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Kotyuk E, Demetrovics Z, Urbán R, Czakó A, Blum K, Griffiths MD, Potenza MN, Efrati Y. Psychometric properties of the Reward Deficiency Syndrome Questionnaire among a non-clinical sample and its relationship with the characteristics of potentially addictive behaviors. Addict Behav Rep 2025; 21:100598. [PMID: 40248688 PMCID: PMC12005299 DOI: 10.1016/j.abrep.2025.100598] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/04/2024] [Revised: 03/13/2025] [Accepted: 03/20/2025] [Indexed: 04/19/2025] Open
Abstract
Background and aims The addiction literature conceptualizes problematic substance use and addictive behaviors (e.g., gambling disorder, gaming disorder) as having shared etiologies and phenomenologies. The reward deficiency syndrome (RDS) model proposes blunted responses to natural rewards that potentially contribute to the development of addictive behaviors. The 29-item Reward Deficiency Syndrome Questionnaire (RDSQ-29) was developed to assess RDS-related psychological-behavioral characteristics. The aim of the present study was to validate the Hebrew version of the RDSQ-29 and to provide empirical evidence for the relevance of RDS in addictive behaviors and related psychological features. Methods The sample comprised 961 Jewish Israeli young adults from the general community (age 19-27 years; M = 23.40 years [SD = 1.95]) who were assessed for personality characteristics (attachment styles, RDS, compulsive personality), internet gaming disorder (IGD), problematic use of social media use (PUSM), compulsive buying-shopping disorder (CBSD), and gambling disorder (GD). Results The analysis confirmed the validity and factor structure of the RDSQ-29. RDSQ-29 scores showed a significant but weak association with anxiety, avoidance, and compulsive personality. Also, weak to modest relationships were found between RDSQ-29 scores and the severity of the four potential behavioral addictions. Discussion The findings suggest that the Hebrew translation of the RDSQ-29 is a psychometrically sound instrument to assess RDS. Given that different potentially addictive and other problematic behaviors are associated with RDS, its assessment might be useful in prevention or screening.
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Affiliation(s)
- Eszter Kotyuk
- Institute of Psychology, ELTE Eötvös Lorand University, 46 Izabella Street, Budapest H-1064, Hungary
| | - Zsolt Demetrovics
- Institute of Psychology, ELTE Eötvös Lorand University, 46 Izabella Street, Budapest H-1064, Hungary
- Flinders University Institute for Mental Health and Wellbeing, College of Education, Psychology and Social Work, Flinders University, Bedford Park, South Australia, Australia
- Centre of Excellence in Responsible Gaming, University of Gibraltar, Europa Point Campus, Gibraltar
| | - Róbert Urbán
- Institute of Psychology, ELTE Eötvös Lorand University, 46 Izabella Street, Budapest H-1064, Hungary
| | - Andrea Czakó
- Institute of Psychology, ELTE Eötvös Lorand University, 46 Izabella Street, Budapest H-1064, Hungary
- Centre of Excellence in Responsible Gaming, University of Gibraltar, Europa Point Campus, Gibraltar
| | - Kenneth Blum
- Institute of Psychology, ELTE Eötvös Lorand University, 46 Izabella Street, Budapest H-1064, Hungary
- Center for Sports, Exercise & Mental Health, Western University of Health Sciences, Pomona, CA, USA
- Department of Molecular Biology, Adelson School of Medicine, Ariel University, Ariel, Israel
| | - Mark D. Griffiths
- International Gaming Research Unit, Psychology Department, Nottingham Trent University, Nottingham, UK
| | - Marc N. Potenza
- Departments of Psychiatry, Neuroscience and Child Study Center, Yale University School of Medicine, New Haven, CT, USA
- Connecticut Council on Problem Gambling, Wethersfield, CT, USA
- Connecticut Mental Health Center, New Haven, CT, USA
| | - Yaniv Efrati
- Bar-Ilan University, Faculty of Education, Ramat Gan, Israel
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Lewandrowski KU, Blum K, Sharafshah A, Thanos KZ, Thanos PK, Zirath R, Pinhasov A, Bowirrat A, Jafari N, Zeine F, Makale M, Hanna C, Baron D, Elman I, Modestino EJ, Badgaiyan RD, Sunder K, Murphy KT, Gupta A, Lewandrowski APL, Fiorelli RKA, Schmidt S. Genetic and Regulatory Mechanisms of Comorbidity of Anxiety, Depression and ADHD: A GWAS Meta-Meta-Analysis Through the Lens of a System Biological and Pharmacogenomic Perspective in 18.5 M Subjects. J Pers Med 2025; 15:103. [PMID: 40137419 PMCID: PMC11943124 DOI: 10.3390/jpm15030103] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/28/2024] [Revised: 01/14/2025] [Accepted: 02/21/2025] [Indexed: 03/27/2025] Open
Abstract
Background: In the United States, approximately 1 in 5 children experience comorbidities with mental illness, including depression and anxiety, which lead to poor general health outcomes. Adolescents with substance use disorders exhibit high rates of co-occurring mental illness, with over 60% meeting diagnostic criteria for another psychiatric condition in community-based treatment programs. Comorbidities are influenced by both genetic (DNA antecedents) and environmental (epigenetic) factors. Given the significant impact of psychiatric comorbidities on individuals' lives, this study aims to uncover common mechanisms through a Genome-Wide Association Study (GWAS) meta-meta-analysis. Methods: GWAS datasets were obtained for each comorbid phenotype, followed by a GWAS meta-meta-analysis using a significance threshold of p < 5E-8 to validate the rationale behind combining all GWAS phenotypes. The combined and refined dataset was subjected to bioinformatic analyses, including Protein-Protein Interactions and Systems Biology. Pharmacogenomics (PGx) annotations for all potential genes with at least one PGx were tested, and the genes identified were combined with the Genetic Addiction Risk Severity (GARS) test, which included 10 genes and eleven Single Nucleotide Polymorphisms (SNPs). The STRING-MODEL was employed to discover novel networks and Protein-Drug interactions. Results: Autism Spectrum Disorder (ASD) was identified as the top manifestation derived from the known comorbid interaction of anxiety, depression, and attention deficit hyperactivity disorder (ADHD). The STRING-MODEL and Protein-Drug interaction analysis revealed a novel network associated with these psychiatric comorbidities. The findings suggest that these interactions are linked to the need to induce "dopamine homeostasis" as a therapeutic outcome. Conclusions: This study provides a reliable genetic and epigenetic map that could assist healthcare professionals in the therapeutic care of patients presenting with multiple psychiatric manifestations, including anxiety, depression, and ADHD. The results highlight the importance of targeting dopamine homeostasis in managing ASD linked to these comorbidities. These insights may guide future pharmacogenomic interventions to improve clinical outcomes in affected individuals.
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Affiliation(s)
- Kai-Uwe Lewandrowski
- Division of Personalized Medicine, Center for Advanced Spine Care of Southern Arizona, Tucson, AZ 85712, USA
- Department of Orthopaedics, Fundación Universitaria Sanitas, Bogotá 110131, Colombia
- Department of Orthopedics, Hospital Universitário Gaffree Guinle Universidade Federal do Estado do Rio de Janeiro, Rio de Janeiro 21941-909, Brazil
- Department of Orthopaedic Surgery, University of Arizona, School of Medcine, Tucson, AZ 85724, USA
| | - Kenneth Blum
- Division of Personalized Medicine, Center for Advanced Spine Care of Southern Arizona, Tucson, AZ 85712, USA
- The Kenneth Blum Behavioral & Neurogenetic Institute, Austin, TX 78701, USA;
- Institute of Psychology, ELTE Eötvös Loránd University, H-1117 Budapest, Hungary;
- Department of Molecular Biology, Adelson School of Medicine, Ariel University, Ariel 40700, Israel; (P.K.T.); (A.P.); (A.B.); (I.E.)
- Division of Addiction Research & Education, Center for Sports, Exercise, Psychiatry, Western University Health Sciences, Pomona, CA 91766-1854, USA; (D.B.); (K.S.)
| | - Alireza Sharafshah
- Cellular and Molecular Research Center, School of Medicine, Guilan University of Medical Sciences, Rasht 4144666949, Iran;
| | - Kyriaki Z. Thanos
- Behavioral Neuropharmacology & Neuroimaging Laboratory on Addictions (BNNLA), Clinical Research Institute on Addictions, Department of Pharmacology and Toxicology, Jacobs School of Medicine and Biomedical Sciences, University at Buffalo, Buffalo, NY 14260, USA; (K.Z.T.); (R.Z.)
| | - Panayotis K. Thanos
- Department of Molecular Biology, Adelson School of Medicine, Ariel University, Ariel 40700, Israel; (P.K.T.); (A.P.); (A.B.); (I.E.)
