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Yadav T, Lokuge B, Jackson MA, Austin EK, Fitzgerald PB, Brown AL, Paton B, Sequeira M, Nean M, Mills L, Dunlop AJ. Pilot study with randomised control of dual site theta burst transcranial magnetic stimulation (TMS) for methamphetamine use disorder: a protocol for the TARTAN study. Pilot Feasibility Stud 2024; 10:74. [PMID: 38725088 PMCID: PMC11080215 DOI: 10.1186/s40814-024-01498-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/22/2023] [Accepted: 04/18/2024] [Indexed: 05/12/2024] Open
Abstract
BACKGROUND Transcranial magnetic stimulation (TMS) (including the theta burst stimulation (TBS) form of TMS used in this study) is a non-invasive means to stimulate nerve cells in superficial areas of the brain. In recent years, there has been a growth in the application of TMS to investigate the modulation of neural networks involved in substance use disorders. This study examines the feasibility of novel TMS protocols for the treatment of methamphetamine (MA) use disorder in an ambulatory drug and alcohol treatment setting. METHODS Thirty participants meeting the criteria for moderate to severe MA use disorder will be recruited in community drug and alcohol treatment settings and randomised to receive active TMS or sham (control) intervention. The treatment is intermittent TBS (iTBS) applied to the left dorsolateral prefrontal cortex (DLPFC), then continuous TBS (cTBS) to the left orbitofrontal cortex (OFC). Twelve sessions are administered over 4 weeks with opt-in weekly standardized cognitive behaviour therapy (CBT) counselling and a neuroimaging sub-study offered to participants. Primary outcomes are feasibility measures including recruitment, retention and acceptability of the intervention. Secondary outcomes include monitoring of safety and preliminary efficacy data including changes in substance use, cravings (cue reactivity) and cognition (response inhibition). DISCUSSION This study examines shorter TBS protocols of TMS for MA use disorder in real-world drug and alcohol outpatient settings where withdrawal and abstinence from MA, or other substances, are not eligibility requirements. TMS is a relatively affordable treatment and staff of ambulatory health settings can be trained to administer TMS. It is a potentially scalable and translatable treatment for existing drug and alcohol clinical settings. TMS has the potential to provide a much-needed adjuvant treatment to existing psychosocial interventions for MA use disorder. A limitation of this protocol is that the feasibility of follow-up is only examined at the end of treatment (4 weeks). TRIAL REGISTRATION Australia New Zealand Clinical Trial Registry ACTRN12622000762752. Registered on May 27, 2022, and retrospectively registered (first participant enrolled) on May 23, 2022, with protocol version 7 on February 24, 2023.
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Affiliation(s)
- Tarun Yadav
- Drug and Alcohol Clinical Services, Hunter New England Local Health District, Newcastle, Australia.
- School of Medicine and Public Health, University of Newcastle, Callaghan, Australia.
| | - Buddhima Lokuge
- Drug and Alcohol Clinical Services, Hunter New England Local Health District, Newcastle, Australia.
- School of Medicine and Public Health, University of Newcastle, Callaghan, Australia.
| | - Melissa A Jackson
- Drug and Alcohol Clinical Services, Hunter New England Local Health District, Newcastle, Australia
- School of Medicine and Public Health, University of Newcastle, Callaghan, Australia
| | - Emma K Austin
- Drug and Alcohol Clinical Services, Hunter New England Local Health District, Newcastle, Australia
| | - Paul B Fitzgerald
- School of Medicine and Psychology, College of Health & Medicine, Australian National University, Canberra, Australia
- Monarch Mental Health Group, Sydney, Australia
| | - Amanda L Brown
- Drug and Alcohol Clinical Services, Hunter New England Local Health District, Newcastle, Australia
- School of Medicine and Public Health, University of Newcastle, Callaghan, Australia
| | - Bryan Paton
- School of Psychology, Hunter Medical Research Institute, University of Newcastle, Callaghan, Australia
| | - Marcia Sequeira
- Drug and Alcohol Clinical Services, Hunter New England Local Health District, Newcastle, Australia
| | - Martin Nean
- Drug and Alcohol Clinical Services, Hunter New England Local Health District, Newcastle, Australia
| | - Llewllyn Mills
- Discipline of Addiction Medicine, Central Clinical School, University of Sydney, Camperdown, Australia
- Drug and Alcohol Services, South Eastern Sydney Local Health District, Camperdown, Australia
- The Langton Centre, Surry Hills, Australia
| | - Adrian J Dunlop
- Drug and Alcohol Clinical Services, Hunter New England Local Health District, Newcastle, Australia
- School of Medicine and Public Health, University of Newcastle, Callaghan, Australia
- NSW Drug & Alcohol Clinical Research & Improvement Network, St Leonards, Australia
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Sabé M, Hyde J, Cramer C, Eberhard A, Crippa A, Brunoni AR, Aleman A, Kaiser S, Baldwin DS, Garner M, Sentissi O, Fiedorowicz JG, Brandt V, Cortese S, Solmi M. Transcranial Magnetic Stimulation and Transcranial Direct Current Stimulation Across Mental Disorders: A Systematic Review and Dose-Response Meta-Analysis. JAMA Netw Open 2024; 7:e2412616. [PMID: 38776083 PMCID: PMC11112448 DOI: 10.1001/jamanetworkopen.2024.12616] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/03/2024] [Accepted: 03/21/2024] [Indexed: 05/25/2024] Open
Abstract
Importance Noninvasive brain stimulation (NIBS) interventions have been shown to be efficacious in several mental disorders, but the optimal dose stimulation parameters for each disorder are unknown. Objective To define NIBS dose stimulation parameters associated with the greatest efficacy in symptom improvement across mental disorders. Data Sources Studies were drawn from an updated (to April 30, 2023) previous systematic review based on a search of PubMed, OVID, and Web of Knowledge. Study Selection Randomized clinical trials were selected that tested transcranial magnetic stimulation (TMS) or transcranial direct current stimulation (tDCS) for any mental disorder in adults aged 18 years or older. Data Extraction and Synthesis Two authors independently extracted the data. A 1-stage dose-response meta-analysis using a random-effects model was performed. Sensitivity analyses were conducted to test robustness of the findings. This study followed the Preferred Reporting Items for Systematic Reviews and Meta-analyses (PRISMA) reporting guideline. Main Outcomes and Measures The main outcome was the near-maximal effective doses of total pulses received for TMS and total current dose in coulombs for tDCS. Results A total of 110 studies with 4820 participants (2659 men [61.4%]; mean [SD] age, 42.3 [8.8] years) were included. The following significant dose-response associations emerged with bell-shaped curves: (1) in schizophrenia, high-frequency (HF) TMS on the left dorsolateral prefrontal cortex (LDLPFC) for negative symptoms (χ2 = 9.35; df = 2; P = .009) and TMS on the left temporoparietal junction for resistant hallucinations (χ2 = 36.52; df = 2; P < .001); (2) in depression, HF-DLPFC TMS (χ2 = 14.49; df = 2; P < .001); (3) in treatment-resistant depression, LDLPFC tDCS (χ2 = 14.56; df = 2; P < .001); and (4) in substance use disorder, LDLPFC tDCS (χ2 = 33.63; df = 2; P < .001). The following significant dose-response associations emerged with plateaued or ascending curves: (1) in depression, low-frequency (LF) TMS on the right DLPFC (RDLPFC) with ascending curve (χ2 = 25.67; df = 2; P = .001); (2) for treatment-resistant depression, LF TMS on the bilateral DLPFC with ascending curve (χ2 = 5.86; df = 2; P = .004); (3) in obsessive-compulsive disorder, LF-RDLPFC TMS with ascending curve (χ2 = 20.65; df = 2; P < .001) and LF TMS on the orbitofrontal cortex with a plateaued curve (χ2 = 15.19; df = 2; P < .001); and (4) in posttraumatic stress disorder, LF-RDLPFC TMS with ascending curve (χ2 = 54.15; df = 2; P < .001). Sensitivity analyses confirmed the main findings. Conclusions and Relevance The study findings suggest that NIBS yields specific outcomes based on dose parameters across various mental disorders and brain regions. Clinicians should consider these dose parameters when prescribing NIBS. Additional research is needed to prospectively validate the findings in randomized, sham-controlled trials and explore how other parameters contribute to the observed dose-response association.
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Affiliation(s)
- Michel Sabé
- Centre for Innovation in Mental Health, School of Psychology, University of Southampton, United Kingdom
- Clinic of Psychiatry, Social Psychiatry and Psychotherapy, Hannover Medical School, Hanover, Germany
| | - Joshua Hyde
- Centre for Innovation in Mental Health, School of Psychology, University of Southampton, United Kingdom
| | - Catharina Cramer
- Clinic of Psychiatry, Social Psychiatry and Psychotherapy, Hannover Medical School, Hanover, Germany
| | - Antonia Eberhard
- Clinic of Psychiatry, Social Psychiatry and Psychotherapy, Hannover Medical School, Hanover, Germany
| | - Alessio Crippa
- Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, Sweden
| | - André Russowsky Brunoni
- Departamento e Instituto de Psiquiatria da Faculdade de Medicina da Universidade de São Paulo, Universidade de São Paulo, Brazil
| | - André Aleman
- Department of Biomedical Sciences of Cells and Systems, Section Cognitive Neurosciences, University Medical Center Groningen, University of Groningen, the Netherlands
| | - Stefan Kaiser
- Division of Adult Psychiatry, Department of Psychiatry, University Hospitals of Geneva, Thonex, Switzerland
| | - David S. Baldwin
- Clinical and Experimental Sciences, Faculty of Medicine, University of Southampton, United Kingdom
- University Department of Psychiatry and Mental Health, University of Cape Town, South Africa
| | - Matthew Garner
- The Ottawa Hospital and Ottawa Hospital Research Institute, Ontario, Canada
| | - Othman Sentissi
- Division of Adult Psychiatry, Department of Psychiatry, University Hospitals of Geneva, Thonex, Switzerland
- Faculty of Medicine, University of Geneva, Geneva, Switzerland
| | - Jess G. Fiedorowicz
- The Ottawa Hospital and Ottawa Hospital Research Institute, Ontario, Canada
- Department of Psychiatry, University of Ottawa, Ontario, Canada
| | - Valerie Brandt
- Centre for Innovation in Mental Health, School of Psychology, University of Southampton, United Kingdom
- Clinic of Psychiatry, Social Psychiatry and Psychotherapy, Hannover Medical School, Hanover, Germany
| | - Samuele Cortese
- Centre for Innovation in Mental Health, School of Psychology, University of Southampton, United Kingdom
- Clinical and Experimental Sciences (CNS and Psychiatry), Faculty of Medicine, University of Southampton, United Kingdom
- Hassenfeld Children’s Hospital at New York University Langone, New York University Child Study Center, New York, New York
- Division of Psychiatry and Applied Psychology, School of Medicine, University of Nottingham, United Kingdom
- DiMePRe-J-Department of Precision and Regenerative Medicine-Jonic Area, University of Bari "Aldo Moro", Bari, Italy
| | - Marco Solmi
- The Ottawa Hospital and Ottawa Hospital Research Institute, Ontario, Canada
- School of Epidemiology and Public Health, Faculty of Medicine, University of Ottawa, Ontario, Canada
- Department of Child and Adolescent Psychiatry, Charité Universitätsmedizin, Berlin, Germany
- Department of Mental Health, The Ottawa Hospital, Ontario, Canada
- SIENCES Laboratory, Department of Psychiatry, University of Ottawa, Ontario, Canada
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Mehta DD, Praecht A, Ward HB, Sanches M, Sorkhou M, Tang VM, Steele VR, Hanlon CA, George TP. A systematic review and meta-analysis of neuromodulation therapies for substance use disorders. Neuropsychopharmacology 2024; 49:649-680. [PMID: 38086901 PMCID: PMC10876556 DOI: 10.1038/s41386-023-01776-0] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/20/2023] [Revised: 11/06/2023] [Accepted: 11/20/2023] [Indexed: 02/21/2024]
Abstract
While pharmacological, behavioral and psychosocial treatments are available for substance use disorders (SUDs), they are not always effective or well-tolerated. Neuromodulation (NM) methods, including repetitive transcranial magnetic stimulation (rTMS), transcranial direct current stimulation (tDCS) and deep brain stimulation (DBS) may address SUDs by targeting addiction neurocircuitry. We evaluated the efficacy of NM to improve behavioral outcomes in SUDs. A systematic literature search was performed on MEDLINE, PsychINFO, and PubMed databases and a list of search terms for four key concepts (SUD, rTMS, tDCS, DBS) was applied. Ninety-four studies were identified that examined the effects of rTMS, tDCS, and DBS on substance use outcomes (e.g., craving, consumption, and relapse) amongst individuals with SUDs including alcohol, tobacco, cannabis, stimulants, and opioids. Meta-analyses were performed for alcohol and tobacco studies using rTMS and tDCS. We found that rTMS reduced substance use and craving, as indicated by medium to large effect sizes (Hedge's g > 0.5). Results were most encouraging when multiple stimulation sessions were applied, and the left dorsolateral prefrontal cortex (DLPFC) was targeted. tDCS also produced medium effect sizes for drug use and craving, though they were highly variable and less robust than rTMS; right anodal DLPFC stimulation appeared to be most efficacious. DBS studies were typically small, uncontrolled studies, but showed promise in reducing misuse of multiple substances. NM may be promising for the treatment of SUDs. Future studies should determine underlying neural mechanisms of NM, and further evaluate extended treatment durations, accelerated administration protocols and long-term outcomes with biochemical verification of substance use.
