
- Connecticut Mental Health Center, New Haven, CT, USA
- Connecticut Council on Problem Gambling, Wethersfield, CT, USA
- Child Study Center, Yale School of Medicine, New Haven, CT, USA
- Department of Neuroscience, Yale University, New Haven, CT, USA
- Wu Tsai Institute, Yale University, New Haven, CT, USA
| | - Kun-Chia Chang
- Department of General Psychiatry, Jianan Psychiatric Center, Ministry of Health and Welfare, Tainan, Taiwan
- Department of Psychiatry, National Cheng Kung University Hospital, College of Medicine, National Cheng Kung University, Tainan, Taiwan
| | - Chuan-Yin Fang
- Division of Colon and Rectal Surgery, Ditmanson Medical Foundation Chia-Yi Christian Hospital, Chiayi, 621, Taiwan
| | - Amir H Pakpour
- Department of Nursing, School of Health and Welfare, Jönköping University, Jönköping, Sweden
| | - Chung-Ying Lin
- Institute of Allied Health Sciences, College of Medicine, National Cheng Kung University, Tainan, Taiwan
- Biostatistics Consulting Center, National Cheng Kung University Hospital, College of Medicine, National Cheng Kung University, Tainan, Taiwan
- Department of Public Health, College of Medicine, National Cheng Kung University, Tainan, Taiwan
- Department of Occupational Therapy, College of Medicine, National Cheng Kung University, Tainan, Taiwan
- INTI International University, Nilai, Negeri Sembilan, 71800, Malaysia
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Fineberg NA, Menchón JM, Hall N, Dell'Osso B, Brand M, Potenza MN, Chamberlain SR, Cirnigliaro G, Lochner C, Billieux J, Demetrovics Z, Rumpf HJ, Müller A, Castro-Calvo J, Hollander E, Burkauskas J, Grünblatt E, Walitza S, Corazza O, King DL, Stein DJ, Grant JE, Pallanti S, Bowden-Jones H, Ameringen MV, Ioannidis K, Carmi L, Goudriaan AE, Martinotti G, Sales CMD, Jones J, Gjoneska B, Király O, Benatti B, Vismara M, Pellegrini L, Conti D, Cataldo I, Riva GM, Yücel M, Flayelle M, Hall T, Griffiths M, Zohar J. Advances in problematic usage of the internet research - A narrative review by experts from the European network for problematic usage of the internet. Compr Psychiatry 2022; 118:152346. [PMID: 36029549 DOI: 10.1016/j.comppsych.2022.152346] [Citation(s) in RCA: 33] [Impact Index Per Article: 16.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/17/2021] [Revised: 06/29/2022] [Accepted: 08/09/2022] [Indexed: 01/05/2023] Open
Abstract
Global concern about problematic usage of the internet (PUI), and its public health and societal costs, continues to grow, sharpened in focus under the privations of the COVID-19 pandemic. This narrative review reports the expert opinions of members of the largest international network of researchers on PUI in the framework of the European Cooperation in Science and Technology (COST) Action (CA 16207), on the scientific progress made and the critical knowledge gaps remaining to be filled as the term of the Action reaches its conclusion. A key advance has been achieving consensus on the clinical definition of various forms of PUI. Based on the overarching public health principles of protecting individuals and the public from harm and promoting the highest attainable standard of health, the World Health Organisation has introduced several new structured diagnoses into the ICD-11, including gambling disorder, gaming disorder, compulsive sexual behaviour disorder, and other unspecified or specified disorders due to addictive behaviours, alongside naming online activity as a diagnostic specifier. These definitions provide for the first time a sound platform for developing systematic networked research into various forms of PUI at global scale. Progress has also been made in areas such as refining and simplifying some of the available assessment instruments, clarifying the underpinning brain-based and social determinants, and building more empirically based etiological models, as a basis for therapeutic intervention, alongside public engagement initiatives. However, important gaps in our knowledge remain to be tackled. Principal among these include a better understanding of the course and evolution of the PUI-related problems, across different age groups, genders and other specific vulnerable groups, reliable methods for early identification of individuals at risk (before PUI becomes disordered), efficacious preventative and therapeutic interventions and ethical health and social policy changes that adequately safeguard human digital rights. The paper concludes with recommendations for achievable research goals, based on longitudinal analysis of a large multinational cohort co-designed with public stakeholders.
