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Sullivan KA, Kainer D, Lane M, Cashman M, Miller JI, Garvin MR, Townsend A, Quach BC, Willis C, Kruse P, Gaddis NC, Mathur R, Corradin O, Maher BS, Scacheri PC, Sanchez-Roige S, Palmer AA, Troiani V, Chesler EJ, Kember RL, Kranzler HR, Justice AC, Xu K, Aouizerat BE, Hancock DB, Johnson EO, Jacobson DA. Multiomic Network Analysis Identifies Dysregulated Neurobiological Pathways in Opioid Addiction. Biol Psychiatry 2024:S0006-3223(24)01781-5. [PMID: 39615775 DOI: 10.1016/j.biopsych.2024.11.013] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/01/2024] [Revised: 11/03/2024] [Accepted: 11/18/2024] [Indexed: 01/25/2025]
Abstract
BACKGROUND Opioid addiction is a worldwide public health crisis. In the United States, for example, opioids cause more drug overdose deaths than any other substance. However, opioid addiction treatments have limited efficacy, meaning that additional treatments are needed. METHODS To help address this problem, we used network-based machine learning techniques to integrate results from genome-wide association studies of opioid use disorder and problematic prescription opioid misuse with transcriptomic, proteomic, and epigenetic data from the dorsolateral prefrontal cortex of people who died of opioid overdose and control individuals. RESULTS We identified 211 highly interrelated genes identified by genome-wide association studies or dysregulation in the dorsolateral prefrontal cortex of people who died of opioid overdose that implicated the Akt, BDNF (brain-derived neurotrophic factor), and ERK (extracellular signal-regulated kinase) pathways, identifying 414 drugs targeting 48 of these opioid addiction-associated genes. Some of the identified drugs are approved to treat other substance use disorders or depression. CONCLUSIONS Our synthesis of multiomics using a systems biology approach revealed key gene targets that could contribute to drug repurposing, genetics-informed addiction treatment, and future discovery.
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Affiliation(s)
- Kyle A Sullivan
- Biosciences Division, Oak Ridge National Laboratory, Oak Ridge, Tennessee
| | - David Kainer
- Biosciences Division, Oak Ridge National Laboratory, Oak Ridge, Tennessee
| | - Matthew Lane
- The Bredesen Center for Interdisciplinary Research and Graduate Education, University of Tennessee-Knoxville, Knoxville, Tennessee
| | - Mikaela Cashman
- Biosciences Division, Oak Ridge National Laboratory, Oak Ridge, Tennessee; Environmental Genomics and Systems Biology Division, Lawrence Berkeley National Laboratory, Berkeley, California
| | - J Izaak Miller
- Biosciences Division, Oak Ridge National Laboratory, Oak Ridge, Tennessee
| | - Michael R Garvin
- Biosciences Division, Oak Ridge National Laboratory, Oak Ridge, Tennessee
| | - Alice Townsend
- The Bredesen Center for Interdisciplinary Research and Graduate Education, University of Tennessee-Knoxville, Knoxville, Tennessee
| | - Bryan C Quach
- RTI International, Research Triangle Park, North Carolina
| | - Caryn Willis
- RTI International, Research Triangle Park, North Carolina
| | - Peter Kruse
- The Bredesen Center for Interdisciplinary Research and Graduate Education, University of Tennessee-Knoxville, Knoxville, Tennessee
| | | | - Ravi Mathur
- RTI International, Research Triangle Park, North Carolina
| | - Olivia Corradin
- Whitehead Institute for Biomedical Research, Massachusetts Institute of Technology, Cambridge, Massachusetts
| | - Brion S Maher
- Department of Mental Health, Johns Hopkins Bloomberg School of Public Health, Baltimore, Maryland
| | - Peter C Scacheri
- Department of Genetics and Genome Sciences, Case Western Reserve University, Cleveland, Ohio
| | - Sandra Sanchez-Roige
- Department of Psychiatry, University of California San Diego, La Jolla, California; Division of Genetic Medicine, Vanderbilt University Medical Center, Nashville, Tennessee
| | - Abraham A Palmer
- Department of Psychiatry, University of California San Diego, La Jolla, California; Institute for Genomic Medicine, University of California San Diego, La Jolla, California
| | - Vanessa Troiani
- Geisinger College of Health Sciences, Scranton, Pennsylvania
| | | | - Rachel L Kember
- Mental Illness Research, Education and Clinical Center, Crescenz Veterans Affairs Medical Center, Philadelphia, Pennsylvania; Department of Psychiatry, University of Pennsylvania Perelman School of Medicine, Philadelphia, Pennsylvania
| | - Henry R Kranzler
- Mental Illness Research, Education and Clinical Center, Crescenz Veterans Affairs Medical Center, Philadelphia, Pennsylvania; Department of Psychiatry, University of Pennsylvania Perelman School of Medicine, Philadelphia, Pennsylvania
| | - Amy C Justice
- Veterans Affairs Connecticut Healthcare System, West Haven, Connecticut; Department of Internal Medicine, Yale University School of Medicine, New Haven, Connecticut; Department of Health Policy and Management, Yale School of Public Health, New Haven, Connecticut
| | - Ke Xu
- Veterans Affairs Connecticut Healthcare System, West Haven, Connecticut; Department of Psychiatry, Yale School of Medicine, New Haven, Connecticut
| | - Bradley E Aouizerat
- Bluestone Center for Clinical Research, College of Dentistry, New York University, New York, New York
| | - Dana B Hancock
- RTI International, Research Triangle Park, North Carolina.
