1
|
Ahmed I, Mustafaoglu R, Memon AR, Zafeer R, Xiong H, Straudi S, Runge N. Comparative Effectiveness of Noninvasive Brain Stimulation for the Treatment of Pain, Fatigue, and Sleep Quality in Fibromyalgia. A Systematic Review With Network Meta-Analysis. Clin J Pain 2025; 41:e1282. [PMID: 40091857 DOI: 10.1097/ajp.0000000000001282] [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: 07/12/2024] [Accepted: 03/06/2025] [Indexed: 03/19/2025]
Abstract
OBJECTIVES There is tentative evidence to support the analgesic effects of noninvasive brain stimulation (NiBS) in fibromyalgia (FM), but a comprehensive synthesis is lacking. This systematic review with network meta-analysis (NMA) aimed to determine the relative effectiveness of different NiBS techniques, such as transcranial direct current stimulation (tDCS) and repetitive transcranial magnetic stimulation (rTMS) in FM, and to identify the optimal stimulation location and intensity/frequency. METHODS Four databases were searched until July 9, 2023 for randomized trials (RCTs) comparing NiBS in FM. Pain was the primary outcome, while fatigue and sleep were secondary outcomes. A frequentist NMA calculated standardized-mean-differences (SMDs) for pain, with pairwise meta-analysis for fatigue and sleep. Bias was assessed with the Cochrane-risk-of-bias-tool (RoB-2.0), and evidence certainty through confidence-in-NMA. RESULTS Forty-three RCTs with 2120 participants were included. NMA showed that low frequency (LF)-rTMS (SMD: -1.20, 95% CI: -1.82 to -0.58), dual tDCS (SMD: -0.91, 95% CI: -1.82 to -0.58), and high frequency (HF)-rTMS (SMD: -0.58, 95% CI: -1.00 to -0.17) likely results in a reduction in pain intensity at the end of intervention compared with sham stimulation. For stimulation location, right dorsolateral prefrontal cortex (DLPFC)(SMD: -1.42, 95% CI: -2.69 to -0.15), bilateral DLPFC (SMD: -0.94, 95% CI: -1.82 to -0.05), and left primary motor cortex (M1)(SMD: -0.49, 95% CI: -0.85 to -0.14) likely results in reduction in pain intensity at the end of intervention, with DLPFC maintaining effects in short-term. LF-rTMS over DLPFC (SMD: -1.42, 95% CI: -2.69 to -0.15) and HF-rTMS over M1 (SMD: -0.78, 95% CI: -1.39 to -0.18) likely results in the reduction in pain intensity at the end of intervention, with LF-rTMS over right DLPFC maintaining effects in the short term. NiBS appears to be safe and may reduce fatigue and improve sleep quality. DISCUSSION Excitatory stimulation like HF-rTMS over M1 and inhibitory like LF-rTMS over DLPFC may yield better results.
Collapse
Affiliation(s)
- Ishtiaq Ahmed
- Department of Physiotherapy, Pain in Motion International Research Group, Human Physiology and Anatomy
- Department of Movement and Nutrition for Health and Performance, Faculty of Physical Education and Physiotherapy
| | - Rustem Mustafaoglu
- Department of Physiotherapy and Rehabilitation, Faculty of Health Sciences, Istanbul University-Cerrahpasa, Istanbul, Turkey
| | - Aamir R Memon
- Institute for Health and Sport, Victoria University, Melbourne, Australia
| | - Rubab Zafeer
- Gulab Devi Educational Complex, Lahore, Pakistan
| | - Huanyu Xiong
- Department of Physiotherapy, Pain in Motion International Research Group, Human Physiology and Anatomy
| | - Sofia Straudi
- Neuroscience and Rehabilitation Department, Ferrara University, Ferrara, Italy
| | - Nils Runge
- Department of Physiotherapy, Pain in Motion International Research Group, Human Physiology and Anatomy
- Brain, Body and Cognition (BBCO), Faculty of Psychology and Educational Sciences, Vrije Universiteit Brussel (VUB), Brussels
- Department of Rehabilitation Sciences, Musculoskeletal Rehabilitation Research Group, Faculty of Movement and Rehabilitation Sciences, KU Leuven, Belgium
| |
Collapse
|
2
|
Bahadorani N, Khanmohammadi R. Effects of transcranial electrical stimulation of the cerebellum, parietal cortex, anterior cingulate, and motor cortex on postural adaptation. Sci Rep 2025; 15:11966. [PMID: 40199894 PMCID: PMC11978788 DOI: 10.1038/s41598-025-92617-1] [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: 10/08/2024] [Accepted: 03/03/2025] [Indexed: 04/10/2025] Open
Abstract