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Affiliation(s)
- Naomi A Fineberg
- Hertfordshire Partnership University NHS Foundation Trust, Hertfordshire, UK; School of Life and Medical Sciences, University of Hertfordshire, Hatfield, UK; School of Clinical Medicine, University of Cambridge, Cambridge, UK.
| | - José M Menchón
- Department of Psychiatry, Bellvitge University Hospital-IDIBELL, University of Barcelona, Cibersam, Barcelona, Spain
| | - Natalie Hall
- Centre for Health Services and Clinical Research, University of Hertfordshire, Hatfield, UK
| | - Bernardo Dell'Osso
- Luigi Sacco University Hospital, Psychiatry 2 Unit, University of Milan, Milan, Italy; "Aldo Ravelli" Center for Nanotechnology and Neurostimulation, University of Milan, Milan, Italy; Department of Psychiatry and Behavioral Sciences, Stanford University, Stanford, CA, USA; Centro per lo studio dei meccanismi molecolari alla base delle patologie neuro-psico-geriatriche", University of Milan, Milan, Italy
| | - Matthias Brand
- General Psychology: Cognition and Center for Behavioral Addiction Research (CeBAR), University of Duisburg-Essen, Germany; Erwin L. Hahn Institute for Magnetic Resonance Imaging, Essen, Germany
| | - Marc N Potenza
- Departments of Psychiatry, Neuroscience and Child Study, Yale University School of Medicine, and Wu Tsai Institute, Yale University, New Haven, USA, New Haven, USA; Connecticut Council on Problem Gambling, Wethersfield, USA; Connecticut Mental Health Center, New Haven, USA
| | - Samuel R Chamberlain
- Department of Psychiatry, Faculty of Medicine, University of Southampton, UK; Southern Health NHS Foundation Trust, Southampton, UK
| | - Giovanna Cirnigliaro
- Luigi Sacco University Hospital, Psychiatry 2 Unit, University of Milan, Milan, Italy
| | - Christine Lochner
- SAMRC Unit on Risk and Resilience in Mental Disorders, Department of Psychiatry, Stellenbosch University, South Africa
| | - Joël Billieux
- Institute of Psychology, University of Lausanne (UNIL), Lausanne, Switzerland
| | - Zsolt Demetrovics
- Centre of Excellence in Responsible Gaming, University of Gibraltar, Gibraltar, Gibraltar; Institute of Psychology, ELTE Eötvös Loránd University, Budapest, Hungary
| | - Hans Jürgen Rumpf
- Department of Psychiatry and Psychotherapy, Translational Psychiatry Unit, Research Group S:TEP (Substance use and related disorders: Treatment, Epidemiology and Prevention) University of Lübeck, Lübeck, Germany
| | - Astrid Müller
- Department of Psychosomatic Medicine and Psychotherapy, Hannover Medical School, Hanover, Germany
| | - Jesús Castro-Calvo
- Department of Personality, Assessment, and Psychological Treatments, University of Valencia, Spain
| | - Eric Hollander
- Autism and Obsessive Compulsive Spectrum Program, Psychiatric Research Institute at Montefiore-Einstein, Albert Einstein College of Medicine
| | - Julius Burkauskas
- Laboratory of Behavioral Medicine, Neuroscience Institute, Lithuanian University of Health Sciences, Vyduno al. 4, 00135 Palanga, Lithuania
| | - Edna Grünblatt
- Department of Child and Adolescent Psychiatry and Psychotherapy, Psychiatric University Hospital Zurich, University of Zurich, Zurich, Switzerland; Neuroscience Center Zurich, University of Zurich and ETH Zurich, Zurich, Switzerland; Zurich Center for Integrative Human Physiology, University of Zurich, Zurich, Switzerland
| | - Susanne Walitza