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Affiliation(s)
- Dhvani D Mehta
- Addictions Division, CAMH, Toronto, ON, Canada.
- Department of Psychiatry, Temerty Faculty of Medicine, University of Toronto, Toronto, ON, Canada.
| | - Angela Praecht
- Addictions Division, CAMH, Toronto, ON, Canada
- Department of Psychiatry, Temerty Faculty of Medicine, University of Toronto, Toronto, ON, Canada
| | - Heather B Ward
- Department of Psychiatry and Behavioral Sciences, Vanderbilt University Medical Center, Nashville, TN, USA
| | | | - Maryam Sorkhou
- Addictions Division, CAMH, Toronto, ON, Canada
- Department of Psychiatry, Temerty Faculty of Medicine, University of Toronto, Toronto, ON, Canada
| | - Victor M Tang
- Addictions Division, CAMH, Toronto, ON, Canada
- Department of Psychiatry, Temerty Faculty of Medicine, University of Toronto, Toronto, ON, Canada
| | - Vaughn R Steele
- Department of Psychiatry, Yale University School of Medicine, New Haven, CT, USA
| | | | - Tony P George
- Addictions Division, CAMH, Toronto, ON, Canada.
- Department of Psychiatry, Temerty Faculty of Medicine, University of Toronto, Toronto, ON, Canada.
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Zhang M, Chen L, Ren Z, Wang Z, Luo W. Applications of TMS in individuals with methamphetamine use disorder: A review. Heliyon 2024; 10:e25565. [PMID: 38420394 PMCID: PMC10900420 DOI: 10.1016/j.heliyon.2024.e25565] [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: 06/29/2023] [Revised: 12/25/2023] [Accepted: 01/29/2024] [Indexed: 03/02/2024] Open
Abstract
Methamphetamine abuse results in a host of social and medical issues. Methamphetamine use disorder (MUD) can hinder the brain and impair cognitive functions and mental health. Transcranial magnetic stimulation (TMS) is a non-invasive approach in the treatment of MUD. Recent studies have demonstrated encouraging and positive effects of TMS on the craving, affective symptoms, sleep quality, and cognitive functions in individuals with MUD. The regulation of specific brain activities through TMS has also been found to be a contributing factor to these positive outcomes. It is essential to employ more techniques, participants, and stimulation parameters and targets in the future.
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Affiliation(s)
- Mingming Zhang
- Research Center of Brain and Cognitive Neuroscience, Liaoning Normal University, Dalian, 116029, China
- Key Laboratory of Brain and Cognitive Neuroscience, Liaoning Province, Dalian, 116029, China
| | - Lei Chen
- Research Center of Brain and Cognitive Neuroscience, Liaoning Normal University, Dalian, 116029, China
- Key Laboratory of Brain and Cognitive Neuroscience, Liaoning Province, Dalian, 116029, China
| | - Ziwei Ren
- Research Center of Brain and Cognitive Neuroscience, Liaoning Normal University, Dalian, 116029, China
- Key Laboratory of Brain and Cognitive Neuroscience, Liaoning Province, Dalian, 116029, China
| | - Zhiyan Wang
- Research Center of Brain and Cognitive Neuroscience, Liaoning Normal University, Dalian, 116029, China
- Key Laboratory of Brain and Cognitive Neuroscience, Liaoning Province, Dalian, 116029, China
| | - Wenbo Luo
- Research Center of Brain and Cognitive Neuroscience, Liaoning Normal University, Dalian, 116029, China
- Key Laboratory of Brain and Cognitive Neuroscience, Liaoning Province, Dalian, 116029, China
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Soleimani G, Joutsa J, Moussawi K, Siddiqi SH, Kuplicki R, Bikson M, Paulus MP, Fox MD, Hanlon CA, Ekhtiari H. Converging Evidence for Frontopolar Cortex as a Target for Neuromodulation in Addiction Treatment. Am J Psychiatry 2024; 181:100-114. [PMID: 38018143 DOI: 10.1176/appi.ajp.20221022] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/30/2023]
Abstract
Noninvasive brain stimulation technologies such as transcranial electrical and magnetic stimulation (tES and TMS) are emerging neuromodulation therapies that are being used to target the neural substrates of substance use disorders. By the end of 2022, 205 trials of tES or TMS in the treatment of substance use disorders had been published, with heterogeneous results, and there is still no consensus on the optimal target brain region. Recent work may help clarify where and how to apply stimulation, owing to expanding databases of neuroimaging studies, new systematic reviews, and improved methods for causal brain mapping. Whereas most previous clinical trials targeted the dorsolateral prefrontal cortex, accumulating data highlight the frontopolar cortex as a promising therapeutic target for transcranial brain stimulation in substance use disorders. This approach is supported by converging multimodal evidence, including lesion-based maps, functional MRI-based maps, tES studies, TMS studies, and dose-response relationships. This review highlights the importance of targeting the frontopolar area and tailoring the treatment according to interindividual variations in brain state and trait and electric field distribution patterns. This converging evidence supports the potential for treatment optimization through context, target, dose, and timing dimensions to improve clinical outcomes of transcranial brain stimulation in people with substance use disorders in future clinical trials.
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Affiliation(s)
- Ghazaleh Soleimani
- Department of Psychiatry and Behavioral Sciences, University of Minnesota, Minneapolis (Soleimani, Ekhtiari); Turku Brain and Mind Center, Clinical Neurosciences, University of Turku, and Neurocenter and Turku PET Center, Turku University Hospital, Turku, Finland (Joutsa); Department of Psychiatry, University of Pittsburgh, Pittsburgh (Moussawi); Center for Brain Circuit Therapeutics and Departments of Neurology, Psychiatry, Neurosurgery, and Radiology, Brigham and Women's Hospital, Harvard Medical School, Boston (Siddiqi, Fox); Laureate Institute for Brain Research, Tulsa, Okla. (Kuplicki, Paulus, Ekhtiari); Department of Biomedical Engineering, City College of New York, New York (Bikson); Department Physiology and Pharmacology, Wake Forest School of Medicine, Winston-Salem, N.C. (Hanlon)
| | - Juho Joutsa
- Department of Psychiatry and Behavioral Sciences, University of Minnesota, Minneapolis (Soleimani, Ekhtiari); Turku Brain and Mind Center, Clinical Neurosciences, University of Turku, and Neurocenter and Turku PET Center, Turku University Hospital, Turku, Finland (Joutsa); Department of Psychiatry, University of Pittsburgh, Pittsburgh (Moussawi); Center for Brain Circuit Therapeutics and Departments of Neurology, Psychiatry, Neurosurgery, and Radiology, Brigham and Women's Hospital, Harvard Medical School, Boston (Siddiqi, Fox); Laureate Institute for Brain Research, Tulsa, Okla. (Kuplicki, Paulus, Ekhtiari); Department of Biomedical Engineering, City College of New York, New York (Bikson); Department Physiology and Pharmacology, Wake Forest School of Medicine, Winston-Salem, N.C. (Hanlon)
| | - Khaled Moussawi
- Department of Psychiatry and Behavioral Sciences, University of Minnesota, Minneapolis (Soleimani, Ekhtiari); Turku Brain and Mind Center, Clinical Neurosciences, University of Turku, and Neurocenter and Turku PET Center, Turku University Hospital, Turku, Finland (Joutsa); Department of Psychiatry, University of Pittsburgh, Pittsburgh (Moussawi); Center for Brain Circuit Therapeutics and Departments of Neurology, Psychiatry, Neurosurgery, and Radiology, Brigham and Women's Hospital, Harvard Medical School, Boston (Siddiqi, Fox); Laureate Institute for Brain Research, Tulsa, Okla. (Kuplicki, Paulus, Ekhtiari); Department of Biomedical Engineering, City College of New York, New York (Bikson); Department Physiology and Pharmacology, Wake Forest School of Medicine, Winston-Salem, N.C. (Hanlon)
| | - Shan H Siddiqi
- Department of Psychiatry and Behavioral Sciences, University of Minnesota, Minneapolis (Soleimani, Ekhtiari); Turku Brain and Mind Center, Clinical Neurosciences, University of Turku, and Neurocenter and Turku PET Center, Turku University Hospital, Turku, Finland (Joutsa); Department of Psychiatry, University of Pittsburgh, Pittsburgh (Moussawi); Center for Brain Circuit Therapeutics and Departments of Neurology, Psychiatry, Neurosurgery, and Radiology, Brigham and Women's Hospital, Harvard Medical School, Boston (Siddiqi, Fox); Laureate Institute for Brain Research, Tulsa, Okla. (Kuplicki, Paulus, Ekhtiari); Department of Biomedical Engineering, City College of New York, New York (Bikson); Department Physiology and Pharmacology, Wake Forest School of Medicine, Winston-Salem, N.C. (Hanlon)
| | - Rayus Kuplicki
- Department of Psychiatry and Behavioral Sciences, University of Minnesota, Minneapolis (Soleimani, Ekhtiari); Turku Brain and Mind Center, Clinical Neurosciences, University of Turku, and Neurocenter and Turku PET Center, Turku University Hospital, Turku, Finland (Joutsa); Department of Psychiatry, University of Pittsburgh, Pittsburgh (Moussawi); Center for Brain Circuit Therapeutics and Departments of Neurology, Psychiatry, Neurosurgery, and Radiology, Brigham and Women's Hospital, Harvard Medical School, Boston (Siddiqi, Fox); Laureate Institute for Brain Research, Tulsa, Okla. (Kuplicki, Paulus, Ekhtiari); Department of Biomedical Engineering, City College of New York, New York (Bikson); Department Physiology and Pharmacology, Wake Forest School of Medicine, Winston-Salem, N.C. (Hanlon)
| | - Marom Bikson
- Department of Psychiatry and Behavioral Sciences, University of Minnesota, Minneapolis (Soleimani, Ekhtiari); Turku Brain and Mind Center, Clinical Neurosciences, University of Turku, and Neurocenter and Turku PET Center, Turku University Hospital, Turku, Finland (Joutsa); Department of Psychiatry, University of Pittsburgh, Pittsburgh (Moussawi); Center for Brain Circuit Therapeutics and Departments of Neurology, Psychiatry, Neurosurgery, and Radiology, Brigham and Women's Hospital, Harvard Medical School, Boston (Siddiqi, Fox); Laureate Institute for Brain Research, Tulsa, Okla. (Kuplicki, Paulus, Ekhtiari); Department of Biomedical Engineering, City College of New York, New York (Bikson); Department Physiology and Pharmacology, Wake Forest School of Medicine, Winston-Salem, N.C. (Hanlon)
| | - Martin P Paulus
- Department of Psychiatry and Behavioral Sciences, University of Minnesota, Minneapolis (Soleimani, Ekhtiari); Turku Brain and Mind Center, Clinical Neurosciences, University of Turku, and Neurocenter and Turku PET Center, Turku University Hospital, Turku, Finland (Joutsa); Department of Psychiatry, University of Pittsburgh, Pittsburgh (Moussawi); Center for Brain Circuit Therapeutics and Departments of Neurology, Psychiatry, Neurosurgery, and Radiology, Brigham and Women's Hospital, Harvard Medical School, Boston (Siddiqi, Fox); Laureate Institute for Brain Research, Tulsa, Okla. (Kuplicki, Paulus, Ekhtiari); Department of Biomedical Engineering, City College of New York, New York (Bikson); Department Physiology and Pharmacology, Wake Forest School of Medicine, Winston-Salem, N.C. (Hanlon)