- Behavioral Neuropharmacology & Neuroimaging Laboratory on Addictions (BNNLA), Clinical Research Institute on Addictions, Department of Pharmacology and Toxicology, Jacobs School of Medicine and Biomedical Sciences, University at Buffalo, Buffalo, NY 14260, USA; (K.Z.T.); (R.Z.)
| | - Richa Zirath
- Behavioral Neuropharmacology & Neuroimaging Laboratory on Addictions (BNNLA), Clinical Research Institute on Addictions, Department of Pharmacology and Toxicology, Jacobs School of Medicine and Biomedical Sciences, University at Buffalo, Buffalo, NY 14260, USA; (K.Z.T.); (R.Z.)
| | - Albert Pinhasov
- Department of Molecular Biology, Adelson School of Medicine, Ariel University, Ariel 40700, Israel; (P.K.T.); (A.P.); (A.B.); (I.E.)
| | - Abdalla Bowirrat
- Department of Molecular Biology, Adelson School of Medicine, Ariel University, Ariel 40700, Israel; (P.K.T.); (A.P.); (A.B.); (I.E.)
| | - Nicole Jafari
- Department of Applied Clinical Psychology, The Chicago School of Professional Psychology, Los Angeles, CA 60601, USA;
| | - Foojan Zeine
- Department of Health Science, California State University at Long Beach, Long Beach, CA 90815, USA;
| | - Milan Makale
- Department of Radiation Medicine and Applied Sciences, University of California San Diego, La Jolla, CA 92093, USA;
| | - Colin Hanna
- Behavioral Neuropharmacology & Neuroimaging Laboratory on Addictions (BNNLA), Clinical Research Institute on Addictions, Department of Pharmacology and Toxicology, Jacobs School of Medicine and Biomedical Sciences, University at Buffalo, Buffalo, NY 14260, USA; (K.Z.T.); (R.Z.)
| | - David Baron
- Division of Addiction Research & Education, Center for Sports, Exercise, Psychiatry, Western University Health Sciences, Pomona, CA 91766-1854, USA; (D.B.); (K.S.)
- Department of Psychiatry, Stanford University School of Medicine, Palo Alto, CA 94305, USA
| | - Igor Elman
- Department of Molecular Biology, Adelson School of Medicine, Ariel University, Ariel 40700, Israel; (P.K.T.); (A.P.); (A.B.); (I.E.)
- Department of Psychiatry, Cambridge Alliance, Harvard University School of Medicine, Cambridge, MA 02215, USA
| | - Edward J. Modestino
- Brain & Behavior Laboratory, Department of Psychology, Curry College, Milton, MA 02186, USA;
| | - Rajendra D. Badgaiyan
- Department of Psychiatry, Texas Tech University Health Sciences, School of Medicine, Midland, TX 79430, USA;
- Department of Psychiatry, Mt. Sinai University, School of Medicine, New York, NY 10027, USA
| | - Keerthy Sunder
- Division of Addiction Research & Education, Center for Sports, Exercise, Psychiatry, Western University Health Sciences, Pomona, CA 91766-1854, USA; (D.B.); (K.S.)
- Department of Psychiatry, University California, UC Riverside School of Medicine, Riverside, CA 92521, USA
| | - Kevin T. Murphy
- Division of Personalized Neuromodulations, PeakLogic, Del Mar, CA 92130, USA;
| | - Ashim Gupta
- The Kenneth Blum Behavioral & Neurogenetic Institute, Austin, TX 78701, USA;
| | - Alex P. L. Lewandrowski
- Institute of Psychology, ELTE Eötvös Loránd University, H-1117 Budapest, Hungary;
- Department of Biological Sciences, Dornsife College of Letters, Arts and Sciences, 3616 Trousdale Pkwy, Los Angeles, CA 90089, USA
| | - Rossano Kepler Alvim Fiorelli
- Programa de Pós-Graduação em Neurologia, Universidade Federal do Estado do Rio de Janeiro, Rio de Janeiro 20270-004, Brazil; (R.K.A.F.); (S.S.)
| | - Sergio Schmidt
- Programa de Pós-Graduação em Neurologia, Universidade Federal do Estado do Rio de Janeiro, Rio de Janeiro 20270-004, Brazil; (R.K.A.F.); (S.S.)
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Gold MS, Blum K, Bowirrat A, Pinhasov A, Bagchi D, Dennen CA, Thanos PK, Hanna C, Lewandrowski KU, Sharafshah A, Elman I, Badgaiyan RD. A historical perspective on clonidine as an alpha-2A receptor agonist in the treatment of addictive behaviors: Focus on opioid dependence. INNOSC THERANOSTICS & PHARMACOLOGICAL SCIENCES 2024; 7:1918. [PMID: 39119149 PMCID: PMC11308626 DOI: 10.36922/itps.1918] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 08/10/2024]
Abstract
Clonidine operates through agonism at the alpha-2A receptor, a specific subtype of the alpha-2-adrenergic receptor located predominantly in the prefrontal cortex. By inhibiting the release of norepinephrine, which is responsible for withdrawal symptoms, clonidine effectively addresses withdrawal-related conditions such as anxiety, hypertension, and tachycardia. The groundbreaking work by Gold et al. demonstrated clonidine's ability to counteract the effects of locus coeruleus stimulation, reshaping the understanding of opioid withdrawal within the field. In the 1980s, the efficacy of clonidine in facilitating the transition to long-acting injectable naltrexone was confirmed for individuals motivated to overcome opioid use disorders (OUDs), including physicians and executives. Despite challenges with compliance, naltrexone offers sustained blockade of opioid receptors, reducing the risk of overdose, intoxication, and relapse in motivated patients in recovery. The development of clonidine and naltrexone as treatment modalities for OUDs, and potentially other addictions, including behavioral ones, underscores the potential for translating neurobiological advancements from preclinical models (bench) to clinical practice (bedside), ushering in innovative approaches to addiction treatment.
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Affiliation(s)
- Mark S. Gold
- Department of Psychiatry, Washington University School of Medicine, St. Louis, Missouri, United States of America
| | - Kenneth Blum
- Division of Addiction Research and Education, Center for Sports, Exercise and Global Mental Health, Western University Health Sciences, Pomona, California, United States of America
- The Kenneth Blum Behavioral and Neurogenetic Institute LLC, Austin, Texas, United States of America
- Department of Psychology, Faculty of Education and Psychology, Institute of Psychology, Eötvös Loránd University Budapest, Budapest, Hungary
- Department of Molecular Biology and Adelson School of Medicine, Ariel University, Ariel, Israel
- Division of Personalized Medicine, Cross-Cultural Research and Educational Institute, San Clemente, California, United States of America
- Centre for Genomics and Applied Gene Technology, Institute of Integrative Omics and Applied Biotechnology, Nonakuri, West Bengal, India
- Department of Clinical Psychology and Addiction, Institute of Psychology, Faculty of Education and Psychology, Eötvös Loránd University, Budapest, Hungary
- Department of Psychiatry, University of Vermont, Burlington, Vermont, United States of America
- Department of Psychiatry, Wright University, Boonshoft School of Medicine, Dayton, Ohio, United States of America
- Division of Personalized Medicine, Ketamine Infusion Clinic of South Florida, Pompano, Florida, United States of America
| | - Abdalla Bowirrat
- Department of Molecular Biology and Adelson School of Medicine, Ariel University, Ariel, Israel
| | - Albert Pinhasov
- Department of Molecular Biology and Adelson School of Medicine, Ariel University, Ariel, Israel
| | - Debasis Bagchi
- Department of Nutrigenomic Research, Victory Nutrition International, Inc., Bonita Springs, Florida, United States of America
- Department of Pharmaceutical Sciences, College of Pharmacy and Health Sciences, Texas Southern University, Houston, Texas, United States of America
| | - Catherine A. Dennen
- Department of Family Medicine, Jefferson Health Northeast, Philadelphia, Pennsylvania, United States of America
| | - Panayotis K. Thanos
- Department of Molecular Biology and Adelson School of Medicine, Ariel University, Ariel, Israel
- Behavioral Neuropharmacology and Neuroimaging Laboratory on Addictions, Clinical Research Institute on Addictions, Department of Pharmacology and Toxicology, Jacobs School of Medicine and Biosciences, State University of New York at Buffalo, Buffalo, New York, United States of America
- Department of Psychology, State University of New York at Buffalo, Buffalo, New York, United States of America
| | - Colin Hanna
- Behavioral Neuropharmacology and Neuroimaging Laboratory on Addictions, Clinical Research Institute on Addictions, Department of Pharmacology and Toxicology, Jacobs School of Medicine and Biosciences, State University of New York at Buffalo, Buffalo, New York, United States of America
- Department of Psychology, State University of New York at Buffalo, Buffalo, New York, United States of America
| | - Kai-Uwe Lewandrowski
- Division of Personalized Pain Therapy Research, Center for Advanced Spine Care of Southern Arizona, Tucson, Arizona, United States of America
- Department of Orthopaedics, Fundación Universitaria Sanitas, Bogotá, Colombia
- Department of Orthopedics, Hospital Universitário Gaffree Guinle Universidade Federal do Estado do Rio de Janeiro, Rio de Janeiro, Brazil
| | - Alireza Sharafshah
- Cellular and Molecular Research Center, School of Medicine, Guilan University of Medical Sciences, Rasht, Gilan, Iran
| | - Igor Elman
- Department of Molecular Biology and Adelson School of Medicine, Ariel University, Ariel, Israel
- Department of Psychiatry, School of Medicine, Harvard University, Cambridge, Massachusetts, United States of America
| | - Rajendra D. Badgaiyan
- Department of Psychiatry, Mt. Sinai School of Medicine, New York City, New York, United States of America
- Department of Psychiatry, School of Medicine, Case Western Reserve University, Cleveland, Ohio, United States of America
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Blum K, Baron D, McLaughlin T, Thanos PK, Dennen C, Ceccanti M, Braverman ER, Sharafshah A, Lewandrowski KU, Giordano J, Badgaiyan RD. Summary Document Research on RDS Anti-addiction Modeling: Annotated Bibliography. JOURNAL OF ADDICTION PSYCHIATRY 2024; 8:1-33. [PMID: 38765881 PMCID: PMC11100022] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Subscribe] [Scholar Register] [Indexed: 05/22/2024]
Abstract
Annotated bibliography of genetic addiction risk severity (GARS) publications, pro-dopamine regulation in nutraceuticals (KB220 nutraceutical variants), and policy documents. Further research is required to encourage the field to consider "Reward Deficiency Syndrome (RDS) Anti-addiction Modeling" which involves early risk identification by means of genetic assessment similar to GARS, followed by induction of dopamine homeostasis by means of genetically guided pro-dopamine regulation similar to KB220. These results suggest that genetically based treatments may be a missing piece in the treatment of substance use disorder (SUD).
