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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] [Download PDF] [Figures] [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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Lee YK, Gold MS, Blum K, Thanos PK, Hanna C, Fuehrlein BS. Opioid use disorder: current trends and potential treatments. Front Public Health 2024; 11:1274719. [PMID: 38332941 PMCID: PMC10850316 DOI: 10.3389/fpubh.2023.1274719] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/08/2023] [Accepted: 12/29/2023] [Indexed: 02/10/2024] Open
Abstract
Opioid use disorder (OUD) is a major public health threat, contributing to morbidity and mortality from addiction, overdose, and related medical conditions. Despite our increasing knowledge about the pathophysiology and existing medical treatments of OUD, it has remained a relapsing and remitting disorder for decades, with rising deaths from overdoses, rather than declining. The COVID-19 pandemic has accelerated the increase in overall substance use and interrupted access to treatment. If increased naloxone access, more buprenorphine prescribers, greater access to treatment, enhanced reimbursement, less stigma and various harm reduction strategies were effective for OUD, overdose deaths would not be at an all-time high. Different prevention and treatment approaches are needed to reverse the concerning trend in OUD. This article will review the recent trends and limitations on existing medications for OUD and briefly review novel approaches to treatment that have the potential to be more durable and effective than existing medications. The focus will be on promising interventional treatments, psychedelics, neuroimmune, neutraceutical, and electromagnetic therapies. At different phases of investigation and FDA approval, these novel approaches have the potential to not just reduce overdoses and deaths, but attenuate OUD, as well as address existing comorbid disorders.
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Affiliation(s)
- Yu Kyung Lee
- Department of Psychiatry, Brigham and Women’s Hospital, Boston, MA, United States
| | - Mark S. Gold
- Department of Psychiatry, Washington University in St. Louis Euclid Ave, St. Louis, MO, United States
| | - Kenneth Blum
- Division of Addiction Research and Education, Center for Sports, Exercise, and Mental Health, Western University Health Sciences, Pomona, CA, United States
| | - Panayotis K. Thanos
- Behavioral Neuropharmacology and Neuroimaging Laboratory on Addictions, Department of Pharmacology and Toxicology, Jacobs School of Medicine and Biosciences, Clinical Research Institute on Addictions, State University of New York at Buffalo, Buffalo, NY, United States
| | - Colin Hanna
- Behavioral Neuropharmacology and Neuroimaging Laboratory on Addictions, Department of Pharmacology and Toxicology, Jacobs School of Medicine and Biosciences, Clinical Research Institute on Addictions, State University of New York at Buffalo, Buffalo, NY, United States
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Blum K, Dennen CA, Elman I, Bowirrat A, Thanos PK, Badgaiyan RD, Downs BW, Bagchi D, Baron D, Braverman ER, Gupta A, Green R, McLaughlin T, Barh D, Gold MS. Should Reward Deficiency Syndrome (RDS) Be Considered an Umbrella Disorder for Mental Illness and Associated Genetic and Epigenetic Induced Dysregulation of Brain Reward Circuitry? J Pers Med 2022; 12:1719. [PMID: 36294858 PMCID: PMC9604605 DOI: 10.3390/jpm12101719] [Citation(s) in RCA: 11] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/13/2022] [Revised: 10/11/2022] [Accepted: 10/11/2022] [Indexed: 11/30/2022] Open
Abstract
Reward Deficiency Syndrome (RDS) is defined as a breakdown of reward neurotransmission that results in a wide range of addictive, compulsive, and impulsive behaviors. RDS is caused by a combination of environmental (epigenetic) influences and DNA-based (genetic) neurotransmission deficits that interfere with the normal satisfaction of human physiological drives (i.e., food, water, and sex). An essential feature of RDS is the lack of integration between perception, cognition, and emotions that occurs because of (1) significant dopaminergic surges in motivation, reward, and learning centers causing neuroplasticity in the striato-thalamic-frontal cortical loop; (2) hypo-functionality of the excitatory glutamatergic afferents from the amygdala-hippocampus complex. A large volume of literature regarding the known neurogenetic and psychological underpinnings of RDS has revealed a significant risk of dopaminergic gene polymorphic allele overlap between cohorts of depression and subsets of schizophrenia. The suggestion is that instead of alcohol, opioids, gambling disorders, etc. being endophenotypes, the true phenotype is RDS. Additionally, reward deficiency can result from depleted or hereditary hypodopaminergia, which can manifest as a variety of personality traits and mental/medical disorders that have been linked to genetic studies with dopamine-depleting alleles. The carrying of known DNA antecedents, including epigenetic insults, results in a life-long vulnerability to RDS conditions and addictive behaviors. Epigenetic repair of hypodopaminergia, the causative basis of addictive behaviors, may involve precision DNA-guided therapy achieved by combining the Genetic Addiction Risk Severity (GARS) test with a researched neutraceutical having a number of variant names, including KB220Z. This nutraceutical formulation with pro-dopamine regulatory capabilities has been studied and published in peer-reviewed journals, mostly from our laboratory. Finally, it is our opinion that RDS should be given an ICD code and deserves to be included in the DSM-VI because while the DSM features symptomology, it is equally important to feature etiological roots as portrayed in the RDS model.
