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Tobe R, Zhu Y, Gleissl T, Rossomanno S, Veenstra-VanderWeele J, Smith J, Hollander E. Predictors of placebo response in three large clinical trials of the V1a receptor antagonist balovaptan in autism spectrum disorder. Neuropsychopharmacology 2023:10.1038/s41386-023-01573-9. [PMID: 37045991 PMCID: PMC10267133 DOI: 10.1038/s41386-023-01573-9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/21/2022] [Revised: 03/16/2023] [Accepted: 03/21/2023] [Indexed: 04/14/2023]
Abstract
High rates of placebo response are increasingly implicated in failed autism spectrum disorder (ASD) clinical trials. Despite this, there are limited investigations of placebo response in ASD. We sought to identify baseline predictors of placebo response and quantify their influence on clinical scales of interest for three harmonized randomized clinical trials of balovaptan, a V1a receptor antagonist. We employed a two-step approach to identify predictors of placebo response on the Vineland-II two-domain composite (2DC) (primary outcome and a caregiver measure) and Clinical Global Impression (CGI) scale (secondary outcome and a clinician measure). The initial candidate predictor set of variables pertained to participant-level, site-specific, and protocol-related factors. Step 1 aimed to identify influential predictors of placebo response using Least Absolute Shrinkage and Selection Operator (LASSO) regression, while Step 2 quantified the influence of predictors via linear regression. Results were validated through statistical bootstrapping approaches with 500 replications of the analysis dataset. The pooled participant-level dataset included individuals with ASD aged 5 to 62 years (mean age 21 [SD 10]), among which 263 and 172 participants received placebo at Weeks 12 and 24, respectively. Although no influential predictors were identified for CGI, findings for Vineland-II 2DC are robust and informative. Decreased placebo response was predicted by higher baseline Vineland-II 2DC (i.e., more advanced adaptive function), longer trial duration, and European (vs United States) sites, while increased placebo response was predicted by commercial (vs academic) sites, attention deficit hyperactivity disorder and depression. Identification of these factors may be useful in anticipating and mitigating placebo response in drug development efforts in ASD and across developmental and psychiatric conditions.
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Affiliation(s)
- Russell Tobe
- Nathan S. Kline Institute for Psychiatric Research, Orangeburg, NY, USA.
| | - Yajing Zhu
- F. Hoffmann-La Roche Ltd., Welwyn Garden City, UK
| | | | | | - Jeremy Veenstra-VanderWeele
- Department of Psychiatry, Columbia University, New York, NY, USA
- New York State Psychiatric Institute, New York, NY, USA
| | - Janice Smith
- F. Hoffmann-La Roche Ltd., Welwyn Garden City, UK
| | - Eric Hollander
- Department of Psychiatry and Behavioral Sciences and Albert Einstein College of Medicine, New York, NY, USA
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Cho H, Razza LB, Borrione L, Bikson M, Charvet L, Dennis-Tiwary TA, Brunoni AR, Sudbrack-Oliveira P. Transcranial Electrical Stimulation for Psychiatric Disorders in Adults: A Primer. Focus (Am Psychiatr Publ) 2022; 20:19-31. [PMID: 35746931 PMCID: PMC9063596 DOI: 10.1176/appi.focus.20210020] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/03/2023]
Abstract
Transcranial electrical stimulation (tES) comprises noninvasive neuromodulation techniques that deliver low-amplitude electrical currents to targeted brain regions with the goal of modifying neural activities. Expanding evidence from the past decade, specifically using transcranial direct current simulation and transcranial alternating current stimulation, presents promising applications of tES as a treatment for psychiatric disorders. In this review, the authors discuss the basic technical aspects and mechanisms of action of tES in the context of clinical research and practice and review available evidence for its clinical use, efficacy, and safety. They also review recent advancements in use of tES for the treatment of depressive disorders, schizophrenia, substance use disorders, and obsessive-compulsive disorder. Findings largely support growing evidence for the safety and efficacy of tES in the treatment of patients with resistance to existing treatment options, particularly demonstrating promising treatment outcomes for depressive disorders. Future directions of tES research for optimal application in clinical settings are discussed, including the growing home-based, patient-friendly methods and the potential pairing with existing pharmacological or psychotherapeutic treatments for enhanced outcomes. Finally, neuroimaging advancements may provide more specific mapping of brain networks, aiming at more precise tES therapeutic targeting in the treatment of psychiatric disorders.