Several cortical regions, such as the cerebellum, posterior parietal cortex (PPC), anterior cingulate cortex (ACC), and primary motor cortex (M1), play critical roles in postural adaptation. However, studies examining the effects of transcranial direct current stimulation (tDCS) on postural adaptation in healthy individuals are limited and often yield inconsistent findings, making it challenging to draw definitive conclusions. Most research has focused on individual brain regions, leaving a gap in understanding how the cerebellum, PPC, ACC, and M1 differentially contribute to postural adaptation. Identifying the most effective brain regions for postural adaptation could optimize rehabilitation strategies for individuals with postural control impairments. Thus, this study compared the effects of tDCS over these specific brain regions on postural adaptation. This parallel, randomized, double-blinded, controlled trial involved 75 participants, divided into five groups: anodal stimulation of the PPC, cerebellum, M1, ACC, or a sham group. Each group received 20 min of direct current stimulation in a single session. Center of pressure (COP) displacement, path length, velocity, and standard deviation (SD) were measured across three trials in the anteroposterior (AP) direction during standing disturbed using vibrators attached to bilateral Achilles tendons. A repeated measure ANOVA was used to assess within-group effects, while one-way ANOVA compared between-group differences. Between-group analysis did not reveal statistically significant differences during both the vibration and post-vibration phases. Nonetheless, the within-group analysis revealed significant enhancements in postural adaptation for the PPC and cerebellum groups during the vibration phase. Specifically, the PPC group demonstrated significant reductions in COP displacement (P = 0.005), path length (P = 0.018), and SD of COP displacement (P = 0.045) across trials. Similarly, in the cerebellar group, significant improvements were noted in COP displacement (P = 0.044), velocity (P = 0.006), and phase plane (P = 0.016) across trials. In contrast, no significant changes were found in the M1, ACC, or sham groups during either the vibration or post-vibration phases. In conclusion, while intergroup comparisons were not significant, intra-group analysis revealed that PPC and cerebellar stimulation significantly enhanced postural adaptation. Incorporating tDCS over the PPC or cerebellum in postural training programs could improve postural control, potentially reducing fall risk in clinical populations such as older adults or individuals with neurological dysfunction.RCT registration: On the Iranian Registry of Clinical Trials (IRCT20220819055745N1). Registration date: 15/11/2022.
Collapse
Affiliation(s)
- Nastaran Bahadorani
- Physical Therapy Department, Rehabilitation Faculty, Tehran University of Medical Sciences, Tehran, Iran
| | - Roya Khanmohammadi
- Physical Therapy Department, Rehabilitation Faculty, Tehran University of Medical Sciences, Tehran, Iran.
- Physical Therapy Department, Rehabilitation Faculty, Tehran University of Medical Sciences, Tehran, Iran.
| |
Collapse
|
3
|
Lee C, Park J, Fain M, Galvin JE, Park L, Ahn H. Immediate and long-term effects of transcranial direct current stimulation on pain relief in older adults with Alzheimer's disease and related dementias: A pilot study. Geriatr Nurs 2025; 63:138-146. [PMID: 40184901 DOI: 10.1016/j.gerinurse.2025.03.025] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/23/2024] [Revised: 02/27/2025] [Accepted: 03/19/2025] [Indexed: 04/07/2025]
Abstract
We simultaneously assessed the impact of transcranial direct current stimulation (tDCS) on mitigating both self-reported pain and pain behaviors to more objectively explore its effects in older adults with Alzheimer's disease and related dementias. The analysis investigated 40 participants randomly (1:1) subjected to active and sham tDCS for 20 min on 5 consecutive days. Multi-group latent transition analysis enabled the simultaneous evaluation of both pain domains in a single model and analysis of their changes as a function of intervention exposure by modeling the transition probabilities of latent classes and comparing these changes between groups. Two pain categories ("high pain" and "low pain") were identified based on the numeric rating scale and mobilization-observation-behavior-intensity-dementia scale scores. Overall, tDCS demonstrated better effects in helping participants transition to a "low pain" status during and after the intervention (∼3 months) compared with sham stimulation, demonstrating its immediate and enduring effects.