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Affiliation(s)
- Kenneth Blum
- The Kenneth Blum Behavioral & Neurogenetic Institute, LLC., Austin, TX 78701, USA
- Center for Behavioral Health & Sports, Exercise, Psychiatry, Western University Health Sciences, Pomona, CA 91766, USA
- Institute of Psychology, ELTE Eötvös Loránd University, Kazinczy u. 23–27, 1075 Budapest, Hungary
- Department of Molecular Biology and Adelson School of Medicine, Ariel University, Ariel 40700, Israel
| | - Catherine A. Dennen
- The Kenneth Blum Behavioral & Neurogenetic Institute, LLC., Austin, TX 78701, USA
- Department of Family Medicine, Jefferson Health Northeast, Philadelphia, PA 19140, USA
| | - Igor Elman
- Medicine, Boston Children’s Hospital, Boston, MA 02115, USA
- Cambridge Health Alliance, Harvard Medical School, Cambridge, MA 02139, USA
| | - Abdalla Bowirrat
- Department of Molecular Biology and Adelson School of Medicine, Ariel University, Ariel 40700, Israel
| | - Panayotis K. Thanos
- Behavioral Neuropharmacology and Neuroimaging Laboratory, Department of Pharmacology and Toxicology, Jacobs School of Medicine and Biomedical Sciences, Clinical Research Institute on Addictions, University at Buffalo, Buffalo, NY 14203, USA
- Department of Psychology, University at Buffalo, Buffalo, NY 14260, 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
| | - B. William Downs
- Division of Precision Nutrition, Victory Nutrition International, LLC., Lederoch, PA 19438, USA
| | - Debasis Bagchi
- Division of Precision Nutrition, Victory Nutrition International, LLC., Lederoch, PA 19438, USA
- Department of Pharmaceutical Science, College of Pharmacy & Health Sciences, Texas Southern University, Houston, TX 77004, USA
| | - David Baron
- Center for Behavioral Health & Sports, Exercise, Psychiatry, Western University Health Sciences, Pomona, CA 91766, USA
| | - Eric R. Braverman
- The Kenneth Blum Behavioral & Neurogenetic Institute, LLC., Austin, TX 78701, USA
| | - Ashim Gupta
- Future Biologics, Lawrenceville, GA 30043, USA
| | - Richard Green
- The Kenneth Blum Behavioral & Neurogenetic Institute, LLC., Austin, TX 78701, USA
| | - Thomas McLaughlin
- The Kenneth Blum Behavioral & Neurogenetic Institute, LLC., Austin, TX 78701, USA
| | - Debmalya Barh
- Centre for Genomics and Applied Gene Technology, Institute of Integrative Omics and Applied Biotechnology, Nonakuri, Purba Medinipur 721172, India
| | - Mark S. Gold
- Department of Psychiatry, Washington University School of Medicine, St. Louis, MO 63110, USA
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