| | - Michael D Fox
- Department of Psychiatry and Behavioral Sciences, University of Minnesota, Minneapolis (Soleimani, Ekhtiari); Turku Brain and Mind Center, Clinical Neurosciences, University of Turku, and Neurocenter and Turku PET Center, Turku University Hospital, Turku, Finland (Joutsa); Department of Psychiatry, University of Pittsburgh, Pittsburgh (Moussawi); Center for Brain Circuit Therapeutics and Departments of Neurology, Psychiatry, Neurosurgery, and Radiology, Brigham and Women's Hospital, Harvard Medical School, Boston (Siddiqi, Fox); Laureate Institute for Brain Research, Tulsa, Okla. (Kuplicki, Paulus, Ekhtiari); Department of Biomedical Engineering, City College of New York, New York (Bikson); Department Physiology and Pharmacology, Wake Forest School of Medicine, Winston-Salem, N.C. (Hanlon)
| | - Colleen A Hanlon
- Department of Psychiatry and Behavioral Sciences, University of Minnesota, Minneapolis (Soleimani, Ekhtiari); Turku Brain and Mind Center, Clinical Neurosciences, University of Turku, and Neurocenter and Turku PET Center, Turku University Hospital, Turku, Finland (Joutsa); Department of Psychiatry, University of Pittsburgh, Pittsburgh (Moussawi); Center for Brain Circuit Therapeutics and Departments of Neurology, Psychiatry, Neurosurgery, and Radiology, Brigham and Women's Hospital, Harvard Medical School, Boston (Siddiqi, Fox); Laureate Institute for Brain Research, Tulsa, Okla. (Kuplicki, Paulus, Ekhtiari); Department of Biomedical Engineering, City College of New York, New York (Bikson); Department Physiology and Pharmacology, Wake Forest School of Medicine, Winston-Salem, N.C. (Hanlon)
| | - Hamed Ekhtiari
- Department of Psychiatry and Behavioral Sciences, University of Minnesota, Minneapolis (Soleimani, Ekhtiari); Turku Brain and Mind Center, Clinical Neurosciences, University of Turku, and Neurocenter and Turku PET Center, Turku University Hospital, Turku, Finland (Joutsa); Department of Psychiatry, University of Pittsburgh, Pittsburgh (Moussawi); Center for Brain Circuit Therapeutics and Departments of Neurology, Psychiatry, Neurosurgery, and Radiology, Brigham and Women's Hospital, Harvard Medical School, Boston (Siddiqi, Fox); Laureate Institute for Brain Research, Tulsa, Okla. (Kuplicki, Paulus, Ekhtiari); Department of Biomedical Engineering, City College of New York, New York (Bikson); Department Physiology and Pharmacology, Wake Forest School of Medicine, Winston-Salem, N.C. (Hanlon)
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Tang VM, Ibrahim C, Rodak T, Goud R, Blumberger DM, Voineskos D, Le Foll B. Managing substance use in patients receiving therapeutic repetitive transcranial magnetic stimulation: A scoping review. Neurosci Biobehav Rev 2023; 155:105477. [PMID: 38007879 DOI: 10.1016/j.neubiorev.2023.105477] [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: 09/25/2023] [Revised: 11/16/2023] [Accepted: 11/18/2023] [Indexed: 11/28/2023]
Abstract
Repetitive Transcranial Magnetic Stimulation (rTMS) is an invaluable treatment option for neuropsychiatric disorders. Co-occurring recreational and nonmedical substance use can be common in those presenting for rTMS treatment, and it is unknown how it may affect the safety and efficacy of rTMS for the treatment of currently approved neuropsychiatric indications. This scoping review aimed to map the literature on humans receiving rTMS and had a history of any type of substance use. The search identified 274 articles providing information on inclusion/exclusion criteria, withdrawal criteria, safety protocols, type of rTMS and treatment parameters, adverse events and effect on primary outcomes that related to substance use. There are neurophysiological effects of substance use on cortical excitability, although the relevance to clinical rTMS practice is unknown. The current literature supports the safety and feasibility of delivering rTMS to those who have co-occurring neuropsychiatric disorder and substance use. However, specific details on how varying degrees of substance use alters the safety, efficacy, and mechanisms of rTMS remains poorly described.
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Affiliation(s)
- Victor M Tang
- Addictions Division, Centre for Addiction and Mental Health, Canada; Institute for Medical Science, Temerty Faculty of Medicine, University of Toronto, Canada; Department of Psychiatry, Temerty Faculty of Medicine, University of Toronto, Canada; Campbell Family Mental Health Research Institute, Centre for Addiction and Mental Health, Canada; Institute of Mental Health Policy Research, Centre for Addiction and Mental Health, Canada.
| | - Christine Ibrahim
- Addictions Division, Centre for Addiction and Mental Health, Canada; Institute for Medical Science, Temerty Faculty of Medicine, University of Toronto, Canada
| | - Terri Rodak
- CAMH Mental Health Sciences Library, Department of Education, Centre for Addiction and Mental Health, Canada
| | - Rachel Goud
- Addictions Division, Centre for Addiction and Mental Health, Canada
| | - Daniel M Blumberger
- Institute for Medical Science, Temerty Faculty of Medicine, University of Toronto, Canada; Department of Psychiatry, Temerty Faculty of Medicine, University of Toronto, Canada; Campbell Family Mental Health Research Institute, Centre for Addiction and Mental Health, Canada; Temerty Centre for Therapeutic Brain Intervention, Centre for Addiction and Mental Health, Canada
| | - Daphne Voineskos
- Institute for Medical Science, Temerty Faculty of Medicine, University of Toronto, Canada; Department of Psychiatry, Temerty Faculty of Medicine, University of Toronto, Canada; Campbell Family Mental Health Research Institute, Centre for Addiction and Mental Health, Canada; Temerty Centre for Therapeutic Brain Intervention, Centre for Addiction and Mental Health, Canada; Poul Hansen Family Centre for Depression, Krembil Research Institute, Toronto Western Hospital, University Health Network, Canada
| | - Bernard Le Foll
- Addictions Division, Centre for Addiction and Mental Health, Canada; Institute for Medical Science, Temerty Faculty of Medicine, University of Toronto, Canada; Department of Psychiatry, Temerty Faculty of Medicine, University of Toronto, Canada; Campbell Family Mental Health Research Institute, Centre for Addiction and Mental Health, Canada; Institute of Mental Health Policy Research, Centre for Addiction and Mental Health, Canada; CAMH Mental Health Sciences Library, Department of Education, Centre for Addiction and Mental Health, Canada; Temerty Centre for Therapeutic Brain Intervention, Centre for Addiction and Mental Health, Canada; Poul Hansen Family Centre for Depression, Krembil Research Institute, Toronto Western Hospital, University Health Network, Canada; Department of Pharmacology and Toxicology, Temerty Faculty of Medicine, University of Toronto, Canada; Department of Family and Community Medicine, Temerty Faculty of Medicine, University of Toronto, Canada; Waypoint Research Institute, Waypoint Centre for Mental Health Care, Penetanguishene, Canada
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Hopkins JL, Goldsmith ST, Wood SK, Nelson KH, Carter JS, Freels DL, Lewandowski SI, Siemsen BM, Denton AR, Scofield MD, Reichel CM. Perirhinal to prefrontal circuit in methamphetamine induced recognition memory deficits. Neuropharmacology 2023; 240:109711. [PMID: 37673333 PMCID: PMC10591958 DOI: 10.1016/j.neuropharm.2023.109711] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/02/2023] [Revised: 08/29/2023] [Accepted: 09/01/2023] [Indexed: 09/08/2023]
Abstract
Return to methamphetamine (meth) use is part of an overarching addictive disorder hallmarked by cognitive sequela and cortical dysfunction in individuals who use meth chronically. In rats, long access meth self-administration produces object recognition memory deficits due to drug-induced plasticity within the perirhinal cortex (PRH). PRH projections are numerous and include the medial prefrontal cortex (mPFC). To evaluate the role of the PRH-mPFC reciprocal circuit in novel object recognition memory, a rgAAV encoding GFP-tagged Cre recombinase was infused into the PRH or the mPFC and rats were tested for recognition memory. On test day, one group explored both familiar and novel objects. A second group explored only familiar objects. GFP and Fos expression were visualized in the mPFC or PRH. During exploration, PRH neurons receiving input from the mPFC were equally activated by exploration of novel and familiar objects. In contrast, PRH neurons that provide input to the mPFC were disproportionately activated by novel objects. Further, the percent of Fos + cells in the PRH positively correlated with recognition memory. As such, the flow of communication appears to be from the PRH to the mPFC. In agreement with this proposed directionality, chemogenetic inhibition of the PRH-mPFC circuit impaired object recognition memory, whereas chemogenetic activation in animals with a history of long access meth self-administration reversed the meth-induced recognition memory deficit. This finding informs future work aimed at understanding the role of the PRH, mPFC, and their connectivity in meth associated memory deficits. These data suggest a more complex circuitry governing recognition memory than previously indicated with anatomical or lesion studies.
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Affiliation(s)
- Jordan L Hopkins
- Reichel Laboratory, Medical University of South Carolina, Department of Neuroscience, Charleston, SC, 29425, USA
| | - Sarah T Goldsmith
- Reichel Laboratory, Medical University of South Carolina, Department of Neuroscience, Charleston, SC, 29425, USA
| | - Samuel K Wood
- Reichel Laboratory, Medical University of South Carolina, Department of Neuroscience, Charleston, SC, 29425, USA
| | - Katharine H Nelson
- Reichel Laboratory, Medical University of South Carolina, Department of Neuroscience, Charleston, SC, 29425, USA
| | - Jordan S Carter
- Reichel Laboratory, Medical University of South Carolina, Department of Neuroscience, Charleston, SC, 29425, USA
| | - Dylan L Freels
- Reichel Laboratory, Medical University of South Carolina, Department of Neuroscience, Charleston, SC, 29425, USA
| | - Stacia I Lewandowski
- Reichel Laboratory, Medical University of South Carolina, Department of Neuroscience, Charleston, SC, 29425, USA
| | - Benjamin M Siemsen
- Reichel Laboratory, Medical University of South Carolina, Department of Neuroscience, Charleston, SC, 29425, USA
| | - Adam R Denton
- Reichel Laboratory, Medical University of South Carolina, Department of Neuroscience, Charleston, SC, 29425, USA
| | - Michael D Scofield
- Reichel Laboratory, Medical University of South Carolina, Department of Neuroscience, Charleston, SC, 29425, USA
| | - Carmela M Reichel
- Reichel Laboratory, Medical University of South Carolina, Department of Neuroscience, Charleston, SC, 29425, USA.