Collapse
Affiliation(s)
- Chiyoung Lee
- The University of Arizona College of Nursing, Tucson, AZ, USA
| | - Juyoung Park
- The University of Arizona College of Nursing, Tucson, AZ, USA.
| | - Mindy Fain
- The University of Arizona College of Medicine, Division of General Internal Medicine, Geriatrics and Palliative Medicine, Tucson, AZ, USA; University of Arizona Center on Aging, Tucson, AZ, USA
| | - James E Galvin
- University of Miami Miller School of Medicine, Department of Neurology, Comprehensive Center for Brain Health, Miami, FL, USA
| | - Lindsey Park
- The University of Arizona College of Nursing, Tucson, AZ, USA
| | - Hyochol Ahn
- The University of Arizona College of Nursing, Tucson, AZ, USA
| |
Collapse
|
4
|
Lord B, Allen JJB, Young S, Sanguinetti JL. Enhancing Equanimity With Noninvasive Brain Stimulation: A Novel Framework for Mindfulness Interventions. BIOLOGICAL PSYCHIATRY. COGNITIVE NEUROSCIENCE AND NEUROIMAGING 2025; 10:384-392. [PMID: 39708953 DOI: 10.1016/j.bpsc.2024.12.005] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/16/2024] [Revised: 12/05/2024] [Accepted: 12/07/2024] [Indexed: 12/23/2024]
Abstract
Mindfulness has gained widespread recognition for its benefits for mental health, cognitive performance, and well-being. However, the multifaceted nature of mindfulness, which encompasses elements such as attentional focus, emotional regulation, and present-moment awareness, complicates its definition and measurement. A key component that may underlie its broad benefits is equanimity-the ability to maintain an open and nonreactive attitude toward all sensory experiences. Empirical research suggests that mindfulness works through a combination of top-down attentional control and bottom-up sensory and emotional processes and that equanimity's role in regulating those bottom-up processes drives the psychological and physiological benefits, making it a promising target for both theoretical and practical exploration. Given these findings, the development of interventions that specifically augment equanimity could improve the impact of mindfulness practices. Research into noninvasive brain stimulation (NIBS) suggests that it is a potential tool for altering neural circuits involved in mindfulness. However, most NIBS studies reported to date have focused on improving cognitive control systems and have left equanimity relatively unexplored. Preliminary findings from focused ultrasound interventions targeting the posterior cingulate cortex suggest that NIBS can directly facilitate equanimity by inhibiting self-referential processing in the default mode network to promote a more present-centered state of awareness. Future research should prioritize the integration of NIBS with well-defined mindfulness training protocols, focusing on equanimity as a core target. This approach could provide a novel framework for advancing both contemplative neuroscience and clinical applications, offering new insights into the mechanisms of mindfulness and refining NIBS methodologies to support individualized, precision wellness interventions.
Collapse
Affiliation(s)
- Brian Lord
- Center for Consciousness Studies, Science Enhanced Mindful Awareness Lab, University of Arizona, Tuscon, Arizona; Department of Psychology, University of Arizona, Tuscon, Arizona.