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Affiliation(s)
- Kenneth Blum
- Center for Sports and Mental Health, Western University Health Sciences, Pomona, CA, USA
- The Kenneth Blum Behavioral and Neurogenetic Institute, LLC., Austin, TX, USA
| | - David Baron
- Center for Sports and Mental Health, Western University Health Sciences, Pomona, CA, USA
| | - Thomas McLaughlin
- The Kenneth Blum Behavioral and Neurogenetic Institute, LLC., Austin, TX, USA
| | - Panayotis K. Thanos
- Behavioral Neuropharmacology and Neuroimaging Laboratory on Addictions, Clinical Research Institute on Addictions, Department of Pharmacology and Toxicology, Jacobs School of Medicine and Biosciences, State University of New York, Buffalo, NY, USA
| | - Catherine Dennen
- Department of Family Medicine, Jefferson University School of Medicine, Philadelphia, PA, USA
| | - Mauro Ceccanti
- Department of Translational and Precision Medicine, Sapienza University, Rome, Italy
| | - Eric R. Braverman
- The Kenneth Blum Behavioral and Neurogenetic Institute, LLC., Austin, TX, USA
| | - Alireza Sharafshah
- Division of Genetics, Department of Cell and Molecular Biology and Microbiology, School of Science and Biotechnology, University of Isfahan, Isfahan, Iran
| | - Kai-Uwe Lewandrowski
- Department of Orthopaedics, Fundación Universitaria Sanitas Bogotá D.C. Colombia
| | - John Giordano
- The Kenneth Blum Behavioral and Neurogenetic Institute, LLC., Austin, TX, USA
- Division of Recovery Science, JC’S Recovery Center, Hollywood, Florida, USA
| | - Rajendra D. Badgaiyan
- The Kenneth Blum Behavioral and Neurogenetic Institute, LLC., Austin, TX, USA
- Department of Psychiatry, Case Western Reserve University, School of Medicine, Cleveland, OH, USA
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Blum K, Gold MS, Cadet JL, Gondre-Lewis MC, McLaughlin T, Braverman ER, Elman I, Paul Carney B, Cortese R, Abijo T, Bagchi D, Giordano J, Dennen CA, Baron D, Thanos PK, Soni D, Makale MT, Makale M, Murphy KT, Jafari N, Sunder K, Zeine F, Ceccanti M, Bowirrat A, Badgaiyan RD. Invited Expert Opinion- Bioinformatic and Limitation Directives to Help Adopt Genetic Addiction Risk Screening and Identify Preaddictive Reward Dysregulation: Required Analytic Evidence to Induce Dopamine Homeostatsis. MEDICAL RESEARCH ARCHIVES 2023; 11:10.18103/mra.v11i8.4211. [PMID: 37885438 PMCID: PMC10601302 DOI: 10.18103/mra.v11i8.4211] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Indexed: 10/28/2023]
Abstract
Addiction, albeit some disbelievers like Mark Lewis [1], is a chronic, relapsing brain disease, resulting in unwanted loss of control over both substance and non- substance behavioral addictions leading to serious adverse consequences [2]. Addiction scientists and clinicians face an incredible challenge in combatting the current opioid and alcohol use disorder (AUD) pandemic throughout the world. Provisional data from the Centers for Disease Control and Prevention (CDC) shows that from July 2021-2022, over 100,000 individuals living in the United States (US) died from a drug overdose, and 77,237 of those deaths were related to opioid use [3]. This number is expected to rise, and according to the US Surgeon General it is highly conceivable that by 2025 approximately 165,000 Americans will die from an opioid overdose. Alcohol abuse, according to data from the World Health Organization (WHO), results in 3 million deaths worldwide every year, which represents 5.3% of all deaths globally [4].
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Affiliation(s)
- Kenneth Blum
- The Kenneth Blum Behavioral & Neurogenetic Institute, Austin, TX., USA
- Division of Addiction Research & Education, Center for Sports, Exercise & Psychiatry, Western University Health Sciences, Pomona, CA., USA
- Institute of Psychology, ELTE Eötvös Loránd University, Budapest, Hungary
- Department of Psychiatry, School of Medicine, University of Vermont, Burlington, VT.,USA
- Department of Psychiatry, Wright State University Boonshoft School of Medicine and Dayton VA Medical Centre, Dayton, OH, USA
- Division of Nutrigenomics Research, TranspliceGen Therapeutics, Inc., Austin, Tx., 78701, USA
- Department of Nutrigenomic Research, Victory Nutrition International, Inc., Bonita Springs, FL, USA
- Division of Personalized Medicine, Cross-Cultural Research and Educational Institute, San Clemente, CA., USA
- Sunder Foundation, Palm Springs, CA, USA
- Department of Molecular Biology and Adelson School of Medicine, Ariel University, Ariel, Israel
| | - Mark S Gold
- Department of Psychiatry, Washington University School of Medicine, St. Louis, MO., USA
| | - Jean Lud Cadet
- Molecular Neuropsychiatry Research Branch, National Institute on Drug Abuse, National Institutes of Health, Bethesda, MD., USA
| | - Marjorie C. Gondre-Lewis
- Neuropsychopharmacology Laboratory, Department of Anatomy, Howard University College of Medicine, Washington, DC., USA
| | - Thomas McLaughlin
- Division of Nutrigenomics Research, TranspliceGen Therapeutics, Inc., Austin, Tx., 78701, USA
| | - Eric R Braverman
- The Kenneth Blum Behavioral & Neurogenetic Institute, Austin, TX., USA
| | - Igor Elman
- Center for Pain and the Brain (P.A.I.N Group), Department of Anesthesiology, Critical Care & Pain Medicine, Boston Children’s Hospital, Boston, MA., USA
| | - B. Paul Carney
- Division Pediatric Neurology, University of Missouri, School of Medicine, Columbia, MO., USA
| | - Rene Cortese
- Department of Child Health – Child Health Research Institute, & Department of Obstetrics, Gynecology and Women’s Health School of Medicine, University of Missouri, MO., USA
| | - Tomilowo Abijo
- Neuropsychopharmacology Laboratory, Department of Anatomy, Howard University College of Medicine, Washington, DC., USA
| | - Debasis Bagchi
- Department of Pharmaceutical Sciences, Texas Southern University College of Pharmacy and Health Sciences, Houston, TX, USA
| | - John Giordano
- Division of Personalized Mental Illness Treatment & Research, Ketamine Infusion Clinics of South Florida, Pompano Beach, Fl., USA
| | - Catherine A. Dennen
- Department of Family Medicine, Jefferson Health Northeast, Philadelphia, PA, USA
| | - David Baron
- Institute of Psychology, ELTE Eötvös Loránd University, Budapest, Hungary
| | - Panayotis K Thanos
- Behavioral Neuropharmacology and Neuroimaging Laboratory on Addictions, Clinical Research Institute on Addictions, Department of Pharmacology and Toxicology, Jacobs School of Medicine and Biosciences, State University of New York at Buffalo, Buffalo, NY 14203, USA
- Department of Psychology, State University of New York at Buffalo, Buffalo, NY 14203, USA
| | - Diwanshu Soni
- College of Osteopathic Medicine of the Pacific, Western University of Health Sciences, Pomona, CA., USA
| | - Milan T. Makale
- Department of Radiation Medicine and Applied Sciences, UC San Diego, 3855 Health Sciences Drive, La Jolla, CA 92093-0819, USA
| | - Miles Makale
- Department of Psychology, UC San Diego, Health Sciences Drive, La Jolla, CA, 92093, USA
| | | | - Nicole Jafari
- Department of Human Development, California State University at long Beach, Long Beach, CA., USA
- Division of Personalized Medicine, Cross-Cultural Research and Educational Institute, San Clemente, CA., USA
| | - Keerthy Sunder
- Department of Psychiatry, Menifee Global Medical Center, Palm Desert, CA., USA
- Sunder Foundation, Palm Springs, CA, USA
| | - Foojan Zeine
- Awareness Integration Institute, San Clemente, CA., USA
- Department of Health Science, California State University at Long Beach, Long Beach, CA., USA
| | - Mauro Ceccanti
- Società Italiana per il Trattamento dell’Alcolismo e le sue Complicanze (SITAC), ASL Roma1, Sapienza University of Rome, Rome, Italy
| | - Abdalla Bowirrat