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8
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Tai J, Hu R, Fan S, Wu Y, Wang T, Wu J. Theta-burst transcranial magnetic stimulation for dysphagia patients during recovery stage of stroke: a randomized controlled trial. Eur J Phys Rehabil Med 2023; 59:543-553. [PMID: 37737051 PMCID: PMC10664766 DOI: 10.23736/s1973-9087.23.08023-1] [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: 05/05/2023] [Revised: 07/17/2023] [Accepted: 09/04/2023] [Indexed: 09/23/2023]
Abstract
BACKGROUND The Theta-burst Transcranial Magnetic Stimulation (TBS) is an emerging modality of Repetitive Transcranial Magnetic Stimulation (rTMS). However, the efficacy of TBS on post-stroke recovery-stage patients with dysphagia remains unclear. AIM To investigate the effect of intermittent theta burst stimulation (iTBS) and continuous theta burst stimulation (cTBS) in post-stroke dysphagia patients within the recovery stage. DESIGN Randomized controlled double blinded trial. SETTING Inpatient. POPULATION Ninety patients with dysphagia after stroke within 1 to 6 months. METHODS Patients were divided into the supratentorial group and the brainstem group, and both of groups were further divided into three subgroups, including the sham subgroups, the iTBS subgroups, and the cTBS subgroups. Each of subgroups received 30 min of traditional swallowing rehabilitation treatment every day for 4 weeks. In addition, the iTBS subgroups received iTBS over the cortex of the suprahyoid muscles on the affected hemisphere, the cTBS subgroups received cTBS on the unaffected hemisphere, and the sham subgroups received sham stimulation on unilateral hemisphere. Standardized swallowing assessment (SSA), Oral Motor Function Scale (OMFS) and fiberoptic endoscopic examination of swallowing (FEES) were assessed before and after treatments. RESULTS In the supratentorial group, compared with the sham and cTBS subgroups, the iTBS subgroups showed significant improvement in SSA, OMFS, vocal folds movement, laryngeal sensation, and Rosenbek Penetration-Aspiration Scale (PAS) (P<0.05). In the brainstem group, compared with the sham subgroup, the iTBS subgroup significantly improved SSA, OMFS, Yale Pharyngeal Residue Severity Rating Scale (YPR-SRS) and PAS (P<0.05), and the cTBS subgroup significantly improved SSA, YPR-SRS and PAS (P<0.05). CONCLUSIONS This study demonstrated that iTBS might be an effective stimulation pattern to improve the overall swallowing function whether in supratentorial stroke patients or brainstem stroke patients. CLINICAL REHABILITATION IMPACT iTBS seems to be a promising approach for rehabilitation of overall swallowing function in post-stroke patients.
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Affiliation(s)
- Jiahui Tai
- Department of Rehabilitation Medicine, Huashan Hospital, Fudan University, Shanghai, China
- National Center for Neurological Disorders, Shanghai, China
| | - Ruiping Hu
- Department of Rehabilitation Medicine, Huashan Hospital, Fudan University, Shanghai, China
- National Center for Neurological Disorders, Shanghai, China
| | - Shunjuan Fan
- Department of Rehabilitation Medicine, Huashan Hospital, Fudan University, Shanghai, China
- National Center for Neurological Disorders, Shanghai, China
| | - Yi Wu
- Department of Rehabilitation Medicine, Huashan Hospital, Fudan University, Shanghai, China
- National Center for Neurological Disorders, Shanghai, China
| | - Tingwei Wang
- Department of Rehabilitation Medicine, Huashan Hospital, Fudan University, Shanghai, China
- National Center for Neurological Disorders, Shanghai, China
| | - Junfa Wu
- Department of Rehabilitation Medicine, Huashan Hospital, Fudan University, Shanghai, China -
- National Center for Neurological Disorders, Shanghai, China
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9
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Soleimani G, Conelea CA, Kuplicki R, Opitz A, Lim KO, Paulus MP, Ekhtiari H. Optimizing Individual Targeting of Fronto-Amygdala Network with Transcranial Magnetic Stimulation (TMS): Biophysical, Physiological and Behavioral Variations in People with Methamphetamine Use Disorder. MEDRXIV : THE PREPRINT SERVER FOR HEALTH SCIENCES 2023:2023.04.02.23288047. [PMID: 37066153 PMCID: PMC10104226 DOI: 10.1101/2023.04.02.23288047] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 04/18/2023]
Abstract
Background Previous studies in people with substance use disorders (SUDs) have implicated both the frontopolar cortex and amygdala in drug cue reactivity and craving, and amygdala-frontopolar coupling is considered a marker of early relapse risk. Accumulating data highlight that the frontopolar cortex can be considered a promising therapeutic target for transcranial magnetic stimulation (TMS) in SUDs. However, one-size-fits-all approaches to TMS targets resulted in substantial variation in both physiological and behavioral outcomes. Individualized TMS approaches to target cortico-subcortical circuits like amygdala-frontopolar have not yet been investigated in SUDs. Objective Here, we (1) defined individualized TMS target location based on functional connectivity of the amygdala-frontopolar circuit while people were exposed to drug-related cues, (2) optimized coil orientation based on maximizing electric field (EF) perpendicular to the individualized target, and (3) harmonized EF strength in targeted brain regions across a population. Method MRI data including structural, resting-state, and task-based fMRI data were collected from 60 participants with methamphetamine use disorders (MUDs). Craving scores based on a visual analog scale were collected immediately before and after the MRI session. We analyzed inter-subject variability in the location of TMS targets based on the maximum task-based connectivity between the left medial amygdala (with the highest functional activity among subcortical areas during drug cue exposure) and frontopolar cortex using psychophysiological interaction (PPI) analysis. Computational head models were generated for all participants and EF simulations were calculated for fixed vs. optimized coil location (Fp1/Fp2 vs. individualized maximal PPI location), orientation (AF7/AF8 vs. orientation optimization algorithm), and stimulation intensity (constant vs. adjusted intensity across the population). Results Left medial amygdala with the highest (mean ± SD: 0.31±0.29) functional activity during drug cue exposure was selected as the subcortical seed region. Amygdala-to-whole brain PPI analysis showed a significant cluster in the prefrontal cortex (cluster size: 2462 voxels, cluster peak in MNI space: [25 39 35]) that confirms cortico-subcortical connections. The location of the voxel with the most positive amygdala-frontopolar PPI connectivity in each participant was considered as the individualized TMS target (mean ± SD of the MNI coordinates: [12.6 64.23 -0.8] ± [13.64 3.50 11.01]). Individual amygdala-frontopolar PPI connectivity in each participant showed a significant correlation with VAS scores after cue exposure (R=0.27, p=0.03). Averaged EF strength in a sphere with r = 5mm around the individualized target location was significantly higher in the optimized (mean ± SD: 0.99 ± 0.21) compared to the fixed approach (Fp1: 0.56 ± 0.22, Fp2: 0.78 ± 0.25) with large effect sizes (Fp1: p = 1.1e-13, Hedges'g = 1.5, Fp2: p = 1.7e-5, Hedges'g = 1.26). Adjustment factor to have identical 1 V/m EF strength in a 5mm sphere around the individualized targets ranged from 0.72 to 2.3 (mean ± SD: 1.07 ± 0.29). Conclusion Our results show that optimizing coil orientation and stimulation intensity based on individualized TMS targets led to stronger electric fields in the targeted brain regions compared to a one-size-fits-all approach. These findings provide valuable insights for refining TMS therapy for SUDs by optimizing the modulation of cortico-subcortical circuits.
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Affiliation(s)
- Ghazaleh Soleimani
- Department of Psychiatry and Behavioral Sciences, University of Minnesota, MN, USA
| | - Christine A. Conelea
- Department of Psychiatry and Behavioral Sciences, University of Minnesota, MN, USA
| | | | - Alexander Opitz
- Department of Psychiatry and Behavioral Sciences, University of Minnesota, MN, USA
| | - Kelvin O Lim
- Department of Psychiatry and Behavioral Sciences, University of Minnesota, MN, USA
| | | | - Hamed Ekhtiari
- Department of Psychiatry and Behavioral Sciences, University of Minnesota, MN, USA
- Laureate Institute for Brain Research (LIBR), OK, USA
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10
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Liu X, Zheng Y, Niculescu M, Liang Q, Yang A, Dong G, Gao Z, Lin P, Liu Y, Chen L, Xu D. The involvement of spontaneous brain activity in natural recovery from internet gaming disorder: A resting-state fMRI study. Front Psychiatry 2023; 14:1093784. [PMID: 36896348 PMCID: PMC9990821 DOI: 10.3389/fpsyt.2023.1093784] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/09/2022] [Accepted: 02/01/2023] [Indexed: 02/23/2023] Open
Abstract
OBJECTIVE Internet gaming disorder (IGD) can seriously impair an individual's physical and mental health. However, unlike the majority of those suffering from substance addiction, individuals with IGD may recover without any professional intervention. Understanding the brain mechanisms of natural recovery from IGD may provide new insight into how to prevent addiction and implement more targeted interventions. METHODS Sixty individuals with IGD were scanned by using a resting-state fMRI to assess brain region changes associated with IGD. After 1 year, 19 individuals with IGD no longer met the IGD criteria and were considered recovered (RE-IGD), 23 individuals still met the IGD criteria (PER-IGD), and 18 individuals left the study. The brain activity in resting state between 19 RE-IGD individuals and 23 PER-IGD individuals was compared by using regional homogeneity (ReHo). Additionally, brain structure and cue-craving functional MRIs were collected to further support the results in the resting-state. RESULTS The resting-state fMRI results revealed that activity in brain regions responsible for reward and inhibitory control [including the orbitofrontal cortex (OFC), the precuneus and the dorsolateral prefrontal cortex (DLPFC)] was decreased in the PER-IGD individuals compared to RE-IGD individuals. In addition, significant positive correlations were found between mean ReHo values in the precuneus and self-reported craving scores for gaming, whether among the PER-IGD individuals or the RE-IGD individuals. Furthermore, we found similar results in that brain structure and cue-craving differences exist between the PER-IGD individuals and RE-IGD individuals, specifically in the brain regions associated with reward processing and inhibitory control (including the DLPFC, anterior cingulate gyrus, insula, OFC, precuneus, and superior frontal gyrus). CONCLUSION These findings indicate that the brain regions responsible for reward processing and inhibitory control are different in PER-IGD individuals, which may have consequences on natural recovery. Our present study provides neuroimaging evidence that spontaneous brain activity may influence natural recovery from IGD.
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Affiliation(s)
- Xiaoyue Liu
- School of Mental Health, Wenzhou Medical University, Wenzhou, China
| | - Yawen Zheng
- Lishui Second Affiliated Hospital of Wenzhou Medical University, Lishui, China
| | - Michelle Niculescu
- Department of Social Sciences, Chatham University, Pittsburgh, PA, United States
| | - Qi Liang
- School of Mental Health, Wenzhou Medical University, Wenzhou, China
| | - Ai Yang
- School of Mental Health, Wenzhou Medical University, Wenzhou, China
| | - Guangheng Dong
- Centers for Cognition and Brain Disorders, Hangzhou Normal University, Hangzhou, Zhejiang, China
| | - Zhonghui Gao
- The Affiliated Xiangshan Hospital of Wenzhou Medical University, Ningbo, China
| | - Ping Lin
- The Affiliated Xiangshan Hospital of Wenzhou Medical University, Ningbo, China
| | - Yanlong Liu
- School of Mental Health, Wenzhou Medical University, Wenzhou, China
| | - Li Chen
- School of Mental Health, Wenzhou Medical University, Wenzhou, China
| | - Danjun Xu
- The Affiliated Xiangshan Hospital of Wenzhou Medical University, Ningbo, China
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11
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Chen YH, Yang J, Wu H, Beier KT, Sawan M. Challenges and future trends in wearable closed-loop neuromodulation to efficiently treat methamphetamine addiction. Front Psychiatry 2023; 14:1085036. [PMID: 36911117 PMCID: PMC9995819 DOI: 10.3389/fpsyt.2023.1085036] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/31/2022] [Accepted: 02/03/2023] [Indexed: 02/25/2023] Open
Abstract
Achieving abstinence from drugs is a long journey and can be particularly challenging in the case of methamphetamine, which has a higher relapse rate than other drugs. Therefore, real-time monitoring of patients' physiological conditions before and when cravings arise to reduce the chance of relapse might help to improve clinical outcomes. Conventional treatments, such as behavior therapy and peer support, often cannot provide timely intervention, reducing the efficiency of these therapies. To more effectively treat methamphetamine addiction in real-time, we propose an intelligent closed-loop transcranial magnetic stimulation (TMS) neuromodulation system based on multimodal electroencephalogram-functional near-infrared spectroscopy (EEG-fNIRS) measurements. This review summarizes the essential modules required for a wearable system to treat addiction efficiently. First, the advantages of neuroimaging over conventional techniques such as analysis of sweat, saliva, or urine for addiction detection are discussed. The knowledge to implement wearable, compact, and user-friendly closed-loop systems with EEG and fNIRS are reviewed. The features of EEG and fNIRS signals in patients with methamphetamine use disorder are summarized. EEG biomarkers are categorized into frequency and time domain and topography-related parameters, whereas for fNIRS, hemoglobin concentration variation and functional connectivity of cortices are described. Following this, the applications of two commonly used neuromodulation technologies, transcranial direct current stimulation and TMS, in patients with methamphetamine use disorder are introduced. The challenges of implementing intelligent closed-loop TMS modulation based on multimodal EEG-fNIRS are summarized, followed by a discussion of potential research directions and the promising future of this approach, including potential applications to other substance use disorders.