| | - Eric O Johnson
- RTI International, Research Triangle Park, North Carolina; Fellow Program, RTI International, Research Triangle Park, North Carolina.
| | - Daniel A Jacobson
- Biosciences Division, Oak Ridge National Laboratory, Oak Ridge, Tennessee.
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Zhaojian W, Meizhu J, Jun H, Shanshan G, Jiping H, Zhigang Z, Ying G, Cao L. Trends and off-label utilization of antipsychotics in children and adolescents from 2016 to 2021 in China: a real-world study. Child Adolesc Psychiatry Ment Health 2024; 18:77. [PMID: 38907356 PMCID: PMC11193198 DOI: 10.1186/s13034-024-00766-4] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/23/2024] [Accepted: 06/06/2024] [Indexed: 06/23/2024] Open
Abstract
BACKGROUND Global antipsychotic usage, including off-label prescriptions, has increased in recent decades. However, trends in China, particularly for children and adolescents, remain unclear. This study explored these trends from 2016 to 2021 and identified factors associated with off-label prescriptions. METHODS In this retrospective study, we analyzed on-label and off-label prescriptions based on drug information approved by the China National Medical Products Administration. To identify factors associated with off-label prescriptions, we conducted multivariate logistic regression analysis. RESULTS Our study included 48,258 antipsychotic prescriptions, 52.4% (25,295) of which were prescriptions for males. Of these, 61.7% (29,813) were off-label. Over time, the number of antipsychotics and the percentage of off-label prescriptions for children and adolescents overall increased from 2016 to 2021. The use of atypical antipsychotics increased, whereas that of typical antipsychotics decreased. For off-label usage, all of the factors in our study were associated with off-label usage, including age, sex, year, region, department, reimbursement, antipsychotic type, drug expense, number of polypharmacy and diagnoses. Additionally, tiapride (15.8%) and aripiprazole (18.6%) were the most common typical and atypical antipsychotics, respectively. For pediatric diseases, common diagnoses included mood or affective disorders (31.7%) and behavioral and emotional disorders, with onset usually occurring in childhood and adolescence (29.1%). Furthermore, a depressive state was the most common diagnosis for which antipsychotic polypharmacy was used for treatment. CONCLUSION In this retrospective study, off-label antipsychotic prescriptions were common, with trends generally increasing among children and adolescents from 2016 to 2021. However, there is a lack of evidence supporting off-label usage, thus emphasizing the need for studies on the efficacy and safety of these treatments.
