1
|
Zelada MI, Garrido V, Liberona A, Jones N, Zúñiga K, Silva H, Nieto RR. Brain-Derived Neurotrophic Factor (BDNF) as a Predictor of Treatment Response in Major Depressive Disorder (MDD): A Systematic Review. Int J Mol Sci 2023; 24:14810. [PMID: 37834258 PMCID: PMC10572866 DOI: 10.3390/ijms241914810] [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: 08/07/2023] [Revised: 09/16/2023] [Accepted: 09/25/2023] [Indexed: 10/15/2023] Open
Abstract
Brain-derived neurotrophic factor (BDNF) has been studied as a biomarker of major depressive disorder (MDD). Besides diagnostic biomarkers, clinically useful biomarkers can inform response to treatment. We aimed to review all studies that sought to relate BDNF baseline levels, or BDNF polymorphisms, with response to treatment in MDD. In order to achieve this, we performed a systematic review of studies that explored the relation of BDNF with both pharmacological and non-pharmacological treatment. Finally, we reviewed the evidence that relates peripheral levels of BDNF and BDNF polymorphisms with the development and management of treatment-resistant depression.
Collapse
Affiliation(s)
- Mario Ignacio Zelada
- Escuela de Medicina, Facultad de Medicina, Universidad de Chile, Santiago 8380453, Chile
| | - Verónica Garrido
- Escuela de Medicina, Facultad de Medicina, Universidad de Chile, Santiago 8380453, Chile
| | - Andrés Liberona
- Escuela de Medicina, Facultad de Medicina, Universidad de Chile, Santiago 8380453, Chile
| | - Natalia Jones
- Escuela de Medicina, Facultad de Medicina, Universidad de Chile, Santiago 8380453, Chile
| | - Karen Zúñiga
- Escuela de Medicina, Facultad de Medicina, Universidad de Chile, Santiago 8380453, Chile
| | - Hernán Silva
- Clínica Psiquiátrica Universitaria, Hospital Clínico de la Universidad de Chile, Universidad de Chile, Santiago 8380453, Chile
- Departamento de Psiquiatría y Salud Mental Norte, Facultad de Medicina, Universidad de Chile, Santiago 8380453, Chile
| | - Rodrigo R. Nieto
- Clínica Psiquiátrica Universitaria, Hospital Clínico de la Universidad de Chile, Universidad de Chile, Santiago 8380453, Chile
- Departamento de Psiquiatría y Salud Mental Norte, Facultad de Medicina, Universidad de Chile, Santiago 8380453, Chile
- Departamento de Neurociencias, Facultad de Medicina, Universidad de Chile, Santiago 8380453, Chile
| |
Collapse
|
2
|
D'Urso G, Toscano E, Barone A, Palermo M, Dell'Osso B, Di Lorenzo G, Mantovani A, Martinotti G, Fornaro M, Iasevoli F, de Bartolomeis A. Transcranial direct current stimulation for bipolar depression: systematic reviews of clinical evidence and biological underpinnings. Prog Neuropsychopharmacol Biol Psychiatry 2023; 121:110672. [PMID: 36332699 DOI: 10.1016/j.pnpbp.2022.110672] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/19/2022] [Revised: 10/09/2022] [Accepted: 10/26/2022] [Indexed: 11/08/2022]
Abstract
Despite multiple available treatments for bipolar depression (BD), many patients face sub-optimal responses. Transcranial direct current stimulation (tDCS) has been advocated in the management of different conditions, including BD, especially in treatment-resistant cases. The optimal dose and timing of tDCS, the mutual influence with other concurrently administered interventions, long-term efficacy, overall safety, and biological underpinnings nonetheless deserve additional assessment. The present study appraised the existing clinical evidence about tDCS for bipolar depression, delving into the putative biological underpinnings with a special emphasis on cellular and molecular levels, with the ultimate goal of providing a translational perspective on the matter. Two separate systematic reviews across the PubMed database since inception up to August 8th 2022 were performed, with fourteen clinical and nineteen neurobiological eligible studies. The included clinical studies encompass 207 bipolar depression patients overall and consistently document the efficacy of tDCS, with a reduction in depression scores after treatment ranging from 18% to 92%. The RCT with the largest sample clearly showed a significant superiority of active stimulation over sham. Mild-to-moderate and transient adverse effects are attributed to tDCS across these studies. The review of neurobiological literature indicates that several molecular mechanisms may account for the antidepressant effect of tDCS in BD patients, including the action on calcium homeostasis in glial cells, the enhancement of LTP, the regulation of neurotrophic factors and inflammatory mediators, and the modulation of the expression of plasticity-related genes. To the best of our knowledge, this is the first study on the matter to concurrently provide a synthesis of the clinical evidence and an in-depth appraisal of the putative biological underpinnings, providing consistent support for the efficacy, safety, and tolerability of tDCS.