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Affiliation(s)
- Yun-Hsuan Chen
- CenBRAIN Neurotech Center of Excellence, School of Engineering, Westlake University, Hangzhou, China.,Institute of Advanced Technology, Westlake Institute for Advanced Study, Hangzhou, China
| | - Jie Yang
- CenBRAIN Neurotech Center of Excellence, School of Engineering, Westlake University, Hangzhou, China.,Institute of Advanced Technology, Westlake Institute for Advanced Study, Hangzhou, China
| | - Hemmings Wu
- Department of Neurosurgery, Second Affiliated Hospital, School of Medicine, Zhejiang University, Hangzhou, China
| | - Kevin T Beier
- Department of Physiology and Biophysics, University of California, Irvine, Irvine, CA, United States.,Department of Neurobiology and Behavior, University of California, Irvine, Irvine, CA, United States.,Department of Biomedical Engineering, University of California, Irvine, Irvine, CA, United States.,Department of Pharmaceutical Sciences, University of California, Irvine, Irvine, CA, United States.,Center for the Neurobiology of Learning and Memory, University of California, Irvine, Irvine, CA, United States
| | - Mohamad Sawan
- CenBRAIN Neurotech Center of Excellence, School of Engineering, Westlake University, Hangzhou, China.,Institute of Advanced Technology, Westlake Institute for Advanced Study, Hangzhou, China
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12
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Lafuente JV, Sharma A, Feng L, Muresanu DF, Nozari A, Tian ZR, Buzoianu AD, Sjöquist PO, Wiklund L, Sharma HS. Nanowired Delivery of Mesenchymal Stem Cells with Antioxidant Compound H-290/51 Reduces Exacerbation of Methamphetamine Neurotoxicity in Hot Environment. ADVANCES IN NEUROBIOLOGY 2023; 32:317-352. [PMID: 37480465 DOI: 10.1007/978-3-031-32997-5_8] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 07/24/2023]
Abstract
Military personnel are often exposed to hot environments either for combat operations or peacekeeping missions. Hot environment is a severe stressful situation leading to profound hyperthermia, fatigue and neurological impairments. To avoid stressful environment, some people frequently use methamphetamine (METH) or other psychostimulants to feel comfortable under adverse situations. Our studies show that heat stress alone induces breakdown of the blood-brain barrier (BBB) and edema formation associated with reduced cerebral blood flow (CBF). On the other hand, METH alone induces hyperthermia and neurotoxicity. These effects of METH are exacerbated at high ambient temperatures as seen with greater breakdown of the BBB and brain pathology. Thus, a combination of METH use at hot environment may further enhance the brain damage-associated behavioral dysfunctions. METH is well known to induce severe oxidative stress leading to brain pathology. In this investigation, METH intoxication at hot environment was examined on brain pathology and to explore suitable strategies to induce neuroprotection. Accordingly, TiO2-nanowired delivery of H-290/51 (150 mg/kg, i.p.), a potent chain-breaking antioxidant in combination with mesenchymal stem cells (MSCs), is investigated in attenuating METH-induced brain damage at hot environment in model experiments. Our results show that nanodelivery of H-290/51 with MSCs significantly enhanced CBF and reduced BBB breakdown, edema formation and brain pathology following METH exposure at hot environment. These observations are the first to point out that METH exacerbated brain pathology at hot environment probably due to enhanced oxidative stress, and MSCs attenuate these adverse effects, not reported earlier.
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Affiliation(s)
- José Vicente Lafuente
- LaNCE, Department Neuroscience, University of the Basque Country (UPV/EHU), Leioa, Bizkaia, Spain
| | - Aruna Sharma
- International Experimental Central Nervous System Injury & Repair (IECNSIR), Department of Surgical Sciences, Anesthesiology & Intensive Care Medicine, Uppsala University Hospital, Uppsala University, Uppsala, Sweden
| | - Lianyuan Feng
- Department of Neurology, Bethune International Peace Hospital, Zhongshan, Hebei Province, China
| | - Dafin F Muresanu
- Department Clinical Neurosciences, University of Medicine & Pharmacy, Cluj-Napoca, Romania
- "RoNeuro" Institute for Neurological Research and Diagnostic, Cluj-Napoca, Romania
| | - Ala Nozari
- Anesthesiology & Intensive Care, Chobanian & Avedisian School of Medicine, Boston University, Boston, MA, USA
| | - Z Ryan Tian
- Department Chemistry & Biochemistry, University of Arkansas, Fayetteville, AR, USA
| | - Anca D Buzoianu
- Department of Clinical Pharmacology and Toxicology, "Iuliu Hatieganu" University of Medicine and Pharmacy, Cluj-Napoca, Romania
| | - Per-Ove Sjöquist
- Division of Cardiology, Department of Medicine, Karolinska Institutet, Karolinska University Hospital, Stockholm, Sweden
| | - Lars Wiklund
- International Experimental Central Nervous System Injury & Repair (IECNSIR), Department of Surgical Sciences, Anesthesiology & Intensive Care Medicine, Uppsala University Hospital, Uppsala University, Uppsala, Sweden
| | - Hari Shanker Sharma
- International Experimental Central Nervous System Injury & Repair (IECNSIR), Department of Surgical Sciences, Anesthesiology & Intensive Care Medicine, Uppsala University Hospital, Uppsala University, Uppsala, Sweden.
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13
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Tang Z, Zhu Z, Xu J. Psychological Effects of Repetitive Transcranial Magnetic Stimulation on Individuals With Methamphetamine Use Disorder: A Systematic Review and Meta-Analysis. Biol Res Nurs 2023; 25:117-128. [PMID: 35999040 DOI: 10.1177/10998004221122522] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/14/2022]
Abstract
OBJECTIVE To evaluate the effects of rTMS on drug craving, depression, anxiety, sleep, and cognitive function in methamphetamine (MA) dependent individuals. DATA SOURCES AND METHODS Randomized controlled trials (RCTs) of rTMS interventions for MA-dependent patients were searched through PubMed, Embase, Cochrane Library, Web of Science, Chinese National Knowledge Infrastructure (CNKI), Wanfang database, Chongqing Vipers (VIP) and China Biomedical Literature Database (CBLD). The included literature was statistically processed using Revman 5.4, and STATA 16.0 for sensitivity and bias analysis. RESULTS A total of 13 papers were included, and the results of the meta-analysis showed that rTMS was effective in reducing craving scores (SMD = -1.53, 95%CI:-2.08 ∼ -0.98, p < 0.00001), improving depression (SMD = -0.32, 95%CI:-0.58 ∼ -0.07, p = 0.01) and sleep scores (WMD = -1.26, 95%CI:-2.26 ∼ -0.27, p = 0.01), but had no effect on anxiety scores (SMD = -0.42, 95%CI:-0.88 ∼ 0.03, p = 0.07); in terms of cognitive function, there were improvements in the international shopping list task (ISL), Groton maze learning task (GML) and continuous paired association learning task (CPAL), except for no effect on the social emotional cognition task (SEC) and two back task (TWOB). Subgroup analysis showed significant differences in the effects of different intervention period on craving in MA-dependent individuals. CONCLUSION rTMS was effective in reducing MA dependent individuals' cravings, alleviating depressive symptoms, improving sleep quality and language learning, collaborative learning and executive skills. Due to the small sample size of this study, a large number of RCTs are needed to validate this.
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Affiliation(s)
| | - Zhicheng Zhu
- Institute of Sports Medicine and Health, 66446Chengdu Sports University, China
| | - Jisheng Xu
- Institute of Sports Medicine and Health, 66446Chengdu Sports University, China
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14
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Wu MK, Satogami K, Liang CS, Stubbs B, Carvalho AF, Brunoni AR, Su KP, Tu YK, Wu YC, Chen TY, Li DJ, Lin PY, Hsu CW, Chen YW, Suen MW, Zeng BY, Takahashi S, Tseng PT, Li CT. Multiple comparison of different noninvasive brain stimulation and pharmacologic interventions in patients with methamphetamine use disorders: A network meta-analysis of randomized controlled trials. Psychiatry Clin Neurosci 2022; 76:633-643. [PMID: 35876620 DOI: 10.1111/pcn.13452] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/07/2022] [Revised: 07/04/2022] [Accepted: 07/18/2022] [Indexed: 11/30/2022]
Abstract
AIM In recent decades, the prevalence of amphetamine and methamphetamine use disorders has at least doubled in some regions/countries, with accompanying high risks of drug overdose-associated mortality. Noninvasive brain stimulation (NIBS) methods may be effective treatments. However, the comparative efficacy of the NIBS protocol for amphetamine/methamphetamine use disorder (AUD/MUD) remains unknown to date. The aim of this network meta-analysis (NMA) was to compare the efficacy and acceptability of various NIBS methods/protocols for AUD/MUD management. METHODS A frequentist model-based NMA was conducted. We included randomized controlled trials (RCTs) that investigated the efficacy of NIBS and guideline-recommended pharmacologic treatments to reduce craving severity in patients with either AUD or MUD. RESULTS Twenty-two RCTs including 1888 participants met the eligibility criteria. Compared with the sham/placebo group (study = 19, subjects = 891), a combination of intermittent theta burst stimulation over the left dorsolateral prefrontal cortex (DLPFC) and continuous TBS over the left ventromedial prefrontal cortex (study = 1, subjects = 19) was associated with the largest decreases in craving severity [standardized mean difference (SMD) = -1.50; 95% confidence intervals (95%CIs) = -2.70 to -0.31]. High-frequency repetitive transcranial magnetic stimulation over the left DLPFC was associated with the largest improvements in depression and quality of sleep (study = 3, subjects = 86) (SMD = -2.48; 95%CIs = -3.25 to -1.71 and SMD = -2.43; 95%CIs = -3.38 to -1.48, respectively). The drop-out rate of most investigated treatments did not significantly differ between groups. CONCLUSION The combined TBS protocol over the prefrontal cortex was associated with the greatest improvement in craving severity. Since few studies were available for inclusion, additional large-scale randomized controlled trials are warranted.