| | - John J B Allen
- Center for Consciousness Studies, Science Enhanced Mindful Awareness Lab, University of Arizona, Tuscon, Arizona; Department of Psychology, University of Arizona, Tuscon, Arizona
| | - Shinzen Young
- Center for Consciousness Studies, Science Enhanced Mindful Awareness Lab, University of Arizona, Tuscon, Arizona; Sanmai Technologies, PBC, Sunnyvale, California
| | - Joseph L Sanguinetti
- Center for Consciousness Studies, Science Enhanced Mindful Awareness Lab, University of Arizona, Tuscon, Arizona; Sanmai Technologies, PBC, Sunnyvale, California
| |
Collapse
|
5
|
Parlikar R, Boopathy P, Pathak H, Damodaran D, Selvaraj S, Chhabra H, Nayok SB, Thimmashetty VH, Bose A, Agarwal SM, Shivakumar V, Sreeraj VS, Narayanaswamy JC, Venkatasubramanian G. Boosting and maintaining the response to transcranial direct current stimulation (tDCS) in schizophrenia with persistent hallucinations: A retrospective exploratory study from a naturalistic clinical cohort. Asian J Psychiatr 2025; 107:104457. [PMID: 40154038 DOI: 10.1016/j.ajp.2025.104457] [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: 12/30/2024] [Revised: 03/10/2025] [Accepted: 03/18/2025] [Indexed: 04/01/2025]
Abstract
BACKGROUND Transcranial direct current stimulation (tDCS) may help to alleviate persistent auditory hallucinations (AH) in schizophrenia, though its effects vary. This study examines the effectiveness, replicability and tolerance of booster and maintenance tDCS courses administered to patients with schizophrenia in a naturalistic clinical setting after an initial tDCS course. METHODS Thirty-three patients received booster course(s) (after symptom relapse) and/or maintenance courses (to prevent relapse) following an initial course of 2-15 days. Linear mixed-effect (LME) model and intra-class correlation (ICC) evaluated the differences and consistency of percentage improvement in AH across the initial and booster courses. The duration between the initial and the first booster course served as a proxy for time to relapse, with its relationship to clinical and demographic measures analyzed using Pearson's correlation. RESULTS The booster course was safely administered in 33 patients, 22 weeks after the initial course. AH improved significantly in 20 patients. The improvement percentages for the initial (43.6 %) and the booster courses (29.3 %) had an ICC of 0.711 (95 %CI:0.372-0.868, p < 0.001), suggesting moderate replicability of effects. The LME model revealed that course type and number of tDCS sessions significantly influenced improvement. Maintenance tDCS was administered in 5 patients at 1-4 week intervals, with 2 maintaining improvement. CONCLUSION This study offers insights into the likely duration of initial tDCS effects and highlights the utility of booster courses for individuals who responded to the initial treatment. The study suggests the possibility of using maintenance tDCS in patients who have responded to the initial or booster treatments.
Collapse
Affiliation(s)
- Rujuta Parlikar
- WISER Neuromodulation Program, InSTAR Clinic, Department of Psychiatry, National Institute of Mental Health and Neuro Sciences (NIMHANS), Bengaluru, India; McLean Hospital, Belmont, MA, United States; Harvard Medical School, Boston, MA, United States
| | - Priyavarshini Boopathy
- WISER Neuromodulation Program, InSTAR Clinic, Department of Psychiatry, National Institute of Mental Health and Neuro Sciences (NIMHANS), Bengaluru, India
| | - Harsh Pathak
- WISER Neuromodulation Program, InSTAR Clinic, Department of Psychiatry, National Institute of Mental Health and Neuro Sciences (NIMHANS), Bengaluru, India
| | - Dinakaran Damodaran
- WISER Neuromodulation Program, InSTAR Clinic, Department of Psychiatry, National Institute of Mental Health and Neuro Sciences (NIMHANS), Bengaluru, India; Department of Psychosocial Support in Disaster Management, National Institute of Mental Health and Neuro Sciences (NIMHANS), Bengaluru, India
| | - Sowmya Selvaraj
- WISER Neuromodulation Program, InSTAR Clinic, Department of Psychiatry, National Institute of Mental Health and Neuro Sciences (NIMHANS), Bengaluru, India
| | - Harleen Chhabra
- WISER Neuromodulation Program, InSTAR Clinic, Department of Psychiatry, National Institute of Mental Health and Neuro Sciences (NIMHANS), Bengaluru, India; Department of Psychology and Neurosciences, Leibniz-Institut für Arbeitsforchung an der TU Dortmund, Germany
| | - Swarna Buddha Nayok
- WISER Neuromodulation Program, InSTAR Clinic, Department of Psychiatry, National Institute of Mental Health and Neuro Sciences (NIMHANS), Bengaluru, India
| | - Vani Holebasavanahalli Thimmashetty
- WISER Neuromodulation Program, InSTAR Clinic, Department of Psychiatry, National Institute of Mental Health and Neuro Sciences (NIMHANS), Bengaluru, India
| | - Anushree Bose
- WISER Neuromodulation Program, InSTAR Clinic, Department of Psychiatry, National Institute of Mental Health and Neuro Sciences (NIMHANS), Bengaluru, India
| | - Sri Mahavir Agarwal
- WISER Neuromodulation Program, InSTAR Clinic, Department of Psychiatry, National Institute of Mental Health and Neuro Sciences (NIMHANS), Bengaluru, India; Schizophrenia Division, Centre for Addiction and Mental Health (CAMH), Toronto, Canada; Department of Psychiatry, University of Toronto, Toronto, Canada
| | - Venkataram Shivakumar
- WISER Neuromodulation Program, InSTAR Clinic, Department of Psychiatry, National Institute of Mental Health and Neuro Sciences (NIMHANS), Bengaluru, India; Department of Integrative Medicine, National Institute of Mental Health and Neuro Sciences (NIMHANS), Bengaluru, India
| | - Vanteemar S Sreeraj
- WISER Neuromodulation Program, InSTAR Clinic, Department of Psychiatry, National Institute of Mental Health and Neuro Sciences (NIMHANS), Bengaluru, India.