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Affiliation(s)
- Hyein Cho
- Department of Psychology, Graduate Center, and Department of Psychology, Hunter College, City University of New York, New York City (Cho, Dennis-Tiwary); Department and Institute of Psychiatry and Service of Interdisciplinary Neuromodulation, Faculty of Medicine, University of São Paulo, São Paulo, Brazil (Razza, Borrione, Brunoni, Sudbrack-Oliveira); Department of Biomedical Engineering, City College of New York, City University of New York, New York City (Bikson); Department of Neurology, Grossman School of Medicine, New York University, New York City (Charvet); Department of Internal Medicine, Faculty of Medicine, University of São Paulo, and University Hospital, University of São Paulo, São Paulo, Brazil (Brunoni)
| | - Lais B Razza
- Department of Psychology, Graduate Center, and Department of Psychology, Hunter College, City University of New York, New York City (Cho, Dennis-Tiwary); Department and Institute of Psychiatry and Service of Interdisciplinary Neuromodulation, Faculty of Medicine, University of São Paulo, São Paulo, Brazil (Razza, Borrione, Brunoni, Sudbrack-Oliveira); Department of Biomedical Engineering, City College of New York, City University of New York, New York City (Bikson); Department of Neurology, Grossman School of Medicine, New York University, New York City (Charvet); Department of Internal Medicine, Faculty of Medicine, University of São Paulo, and University Hospital, University of São Paulo, São Paulo, Brazil (Brunoni)
| | - Lucas Borrione
- Department of Psychology, Graduate Center, and Department of Psychology, Hunter College, City University of New York, New York City (Cho, Dennis-Tiwary); Department and Institute of Psychiatry and Service of Interdisciplinary Neuromodulation, Faculty of Medicine, University of São Paulo, São Paulo, Brazil (Razza, Borrione, Brunoni, Sudbrack-Oliveira); Department of Biomedical Engineering, City College of New York, City University of New York, New York City (Bikson); Department of Neurology, Grossman School of Medicine, New York University, New York City (Charvet); Department of Internal Medicine, Faculty of Medicine, University of São Paulo, and University Hospital, University of São Paulo, São Paulo, Brazil (Brunoni)
| | - Marom Bikson
- Department of Psychology, Graduate Center, and Department of Psychology, Hunter College, City University of New York, New York City (Cho, Dennis-Tiwary); Department and Institute of Psychiatry and Service of Interdisciplinary Neuromodulation, Faculty of Medicine, University of São Paulo, São Paulo, Brazil (Razza, Borrione, Brunoni, Sudbrack-Oliveira); Department of Biomedical Engineering, City College of New York, City University of New York, New York City (Bikson); Department of Neurology, Grossman School of Medicine, New York University, New York City (Charvet); Department of Internal Medicine, Faculty of Medicine, University of São Paulo, and University Hospital, University of São Paulo, São Paulo, Brazil (Brunoni)
| | - Leigh Charvet
- Department of Psychology, Graduate Center, and Department of Psychology, Hunter College, City University of New York, New York City (Cho, Dennis-Tiwary); Department and Institute of Psychiatry and Service of Interdisciplinary Neuromodulation, Faculty of Medicine, University of São Paulo, São Paulo, Brazil (Razza, Borrione, Brunoni, Sudbrack-Oliveira); Department of Biomedical Engineering, City College of New York, City University of New York, New York City (Bikson); Department of Neurology, Grossman School of Medicine, New York University, New York City (Charvet); Department of Internal Medicine, Faculty of Medicine, University of São Paulo, and University Hospital, University of São Paulo, São Paulo, Brazil (Brunoni)
| | - Tracy A Dennis-Tiwary
- Department of Psychology, Graduate Center, and Department of Psychology, Hunter College, City University of New York, New York City (Cho, Dennis-Tiwary); Department and Institute of Psychiatry and Service of Interdisciplinary Neuromodulation, Faculty of Medicine, University of São Paulo, São Paulo, Brazil (Razza, Borrione, Brunoni, Sudbrack-Oliveira); Department of Biomedical Engineering, City College of New York, City University of New York, New York City (Bikson); Department of Neurology, Grossman School of Medicine, New York University, New York City (Charvet); Department of Internal Medicine, Faculty of Medicine, University of São Paulo, and University Hospital, University of São Paulo, São Paulo, Brazil (Brunoni)
| | - Andre R Brunoni
- Department of Psychology, Graduate Center, and Department of Psychology, Hunter College, City University of New York, New York City (Cho, Dennis-Tiwary); Department and Institute of Psychiatry and Service of Interdisciplinary Neuromodulation, Faculty of Medicine, University of São Paulo, São Paulo, Brazil (Razza, Borrione, Brunoni, Sudbrack-Oliveira); Department of Biomedical Engineering, City College of New York, City University of New York, New York City (Bikson); Department of Neurology, Grossman School of Medicine, New York University, New York City (Charvet); Department of Internal Medicine, Faculty of Medicine, University of São Paulo, and University Hospital, University of São Paulo, São Paulo, Brazil (Brunoni)
| | - Pedro Sudbrack-Oliveira