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Affiliation(s)
- Ming-Kung Wu
- Department of Psychiatry, Kaohsiung Chang Gung Memorial Hospital and Chang Gung University College of Medicine, Kaohsiung, Taiwan
| | - Kazumi Satogami
- Department of Neuropsychiatry, Wakayama Medical University, Wakayama, Japan
| | - Chih-Sung Liang
- Department of Psychiatry, Beitou Branch, Tri-Service General Hospital, School of Medicine, National Defense Medical Center, Taipei, Taiwan.,Graduate Institute of Medical Sciences, National Defense Medical Center, Taipei, Taiwan
| | - Brendon Stubbs
- Department of Psychological Medicine, Institute of Psychiatry, Psychology and Neuroscience, King's College London, London, UK.,Physiotherapy Department, South London and Maudsley NHS Foundation Trust, London, UK
| | - Andre F Carvalho
- Innovation in Mental and Physical Health and Clinical Treatment (IMPACT) Strategic Research Centre, School of Medicine, Barwon Health, Deakin University, Geelong, Victoria, Australia
| | - Andre R Brunoni
- Service of Interdisciplinary Neuromodulation, National Institute of Biomarkers in Psychiatry, Laboratory of Neurosciences (LIM-27), Departamento e Instituto de Psiquiatria, Faculdade de Medicina da University of Sao Paulo, Sao Paulo, Brazil.,Departamento de Ciências Médicas, Faculdade de Medicina da University of Sao Paulo, Sao Paulo, Brazil
| | - Kuan-Pin Su
- Department of Psychological Medicine, Institute of Psychiatry, Psychology and Neuroscience, King's College London, London, UK.,Department of Psychiatry and Mind-Body Interface Laboratory (MBI-Lab), China Medical University Hospital, Taichung, Taiwan.,College of Medicine, China Medical University, Taichung, Taiwan.,An-Nan Hospital, China Medical University, Tainan, Taiwan
| | - Yu-Kang Tu
- Institute of Epidemiology and Preventive Medicine, College of Public Health, National Taiwan University, Taipei, Taiwan.,Department of Dentistry, National Taiwan University Hospital, Taipei, Taiwan
| | - Yi-Cheng Wu
- Department of Sports Medicine, Landseed International Hospital, Taoyuan, Taiwan
| | - Tien-Yu Chen
- Department of Psychiatry, Tri-Service General Hospital; School of Medicine, National Defense Medical Center, Taipei, Taiwan.,Institute of Brain Science, National Yang Ming Chiao Tung University, Taipei, Taiwan
| | - Dian-Jeng Li
- Department of Addiction Science, Kaohsiung Municipal Kai-Syuan Psychiatric Hospital, Kaohsiung City, Taiwan
| | - Pao-Yen Lin
- Department of Psychiatry, Kaohsiung Chang Gung Memorial Hospital and Chang Gung University College of Medicine, Kaohsiung, Taiwan.,Institute for Translational Research in Biomedical Sciences, Kaohsiung Chang Gung Memorial Hospital and Chang Gung University College of Medicine, Kaohsiung, Taiwan
| | - Chih-Wei Hsu
- Department of Psychiatry, Kaohsiung Chang Gung Memorial Hospital and Chang Gung University College of Medicine, Kaohsiung, Taiwan
| | - Yen-Wen Chen
- Prospect Clinic for Otorhinolaryngology and Neurology, Kaohsiung, Taiwan
| | - Mein-Woei Suen
- Department of Psychology, College of Medical and Health Science, Asia University, Taichung, Taiwan.,Gender Equality Education and Research Center, Asia University, Taichung, Taiwan.,Department of Medical Research, Asia University Hospital, Asia University, Taichung, Taiwan.,Department of Medical Research, China Medical University Hospital, China Medical University, Taichung, Taiwan
| | - Bing-Yan Zeng
- Department of Internal Medicine, E-Da Dachang Hospital, Kaohsiung, Taiwan.,Institute of Biomedical Sciences, National Sun Yat-sen University, Kaohsiung, Taiwan
| | - Shun Takahashi
- Department of Neuropsychiatry, Wakayama Medical University, Wakayama, Japan.,Department of Psychiatry, Osaka University Graduate School of Medicine, Suita, Japan.,Graduate School of Rehabilitation Science, Osaka Metropolitan University, Habikino, Japan.,Clinical Research and Education Center, Asakayama General Hospital, Sakai, Japan
| | - Ping-Tao Tseng
- Prospect Clinic for Otorhinolaryngology and Neurology, Kaohsiung, Taiwan.,Department of Psychology, College of Medical and Health Science, Asia University, Taichung, Taiwan.,Institute of Biomedical Sciences, National Sun Yat-sen University, Kaohsiung, Taiwan
| | - Cheng-Ta Li
- Department of Psychiatry, Taipei Veterans General Hospital, Taipei, Taiwan.,Division of Psychiatry, School of Medicine, National Yang Ming Chiao Tung University, Taipei, Taiwan.,Institute of Brain Science and Brain Research Center, School of Medicine, National Yang Ming Chiao Tung University, Taipei, Taiwan
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15
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Wen Y, Hao X, Chen X, Qiao S, Li Q, Winkler MH, Wang F, Yan X, Wang F, Wang L, Jiang F, Pauli P, Dong X, Li Y. Theta-Burst Stimulation Combined With Virtual-Reality Reconsolidation Intervention for Methamphetamine Use Disorder: Study Protocol for a Randomized-Controlled Trial. Front Psychiatry 2022; 13:903242. [PMID: 35865301 PMCID: PMC9294395 DOI: 10.3389/fpsyt.2022.903242] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/24/2022] [Accepted: 06/13/2022] [Indexed: 12/05/2022] Open
Abstract
Background Craving associated with drug-related memory is one of the key factors that induce the relapse of methamphetamine (MA). Disruption or modulation of the reconsolidation of drug-related memory may serve as an option for clinical treatment of MA addiction. This protocol proposes to use virtual reality (VR) to retrieve drug-associated memory and then use transcranial magnetic stimulation (TMS) at the neural circuit that encodes the reward value of drug cues to provide a non-invasive intervention during reconsolidation. We aim to evaluate the effectiveness of TMS treatment after VR retrieval on the reduction of cue reactivity and craving of MA. Methods This is a randomized, double-blind, sham-controlled, parallel group trial, targeting participants with MA use disorder aged from 18 to 45 years old. Forty-five eligible volunteers in Shanxi Drug Rehabilitation Center will be recruited and be randomly allocated into three parallel groups, receiving either 1) MA-related cues retrieval in VR combined with active TMS (MA VR scene + TBS) or 2) sham TMS (MA VR scene + sham TBS), or 3) neutral cues retrieval in VR combined with active TMS (neutral VR scene + TBS). Two sessions of post-VR-retrieval TBS will be scheduled on two separate days within 1 week. The primary outcome will detect the memory-related activity by the electroencephalography (EEG) reactivity to drug cues in VR scenes. Secondary outcomes are the self-reported MA craving in VR scene, the physiological parameter (cue-induced heart rate) and the scores of psychological questionnaires including anxiety, depression, and mood. All primary and secondary outcomes will be assessed at baseline, 1-week, and 1-month post-intervention. Assessments will be compared between the groups of 1) MA VR scene + TBS, 2) MA VR scene + sham TBS and 3) neutral VR scene + TBS. Discussion This will be the first study to examine whether the TMS modulation after VR retrieval can reduce self-reported craving and drug-related cue reactivity. It will promote the understanding of the neural circuit mechanism of the reconsolidation-based intervention and provide an effective treatment for MA use disorder patients. Clinical Trial Registration [Chinese Clinical Trial Registry], identifier [ChiCTR1900026902]. Registered on 26 October 2019.
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Affiliation(s)
- Yatong Wen
- Key Laboratory of Mental Health, Institute of Psychology, Chinese Academy of Sciences, Beijing, China
- Department of Psychology, University of Chinese Academy of Sciences, Beijing, China
| | - Xuemin Hao
- School of Education, Shaanxi Normal University, Xi'an, China
- MOE Key Laboratory of Modern Teaching Technology, Shaanxi Normal University, Xi'an, China
| | - Xijing Chen
- Key Laboratory of Mental Health, Institute of Psychology, Chinese Academy of Sciences, Beijing, China
| | - Siyue Qiao
- Key Laboratory of Mental Health, Institute of Psychology, Chinese Academy of Sciences, Beijing, China
- Sino-Danish College, University of Chinese Academy of Sciences, Beijing, China
| | - Qianling Li
- Key Laboratory of Mental Health, Institute of Psychology, Chinese Academy of Sciences, Beijing, China
- Department of Psychology, University of Chinese Academy of Sciences, Beijing, China
| | - Markus H. Winkler
- Department of Psychology I, Biological Psychology, Clinical Psychology, and Psychotherapy, University of Wurzburg, Wurzburg, Germany
| | - Fenglan Wang
- Shanxi Women's Drug Rehabilitation Center, Taiyuan, China
| | - Xiaoli Yan
- Shanxi Women's Drug Rehabilitation Center, Taiyuan, China
| | - Fang Wang
- Shanxi Women's Drug Rehabilitation Center, Taiyuan, China
| | - Liang Wang
- Key Laboratory of Mental Health, Institute of Psychology, Chinese Academy of Sciences, Beijing, China
- Department of Psychology, University of Chinese Academy of Sciences, Beijing, China
| | - Feng Jiang
- Library, Shanxi Medical University, Taiyuan, China
| | - Paul Pauli
- Department of Psychology I, Biological Psychology, Clinical Psychology, and Psychotherapy, University of Wurzburg, Wurzburg, Germany
| | - Xinwen Dong
- Key Laboratory of Mental Health, Institute of Psychology, Chinese Academy of Sciences, Beijing, China
| | - Yonghui Li
- Key Laboratory of Mental Health, Institute of Psychology, Chinese Academy of Sciences, Beijing, China
- Department of Psychology, University of Chinese Academy of Sciences, Beijing, China
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16
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Marques RC, Marques D, Vieira L, Cantilino A. Left frontal pole repetitive transcranial magnetic stimulation reduces cigarette cue-reactivity in correlation with verbal memory performance. Drug Alcohol Depend 2022; 235:109450. [PMID: 35487078 DOI: 10.1016/j.drugalcdep.2022.109450] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/28/2021] [Revised: 03/01/2022] [Accepted: 04/05/2022] [Indexed: 11/28/2022]
Abstract
BACKGROUND Although left frontal pole (LFP) repetitive transcranial magnetic stimulation (rTMS) has been recently investigated for the treatment of different substance use disorders, there is no current evidence that it can effectively influence craving or clinical outcomes in smokers. A single session of 1 Hz rTMS over LFP is proposed to explore short-term effects of this protocol in tobacco use disorder. METHODS A pilot randomized trial compared 1 Hz rTMS of the LFP (n = 12) and primary motor cortex (n = 12) in a high-craving, severe nicotine dependence population (9 females, 15 males). A cigarette cue-reactivity paradigm with smoking-related and neutral visual stimuli was used for primary outcome measures. Chronic craving, dependence severity, impulsivity and cognitive measures were also obtained. RESULTS Compared to baseline, LFP rTMS significantly reduced cue-reactivity to both smoking-related and neutral cue types, while no change occurred in the motor cortex group. Reactivity to affectively neutral pictures was significantly reduced in the LFP vs. motor cortex analysis. There was one robust correlation between verbal memory recall score and reduction of neutral cue-reactivity. CONCLUSIONS LFP 1 Hz rTMS significantly reduced cigarette cue-reactivity. Association of change in cue-reactivity with verbal memory performance suggests a relationship between craving experiences and declarative memory systems that seems relevant to rTMS effects.