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Affiliation(s)
- Wang Zhaojian
- Department of Pharmacy, Beijing Shijitan Hospital, Capital Medical University, Beijing, China
- Department of Clinical Pharmacology, School of Pharmaceutical Sciences, Capital Medical University, Beijing, China
| | - Jiang Meizhu
- Department of Pharmacy, Beijing Tiantan Hospital, Capital Medical University, 119 Nan Si Huan Xi Lu, Fengtai District, 100050, Beijing, China
- Department of Clinical Pharmacology, School of Pharmaceutical Sciences, Capital Medical University, Beijing, China
| | - Hong Jun
- Department of Pharmacy, Beijing Chao-Yang Hospital, Capital Medical University, Beijing, China
- Department of Clinical Pharmacology, School of Pharmaceutical Sciences, Capital Medical University, Beijing, China
| | - Guo Shanshan
- Department of Pharmacy, Beijing Tiantan Hospital, Capital Medical University, 119 Nan Si Huan Xi Lu, Fengtai District, 100050, Beijing, China
| | - Huo Jiping
- Department of Pharmacy, Beijing Tiantan Hospital, Capital Medical University, 119 Nan Si Huan Xi Lu, Fengtai District, 100050, Beijing, China
| | - Zhao Zhigang
- Department of Pharmacy, Beijing Tiantan Hospital, Capital Medical University, 119 Nan Si Huan Xi Lu, Fengtai District, 100050, Beijing, China
| | - Gong Ying
- Department of Pharmacy, Dongfang Hospital, Beijing University of Chinese Medicine, No. 6, Phase 1, Fangxingyuan, Fangzhuang, Fengtai District, Beijing, China.
| | - Li Cao
- Department of Pharmacy, Beijing Tiantan Hospital, Capital Medical University, 119 Nan Si Huan Xi Lu, Fengtai District, 100050, Beijing, China.
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Merino D, Gérard AO, Destere A, Saidessalam H, Askenazy F, Montastruc F, Drici MD, Thümmler S. Cardiac and metabolic safety profile of antipsychotics in youths: A WHO safety database analysis. Psychiatry Res 2024; 334:115786. [PMID: 38387164 DOI: 10.1016/j.psychres.2024.115786] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/24/2023] [Revised: 02/03/2024] [Accepted: 02/10/2024] [Indexed: 02/24/2024]
Abstract
A significant heterogeneity prevails in antipsychotics (APs) safety monitoring recommendations. Youths are deemed more vulnerable to cardiometabolic side effects. We aimed to assess age-dependent reporting of cardiac and metabolic disorders in youths, relying on the WHO safety database (VigiBase®). VigiBase® was queried for all reports of cardiac, glucose, lipid and nutritional disorders involving APs. Patients <18 years were classified as pediatric population. Disproportionality analyses relied on the Information Component (IC): the positivity of the lower end of its 95 % confidence interval was required to suspect a signal. We yielded 4,672 pediatric reports. In disproportionality analysis, nutritional disorders were leading in youths (IC 3.9 [3.9-4.0]). Among healthcare professionals' reports, stronger signals were detected in youths than in adults. Children had the greatest signal with nutritional disorders (IC 4.7 [4.6-4.8]). In adolescents, aripiprazole was ascribed to non-alcoholic steatohepatitis (NASH). Our findings, based on real-world data, support the hypothesis of a greater propensity for nutritional disorders in youths, despite limitations of pharmacovigilance studies. We suggest specific safety profiles, such as aripiprazole and NASH. Pending more answers from population-based studies, a careful anamnesis should seek for risk factors before AP initiation. A cautious monitoring is warranted to allow earlier identification of side effects.
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Affiliation(s)
- Diane Merino
- University Department of Child and Adolescent Psychiatry, Children's Hospitals of Nice, CHU-Lenval, Nice, France; Department of Pharmacology and Pharmacovigilance Center of Nice, University Hospital CHU de Nice, Nice, France; Université Côte d'Azur, CoBTeK, Nice, France
| | - Alexandre O Gérard
- Department of Pharmacology and Pharmacovigilance Center of Nice, University Hospital CHU de Nice, Nice, France; Université Côte d'Azur, Laboratory of Molecular Physio Medicine (LP2M), UMR 7370, CNRS, Nice, France
| | - Alexandre Destere
- Department of Pharmacology and Pharmacovigilance Center of Nice, University Hospital CHU de Nice, Nice, France; Université Côte d'Azur, Inria, CNRS, Laboratoire J.A. Dieudonné, Maasai team, Nice, France
| | - Haitam Saidessalam
- Department of Pharmacology and Pharmacovigilance Center of Nice, University Hospital CHU de Nice, Nice, France
| | - Florence Askenazy
- University Department of Child and Adolescent Psychiatry, Children's Hospitals of Nice, CHU-Lenval, Nice, France; Université Côte d'Azur, CoBTeK, Nice, France
| | - François Montastruc
- Department of Medical and Clinical Pharmacology, Centre of PharmacoVigilance and Pharmacoepidemiology, Faculty of Medicine, Toulouse University Hospital, Toulouse, France
| | - Milou-Daniel Drici
- Department of Pharmacology and Pharmacovigilance Center of Nice, University Hospital CHU de Nice, Nice, France
| | - Susanne Thümmler
- University Department of Child and Adolescent Psychiatry, Children's Hospitals of Nice, CHU-Lenval, Nice, France; Université Côte d'Azur, CoBTeK, Nice, France.