Collapse
Affiliation(s)
- Giordano D'Urso
- Section of Psychiatry, Clinical Unit of Psychiatry and Psychology, Unit of Treatment Resistance in Psychiatry, Laboratory of Neuromodulation, Laboratory of Molecular and Translational Psychiatry, Department of Neurosciences, Reproductive and Odontostomatological Sciences, Clinical Department of Head and Neck, University of Naples Federico II, Napoli, Italy.
| | - Elena Toscano
- Section of Psychiatry, Clinical Unit of Psychiatry and Psychology, Unit of Treatment Resistance in Psychiatry, Laboratory of Neuromodulation, Laboratory of Molecular and Translational Psychiatry, Department of Neurosciences, Reproductive and Odontostomatological Sciences, Clinical Department of Head and Neck, University of Naples Federico II, Napoli, Italy
| | - Annarita Barone
- Section of Psychiatry, Clinical Unit of Psychiatry and Psychology, Unit of Treatment Resistance in Psychiatry, Laboratory of Neuromodulation, Laboratory of Molecular and Translational Psychiatry, Department of Neurosciences, Reproductive and Odontostomatological Sciences, Clinical Department of Head and Neck, University of Naples Federico II, Napoli, Italy
| | - Mario Palermo
- Section of Psychiatry, Clinical Unit of Psychiatry and Psychology, Unit of Treatment Resistance in Psychiatry, Laboratory of Neuromodulation, Laboratory of Molecular and Translational Psychiatry, Department of Neurosciences, Reproductive and Odontostomatological Sciences, Clinical Department of Head and Neck, University of Naples Federico II, Napoli, Italy
| | - Bernardo Dell'Osso
- Department of Biomedical and Clinical Sciences Luigi Sacco, Ospedale Luigi Sacco Polo Universitario, ASST Fatebenefratelli Sacco, Milan, Italy; Department of Psychiatry and Behavioural Sciences, Bipolar Disorders Clinic, Stanford University, CA, USA; CRC "Aldo Ravelli" for Neuro-technology & Experimental Brain Therapeutics, University of Milan, Italy
| | - Giorgio Di Lorenzo
- Laboratory of Psychophysiology and Cognitive Neuroscience, Department of Systems Medicine, Tor Vergata University of Rome, Italy; Psychiatric and Clinical Psychology Unit, Fondazione Policlinico Tor Vergata, Rome, Italy; IRCCS Fondazione Santa Lucia, Rome, Italy
| | - Antonio Mantovani
- Dipartimento di Medicina e Scienze della Salute "V. Tiberio" Università degli Studi del Molise, Campobasso, Italy; Dipartimento di Salute Mentale e delle Dipendenze, Azienda Sanitaria Regionale del Molise (ASReM), Campobasso, Italy
| | - Giovanni Martinotti
- Department of Neuroscience, Imaging, Clinical Sciences, University Gabriele d'Annunzio, Chieti-Pescara, Italy; Department of Pharmacy, Pharmacology, Clinical Sciences, University of Hertfordshire, Herts, UK
| | - Michele Fornaro
- Section of Psychiatry, Clinical Unit of Psychiatry and Psychology, Unit of Treatment Resistance in Psychiatry, Laboratory of Neuromodulation, Laboratory of Molecular and Translational Psychiatry, Department of Neurosciences, Reproductive and Odontostomatological Sciences, Clinical Department of Head and Neck, University of Naples Federico II, Napoli, Italy
| | - Felice Iasevoli
- Section of Psychiatry, Clinical Unit of Psychiatry and Psychology, Unit of Treatment Resistance in Psychiatry, Laboratory of Neuromodulation, Laboratory of Molecular and Translational Psychiatry, Department of Neurosciences, Reproductive and Odontostomatological Sciences, Clinical Department of Head and Neck, University of Naples Federico II, Napoli, Italy
| | - Andrea de Bartolomeis
- Section of Psychiatry, Clinical Unit of Psychiatry and Psychology, Unit of Treatment Resistance in Psychiatry, Laboratory of Neuromodulation, Laboratory of Molecular and Translational Psychiatry, Department of Neurosciences, Reproductive and Odontostomatological Sciences, Clinical Department of Head and Neck, University of Naples Federico II, Napoli, Italy
| |
Collapse
|
3
|
Wang J, Luo H, Schülke R, Geng X, Sahakian BJ, Wang S. Is transcranial direct current stimulation, alone or in combination with antidepressant medications or psychotherapies, effective in treating major depressive disorder? A systematic review and meta-analysis. BMC Med 2021; 19:319. [PMID: 34915885 PMCID: PMC8680114 DOI: 10.1186/s12916-021-02181-4] [Citation(s) in RCA: 25] [Impact Index Per Article: 8.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/12/2021] [Accepted: 11/08/2021] [Indexed: 01/03/2023] Open
Abstract