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Affiliation(s)
- Rodrigo C Marques
- Singular - Psychiatry and Neuromodulation Clinic, Recife, Brazil; Neuropsychiatry and Behavioral Sciences Postgraduate Program, Universidade Federal de Pernambuco (UFPE), Recife, Brazil.
| | - Deborah Marques
- Singular - Psychiatry and Neuromodulation Clinic, Recife, Brazil
| | - Larissa Vieira
- Singular - Psychiatry and Neuromodulation Clinic, Recife, Brazil
| | - Amaury Cantilino
- Neuropsychiatry and Behavioral Sciences Postgraduate Program, Universidade Federal de Pernambuco (UFPE), Recife, Brazil
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17
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Chang CH, Liou MF, Liu CY, Lu WH, Chen SJ. Efficacy of Repetitive Transcranial Magnetic Stimulation in Patients With Methamphetamine Use Disorder: A Systematic Review and Meta-Analysis of Double-Blind Randomized Controlled Trials. Front Psychiatry 2022; 13:904252. [PMID: 35711590 PMCID: PMC9197111 DOI: 10.3389/fpsyt.2022.904252] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/25/2022] [Accepted: 04/27/2022] [Indexed: 11/13/2022] Open
Abstract
BACKGROUND Repetitive transcranial magnetic stimulation (rTMS) has demonstrated therapeutic potential for treating patients with methamphetamine use disorder (MUD). However, the most effective target and stimulation frequency of rTMS for treating MUD remains unclear. This meta-analysis explored the effect of rTMS on MUD. METHODS In this study, PubMed, Cochrane Systematic Reviews, and the Cochrane Collaboration Central Register of Controlled Clinical Trials were searched electronically for double-blind randomized controlled trials that used rTMS for treating MUD. We used published trials to investigate the efficacy of rTMS in MUD up to March 5, 2022, and pooled studies using a random-effect model to compare rTMS treatment effects. Patients who were diagnosed with MUD according to the criteria of the Diagnostic and Statistical Manual of Mental Disorders were recruited. Clinical craving scores between baseline and after rTMS were compared using the standardized mean difference (SMD) with 95% confidence intervals (CIs). The heterogeneity of the included trials was evaluated through a visual inspection of funnel plots and the I2 statistic. RESULTS We identified seven trials with 462 participants with MUD that met the inclusion criteria. All the studies evaluated craving scores, with rTMS demonstrating a more significant effect than the sham treatment on reducing craving scores (SMD = 0.983, CI = 0.620-1.345, p ≤ 0.001). A subgroup meta-analysis revealed that intermittent theta-burst stimulation (iTBS) had a greater positive effect than 10-Hz rTMS. A metaregression revealed that the SMDs increased with the increase in baseline craving scores, whereas they decreased with the increase in the proportion of men and duration of abstinence. CONCLUSION The meta-analysis suggests that rTMS may be associated with treatment effect on craving symptoms in patients with MUD. iTBS may have a greater positive effect on craving reduction than 10-z rTMS.
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Affiliation(s)
- Chun-Hung Chang
- An Nan Hospital, China Medical University, Tainan City, Taiwan.,Institute of Clinical Medical Science, China Medical University, Taichung City, Taiwan.,Department of Psychiatry and Brain Disease Research Center, China Medical University Hospital, Taichung City, Taiwan
| | - Meng-Fen Liou
- An Nan Hospital, China Medical University, Tainan City, Taiwan
| | - Chieh-Yu Liu
- National Taipei University of Nursing and Health Sciences, Taipei, Taiwan.,Biostatistical Consulting Lab, National Taipei University of Nursing and Health Sciences, Taipei, Taiwan
| | - Wei-Hsin Lu
- Department of Psychiatry, Ditmanson Medical Foundation Chia-Yi Christian Hospital, Chia-Yi City, Taiwan
| | - Shaw-Ji Chen
- Department of Psychiatry, Taitung MacKay Memorial Hospital, Taitung, Taiwan.,Department of Medicine, Mackay Medical College, New Taipei City, Taiwan
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18
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A transcranial magnetic stimulation protocol for decreasing the craving of methamphetamine-dependent patients. STAR Protoc 2021; 2:100944. [PMID: 34825214 PMCID: PMC8603307 DOI: 10.1016/j.xpro.2021.100944] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/27/2022] Open
Abstract
Transcranial magnetic stimulation (TMS) is a non-invasive brain stimulation technique. Many substance use disorders lack effective treatments, and TMS is expected to reduce cravings and risk of relapse by regulating brain function. Here, we introduce three alternative TMS settings and specific operations to interfere with methamphetamine use disorders. Theoretically, this protocol can also be applied to diseases with similar brain damage characteristics. For complete details on the use and execution of this protocol, please refer to Chen et al. (2020).
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19
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Lolli F, Salimova M, Scarpino M, Lanzo G, Cossu C, Bastianelli M, Occupati B, Gori F, Del Vecchio A, Ercolini A, Pascolo S, Cimino V, Meneghin N, Fierini F, D’Anna G, Innocenti M, Ballerini A, Pallanti S, Grippo A, Mannaioni G. A randomised, double-blind, sham-controlled study of left prefrontal cortex 15 Hz repetitive transcranial magnetic stimulation in cocaine consumption and craving. PLoS One 2021; 16:e0259860. [PMID: 34784373 PMCID: PMC8594832 DOI: 10.1371/journal.pone.0259860] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/21/2021] [Accepted: 10/18/2021] [Indexed: 11/19/2022] Open
Abstract
Background Cocaine use disorder (CUD) is a global health issue with no effective treatment. Repetitive Transcranial Magnetic Stimulation (rTMS) is a recently proposed therapy for CUD. Methods We conducted a single-center, randomised, sham-controlled, blinded, parallel-group research with patients randomly allocated to rTMS (15 Hz) or Sham group (1:1) using a computerised block randomisation process. We enrolled 62 of 81 CUD patients in two years. Patients were followed for eight weeks after receiving 15 15 Hz rTMS/sham sessions over the left dorsolateral prefrontal cortex (DLPFC) during the first three weeks of the study. We targeted the DLFPC following the 5 cm method. Cocaine lapses in twice a week urine tests were the primary outcome. The secondary outcomes were craving severity, cocaine use pattern, and psychometric assessments. Findings We randomly allocated patients to either an active rTMS group (32 subjects) or a sham treatment group (30 subjects). Thirteen (42%) and twelve (43.3%) of the subjects in rTMS and sham groups, respectively, completed the full trial regimen, displaying a high dropout rate. Ten/30 (33%) of rTMS-treated patients tested negative for cocaine in urine, in contrast to 4/27 of placebo controls (p = 0.18, odd ratio 2.88, CI 0.9–10). The Kaplan-Meier survival curve did not state a significant change between the treated and sham groups in the time of cocaine urine negativisation (p = 0.20). However, the severity of cocaine-related cues mediated craving (VAS peak) was substantially decreased in the rTMS treated group (p<0.03) after treatment at T1, corresponding to the end of rTMS treatment. Furthermore, in the rTMS and sham groups, self-reported days of cocaine use decreased significantly (p<0.03). Finally, psychometric impulsivity parameters improved in rTMS-treated patients, while depression scales improved in both groups. Conclusions In CUD, rTMS could be a useful tool for lowering cocaine craving and consumption. Trial registration The study number on clinicalTrials.gov is NCT03607591.
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Affiliation(s)
- Francesco Lolli
- Department of Biomedical, Experimental and Clinical Sciences “Mario Serio”, Department of Neuroscience, Psychology, Drug Research and Child Health NEUROFARBA, Department of Health Sciences DSS, Università degli Studi di Firenze, Florence, Italy
- Azienda Ospedaliera Universitaria di Careggi, Neurophysiology Unit, Firenze, Italy
- * E-mail:
| | - Maya Salimova
- Department of Biomedical, Experimental and Clinical Sciences “Mario Serio”, Department of Neuroscience, Psychology, Drug Research and Child Health NEUROFARBA, Department of Health Sciences DSS, Università degli Studi di Firenze, Florence, Italy
| | - Maenia Scarpino
- Azienda Ospedaliera Universitaria di Careggi, Neurophysiology Unit, Firenze, Italy
| | - Giovanni Lanzo
- Azienda Ospedaliera Universitaria di Careggi, Neurophysiology Unit, Firenze, Italy
| | - Cesarina Cossu
- Azienda Ospedaliera Universitaria di Careggi, Neurophysiology Unit, Firenze, Italy
| | - Maria Bastianelli
- Azienda Ospedaliera Universitaria di Careggi, Neurophysiology Unit, Firenze, Italy
| | - Brunella Occupati
- Azienda Ospedaliera Universitaria di Careggi, Clinical Toxicology and Poison Control Centre, Firenze, Italy
| | - Filippo Gori
- Department of Biomedical, Experimental and Clinical Sciences “Mario Serio”, Department of Neuroscience, Psychology, Drug Research and Child Health NEUROFARBA, Department of Health Sciences DSS, Università degli Studi di Firenze, Florence, Italy
| | - Amedeo Del Vecchio
- Department of Biomedical, Experimental and Clinical Sciences “Mario Serio”, Department of Neuroscience, Psychology, Drug Research and Child Health NEUROFARBA, Department of Health Sciences DSS, Università degli Studi di Firenze, Florence, Italy
| | - Anita Ercolini
- Department of Biomedical, Experimental and Clinical Sciences “Mario Serio”, Department of Neuroscience, Psychology, Drug Research and Child Health NEUROFARBA, Department of Health Sciences DSS, Università degli Studi di Firenze, Florence, Italy
| | - Silvia Pascolo
- Department of Biomedical, Experimental and Clinical Sciences “Mario Serio”, Department of Neuroscience, Psychology, Drug Research and Child Health NEUROFARBA, Department of Health Sciences DSS, Università degli Studi di Firenze, Florence, Italy
| | - Virginia Cimino
- Department of Biomedical, Experimental and Clinical Sciences “Mario Serio”, Department of Neuroscience, Psychology, Drug Research and Child Health NEUROFARBA, Department of Health Sciences DSS, Università degli Studi di Firenze, Florence, Italy
| | - Nicolò Meneghin
- Department of Biomedical, Experimental and Clinical Sciences “Mario Serio”, Department of Neuroscience, Psychology, Drug Research and Child Health NEUROFARBA, Department of Health Sciences DSS, Università degli Studi di Firenze, Florence, Italy
| | - Fabio Fierini
- Department of Biomedical, Experimental and Clinical Sciences “Mario Serio”, Department of Neuroscience, Psychology, Drug Research and Child Health NEUROFARBA, Department of Health Sciences DSS, Università degli Studi di Firenze, Florence, Italy
| | - Giulio D’Anna
- Department of Biomedical, Experimental and Clinical Sciences “Mario Serio”, Department of Neuroscience, Psychology, Drug Research and Child Health NEUROFARBA, Department of Health Sciences DSS, Università degli Studi di Firenze, Florence, Italy
| | - Matteo Innocenti
- Department of Biomedical, Experimental and Clinical Sciences “Mario Serio”, Department of Neuroscience, Psychology, Drug Research and Child Health NEUROFARBA, Department of Health Sciences DSS, Università degli Studi di Firenze, Florence, Italy
| | - Andrea Ballerini
- Azienda Ospedaliera Universitaria di Careggi, Clinical Psychiatry, Firenze, Italy
| | - Stefano Pallanti
- Department of Biomedical, Experimental and Clinical Sciences “Mario Serio”, Department of Neuroscience, Psychology, Drug Research and Child Health NEUROFARBA, Department of Health Sciences DSS, Università degli Studi di Firenze, Florence, Italy
| | - Antonello Grippo
- Azienda Ospedaliera Universitaria di Careggi, Neurophysiology Unit, Firenze, Italy
| | - Guido Mannaioni
- Department of Biomedical, Experimental and Clinical Sciences “Mario Serio”, Department of Neuroscience, Psychology, Drug Research and Child Health NEUROFARBA, Department of Health Sciences DSS, Università degli Studi di Firenze, Florence, Italy
- Azienda Ospedaliera Universitaria di Careggi, Clinical Toxicology and Poison Control Centre, Firenze, Italy
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20
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Chen T, Su H, Wang L, Li X, Wu Q, Zhong N, Du J, Meng Y, Duan C, Zhang C, Shi W, Xu D, Song W, Zhao M, Jiang H. Modulation of Methamphetamine-Related Attention Bias by Intermittent Theta-Burst Stimulation on Left Dorsolateral Prefrontal Cortex. Front Cell Dev Biol 2021; 9:667476. [PMID: 34414178 PMCID: PMC8370756 DOI: 10.3389/fcell.2021.667476] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/13/2021] [Accepted: 06/28/2021] [Indexed: 11/13/2022] Open
Abstract
Background Previous studies have identified the treatment effect of repetitive transcranial magnetic stimulation (rTMS) on cravings of patients with methamphetamine use disorder (MUD). However, the mechanism underlying the treatment effect remains largely unknown. A potential candidate mechanism could be that rTMS over the dorsolateral prefrontal cortex (DLPFC) modulates the attention bias to methamphetamine-related cues. The purpose of this study is therefore to determine the modulation of rTMS on methamphetamine-related attention bias and the corresponding electrophysiological changes. Methods Forty-nine patients with severe MUD were included for analysis. The subjects were randomized to receive the active intermittent theta-burst stimulation (iTBS) or sham iTBS targeting DLPFC for 20 sessions. Participants performed the Addiction Stroop Task before and after the treatment while being recorded by a 64-channel electroencephalogram. Baseline characteristics were collected through the Addiction Severity Index. Results Post-treatment evaluations showed a reduced error rate in discriminating the color of methamphetamine words in the active iTBS group compared with the sham iTBS group. Following rTMS treatment, we found the significant time-by-group effect for the N1 amplitude (methamphetamine words > neutral words) and P3 latency (methamphetamine words > neutral words). The change of N1 amplitude was positively correlated with cravings in the active group. Moreover, reduced power of neural oscillation in the beta band, manifesting at frontal central areas, was also found in the active group. Conclusion This study suggests that attention bias and the beta oscillation during the attentional processing of methamphetamine words in patients with MUD could be modulated by iTBS applied to left DLPFC.