- Department of Molecular Biology and Adelson School of Medicine, Ariel University, Ariel, Israel
| | - Rajendra D. Badgaiyan
- Department of Psychiatry, South Texas Veteran Health Care System, Audie L. Murphy Memorial VA Hospital, Long School of Medicine, University of Texas Medical Center, San Antonio, TX., USA
- Department of Psychiatry, Mt Sinai University School of Medicine, New York, NY., USA
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Pagliaccio D, Wengler K, Durham K, Fontaine M, Rueppel M, Becker H, Bilek E, Pieper S, Risdon C, Horga G, Fitzgerald KD, Marsh R. Probing midbrain dopamine function in pediatric obsessive-compulsive disorder via neuromelanin-sensitive magnetic resonance imaging. Mol Psychiatry 2023; 28:3075-3082. [PMID: 37198261 PMCID: PMC10189717 DOI: 10.1038/s41380-023-02105-z] [Citation(s) in RCA: 6] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/09/2023] [Revised: 04/26/2023] [Accepted: 05/03/2023] [Indexed: 05/19/2023]
Abstract
Obsessive-compulsive disorder (OCD) is an impairing psychiatric condition, which often onsets in childhood. Growing research highlights dopaminergic alterations in adult OCD, yet pediatric studies are limited by methodological constraints. This is the first study to utilize neuromelanin-sensitive MRI as a proxy for dopaminergic function among children with OCD. N = 135 youth (6-14-year-olds) completed high-resolution neuromelanin-sensitive MRI across two sites; n = 64 had an OCD diagnosis. N = 47 children with OCD completed a second scan after cognitive-behavioral therapy. Voxel-wise analyses identified that neuromelanin-MRI signal was higher among children with OCD compared to those without (483 voxels, permutation-corrected p = 0.018). Effects were significant within both the substania nigra pars compacta (p = 0.004, Cohen's d = 0.51) and ventral tegmental area (p = 0.006, d = 0.50). Follow-up analyses indicated that more severe lifetime symptoms (t = -2.72, p = 0.009) and longer illness duration (t = -2.22, p = 0.03) related to lower neuromelanin-MRI signal. Despite significant symptom reduction with therapy (p < 0.001, d = 1.44), neither baseline nor change in neuromelanin-MRI signal associated with symptom improvement. Current results provide the first demonstration of the utility of neuromelanin-MRI in pediatric psychiatry, specifically highlighting in vivo evidence for midbrain dopamine alterations in treatment-seeking youth with OCD. Neuromelanin-MRI likely indexes accumulating alterations over time, herein, implicating dopamine hyperactivity in OCD. Given evidence of increased neuromelanin signal in pediatric OCD but negative association with symptom severity, additional work is needed to parse potential longitudinal or compensatory mechanisms. Future studies should explore the utility of neuromelanin-MRI biomarkers to identify early risk prior to onset, parse OCD subtypes or symptom heterogeneity, and explore prediction of pharmacotherapy response.
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Affiliation(s)
- David Pagliaccio
- Department of Psychiatry, Columbia University Irving Medical Center, New York, NY, USA.
- New York State Psychiatric Institute, New York, NY, USA.
| | - Kenneth Wengler
- Department of Psychiatry, Columbia University Irving Medical Center, New York, NY, USA
- New York State Psychiatric Institute, New York, NY, USA
| | - Katherine Durham
- Department of Psychiatry, Columbia University Irving Medical Center, New York, NY, USA
- New York State Psychiatric Institute, New York, NY, USA
| | - Martine Fontaine
- Department of Psychiatry, Columbia University Irving Medical Center, New York, NY, USA
- New York State Psychiatric Institute, New York, NY, USA
| | - Meryl Rueppel
- Department of Psychiatry, Columbia University Irving Medical Center, New York, NY, USA
- New York State Psychiatric Institute, New York, NY, USA
| | - Hannah Becker
- Department of Psychiatry, University of Michigan, Ann Arbor, MI, USA
| | - Emily Bilek
- Department of Psychiatry, University of Michigan, Ann Arbor, MI, USA
| | - Sarah Pieper
- Department of Psychiatry, Columbia University Irving Medical Center, New York, NY, USA
- New York State Psychiatric Institute, New York, NY, USA
| | - Caroline Risdon
- Department of Psychiatry, Columbia University Irving Medical Center, New York, NY, USA
- New York State Psychiatric Institute, New York, NY, USA
| | - Guillermo Horga
- Department of Psychiatry, Columbia University Irving Medical Center, New York, NY, USA
- New York State Psychiatric Institute, New York, NY, USA
| | - Kate D Fitzgerald
- Department of Psychiatry, Columbia University Irving Medical Center, New York, NY, USA
- New York State Psychiatric Institute, New York, NY, USA
| | - Rachel Marsh
- Department of Psychiatry, Columbia University Irving Medical Center, New York, NY, USA
- New York State Psychiatric Institute, New York, NY, USA
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7
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Blum K, Bowirrat A, Gomez LL, Downs BW, Bagchi D, Barh D, Modestino EJ, Baron D, McLaughlin T, Thanos P, Ceccanti M, Elman I, Badgaiyan RD, Dennen C, Gupta A, Braverman ER, Gold MS. Why haven't we solved the addiction crisis? J Neurol Sci 2022; 442:120404. [PMID: 36084363 DOI: 10.1016/j.jns.2022.120404] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/21/2022] [Accepted: 08/25/2022] [Indexed: 11/22/2022]
Abstract
The current addiction crisis has destroyed a multitude of lives, leaving millions of fatalities worldwide in its wake. At the same time, various governmental agencies dedicated to solving this seemingly never-ending dilemma have not yet succeeded or delivered on their promises. We understand that addictive behavioral seeking is a multi-faceted neurobiological and spiritually complicated phenomenon. However, although the substitution replacement approach, especially to treat Opioid Use Disorder (OUD), has importance for harm reduction in the short term, it does not bring about a harm-free recovery or prevention. Instead, we propose a promising novel approach that uses genetic risk testing with induction of dopamine homeostasis and an objective Brain Health Check during youth. Our model involves a six-hit approach known as the "Reward Dysregulation Syndrome Solution System," which can identify addiction risk and target the root cause of addiction, dopamine dysregulation. While we applaud all past sophisticated neurogenetic and neuropharmacological research, our opinion is that in the long term, addiction scientists and clinicians might characterize preaddiction using tests; for example, administering the validated RDSQuestionarre29, genetic risk assessment, a modified brain health check, or diagnostic framing of mild to moderate Substance Use Disorder (SUD). The preaddiction concept could incentivize the development of interventions to prevent addiction from developing in the first place and target and treat neurotransmitter imbalances and other early indications of addiction. WC 222.
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Affiliation(s)
- Kenneth Blum
- Division of Addiction Research & Education, Center for Sports and Mental Health, Western University of Health Sciences, Pomona, CA, USA; Division of Nutrigenomics, The Kenneth Blum Neurogenetic & Behavioral Institute, LLC, Austin, TX., USA; Institute of Psychology, ELTE Eötvös Loránd University, Budapest, Hungary; Department of Psychiatry, University of Vermont, Burlington, VT., USA; Department of Psychiatry, Wright University Boonshoff School of Medicine, Dayton, OH, USA; Centre for Genomics and Applied Gene Technology, Institute of Integrative Omics and Applied Biotechnology (IIOAB), Nonakuri, Purba Medinipur, West Bengal 721172; India; Department of Nutrigenomic Research, Victory Nutrition International, Inc., Bonita Springs, FL, USA.