BACKGROUND Transcranial direct current stimulation (tDCS) has shown mixed results for depression treatment. The efficacies of tDCS combination therapies have not been investigated deliberately. This review aims to evaluate the clinical efficacy of tDCS as a monotherapy and in combination with medication, psychotherapy, and ECT for treating adult patients with major depressive disorder (MDD) and identified the factors influencing treatment outcome measures (i.e. depression score, dropout, response, and remission rates). METHODS The systematic review was performed in PubMed/Medline, EMBASE, PsycINFO, Web of Sciences, and OpenGrey. Two authors performed independent literature screening and data extraction. The primary outcomes were the standardized mean difference (SMD) for continuous depression scores after treatment and odds ratio (OR) dropout rate; secondary outcomes included ORs for response and remission rates. Random effects models with 95% confidence intervals were employed in all outcomes. The overall effect of tDCS was investigated by meta-analysis. Sources of heterogeneity were explored via subgroup analyses, meta-regression, sensitivity analyses, and assessment of publication bias. RESULTS Twelve randomised, sham-controlled trials (active group: N = 251, sham group: N = 204) were included. Overall, the integrated depression score of the active group after treatment was significantly lower than that of the sham group (g = - 0.442, p = 0.017), and further analysis showed that only tDCS + medication achieved a significant lower score (g = - 0.855, p < 0.001). Moreover, this combination achieved a significantly higher response rate than sham intervention (OR = 2.7, p = 0.006), while the response rate remained unchanged for the other three therapies. Dropout and remission rates were similar in the active and sham groups for each therapy and also for the overall intervention. The meta-regression results showed that current intensity is the only predictor for the response rate. None of publication bias was identified. CONCLUSION The effect size of tDCS treatment was obviously larger in depression score compared with sham stimulation. The tDCS combined selective serotonin re-uptake inhibitors is the optimized therapy that is effective on depression score and response rate. tDCS monotherapy and combined psychotherapy have no significant effects. The most important parameter for optimization in future trials is treatment strategy.
Collapse
Affiliation(s)
- Jingying Wang
- Institute of Science and Technology for Brain-Inspired Intelligence, Fudan University, 220 Handan Road, Yangpu District, Shanghai, 200433, China.,Key Laboratory of Computational Neuroscience and Brain-Inspired Intelligence (Fudan University), Ministry of Education, Shanghai, China.,Shanghai Engineering Research Center of AI & Robotics, Fudan University, Shanghai, China.,Engineering Research Center of AI & Robotics, Ministry of Education, Fudan University, Shanghai, China
| | - Huichun Luo
- Shanghai Key Laboratory of Psychotic Disorders, Shanghai Mental Health Center, Shanghai Jiao Tong University School of Medicine, Shanghai, China
| | - Rasmus Schülke
- Department of Psychiatry, Social Psychiatry and Psychotherapy, Hannover Medical School, Hannover, Germany
| | - Xinyi Geng
- Institute of Science and Technology for Brain-Inspired Intelligence, Fudan University, 220 Handan Road, Yangpu District, Shanghai, 200433, China.,Key Laboratory of Computational Neuroscience and Brain-Inspired Intelligence (Fudan University), Ministry of Education, Shanghai, China.,Shanghai Engineering Research Center of AI & Robotics, Fudan University, Shanghai, China.,Engineering Research Center of AI & Robotics, Ministry of Education, Fudan University, Shanghai, China
| | - Barbara J Sahakian
- Institute of Science and Technology for Brain-Inspired Intelligence, Fudan University, 220 Handan Road, Yangpu District, Shanghai, 200433, China.,Department of Psychiatry, University of Cambridge, Cambridge, UK.,Behavioural Clinical Neuroscience Institute, University of Cambridge, Cambridge, UK
| | - Shouyan Wang
- Institute of Science and Technology for Brain-Inspired Intelligence, Fudan University, 220 Handan Road, Yangpu District, Shanghai, 200433, China. .,Key Laboratory of Computational Neuroscience and Brain-Inspired Intelligence (Fudan University), Ministry of Education, Shanghai, China. .,Shanghai Engineering Research Center of AI & Robotics, Fudan University, Shanghai, China. .,Engineering Research Center of AI & Robotics, Ministry of Education, Fudan University, Shanghai, China.