- Department of Psychology, Graduate Center, and Department of Psychology, Hunter College, City University of New York, New York City (Cho, Dennis-Tiwary); Department and Institute of Psychiatry and Service of Interdisciplinary Neuromodulation, Faculty of Medicine, University of São Paulo, São Paulo, Brazil (Razza, Borrione, Brunoni, Sudbrack-Oliveira); Department of Biomedical Engineering, City College of New York, City University of New York, New York City (Bikson); Department of Neurology, Grossman School of Medicine, New York University, New York City (Charvet); Department of Internal Medicine, Faculty of Medicine, University of São Paulo, and University Hospital, University of São Paulo, São Paulo, Brazil (Brunoni)
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Jones BDM, Razza LB, Weissman CR, Karbi J, Vine T, Mulsant LS, Brunoni AR, Husain MI, Mulsant BH, Blumberger DM, Daskalakis ZJ. Magnitude of the Placebo Response Across Treatment Modalities Used for Treatment-Resistant Depression in Adults: A Systematic Review and Meta-analysis. JAMA Netw Open 2021; 4:e2125531. [PMID: 34559231 PMCID: PMC8463940 DOI: 10.1001/jamanetworkopen.2021.25531] [Citation(s) in RCA: 42] [Impact Index Per Article: 14.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 01/29/2023] Open
Abstract
IMPORTANCE The placebo effect in depression clinical trials is a substantial factor associated with failure to establish efficacy of novel and repurposed treatments. However, the magnitude of the placebo effect and whether it differs across treatment modalities in treatment-resistant depression (TRD) is unclear. OBJECTIVE To examine the magnitude of the placebo effect in patients with TRD across different treatment modalities and its possible moderators. DATA SOURCES Searches were conducted on MEDLINE, Web of Science, and PsychInfo from inception to June 21, 2021. STUDY SELECTION Randomized clinical trials (RCTs) were included if they recruited patients with TRD and randomized them to a placebo or sham arm and a pharmacotherapy, brain stimulation, or psychotherapy arm. DATA EXTRACTION AND SYNTHESIS Independent reviewers used standard forms for data extraction and quality assessment. Random-effects analyses and standard pairwise meta-analyses were performed. MAIN OUTCOMES AND MEASURES The primary outcome was the Hedges g value for the reported depression scales. Secondary outcomes included moderators assessed via meta-regression and response and remission rates. Heterogeneity was assessed with the I2 test, and publication bias was evaluated using the Egger test and a funnel plot. Cochrane Risk of Bias Tool was used to estimate risks. RESULTS Fifty RCTs were included involving various types of placebo or sham interventions with a total of 3228 participants (mean [SD] age, 45.8 [6.0] years; 1769 [54.8%] female). The pooled placebo effect size for all modalities was large (g = 1.05; 95% CI, 0.91-1.1); the placebo effect size in RCTs of specific treatment modalities did not significantly differ. Similarly, response and remission rates associated with placebo were comparable across modalities. Heterogeneity was large. Three variables were associated with a larger placebo effect size: open-label prospective treatment before double-blind placebo randomization (β = 0.35; 95% CI, 0.11 to 0.59; P = .004), later year of publication (β = 0.03; 95% CI, 0.003 to 0.05; P = .03), and industry-sponsored trials (β = 0.34; 95% CI, 0.09 to 0.58; P = .007). The number of failed interventions was associated with the probability a smaller placebo effect size (β = -0.12; 95% CI, -0.23 to -0.01, P = .03). The Egger test result was not significant for small studies' effects. CONCLUSIONS AND RELEVANCE This analysis may provide a benchmark for past and future clinical RCTs that recruit patients with TRD standardizing an expected placebo effect size.
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Affiliation(s)
- Brett D. M. Jones
- Department of Psychiatry, University of Toronto, Toronto, Ontario, Canada
| | - Lais B. Razza
- Department of Internal Medicine, Faculty of Medicine, University of Sao Paulo, Sao Paulo, Brazil
- Laboratory of Neurosciences, Instituto Nacional de Biomarcadores em Neuropsiquiatria, Department and Institute of Psychiatry, Faculdade de Medicina, University of Sao Paulo, Sao Paulo, Brazil
| | - Cory R. Weissman
- Department of Psychiatry, University of Toronto, Toronto, Ontario, Canada
- Centre for Addiction and Mental Health, Toronto, Ontario, Canada
| | - Jewel Karbi
- Department of Psychiatry, University of Toronto, Toronto, Ontario, Canada
| | - Tya Vine
- Michael G. Degroote School of Medicine, McMaster University, Hamilton, Ontario, Canada
| | | | - Andre R. Brunoni
- Department of Internal Medicine, Faculty of Medicine, University of Sao Paulo, Sao Paulo, Brazil
- Laboratory of Neurosciences, Instituto Nacional de Biomarcadores em Neuropsiquiatria, Department and Institute of Psychiatry, Faculdade de Medicina, University of Sao Paulo, Sao Paulo, Brazil
| | - M. Ishrat Husain
- Department of Psychiatry, University of Toronto, Toronto, Ontario, Canada
- Centre for Addiction and Mental Health, Toronto, Ontario, Canada
| | - Benoit H. Mulsant
- Department of Psychiatry, University of Toronto, Toronto, Ontario, Canada
- Centre for Addiction and Mental Health, Toronto, Ontario, Canada
| | - Daniel M. Blumberger
- Department of Psychiatry, University of Toronto, Toronto, Ontario, Canada
- Centre for Addiction and Mental Health, Toronto, Ontario, Canada
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