| | - Abdalla Bowirrat
- Department of Molecular Biology, Adelson School of Medicine, Ariel University, Ariel 40700, Israel
| | - Luis Llanos Gomez
- Division of Nutrigenomics, The Kenneth Blum Neurogenetic & Behavioral Institute, LLC, Austin, TX., USA
| | - B William Downs
- Department of Nutrigenomic Research, Victory Nutrition International, Inc., Bonita Springs, FL, USA
| | - Debasis Bagchi
- Department of Nutrigenomic Research, Victory Nutrition International, Inc., Bonita Springs, FL, USA; Department of Pharmaceutical Sciences, Texas Southern University College of Pharmacy and Health Sciences, Houston, TX, USA
| | - Debmalya Barh
- Centre for Genomics and Applied Gene Technology, Institute of Integrative Omics and Applied Biotechnology (IIOAB), Nonakuri, Purba Medinipur, West Bengal 721172; India
| | | | - David Baron
- Division of Addiction Research & Education, Center for Sports and Mental Health, Western University of Health Sciences, Pomona, CA, USA
| | - Thomas McLaughlin
- Division of Nutrigenomics, The Kenneth Blum Neurogenetic & Behavioral Institute, LLC, Austin, TX., USA
| | - Panayotis Thanos
- Behavioral Neuropharmacology and Neuroimaging Laboratory on Addictions, Clinical Research Institute on Addictions, Department of Pharmacology and Toxicology, Jacobs School of Medicine and Biosciences, State University of New York at Buffalo, Buffalo, NY, USA; Department of Psychology, State University of New York at Buffalo, Buffalo, NY., USA
| | - Mauro Ceccanti
- Alcohol Addiction Program, Latium Region Referral Center, Sapienza University of Rome, Roma, Italy
| | - Igor Elman
- Cambridge Health Alliance, Harvard Medical School, Cambridge, MA, USA
| | - Rajendra D Badgaiyan
- Department of Psychiatry, South Texas Veteran Health Care System, Audie L. Murphy Memorial VA Hospital, Long School of Medicine, University of Texas Health Science Center, San Antonio, TX., USA; Department of Psychiatry, Mt. Sinai School of Medicine, New York, NY., USA
| | - Catherine Dennen
- Department of Family Medicine, Jefferson Health Northeast, Philadelphia, PA, USA
| | - Ashim Gupta
- Future Biologics, Lawrenceville, GA 30043, USA; Department of Psychiatry, Washington University School of Medicine, St. Louis, MO, USA
| | - Eric R Braverman
- Division of Nutrigenomics, The Kenneth Blum Neurogenetic & Behavioral Institute, LLC, Austin, TX., USA
| | - Mark S Gold
- Future Biologics, Lawrenceville, GA 30043, USA
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8
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Dennen CA, Blum K, Bowirrat A, Thanos PK, Elman I, Ceccanti M, Badgaiyan RD, McLaughlin T, Gupta A, Bajaj A, Baron D, Downs BW, Bagchi D, Gold MS. Genetic Addiction Risk Severity Assessment Identifies Polymorphic Reward Genes as Antecedents to Reward Deficiency Syndrome (RDS) Hypodopaminergia's Effect on Addictive and Non-Addictive Behaviors in a Nuclear Family. J Pers Med 2022; 12:1864. [PMID: 36579592 PMCID: PMC9694640 DOI: 10.3390/jpm12111864] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/31/2022] [Revised: 10/19/2022] [Accepted: 10/28/2022] [Indexed: 11/09/2022] Open
Abstract
This case series presents the novel genetic addiction risk score (GARS), which shows a high prevalence of polymorphic risk alleles of reward genes in a nuclear family with multiple reward deficiency syndrome (RDS) behavioral issues expressing a hypodopaminergic antecedent. The family consists of a mother, father, son, and daughter. The mother experienced issues with focus, memory, anger, and amotivational syndrome. The father experienced weight issues and depression. The son experienced heavy drinking, along with some drug abuse and anxiety. The daughter experienced depression, lethargy, brain fog, focus issues, and anxiety, among others. A major clinical outcome of the results presented to the family members helped reduce personal guilt and augment potential hope for future healing. Our laboratory's prior research established that carriers of four or more alleles measured by GARS (DRD1-DRD4, DAT1, MOR, GABABR3, COMT, MAOAA, and 5HTLPR) are predictive of the addiction severity index (ASI) for drug abuse, and carriers of seven or more alleles are predictive of severe alcoholism. This generational case series shows the impact that genetic information has on reducing stigma and guilt in a nuclear family struggling with RDS behaviors. The futuristic plan is to introduce an appropriate DNA-guided "pro-dopamine regulator" into the recovery and enhancement of life.
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Affiliation(s)
- Catherine A. Dennen
- Department of Family Medicine, Jefferson Health Northeast, Philadelphia, PA 08033, USA
| | - Kenneth Blum
- Division of Addiction Research & Education, Center for Sports and Mental Health, Western University of Health Sciences, Pomona, CA 91766, USA
- Division of Nutrigenomics, The Kenneth Blum Behavioral & Neurogenetic Institute, Austin, TX 78701, USA
- Institute of Psychology, ELTE Eötvös Loránd University, Egyetem tér 1–3, 1053 Budapest, Hungary
- Department of Psychiatry, School of Medicine, University of Vermont, Burlington, VT 05405, USA
- Department of Psychiatry, Wright State University Boonshoft School of Medicine and Dayton VA Medical Centre, Dayton, OH 45324, USA
- Center for Genomics and Applied Gene Technology, Institute of Integrative Omics and Applied Biotechnology (IIOAB), Nonakuri, Purba Medinipur 721172, West Bengal, India
| | - Abdalla Bowirrat
- Department of Molecular Biology and Adelson School of Medicine, Ariel University, Ariel 40700, Israel
| | - Panayotis K. Thanos
- Behavioral Neuropharmacology and Neuroimaging Laboratory, Clinical Research Institute on Addictions, Department of Pharmacology and Toxicology, Jacobs School of Medicine and Biomedical Sciences, University at Buffalo, Buffalo, NY 14203, USA
| | - Igor Elman
- Center for Pain and the Brain (P.A.I.N Group), Department of Anesthesiology, Critical Care & Pain Medicine, Boston Children’s Hospital, Boston, MA 02115, USA
| | - Mauro Ceccanti
- Società Italiana per il Trattamento dell’Alcolismo e le sue Complicanze (SITAC), ASL Roma, Sapienza University of Rome, 00185 Rome, Italy
| | - Rajendra D. Badgaiyan
- Department of Psychiatry, South Texas Veteran Health Care System, Audie L. Murphy Memorial VA Hospital, Long School of Medicine, University of Texas Medical Center, San Antonio, TX 78229, USA
| | | | - Ashim Gupta
- Future Biologics, Lawrenceville, GA 30043, USA
| | - Anish Bajaj
- Bajaj Chiropractic Clinic, New York, NY 10010, USA
| | - David Baron
- Division of Addiction Research & Education, Center for Sports and Mental Health, Western University of Health Sciences, Pomona, CA 91766, USA
| | - B. William Downs
- Division of Addiction Research & Education, Center for Sports and Mental Health, Western University of Health Sciences, Pomona, CA 91766, USA
| | - Debasis Bagchi
- Department of Pharmaceutical Sciences, Southern University College of Pharmacy, Houston, TX 77004, USA
| | - Mark S. Gold
- Department of Psychiatry, Washington University School of Medicine, St. Louis, MO 63110, USA
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9
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Bajaj A, Blum K, Bowirrat A, Gupta A, Baron D, Fugel D, Nicholson A, Fitch T, Downs BW, Bagchi D, Dennen CA, Badgaiyan RD. DNA Directed Pro-Dopamine Regulation Coupling Subluxation Repair, H-Wave ® and Other Neurobiologically Based Modalities to Address Complexities of Chronic Pain in a Female Diagnosed with Reward Deficiency Syndrome (RDS): Emergence of Induction of "Dopamine Homeostasis" in the Face of the Opioid Crisis. J Pers Med 2022; 12:1416. [PMID: 36143203 PMCID: PMC9503998 DOI: 10.3390/jpm12091416] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/13/2022] [Revised: 08/27/2022] [Accepted: 08/27/2022] [Indexed: 11/16/2022] Open
Abstract
Addiction is a complex multifactorial condition. Established genetic factors can provide clear guidance in assessing the risk of addiction to substances and behaviors. Chronic stress can accumulate, forming difficult to recognize addiction patterns from both genetic and epigenetic (environmental) factors. Furthermore, psychological/physical/chemical stressors are typically categorized linearly, delaying identification and treatment. The patient in this case report is a Caucasian female, aged 36, who presented with chronic pain and partial disability following a surgically repaired trimalleolar fracture. The patient had a history of unresolved attention deficit disorder and an MRI scan of her brain revealed atrophy and functional asymmetry. In 2018, the patient entered the Bajaj Chiropractic Clinic, where initial treatment focused on re-establishing integrity of the spine and lower extremity biomechanics and graduated into cognitive behavior stabilization assisted by DNA pro-dopamine regulation guided by Genetic Addiction Risk Severity testing. During treatment (2018-2021), progress achieved included: improved cognitive clarity, focus, sleep, anxiety, and emotional stability in addition to pain reduction (75%); elimination of powerful analgesics; and reduced intake of previously unaddressed alcoholism. To help reduce hedonic addictive behaviors and pain, coupling of H-Wave with corrective chiropractic care seems prudent. We emphasize the importance of genetic assessment along with attempts at inducing required dopaminergic homeostasis via precision KB220PAM. It is hypothesized that from preventive care models, a new standard is emerging including self-awareness and accountability for reward deficiency as a function of hypodopaminergia. This case study documents the progression of a patient dealing with the complexities of an injury, pain management, cognitive impairment, anxiety, depression, and the application of universal health principles towards correction versus palliative care.