| |
Collapse
|
4
|
Gebodh N, Esmaeilpour Z, Datta A, Bikson M. Dataset of concurrent EEG, ECG, and behavior with multiple doses of transcranial electrical stimulation. Sci Data 2021; 8:274. [PMID: 34707095 PMCID: PMC8551279 DOI: 10.1038/s41597-021-01046-y] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/27/2021] [Accepted: 08/25/2021] [Indexed: 01/03/2023] Open
Abstract
We present a dataset combining human-participant high-density electroencephalography (EEG) with physiological and continuous behavioral metrics during transcranial electrical stimulation (tES). Data include within participant application of nine High-Definition tES (HD-tES) types, targeting three cortical regions (frontal, motor, parietal) with three stimulation waveforms (DC, 5 Hz, 30 Hz); more than 783 total stimulation trials over 62 sessions with EEG, physiological (ECG, EOG), and continuous behavioral vigilance/alertness metrics. Experiment 1 and 2 consisted of participants performing a continuous vigilance/alertness task over three 70-minute and two 70.5-minute sessions, respectively. Demographic data were collected, as well as self-reported wellness questionnaires before and after each session. Participants received all 9 stimulation types in Experiment 1, with each session including three stimulation types, with 4 trials per type. Participants received two stimulation types in Experiment 2, with 20 trials of a given stimulation type per session. Within-participant reliability was tested by repeating select sessions. This unique dataset supports a range of hypothesis testing including interactions of tDCS/tACS location and frequency, brain-state, physiology, fatigue, and cognitive performance.
Collapse
Affiliation(s)
- Nigel Gebodh
- The Department of Biomedical Engineering, The City College of New York, The City University of New York, New York, USA.
- Soterix Medical Inc., New York, USA.
| | - Zeinab Esmaeilpour
- The Department of Biomedical Engineering, The City College of New York, The City University of New York, New York, USA
| | | | - Marom Bikson
- The Department of Biomedical Engineering, The City College of New York, The City University of New York, New York, USA
| |
Collapse
|
5
|
Ciullo V, Spalletta G, Caltagirone C, Banaj N, Vecchio D, Piras F, Piras F. Transcranial Direct Current Stimulation and Cognition in Neuropsychiatric Disorders: Systematic Review of the Evidence and Future Directions. Neuroscientist 2020; 27:285-309. [PMID: 32644874 DOI: 10.1177/1073858420936167] [Citation(s) in RCA: 29] [Impact Index Per Article: 7.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/28/2022]
Abstract
Transcranial direct current stimulation (tDCS) has been implemented in neuropsychiatric disorders characterized by cognitive impairment. However, methodological heterogeneity challenges conclusive remarks. Through a critical analysis of previous conflicting findings and in the light of current neurobiological models of pathophysiology, we qualitatively assessed the effects of tDCS in neuropsychiatric disorders that share neurobiological underpinnings, as to evaluate whether stimulation can improve cognitive deficits in patients' cohorts. We performed a systematic review of tDCS studies targeting cognitive functions in mental disorders and pathological cognitive aging. Data from 41 studies, comprising patients with diagnosis of mood disorders, schizophrenia-spectrum disorders, Alzheimer's disease (AD), and mild cognitive impairment (MCI), were included. Results indicate that tDCS has the capacity to enhance processing speed, working memory, and executive functions in patients with mood and schizophrenia-spectrum disorders. The evidence of a positive effect on general cognitive functioning and memory is either inconclusive in AD, or weak in MCI. Future directions are discussed for developing standardized stimulation protocols and for translating the technique therapeutic potential into effective clinical practice.