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Merino D, Gérard AO, Van Obberghen EK, Destere A, Lanteri-Minet M, Drici MD. The Neuropsychiatric Safety Profile of Lasmiditan: A Comparative Disproportionality Analysis with Triptans. Neurotherapeutics 2023; 20:1305-1315. [PMID: 37436579 PMCID: PMC10480366 DOI: 10.1007/s13311-023-01404-1] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 06/14/2023] [Indexed: 07/13/2023] Open
Abstract
Migraine constitutes the world's second-leading cause of disability. Triptans, as serotonin 5-HT1B/1D receptor agonists, remain the first-line treatment, despite discouraged use in individuals at high cardiovascular risk. Lasmiditan, a selective lipophilic 5-HT1F agonist without vasoconstrictive effects, is an emerging option. We aimed to investigate the safety profile of lasmiditan in the WHO pharmacovigilance database (VigiBase®) using a comparative disproportionality analysis with triptans. VigiBase® was queried for all reports involving lasmiditan and triptans. Disproportionality analyses relied on the calculation of the information component (IC), for which 95% confidence interval (CI) lower bound positivity was required for signal detection. We obtained 826 reports involving lasmiditan. Overall, 10 adverse drug reaction classes were disproportionately reported with triptans, while only neurological (IC 1.6; 95% CI 1.5-1.7) and psychiatric (IC 1.5; 95% CI 1.3-1.7) disorders were disproportionately reported with lasmiditan. Sedation, serotonin syndrome, euphoric mood, and autoscopy had the strongest signals. When compared with triptans, 19 out of 22 neuropsychiatric signals persisted. The results of our analysis provide a more precise semiology of the neuropsychiatric effects of lasmiditan, with symptoms such as autoscopy and panic attacks. The cardiovascular adverse drug reaction risk with triptans was confirmed. In contrast, caution is warranted with lasmiditan use in patients with neurological or psychiatric comorbidities or serotonin syndrome risk. Our study was hindered by pharmacovigilance flaws, and further studies should help in validating these results. Our findings suggest that lasmiditan is a safe alternative for migraine treatment, especially when the neuropsychiatric risk is outweighed by the cardiovascular burden.
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Affiliation(s)
- Diane Merino
- Department of Psychiatry, Université Côte d'Azur, University Hospital of Nice, Nice, France
- Department of Pharmacology and Pharmacovigilance Center of Nice, Université Côte d'Azur, University Hospital of Nice, Nice, France
| | - Alexandre O Gérard
- Department of Pharmacology and Pharmacovigilance Center of Nice, Université Côte d'Azur, University Hospital of Nice, Nice, France
- Laboratory of Molecular Physio Medicine (LP2M), UMR 7370, Université Côte d'Azur, CNRS, Nice, France
| | - Elise K Van Obberghen
- Department and FHU InovPain, Université Côte d'Azur, University Hospital of Nice, Nice, France
| | - Alexandre Destere
- Department of Pharmacology and Pharmacovigilance Center of Nice, Université Côte d'Azur, University Hospital of Nice, Nice, France
- Laboratoire J.A. Dieudonné, Université Côte d'Azur, Inria, CNRS, Maasai Team, Nice, France
| | - Michel Lanteri-Minet
- Department and FHU InovPain, Université Côte d'Azur, University Hospital of Nice, Nice, France
- UMR 1107, Migraine and Trigeminal Pain, INSERM, Auvergne University, Clermont-Ferrand, France
| | - Milou-Daniel Drici
- Department of Pharmacology and Pharmacovigilance Center of Nice, Université Côte d'Azur, University Hospital of Nice, Nice, France.
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