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Affiliation(s)
- Anish Bajaj
- Bajaj Chiropractic Clinic, New York, NY 10010, USA
| | - Kenneth Blum
- Division of Addiction Research & Education, Center for Psychiatry, Medicine, and Primary Care, (Office of the Provost), Western University Health Sciences, Pomona, CA 91766, USA
- The Kenneth Blum Institute on Behavior & Neurogenetics, Austin, TX 78701, USA
| | - Abdalla Bowirrat
- Department of Molecular Biology, Adelson School of Medicine, Ariel University, Ariel 40700, Israel
| | - Ashim Gupta
- Future Biologics, Lawrenceville, GA 30043, USA
| | - David Baron
- Division of Addiction Research & Education, Center for Psychiatry, Medicine, and Primary Care, (Office of the Provost), Western University Health Sciences, Pomona, CA 91766, USA
| | - David Fugel
- Bajaj Chiropractic Clinic, New York, NY 10010, USA
| | | | - Taylor Fitch
- Bajaj Chiropractic Clinic, New York, NY 10010, USA
| | - B. William Downs
- Department of Psychiatry, South Texas Veteran Health Care System, Audie L. Murphy Memorial VA Hospital, Long School of Medicine, University of Texas Medical Center, San Antonio, TX 78229, USA
| | - Debasis Bagchi
- Department of Pharmaceutical Sciences, Southern University College of Pharmacy, Houston, TX 77004, USA
| | - Catherine A. Dennen
- The Kenneth Blum Institute on Behavior & Neurogenetics, Austin, TX 78701, USA
| | - Rajendra D. Badgaiyan
- Department of Psychiatry, South Texas Veteran Health Care System, Audie L. Murphy Memorial VA Hospital, Long School of Medicine, University of Texas Medical Center, San Antonio, TX 78229, USA
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10
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Madigan MA, Gupta A, Bowirrat A, Baron D, Badgaiyan RD, Elman I, Dennen CA, Braverman ER, Gold MS, Blum K. Precision Behavioral Management (PBM) and Cognitive Control as a Potential Therapeutic and Prophylactic Modality for Reward Deficiency Syndrome (RDS): Is There Enough Evidence? INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH 2022; 19:6395. [PMID: 35681980 PMCID: PMC9180535 DOI: 10.3390/ijerph19116395] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 02/23/2022] [Revised: 05/19/2022] [Accepted: 05/20/2022] [Indexed: 12/20/2022]
Abstract
This brief commentary aims to provide an overview of the available and relatively new precision management of reward deficiencies manifested as substance and behavioral disorders. Current and future advances, concepts, and the substantial evidential basis of this potential therapeutic and prophylactic treatment modality are presented. Precision Behavioral Management (PBM), conceptualized initially as Precision Addiction Management (PAM), certainly deserves consideration as an important modality for the treatment of impaired cognitive control in reward processing as manifested in people with neurobiologically expressed Reward Deficiency Syndrome (RDS).
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Affiliation(s)
- Margaret A. Madigan
- The Kenneth Blum Behavioral & Neurogenetic Institute, LLC., Austin, TX 78701, USA; (M.A.M.); (C.A.D.); (E.R.B.)
| | - Ashim Gupta
- Future Biologics, Lawrenceville, GA 30043, USA;
| | - Abdalla Bowirrat
- Department of Molecular Biology, Adelson School of Medicine, Ariel University, Ariel 40700, Israel;
| | - David Baron
- Center for Psychiatry, Medicine, & Primary Care (Office of Provost), Division of Addiction Research & Education, Western University Health Sciences, Pomona, CA 91766, USA;
| | - Rajendra D. Badgaiyan
- Department of Psychiatry, South Texas Veteran Health Care System, Audie L. Murphy Memorial VA Hospital, Long School of Medicine, University of Texas Medical Center, San Antonio, TX 78229, USA;
| | - Igor Elman
- Center for Pain and the Brain (P.A.I.N Group), Department of Anesthesiology, Critical Care & Pain Medicine, Boston Children’s Hospital, Harvard Medical School, Boston, MA 02115, USA;
| | - Catherine A. Dennen
- The Kenneth Blum Behavioral & Neurogenetic Institute, LLC., Austin, TX 78701, USA; (M.A.M.); (C.A.D.); (E.R.B.)
| | - Eric R. Braverman
- The Kenneth Blum Behavioral & Neurogenetic Institute, LLC., Austin, TX 78701, USA; (M.A.M.); (C.A.D.); (E.R.B.)
| | - Mark S. Gold
- Department of Psychiatry, Washington University School of Medicine, St. Louis, MO 63110, USA;
| | - Kenneth Blum
- The Kenneth Blum Behavioral & Neurogenetic Institute, LLC., Austin, TX 78701, USA; (M.A.M.); (C.A.D.); (E.R.B.)
- Center for Psychiatry, Medicine, & Primary Care (Office of Provost), Division of Addiction Research & Education, Western University Health Sciences, Pomona, CA 91766, USA;
- Institute of Psychology, ELTE Eötvös Loránd University, Egyetem tér 1-3, 1053 Budapest, Hungary
- Department of Psychiatry, School of Medicine, University of Vermont, Burlington, VT 05405, USA
- Department of Psychiatry, Wright State University Boonshoft School of Medicine, Dayton VA Medical Centre, Dayton, OH 45324, USA
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11
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Kótyuk E, Urbán R, Hende B, Richman M, Magi A, Király O, Barta C, Griffiths MD, Potenza MN, Badgaiyan RD, Blum K, Demetrovics Z. Development and validation of the Reward Deficiency Syndrome Questionnaire (RDSQ-29). J Psychopharmacol 2022; 36:409-422. [PMID: 35102768 DOI: 10.1177/02698811211069102] [Citation(s) in RCA: 10] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/11/2022]
Abstract
BACKGROUND The reward deficiency syndrome (RDS) integrates psychological, neurological, and genetic factors of addictive, impulsive, and compulsive behaviors. However, to date, no instrument has been validated to assess the RDS construct. AIMS The present study developed and tested a tool to assess RDS. METHODS Data were collected on two college and university samples. Exploratory factor analysis (EFA) and confirmatory factor analysis (CFA) were performed on Sample 1 (N = 1726), and confirmatory analysis was conducted on an independent sample (N = 253). Impulsivity and sensation-seeking were assessed. RESULTS Based on EFAs, a 29-item Reward Deficiency Syndrome Questionnaire (RDSQ-29) was developed, containing four subscales (lack of sexual satisfaction, activity, social concerns, and risk-seeking behavior). CFA indicated good fit (comparative fit index (CFI) = 0.941; Tucker-Lewis index (TLI) = 0.933; root mean square error of approximation (RMSEA) = 0.068). Construct validity analysis showed strong relationship between sensation-seeking and the RDS scale. CONCLUSION The RDSQ-29 is an adequate scale assessing psychological and behavioral aspects of RDS. The RDSQ-29 assesses psychological and behavioral characteristics that may contribute to addictions generally.
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Affiliation(s)
- Eszter Kótyuk
- Institute of Psychology, ELTE Eötvös Loránd University, Budapest, Hungary
| | - Róbert Urbán
- Institute of Psychology, ELTE Eötvös Loránd University, Budapest, Hungary
| | - Borbála Hende
- Institute of Psychology, ELTE Eötvös Loránd University, Budapest, Hungary.,Doctoral School of Psychology, ELTE Eötvös Loránd University, Budapest, Hungary
| | - Mara Richman
- Institute of Psychology, ELTE Eötvös Loránd University, Budapest, Hungary
| | - Anna Magi
- Institute of Psychology, ELTE Eötvös Loránd University, Budapest, Hungary.,Doctoral School of Psychology, ELTE Eötvös Loránd University, Budapest, Hungary
| | - Orsolya Király
- Institute of Psychology, ELTE Eötvös Loránd University, Budapest, Hungary
| | - Csaba Barta
- Department of Molecular Biology, Institute of Biochemistry and Molecular Biology, Semmelweis University, Budapest, Hungary
| | - Mark D Griffiths
- International Gaming Research Unit, Psychology Department, Nottingham Trent University, Nottingham, UK
| | - Marc N Potenza
- Departments of Psychiatry, Neuroscience and Child Study Center, Yale University School of Medicine, New Haven, CT, USA.,Connecticut Council on Problem Gambling, Wethersfield, CT, USA.,Connecticut Mental Health Center, New Haven, CT, USA
| | - Rajendra D Badgaiyan
- Department of Psychiatry, Ichan School of Medicine at Mount Sinai, New York, NY, USA
| | - Kenneth Blum
- Division of Addiction Research & Education, Center for Psychiatry, Medicine, & Primary Care (Office of the Provost), Western University Health Sciences, Pomona, CA, USA
| | - Zsolt Demetrovics
- Institute of Psychology, ELTE Eötvös Loránd University, Budapest, Hungary.,Centre of Excellence in Responsible Gaming, University of Gibraltar, Gibraltar
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12
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Blum K, Steinberg B, Gondre-Lewis MC, Baron D, Modestino EJ, Badgaiyan RD, Downs BW, Bagchi D, Brewer R, McLaughlin T, Bowirrat A, Gold M. A Review of DNA Risk Alleles to Determine Epigenetic Repair of mRNA Expression to Prove Therapeutic Effectiveness in Reward Deficiency Syndrome (RDS): Embracing "Precision Behavioral Management". Psychol Res Behav Manag 2021; 14:2115-2134. [PMID: 34949945 PMCID: PMC8691196 DOI: 10.2147/prbm.s292958] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/15/2021] [Accepted: 11/22/2021] [Indexed: 11/23/2022] Open
Abstract
This is a review of research on "Precision Behavioral Management" of substance use disorder (SUD). America is experiencing a high prevalence of substance use disorder, primarily involving legal and illegal opioid use. A 3000% increase in treatment for substance abuse has occurred between 2000 and 2016. Unfortunately, present day treatment of opioid abuse involves providing replacement therapy with powerful opioids to, at best, induce harm reduction, not prophylaxis. These interventions do not enhance gene expression and restore the balance of the brain reward system's neurotransmitters. We are proposing a generalized approach called "Precision Behavioral Management". This approach includes 1) using the Genetic Addiction Risk Severity (GARS, a 10 candidate polymorphic gene panel shown to predict ASI-alcohol and drug severity) to assess early pre-disposition to substance use disorder; 2) using a validated reward deficiency syndrome (RDS) questionnaire; 3) utilization of the Comprehensive Analysis of Reported Drugs (CARD™) to assess treatment compliance and abstinence from illicit drugs during treatment, and, importantly; 4) utilization of a "Pro-dopamine regulator (KB220)" (via IV or oral [KB220Z] delivery systems) to optimize gene expression, restore the balance of the Brain Reward Cascade's neurotransmitter systems and prevent relapse by induction of dopamine homeostasis, and; 5) utilization of targeted DNA polymorphic reward genes to direct mRNA genetic expression profiling during the treatment process. Incorporation of these events can be applied to not only the under-considered African-American RDS community, but all victims of RDS, as a demonstration of a paradigm shift that uniquely provides a novel putative "standard of care" based on DNA guided precision nutrition therapy to induce "dopamine homeostasis" and rebalance neurotransmitters in the Brain Reward Cascade. We are also developing a Reward Deficiency Syndrome Diagnostic Criteria (RDSDC) to assist in potential tertiary treatment.