Collapse
Affiliation(s)
- Valentina Ciullo
- Neuropsychiatry Laboratory, Department of Clinical and Behavioral Neurology, IRCCS Santa Lucia Foundation, Rome, Italy
| | - Gianfranco Spalletta
- Neuropsychiatry Laboratory, Department of Clinical and Behavioral Neurology, IRCCS Santa Lucia Foundation, Rome, Italy.,Menninger Department of Psychiatry and Behavioral Sciences, Baylor College of Medicine, Houston, TX, USA
| | - Carlo Caltagirone
- Neuropsychiatry Laboratory, Department of Clinical and Behavioral Neurology, IRCCS Santa Lucia Foundation, Rome, Italy
| | - Nerisa Banaj
- Neuropsychiatry Laboratory, Department of Clinical and Behavioral Neurology, IRCCS Santa Lucia Foundation, Rome, Italy
| | - Daniela Vecchio
- Neuropsychiatry Laboratory, Department of Clinical and Behavioral Neurology, IRCCS Santa Lucia Foundation, Rome, Italy
| | - Fabrizio Piras
- Neuropsychiatry Laboratory, Department of Clinical and Behavioral Neurology, IRCCS Santa Lucia Foundation, Rome, Italy
| | - Federica Piras
- Neuropsychiatry Laboratory, Department of Clinical and Behavioral Neurology, IRCCS Santa Lucia Foundation, Rome, Italy
| |
Collapse
|
6
|
Razza LB, Palumbo P, Moffa AH, Carvalho AF, Solmi M, Loo CK, Brunoni AR. A systematic review and meta-analysis on the effects of transcranial direct current stimulation in depressive episodes. Depress Anxiety 2020; 37:594-608. [PMID: 32101631 DOI: 10.1002/da.23004] [Citation(s) in RCA: 102] [Impact Index Per Article: 25.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/01/2019] [Revised: 01/28/2020] [Accepted: 02/04/2020] [Indexed: 12/22/2022] Open
Abstract
BACKGROUND Transcranial direct current stimulation (tDCS) has shown mixed results for depression treatment. OBJECTIVE To perform a systematic review and meta-analysis of trials using tDCS to improve depressive symptoms. METHODS A systematic review was performed from the first date available to January 06, 2020 in PubMed, EMBASE, Cochrane Library, and additional sources. We included randomized, sham-controlled clinical trials (RCTs) enrolling participants with an acute depressive episode and compared the efficacy of active versus sham tDCS, including association with other interventions. The primary outcome was the Hedges' g for continuous depression scores; secondary outcomes included odds ratios (ORs) and number needed to treat (NNT) for response, remission, and acceptability. Random effects models were employed. Sources of heterogeneity were explored via metaregression, sensitivity analyses, subgroup analyses, and bias assessment. RESULTS We included 23 RCTs (25 datasets, 1,092 participants), most (57%) presenting a low risk of bias. Active tDCS was superior to sham regarding endpoint depression scores (k = 25, g = 0.46, 95% confidence interval [CI]: 0.22-0.70), and also achieved superior response (k = 18, 33.3% vs. 16.56%, OR = 2.28 [1.52-3.42], NNT = 6) and remission (k = 18, 19.12% vs. 9.78%, OR = 2.12 [1.42-3.16], NNT = 10.7) rates. Moreover, active tDCS was as acceptable as sham. No risk of publication bias was identified. Cumulative meta-analysis showed that effect sizes are basically unchanged since total sample reached 439 participants. CONCLUSIONS TDCS is modestly effective in treating depressive episodes. Further well-designed, large-scale RCTs are warranted.
Collapse
Affiliation(s)
- Lais B Razza
- Laboratory of Neurosciences (LIM-27), Instituto Nacional de Biomarcadores em Neuropsiquiatria (INBioN), Department and Institute of Psychiatry, Faculdade de Medicina, Universidade de São Paulo, São Paulo, Brazil.,Department of Internal Medicine, Faculdade de Medicina, Universidade de São Paulo, São Paulo, Brazil
| | - Priscila Palumbo
- Laboratory of Neurosciences (LIM-27), Instituto Nacional de Biomarcadores em Neuropsiquiatria (INBioN), Department and Institute of Psychiatry, Faculdade de Medicina, Universidade de São Paulo, São Paulo, Brazil.,Department of Internal Medicine, Faculdade de Medicina, Universidade de São Paulo, São Paulo, Brazil
| | - Adriano H Moffa
- Black Dog Institute, School of Psychiatry, University of New South Wales, Sydney, New South Wales, Australia
| | - Andre F Carvalho
- Department of Psychiatry, University of Toronto, Toronto, Ontario, Canada.,Centre for Addiction and Mental Health, Toronto, Ontario, Canada
| | - Marco Solmi