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Affiliation(s)
- Tianzhen Chen
- Shanghai Mental Health Center, Shanghai Jiao Tong University School of Medicine, Shanghai, China
| | - Hang Su
- Shanghai Mental Health Center, Shanghai Jiao Tong University School of Medicine, Shanghai, China
| | - Lihui Wang
- Shanghai Mental Health Center, Shanghai Jiao Tong University School of Medicine, Shanghai, China.,Institute of Psychology and Behavioral Science, Shanghai Jiao Tong University, Shanghai, China
| | - Xiaotong Li
- Shanghai Mental Health Center, Shanghai Jiao Tong University School of Medicine, Shanghai, China
| | - Qianying Wu
- Shanghai Mental Health Center, Shanghai Jiao Tong University School of Medicine, Shanghai, China
| | - Na Zhong
- Shanghai Mental Health Center, Shanghai Jiao Tong University School of Medicine, Shanghai, China
| | - Jiang Du
- Shanghai Mental Health Center, Shanghai Jiao Tong University School of Medicine, Shanghai, China
| | - Yiran Meng
- Yunnan Institute on Drug Dependence, Kunming, China
| | - Chunmei Duan
- Yunnan Institute on Drug Dependence, Kunming, China
| | | | - Wen Shi
- Shanghai Female Compulsory Rehabilitation Center, Shanghai, China
| | - Ding Xu
- Shanghai Drug Rehabilitation Administration Bureau, Shanghai, China
| | - Weidong Song
- Shanghai Drug Rehabilitation Administration Bureau, Shanghai, China
| | - Min Zhao
- Shanghai Mental Health Center, Shanghai Jiao Tong University School of Medicine, Shanghai, China.,Institute of Psychology and Behavioral Science, Shanghai Jiao Tong University, Shanghai, China.,Shanghai Key Laboratory of Psychotic Disorders, Shanghai, China.,Center for Excellence in Brain Science and Intelligence Technology, Chinese Academy of Sciences, Shanghai, China
| | - Haifeng Jiang
- Shanghai Mental Health Center, Shanghai Jiao Tong University School of Medicine, Shanghai, China
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21
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Wang Y, Qin Y, Li H, Yao D, Sun B, Gong J, Dai Y, Wen C, Zhang L, Zhang C, Luo C, Zhu T. Identifying Internet Addiction and Evaluating the Efficacy of Treatment Based on Functional Connectivity Density: A Machine Learning Study. Front Neurosci 2021; 15:665578. [PMID: 34220426 PMCID: PMC8247769 DOI: 10.3389/fnins.2021.665578] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/08/2021] [Accepted: 05/26/2021] [Indexed: 01/14/2023] Open
Abstract
Although mounting neuroimaging studies have greatly improved our understanding of the neurobiological mechanism underlying internet addiction (IA), the results based on traditional group-level comparisons are insufficient in guiding individual clinical practice directly. Specific neuroimaging biomarkers are urgently needed for IA diagnosis and the evaluation of therapy efficacy. Therefore, this study aimed to develop support vector machine (SVM) models to identify IA and assess the efficacy of cognitive behavior therapy (CBT) based on unbiased functional connectivity density (FCD). Resting-state fMRI data were acquired from 27 individuals with IA before and after 8-week CBT sessions and 30 demographically matched healthy controls (HCs). The discriminative FCDs were computed as the features of the support vector classification (SVC) model to identify individuals with IA from HCs, and the changes in these discriminative FCDs after treatment were further used as features of the support vector regression (SVR) model to evaluate the efficacy of CBT. Based on the informative FCDs, our SVC model successfully differentiated individuals with IA from HCs with an accuracy of 82.5% and an area under the curve (AUC) of 0.91. Our SVR model successfully evaluated the efficacy of CBT using the FCD change ratio with a correlation efficient of 0.59. The brain regions contributing to IA classification and CBT efficacy assessment were the left inferior frontal cortex (IFC), middle frontal cortex (MFC) and angular gyrus (AG), the right premotor cortex (PMC) and middle cingulate cortex (MCC), and the bilateral cerebellum, orbitofrontal cortex (OFC) and superior frontal cortex (SFC). These findings confirmed the FCDs of hyperactive impulsive habit system, hypoactive reflecting system and sensitive interoceptive reward awareness system as potential neuroimaging biomarkers for IA, which might provide objective indexes for the diagnosis and efficacy evaluation of IA.
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Affiliation(s)
- Yang Wang
- School of Rehabilitation and Health Preservation, Chengdu University of Traditional Chinese Medicine, Chengdu, China
| | - Yun Qin
- Key Laboratory for NeuroInformation of Ministry of Education, School of Life Sciences and Technology, University of Electronic Science and Technology of China, Chengdu, China
| | - Hui Li
- School of Medicine, Chengdu University, Chengdu, China
| | - Dezhong Yao
- Key Laboratory for NeuroInformation of Ministry of Education, School of Life Sciences and Technology, University of Electronic Science and Technology of China, Chengdu, China
| | - Bo Sun
- Key Laboratory for NeuroInformation of Ministry of Education, School of Life Sciences and Technology, University of Electronic Science and Technology of China, Chengdu, China
| | - Jinnan Gong
- Key Laboratory for NeuroInformation of Ministry of Education, School of Life Sciences and Technology, University of Electronic Science and Technology of China, Chengdu, China
- School of Computer Science, Chengdu University of Information Technology, Chengdu, China
| | - Yu Dai
- Department of Chinese Medicine, Chengdu Eighth People’s Hospital, Chengdu, China
| | - Chao Wen
- Department of Rehabilitation, Zigong Fifth People’s Hospital, Zigong, China
| | - Lingrui Zhang
- Department of Medicine, Leshan Vocational and Technical College, Leshan, China
| | - Chenchen Zhang
- Department of Rehabilitation, TCM Hospital of Longquanyi District, Chengdu, China
| | - Cheng Luo
- Key Laboratory for NeuroInformation of Ministry of Education, School of Life Sciences and Technology, University of Electronic Science and Technology of China, Chengdu, China
- Research Unit of NeuroInformation, Chinese Academy of Medical Sciences, Chengdu, China
| | - Tianmin Zhu
- School of Rehabilitation and Health Preservation, Chengdu University of Traditional Chinese Medicine, Chengdu, China
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22
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Wang LJ, Mu LL, Ren ZX, Tang HJ, Wei YD, Wang WJ, Song PP, Zhu L, Ling Q, Gao H, Zhang L, Song X, Wei HF, Chang LX, Wei T, Wang YJ, Zhao W, Wang Y, Liu LY, Zhou YD, Zhou RD, Xu HS, Jiao DL. Predictive Role of Executive Function in the Efficacy of Intermittent Theta Burst Transcranial Magnetic Stimulation Modalities for Treating Methamphetamine Use Disorder-A Randomized Clinical Trial. Front Psychiatry 2021; 12:774192. [PMID: 34925101 PMCID: PMC8674464 DOI: 10.3389/fpsyt.2021.774192] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/11/2021] [Accepted: 11/02/2021] [Indexed: 11/13/2022] Open
Abstract
Background: Repetitive transcranial magnetic stimulation (rTMS) has therapeutic effects on craving in methamphetamine (METH) use disorder (MUD). The chronic abuse of METH causes impairments in executive function, and improving executive function reduces relapse and improves treatment outcomes for drug use disorder. The purpose of this study was to determine whether executive function helped predict patients' responses to rTMS treatment. Methods: This study employed intermittent theta burst stimulation (iTBS) rTMS modalities and observed their therapeutic effects on executive function and craving in MUD patients. MUD patients from an isolated Drug Rehabilitation Institute in China were chosen and randomly allocated to the iTBS group and sham-stimulation group. All participants underwent the Behavior Rating Inventory of Executive Function - Adult Version Scale (BRIEF-A) and Visual Analog Scales (VAS) measurements. Sixty-five healthy adults matched to the general condition of MUD patients were also recruited as healthy controls. Findings: Patients with MUD had significantly worse executive function. iTBS groups had better treatment effects on the MUD group than the sham-stimulation group. Further Spearman rank correlation and stepwise multivariate regression analysis revealed that reduction rates of the total score of the BRIEF-A and subscale scores of the inhibition factor and working memory factor in the iTBS group positively correlated with improvements in craving. ROC curve analysis showed that working memory (AUC = 87.4%; 95% CI = 0.220, 0.631) and GEC (AUC = 0.761%; 95% CI = 0.209, 0.659) had predictive power to iTBS therapeutic efficacy. The cutoff values are 13.393 and 59.804, respectively. Conclusions: The iTBS rTMS had a better therapeutic effect on the executive function of patients with MUD, and the improved executive function had the potential to become a predictor for the efficacy of iTBS modality for MUD treatment. Clinical Trial Registration: ClinicalTrials.gov, identifier: ChiCTR2100046954.
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Affiliation(s)
- Li-Jin Wang
- School of Mental Health, Bengbu Medical College, Bengbu, China
| | - Lin-Lin Mu
- School of Mental Health, Bengbu Medical College, Bengbu, China
| | - Zi-Xuan Ren
- School of Mental Health, Bengbu Medical College, Bengbu, China
| | - Hua-Jun Tang
- Compulsory Isolated Drug Rehabilitation Center, Bengbu, China
| | - Ya-Dong Wei
- Compulsory Isolated Drug Rehabilitation Center, Bengbu, China
| | - Wen-Juan Wang
- School of Mental Health, Bengbu Medical College, Bengbu, China
| | - Pei-Pei Song
- School of Mental Health, Bengbu Medical College, Bengbu, China
| | - Lin Zhu
- School of Mental Health, Bengbu Medical College, Bengbu, China
| | - Qiang Ling
- Compulsory Isolated Drug Rehabilitation Center, Bengbu, China
| | - He Gao
- Compulsory Isolated Drug Rehabilitation Center, Bengbu, China
| | - Lei Zhang
- School of Mental Health, Bengbu Medical College, Bengbu, China
| | - Xun Song
- School of Mental Health, Bengbu Medical College, Bengbu, China
| | - Hua-Feng Wei
- School of Mental Health, Bengbu Medical College, Bengbu, China
| | - Lei-Xin Chang
- School of Mental Health, Bengbu Medical College, Bengbu, China
| | - Tao Wei
- School of Mental Health, Bengbu Medical College, Bengbu, China
| | - Yu-Jing Wang
- School of Mental Health, Bengbu Medical College, Bengbu, China
| | - Wei Zhao
- School of Mental Health, Bengbu Medical College, Bengbu, China
| | - Yan Wang
- School of Mental Health, Bengbu Medical College, Bengbu, China
| | - Lu-Ying Liu
- School of Mental Health, Bengbu Medical College, Bengbu, China
| | - Yi-Ding Zhou
- School of Mental Health, Bengbu Medical College, Bengbu, China
| | - Rui-Dong Zhou
- School of Mental Health, Bengbu Medical College, Bengbu, China
| | - Hua-Shan Xu
- School of Mental Health, Bengbu Medical College, Bengbu, China
| | - Dong-Liang Jiao
- School of Mental Health, Bengbu Medical College, Bengbu, China
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