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Affiliation(s)
- Kenneth Blum
- Center for Psychiatry, Medicine & Primary Care, Division of Addiction Research & Education, Graduate College, Western University Health Sciences, Pomona, CA, USA
- Eötvös Loránd University, Institute of Psychology, Budapest, Hungary
- Department of Psychiatry, Wright State University Boonshoft School of Medicine and Dayton VA Medical Center, Dayton, OH (IE), USA
- Department of Psychiatry, University of Vermont, Burlington, VT, USA
- Division of Nutrigenomics, The Kenneth Blum Behavioral & Neurogenetic Institute, Austin, TX, USA
| | | | - Marjorie C Gondre-Lewis
- Developmental Neuropsychopharmacology Laboratory, Department of Anatomy, Howard University College of Medicine, Washington, DC, USA
| | - David Baron
- Center for Psychiatry, Medicine & Primary Care, Division of Addiction Research & Education, Graduate College, Western University Health Sciences, Pomona, CA, USA
| | | | - Rajendra D Badgaiyan
- Department of Psychiatry, Icahn School of Medicine at Mount Sinai, New York, NY, USA
- Department of Psychiatry, South Texas Veteran Health Care System, Audie L. Murphy Memorial VA Hospital, San Antonio, TX, USA
- Long School of Medicine, University of Texas Medical Center, San Antonio, TX, USA
| | - B William Downs
- Division of Nutrigenomics, Victory Nutrition International, Inc., Harleysville, PA, USA
| | - Debasis Bagchi
- Division of Nutrigenomics, Victory Nutrition International, Inc., Harleysville, PA, USA
| | - Raymond Brewer
- Division of Nutrigenomics, The Kenneth Blum Behavioral & Neurogenetic Institute, Austin, TX, USA
| | - Thomas McLaughlin
- Department of Psychopharmacology, Center for Psychiatric Medicine, Lawrence, MA, USA
| | - Abdalla Bowirrat
- Adelson School of Medicine & Department of Molecular Biology, Ariel University, Ariel, Israel
| | - Mark Gold
- Department of Psychiatry, Washington University, School of Medicine, St. Louis, MO, USA
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13
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Blum K, McLaughlin T, Modestino EJ, Baron D, Bowirrat A, Brewer R, Steinberg B, Roy AK, Febo M, Badgaiyan RD, Gold MS. Epigenetic Repair of Terrifying Lucid Dreams by Enhanced Brain Reward Functional Connectivity and Induction of Dopaminergic Homeostatic Signaling. ACTA ACUST UNITED AC 2021; 10. [PMID: 34707968 DOI: 10.2174/2211556010666210215153513] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/22/2022]
Abstract
During Lucid Dreams, the dreamer is aware, experiences the dream as if fully awake, and may control the dream content. The dreamer can start, stop, and restart dreaming, depending on the nature and pleasantness of the dream. For patients with Reward Deficiency Syndrome (RDS) behaviors, like Attention Deficit Hyperactivity Disorder (ADHD), Tourette's- Syndrome, and Posttraumatic Stress Disorder (PTSD), the dream content may be pleasant, unpleasant, or terrifying. A sample of psychiatric center patients identified as having RDS reported the effectiveness of a neuronutrient, dopamine agonist, KB200Z, in combating terrifying, lucid dreaming. These reports motivated the study of eight clinical cases with known histories of substance abuse, childhood abuse, and PTSD. The administration of KB200Z, associated with eliminating unpleasant or terrifying lucid dreams in 87.5% of the cases. Subsequently, other published cases have further established the possibility of the long-term elimination of terrifying dreams in PTSD and ADHD patients. Induction of dopamine homeostasis may mitigate the effects of neurogenetic and epigenetic changes in neuroplasticity, identified in the pathogenesis of PTSD and ADHD. The article explores how relief of terrifying lucid dreams may benefit from modulation of dopaminergic signaling activated by the administration of a neuronutrient. Recently, precision formulations of the KB220 neuronutrient guided by Genetic Addiction Risk Score (GARS) test results have been used to repair inheritable deficiencies within the brain reward circuitry. The proposition is that improved dopamine transmodulational signaling may stimulate positive cognitive recall and subsequently attenuate the harmful epigenetic insults from trauma.
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Affiliation(s)
- Kenneth Blum
- Western University Health Sciences, Pomona, CA., USA.,Department Psychiatry, Wright University, Boonshoff School of Medicine, Dayton, OH., USA.,Division of Neuroscience & Addiction Research Therapy, Pathway Healthcare, Birmingham, AL., USA.,Division of Nutrigenomics, Geneus Genomic Testing Center, Geneus Health, LLC., San Antonio, TX., USA.,Institute of Psychology, ELTE Eötvös Loránd University, Budapest, Hungary
| | | | | | - David Baron
- Department Psychiatry, Wright University, Boonshoff School of Medicine, Dayton, OH., USA
| | - Abdalla Bowirrat
- Department of Neuroscience and Genetics, Interdisciplinary Center Herzliya, Israel
| | - Raymond Brewer
- Division of Nutrigenomics, Geneus Genomic Testing Center, Geneus Health, LLC., San Antonio, TX., USA
| | | | - A Kenison Roy
- Department of Psychiatry, School of Medicine, University of Tulane, New Orleans, LA., USA
| | - Marcello Febo
- Department of Psychiatry, McKnight Brain Institute, University of Florida, School of Medicine, Gainesville, FL.USA
| | - Rajendra D Badgaiyan
- Department of Psychiatry, Ichan School of Medicine, Mount Sinai Hospital, New York, NY.& Department of Psychiatry, South Texas Veteran Health Care System, Audie L. Murphy Memorial VA Hospital, San Antonio, TX, Long School of Medicine, University of Texas Medical Center, San Antonio, TX, USA
| | - Marks S Gold
- Department of Psychiatry, Washington University School of Medicine, St. Louis, Mo. USA
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14
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de Brouwer G, Fick A, Lombaard A, Stein DJ, Harvey BH, Wolmarans DW. Large nest building and high marble-burying: Two compulsive-like phenotypes expressed by deer mice (Peromyscus maniculatus bairdii) and their unique response to serotoninergic and dopamine modulating intervention. Behav Brain Res 2020; 393:112794. [PMID: 32619566 DOI: 10.1016/j.bbr.2020.112794] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/05/2020] [Revised: 06/19/2020] [Accepted: 06/29/2020] [Indexed: 02/08/2023]
Abstract
This study aimed to further dissect the deer mouse (Peromyscus maniculatus bairdii) model of compulsive-like behavior with respect to two persistent-like behavioral phenotypes viz. large nest building (LNB) and high marble-burying (HMB), which may be relevant to understanding the neurobiology of different symptom dimensions in obsessive-compulsive and related disorders. Since LNB is sensitive to chronic, high dose escitalopram intervention but HMB is not, we assessed whether the two behaviors could be further distinguished based on their response to 4 weeks of uninterrupted serotoninergic intervention (i.e. escitalopram; ESC; 50 mg/kg/day), dopaminergic antagonism, i.e. flupentixol; FLU; 0.9 mg/kg/day), dopaminergic potentiation (i.e. rasagiline; RAS; 5 mg/kg/day), and their respective combinations with escitalopram (ESC/FLU and ESC/RAS). Here we show LNB to be equally responsive to chronic ESC and ESC/FLU. HMB was insensitive to either of these interventions but was responsive to ESC/RAS. Additionally, we report that scoring preoccupied interaction with marbles over several trials is an appropriate measure of compulsive-like behavioral persistence in addition to the standard marble burying test. Taken together, these data provide further evidence that LNB and HMB in deer mice have distinctive neurobiological underpinnings. Thus, the naturally occurring compulsive-like behaviors expressed by deer mice may be useful in providing a platform to test unique treatment targets for different symptom dimensions of OCD and related disorders.