- Department of Neurosciences, University of Padova, Padova, Italy.,Padova Neuroscience Center, University of Padova, Padova, Italy
| | - Colleen K Loo
- Black Dog Institute, School of Psychiatry, University of New South Wales, Sydney, New South Wales, Australia
| | - Andre Russowsky Brunoni
- Laboratory of Neurosciences (LIM-27), Instituto Nacional de Biomarcadores em Neuropsiquiatria (INBioN), Department and Institute of Psychiatry, Faculdade de Medicina, Universidade de São Paulo, São Paulo, Brazil.,Department of Internal Medicine, Faculdade de Medicina, Universidade de São Paulo, São Paulo, Brazil.,Hospital Universitário, Universidade de São Paulo, São Paulo, Brazil
| |
Collapse
|
7
|
Borrione L, Bellini H, Razza LB, Avila AG, Baeken C, Brem AK, Busatto G, Carvalho AF, Chekroud A, Daskalakis ZJ, Deng ZD, Downar J, Gattaz W, Loo C, Lotufo PA, Martin MDGM, McClintock SM, O'Shea J, Padberg F, Passos IC, Salum GA, Vanderhasselt MA, Fraguas R, Benseñor I, Valiengo L, Brunoni AR. Precision non-implantable neuromodulation therapies: a perspective for the depressed brain. ACTA ACUST UNITED AC 2020; 42:403-419. [PMID: 32187319 PMCID: PMC7430385 DOI: 10.1590/1516-4446-2019-0741] [Citation(s) in RCA: 16] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/03/2019] [Accepted: 12/10/2019] [Indexed: 12/13/2022]
Abstract
Current first-line treatments for major depressive disorder (MDD) include pharmacotherapy and cognitive-behavioral therapy. However, one-third of depressed patients do not achieve remission after multiple medication trials, and psychotherapy can be costly and time-consuming. Although non-implantable neuromodulation (NIN) techniques such as transcranial magnetic stimulation, transcranial direct current stimulation, electroconvulsive therapy, and magnetic seizure therapy are gaining momentum for treating MDD, the efficacy of non-convulsive techniques is still modest, whereas use of convulsive modalities is limited by their cognitive side effects. In this context, we propose that NIN techniques could benefit from a precision-oriented approach. In this review, we discuss the challenges and opportunities in implementing such a framework, focusing on enhancing NIN effects via a combination of individualized cognitive interventions, using closed-loop approaches, identifying multimodal biomarkers, using computer electric field modeling to guide targeting and quantify dosage, and using machine learning algorithms to integrate data collected at multiple biological levels and identify clinical responders. Though promising, this framework is currently limited, as previous studies have employed small samples and did not sufficiently explore pathophysiological mechanisms associated with NIN response and side effects. Moreover, cost-effectiveness analyses have not been performed. Nevertheless, further advancements in clinical trials of NIN could shift the field toward a more “precision-oriented” practice.
Collapse
Affiliation(s)
- Lucas Borrione
- Serviço Interdisciplinar de Neuromodulação, Laboratório de Neurociências (LIM-27), Departamento e Instituto de Psiquiatria, Hospital das Clínicas, Faculdade de Medicina, Universidade de São Paulo (USP), São Paulo, SP, Brazil
| | - Helena Bellini
- Serviço Interdisciplinar de Neuromodulação, Laboratório de Neurociências (LIM-27), Departamento e Instituto de Psiquiatria, Hospital das Clínicas, Faculdade de Medicina, Universidade de São Paulo (USP), São Paulo, SP, Brazil
| | - Lais Boralli Razza
- Serviço Interdisciplinar de Neuromodulação, Laboratório de Neurociências (LIM-27), Departamento e Instituto de Psiquiatria, Hospital das Clínicas, Faculdade de Medicina, Universidade de São Paulo (USP), São Paulo, SP, Brazil
| | - Ana G Avila
- Centro de Neuropsicologia e Intervenção Cognitivo-Comportamental, Faculdade de Psicologia e Ciências da Educação, Universidade de Coimbra, Coimbra, Portugal
| | - Chris Baeken
- Department of Head and Skin, Faculty of Medicine and Health Sciences, Ghent University, Ghent, Belgium.,Department of Psychiatry, University Hospital (UZ Brussel), Brussels, Belgium.,Ghent Experimental Psychiatry (GHEP) Lab, Ghent University, Ghent, Belgium.,Department of Electrical Engineering, Eindhoven University of Technology, Eindhoven, The Netherlands
| | - Anna-Katharine Brem