- Department of Child and Adolescent Psychiatry and Psychotherapy, Psychiatric University Hospital Zurich, University of Zurich, Zurich, Switzerland; Neuroscience Center Zurich, University of Zurich and ETH Zurich, Zurich, Switzerland; Zurich Center for Integrative Human Physiology, University of Zurich, Zurich, Switzerland
| | - Ornella Corazza
- Department of Clinical Pharmacological and Biological Science, University of Hertfordshire
| | - Daniel L King
- College of Education, Psychology, & Social Work, Flinders University, Adelaide, Australia
| | - Dan J Stein
- SAMRC Unit on Risk & Resilience in Mental Disorders, Dept of Psychiatry & Neuroscience Institute, University of Cape Town
| | - Jon E Grant
- Department of Psychiatry & Behavioral Neuroscience, University of Chicago
| | - Stefano Pallanti
- Albert Einstein College of Medicine and Montefiore Medical Center, New York, USA; INS Istituto di Neuroscienze, Florence, Italy
| | | | - Michael Van Ameringen
- Deptartment of Psychiatry and Behavioural Neurosciences, McMaster University, Hamilton, Canada
| | - Konstantinos Ioannidis
- Cambridgeshire and Peterborough NHS Foundation Trust, Cambridge, UK; Department of International Health, Care and Public Health Research Institute, Maastricht University, Maastricht, the Netherlands
| | - Lior Carmi
- Post-Trauma Center, Sheba Medical Center, Tel Aviv University, Israel; Reichman University, The Data Science Institution, Herzliya, Israel
| | - Anna E Goudriaan
- Amsterdam UMC, Department of Psychiatry, University of Amsterdam, Amsterdam, the Netherlands; Amsterdam Institute for Addiction Research & Arkin, the Netherlands
| | - Giovanni Martinotti
- Department of Neuroscience, Imaging and Clinical Sciences, G. D'Annunzio University, Chieti, Italy
| | - Célia M D Sales
- Faculty of Psychology and Education Sciences, University of Porto, Porto, Portugal; Center for Psychology at University of Porto (CPUP), University of Porto, Porto, Portugal
| | - Julia Jones
- School of Health and Social Work, University of Hertfordshire, Hatfield, UK
| | | | - Orsolya Király
- Institute of Psychology, ELTE Eötvös Loránd University, Budapest, Hungary
| | - Beatrice Benatti
- Luigi Sacco University Hospital, Psychiatry 2 Unit, University of Milan, Milan, Italy; "Aldo Ravelli" Center for Nanotechnology and Neurostimulation, University of Milan, Milan, Italy
| | - Matteo Vismara
- Luigi Sacco University Hospital, Psychiatry 2 Unit, University of Milan, Milan, Italy; "Aldo Ravelli" Center for Nanotechnology and Neurostimulation, University of Milan, Milan, Italy
| | - Luca Pellegrini
- Hertfordshire Partnership University NHS Foundation Trust, Hertfordshire, UK; School of Life and Medical Sciences, University of Hertfordshire, Hatfield, UK
| | - Dario Conti
- Hertfordshire Partnership University NHS Foundation Trust, Hertfordshire, UK; Luigi Sacco University Hospital, Psychiatry 2 Unit, University of Milan, Milan, Italy
| | - Ilaria Cataldo
- Department of Psychology and Cognitive Science, University of Trento, Trento, Italy
| | - Gianluigi M Riva
- School of Information and Communication Studies, University College Dublin
| | - Murat Yücel
- Brain Park, Turner Institute for Brain and Mental Health, School of Psychological Sciences, and Monash Biomedical Imaging Facility, Monash University, Melbourne, Victoria, Australia
| | - Maèva Flayelle
- Institute of Psychology, University of Lausanne, Lausanne, Switzerland
| | | | | | - Joseph Zohar
- Post-Trauma Center, Sheba Medical Center, Tel Aviv University, Israel
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