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Affiliation(s)
- Geoffrey de Brouwer
- Center of Excellence for Pharmaceutical Sciences, Faculty of Health Sciences, North West-University, Potchefstroom, South Africa
| | - Arina Fick
- Center of Excellence for Pharmaceutical Sciences, Faculty of Health Sciences, North West-University, Potchefstroom, South Africa
| | - Ané Lombaard
- Center of Excellence for Pharmaceutical Sciences, Faculty of Health Sciences, North West-University, Potchefstroom, South Africa
| | - Dan J Stein
- MRC Unit on Risk and Resilience in Mental Disorders, Cape Town, South Africa; Department of Psychiatry and Mental Health, University of Cape Town, South Africa
| | - Brian H Harvey
- Center of Excellence for Pharmaceutical Sciences, Faculty of Health Sciences, North West-University, Potchefstroom, South Africa; MRC Unit on Risk and Resilience in Mental Disorders, Cape Town, South Africa
| | - De Wet Wolmarans
- Center of Excellence for Pharmaceutical Sciences, Faculty of Health Sciences, North West-University, Potchefstroom, South Africa.
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15
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Solanki N, Abijo T, Galvao C, Darius P, Blum K, Gondré-Lewis MC. Administration of a putative pro-dopamine regulator, a neuronutrient, mitigates alcohol intake in alcohol-preferring rats. Behav Brain Res 2020; 385:112563. [PMID: 32070691 DOI: 10.1016/j.bbr.2020.112563] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/13/2019] [Revised: 02/13/2020] [Accepted: 02/14/2020] [Indexed: 12/13/2022]
Abstract
BACKGROUND Excessive alcohol intake is a serious but preventable public health problem in the United States and worldwide. Alcohol and other substance use disorders occur co-morbid with more generalized reward deficiency disorders, characterized by a reduction in dopamine (DA) signaling within the reward pathway, and classically associated with increased impulsivity, risk taking and subsequent drug seeking behavior. It is postulated that increasing dopamine availability and thus restoring DA homeostasis in the mesocorticolimbic system could reduce the motivation to seek and consume ethanol. Here, we treated animals with a neuro-nutrient, KB220Z also known as Synaptamine, designed to augment DA signaling. METHOD KB220Z was administered to genetically alcohol-preferring (P) adult male and female rats by oral gavage (PO), intraperioneally (IP), or subcutaneously (SQ) for 4 consecutive days at a 3.4 mL/Kg rat equivalent dose and compared to saline (SQ, IP) or water (PO) controls. Subsequent to treatment, lever pressing and consumption of 10 % ethanol or control 3% sucrose during operant responding was assessed using a drinking in the dark multiple scheduled access (DIDMSA) binge drinking protocol. Locomotor and elevated zero maze activity, and DRD2 mRNA expression via in situ hybridization (ISH) were assessed independently following 4 days of a SQ regimen of KB220Z. RESULTS KB220Z administered via IP and SQ markedly and immediately reduced binge drinking of 10 % ethanol in both male and female rats whereas PO administration took at least 3 days to decrease lever pressing for ethanol in both male and female rats. There was no effect of SQ KB220Z on 3% sucrose drinking. Elevated activity in the open field was significantly decreased, and time spent in the open arm of the EZM was moderately reduced. The regimen of SQ KB220Z did not impact the number of DRD2 punctae in neurons of the NAc, but the NAc shell expressed more DRD2 mRNA/cell than NAc core independent of KB220Z. CONCLUSION KB220Z attenuates ethanol drinking and other RDS behaviors in P rats possibly by acting on the dopaminergic system, but not by effecting an increase in NAc DRD2 mRNA expression.
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Affiliation(s)
- Naimesh Solanki
- Department of Anatomy, Howard University, Washington D.C., 20059, USA; Developmental Neuropsychopharmacology Laboratory, Howard University College of Medicine, Washington D.C., 20059, USA
| | - Tomilowo Abijo
- Department of Anatomy, Howard University, Washington D.C., 20059, USA; Developmental Neuropsychopharmacology Laboratory, Howard University College of Medicine, Washington D.C., 20059, USA
| | - Carine Galvao
- Department of Anatomy, Howard University, Washington D.C., 20059, USA; Developmental Neuropsychopharmacology Laboratory, Howard University College of Medicine, Washington D.C., 20059, USA
| | - Philippe Darius
- Department of Anatomy, Howard University, Washington D.C., 20059, USA; Developmental Neuropsychopharmacology Laboratory, Howard University College of Medicine, Washington D.C., 20059, USA
| | - Kenneth Blum
- Western University Health Science Center, Graduate School of Biomedical Sciences, Pomona, CA, 91766 USA; Institute of Psychology, ELTE Eötvös Loránd University, Budapest, Hungary
| | - Marjorie C Gondré-Lewis
- Department of Anatomy, Howard University, Washington D.C., 20059, USA; Developmental Neuropsychopharmacology Laboratory, Howard University College of Medicine, Washington D.C., 20059, USA.
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Addiction by Any Other Name is Still Addiction: Embracing Molecular Neurogenetic/Epigenetic Basis of Reward Deficiency. JOURNAL OF ADDICTION SCIENCE 2020; 6:1-4. [PMID: 32432229 PMCID: PMC7236379] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Download PDF] [Subscribe] [Scholar Register] [Indexed: 11/13/2022]
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17
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Kitazawa M, Yoshimura M, Murata M, Sato-Fujimoto Y, Hitokoto H, Mimura M, Tsubota K, Kishimoto T. Associations between problematic Internet use and psychiatric symptoms among university students in Japan. Psychiatry Clin Neurosci 2018; 72:531-539. [PMID: 29652105 DOI: 10.1111/pcn.12662] [Citation(s) in RCA: 69] [Impact Index Per Article: 9.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/17/2017] [Revised: 03/01/2018] [Accepted: 04/02/2018] [Indexed: 12/15/2022]
Abstract
AIM Research on the adverse effects of Internet use has gained importance recently. However, there is currently insufficient data on Japanese young adults' Internet use, so we conducted a survey targeting Japanese university students to research problematic Internet use (PIU). We also investigated the relationship between PIU and multiple psychiatric symptoms. METHODS A paper-based survey was conducted at five universities in Japan. Respondents were asked to fill out self-report scales regarding their Internet dependency using the Internet Addiction Test (IAT). Sleep quality, attention-deficit hyperactivity disorder (ADHD) tendency, depression, and anxiety symptom data were also collected based on respective self-reports. RESULTS There were 1336 responses and 1258 were included in the analysis. The mean IAT score (± SD) was 37.87 ± 12.59; and 38.2% of participants were classified as PIU, and 61.8% as non-PIU. The trend level for young women showed that they were more likely to be classified as PIU than young men (40.6% and 35.2% respectively, P = 0.05). Compared to the non-PIU group, the PIU group used the Internet longer (P < 0.001), had significantly lower sleep quality (P < 0.001), had stronger ADHD tendencies (P < 0.001), had higher Depression scores (P < 0.001), and had higher Trait-Anxiety scores (P < 0.001). Based on multiple logistic regression analyses, the factors that contributed to an increased risk of PIU were: being female (odds ratio [OR] = 1.52), being older (OR = 1.17), having poor sleep quality (OR = 1.52), having ADHD tendencies (OR = 2.70), having depression (OR = 2.24), and having anxiety tendencies (OR = 1.43). CONCLUSION We found a high PIU prevalence among Japanese young adults. The factors that predicted PIU were: female sex, older age, poor sleep quality, ADHD tendencies, depression, and anxiety.
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Affiliation(s)
- Momoko Kitazawa
- Department of Ophthalmology, Keio University School of Medicine, Tokyo, Japan
| | - Michitaka Yoshimura
- Department of Ophthalmology, Keio University School of Medicine, Tokyo, Japan.,Department of Sleep-Wake Disorders, National Center of Neurology and Psychiatry, Tokyo, Japan
| | - Mayu Murata
- Department of Student Affairs, Mie University, Mie, Japan
| | | | - Hidefumi Hitokoto
- Department of Culture, Faculty of Humanities, Fukuoka University, Fukuoka, Japan.,Kokoro Research Center, Kyoto University, Kyoto, Japan
| | - Masaru Mimura
- Department of Neuropsychiatry, Keio University School of Medicine, Tokyo, Japan
| | - Kazuo Tsubota
- Department of Ophthalmology, Keio University School of Medicine, Tokyo, Japan
| | - Taishiro Kishimoto
- Department of Neuropsychiatry, Keio University School of Medicine, Tokyo, Japan
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