- Max Planck Institute of Psychiatry, Munich, Germany.,Division of Interventional Cognitive Neurology, Department of Neurology, Berenson-Allen Center for Noninvasive Brain Stimulation, Beth Israel Deaconess Medical Center, Harvard Medical School, Boston, MA, USA
| | - Geraldo Busatto
- Laboratório de Neuroimagem em Psiquiatria (LIM-21), Departamento e Instituto de Psiquiatria, Hospital das Clínicas, Faculdade de Medicina, USP, São Paulo, SP, Brazil
| | - Andre F Carvalho
- Department of Psychiatry, University of Toronto, Toronto, ON, Canada.,Centre for Addiction and Mental Health (CAMH), Toronto, ON, Canada
| | - Adam Chekroud
- Spring Health, New York, NY, USA.,Department of Psychiatry, Yale University, New Haven, CT, USA
| | - Zafiris J Daskalakis
- Department of Psychiatry, University of Toronto, Toronto, ON, Canada.,Centre for Addiction and Mental Health (CAMH), Toronto, ON, Canada
| | - Zhi-De Deng
- Noninvasive Neuromodulation Unit, Experimental Therapeutic & Pathophysiology Branch, National Institute of Mental Health, National Institutes of Health, Bethesda, MD, USA.,Department of Psychiatry and Behavioral Sciences, School of Medicine, Duke University, Durham, NC, USA
| | - Jonathan Downar
- Department of Psychiatry and Institute of Medical Science, Faculty of Medicine, University of Toronto, Toronto, ON, Canada.,Centre for Mental Health and Krembil Research Institute, University Health Network, Toronto, ON, Canada
| | - Wagner Gattaz
- Laboratório de Neurociências (LIM-27), Departamento e Instituto de Psiquiatria, Hospital das Clínicas,
Faculdade de Medicina, USP, São Paulo, SP, Brazil.,Instituto Nacional de Biomarcadores em Neuropsiquiatria (INBioN), Departamento e Instituto de Psiquiatria, Hospital das Clínicas, Faculdade de Medicina, USP, São Paulo, SP, Brazil
| | - Colleen Loo
- School of Psychiatry and Black Dog Institute, University of New South Wales, Sydney, Australia
| | - Paulo A Lotufo
- Estudo Longitudinal de Saúde do Adulto (ELSA), Centro de Pesquisa Clínica e Epidemiológica, Hospital Universitário, USP, São Paulo, SP, Brazil
| | - Maria da Graça M Martin
- Laboratório de Ressonância Magnética em Neurorradiologia (LIM-44) and Instituto de Radiologia, Hospital das Clínicas, Faculdade de Medicina, USP, São Paulo, SP, Brazil
| | - Shawn M McClintock
- Neurocognitive Research Laboratory, Department of Psychiatry, UT Southwestern Medical Center, Dallas, TX, USA
| | - Jacinta O'Shea
- Wellcome Centre for Integrative Neuroimaging, Oxford Centre for Human Brain Activity, Department of Psychiatry, Warneford Hospital, University of Oxford, Oxford, United Kingdom
| | - Frank Padberg
- Department of Psychiatry and Psychotherapy, University Hospital, LMU Munich, Munich, Germany
| | - Ives C Passos
- Laboratório de Psiquiatria Molecular e Programa de
Transtorno Bipolar, Hospital de Clínicas de Porto Alegre (HCPA), Programa de Pós-Graduação em Psiquiatria e Ciências do Comportamento, Universidade Federal do Rio Grande do Sul (UFRGS), Porto Alegre, RS, Brazil
| | - Giovanni A Salum
- Departamento de Psiquiatria, Seção de Afeto Negativo e Processos Sociais (SANPS), HCPA, UFRGS, Porto Alegre, RS, Brazil
| | - Marie-Anne Vanderhasselt
- Department of Head and Skin, Faculty of Medicine and Health Sciences, Ghent University, Ghent, Belgium.,Ghent Experimental Psychiatry (GHEP) Lab, Ghent University, Ghent, Belgium.,Department of Experimental Clinical and Health Psychology, Psychopathology and Affective Neuroscience Lab, Ghent University, Ghent, Belgium
| | - Renerio Fraguas
- Laboratório de Neuroimagem em Psiquiatria (LIM-21), Departamento e Instituto de Psiquiatria, Hospital das Clínicas, Faculdade de Medicina, USP, São Paulo, SP, Brazil.,Hospital Universitário, USP, São Paulo, SP, Brazil
| | - Isabela Benseñor
- Estudo Longitudinal de Saúde do Adulto (ELSA), Centro de Pesquisa Clínica e Epidemiológica, Hospital Universitário, USP, São Paulo, SP, Brazil
| | - Leandro Valiengo
- Serviço Interdisciplinar de Neuromodulação, Laboratório de Neurociências (LIM-27), Departamento e Instituto de Psiquiatria, Hospital das Clínicas, Faculdade de Medicina, Universidade de São Paulo (USP), São Paulo, SP, Brazil
| | - Andre R Brunoni
- Serviço Interdisciplinar de Neuromodulação, Laboratório de Neurociências (LIM-27), Departamento e Instituto de Psiquiatria, Hospital das Clínicas, Faculdade de Medicina, Universidade de São Paulo (USP), São Paulo, SP, Brazil.,Laboratório de Neurociências (LIM-27), Departamento e Instituto de Psiquiatria, Hospital das Clínicas,
Faculdade de Medicina, USP, São Paulo, SP, Brazil.,Instituto Nacional de Biomarcadores em Neuropsiquiatria (INBioN), Departamento e Instituto de Psiquiatria, Hospital das Clínicas, Faculdade de Medicina, USP, São Paulo, SP, Brazil.,Hospital Universitário, USP, São Paulo, SP, Brazil
| |
Collapse
|
8
|
Brunoni AR, Carracedo A, Amigo OM, Pellicer AL, Talib L, Carvalho AF, Lotufo PA, Benseñor IM, Gattaz W, Cappi C. Association of BDNF, HTR2A, TPH1, SLC6A4, and COMT polymorphisms with tDCS and escitalopram efficacy: ancillary analysis of a double-blind, placebo-controlled trial. ACTA ACUST UNITED AC 2019; 42:128-135. [PMID: 31721892 PMCID: PMC7115450 DOI: 10.1590/1516-4446-2019-0620] [Citation(s) in RCA: 16] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/22/2019] [Accepted: 08/20/2019] [Indexed: 12/31/2022]
Abstract
OBJECTIVE We investigated whether single nucleotide polymorphisms (SNPs) associated with neuroplasticity and activity of monoamine neurotransmitters, such as the brain-derived neurotrophic factor (BDNF, rs6265), the serotonin transporter (SLC6A4, rs25531), the tryptophan hydroxylase 1 (TPH1, rs1800532), the 5-hydroxytryptamine receptor 2A (HTR2A, rs6311, rs6313, rs7997012), and the catechol-O-methyltransferase (COMT, rs4680) genes, are associated with efficacy of transcranial direct current stimulation (tDCS) in major depression. METHODS Data from the Escitalopram vs. Electrical Current Therapy for Treating Depression Clinical Study (ELECT-TDCS) were used. Participants were antidepressant-free at baseline and presented with an acute, moderate-to-severe unipolar depressive episode. They were randomized to receive escitalopram/tDCS-sham (n=75), tDCS/placebo-pill (n=75), or placebo-pill/sham-tDCS (n=45). General linear models assessed the interaction between treatment group and allele-wise carriers. Additional analyses were performed for each group and each genotype separately. RESULTS Pairwise group comparisons (tDCS vs. placebo, tDCS vs. escitalopram, and escitalopram vs. placebo) did not identify alleles associated with depression improvement. In addition, exploratory analyses also did not identify any SNP unequivocally associated with improvement of depression in any treatment group. CONCLUSION Larger, combined datasets are necessary to identify candidate genes for tDCS response.
Collapse
Affiliation(s)
- Andre R Brunoni
- Departamento de Medicina Interna, Faculdade de Medicina, Universidade de São Paulo (USP), São Paulo, SP, Brazil
| | - Angel Carracedo
- Grupo de Medicina Xenómica/Pharmacogenetics Research, Laboratorio SSL1, Centro Singular de Investigación en Medicina Molecular y Enfermedades Crónicas (CiMUS), Santiago de Compostela, Spain
| | - Olalla M Amigo
- Grupo de Medicina Xenómica/Pharmacogenetics Research, Laboratorio SSL1, Centro Singular de Investigación en Medicina Molecular y Enfermedades Crónicas (CiMUS), Santiago de Compostela, Spain
| | - Ana L Pellicer
- Grupo de Medicina Xenómica/Pharmacogenetics Research, Laboratorio SSL1, Centro Singular de Investigación en Medicina Molecular y Enfermedades Crónicas (CiMUS), Santiago de Compostela, Spain
| | - Leda Talib
- Laboratório de Neurociências (LIM-27) and Instituto Nacional de Biomarcadores em Psiquiatria (INBION), Departamento e Instituto de Psiquiatria, Faculdade de Medicina, São Paulo, SP, Brazil
| | - Andre F Carvalho
- Department of Psychiatry, Faculty of Medicine, University of Toronto & Centre for Addiction & Mental Health (CAMH), Toronto, Canada
| | - Paulo A Lotufo
- Departamento de Medicina Interna, Faculdade de Medicina, Universidade de São Paulo (USP), São Paulo, SP, Brazil
| | - Isabela M Benseñor
- Departamento de Medicina Interna, Faculdade de Medicina, Universidade de São Paulo (USP), São Paulo, SP, Brazil
| | - Wagner Gattaz
- Laboratório de Neurociências (LIM-27) and Instituto Nacional de Biomarcadores em Psiquiatria (INBION), Departamento e Instituto de Psiquiatria, Faculdade de Medicina, São Paulo, SP, Brazil
| | - Carolina Cappi
- Programa Transtornos do Espectro Obsessivo-Compulsivo, Departamento e Instituto de Psiquiatria, Faculdade de Medicina, USP, São Paulo, SP, Brazil
| |
Collapse
|