| | - Janardhanan C Narayanaswamy
- WISER Neuromodulation Program, InSTAR Clinic, Department of Psychiatry, National Institute of Mental Health and Neuro Sciences (NIMHANS), Bengaluru, India; Institute for Mental and Physical Health and Clinical Translation (IMPACT), School of Medicine, Deakin University, Australia
| | - Ganesan Venkatasubramanian
- WISER Neuromodulation Program, InSTAR Clinic, Department of Psychiatry, National Institute of Mental Health and Neuro Sciences (NIMHANS), Bengaluru, India
| |
Collapse
|
6
|
Lee C, Park J, Kwoh CK, Fain M, Park L, Ahn H. Home-Based, Remotely Supervised Transcranial Direct Current Stimulation Improves the Overall Pain Experience of Older Adults With Knee Osteoarthritis. Pain Res Manag 2025; 2025:1783171. [PMID: 40040747 PMCID: PMC11876529 DOI: 10.1155/prm/1783171] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/12/2024] [Accepted: 01/28/2025] [Indexed: 03/06/2025]
Abstract
Objective: Chronic pain in knee osteoarthritis (OA) is a multidimensional phenomenon requiring thorough assessment and appropriate treatment. We assessed the impact of home-based, remotely supervised transcranial direct current stimulation (tDCS) on the overall pain experience of older adults with knee OA by simultaneously examining its effects on multiple pain domains-pain intensity, pain interference, and pain catastrophizing-using multigroup latent transition analysis (LTA). Methods: This secondary analysis of a randomized clinical trial involved 120 participants with knee OA pain, randomly assigned in a 1:1 ratio to receive 15 daily sessions of 2-mA tDCS or sham tDCS (20 min per session) over three weeks, with real-time remote supervision. Pain intensity was measured using the Numeric Rating Scale (NRS) and the pain subscale of the Western Ontario and McMaster Universities Osteoarthritis (WOMAC) Index. Pain interference was measured using the WOMAC functional scale. Pain catastrophizing was assessed using the Pain Catastrophizing Scale (PCS). All the measures were assessed at baseline and at the end of each week (weeks 1, 2, and 3), after the participants had completed five tDCS sessions per week. Multigroup LTA enabled the simultaneous measurement of multiple pain domains and analysis of their changes as a function of intervention exposure by modeling the transition probabilities of latent classes and comparing these changes between the groups. Results: Based on the NRS, WOMAC, and PCS scores, three latent categories were identified: "high pain (all scores high)," "moderate pain (all scores moderate)," and "low pain (all scores low)." Active group participants with "moderate pain" at baseline had a 24.2% probability of transitioning to "low pain" after Week 1, whereas sham group participants remained stagnant during this interval. Notably, 37.6% of active group participants with "high pain" at Week 1 transitioned to "moderate pain," while 35.8% of those with "moderate pain" at Week 1 transitioned to "low pain" by Week 2 (after an additional five sessions). Nevertheless, no noticeable changes were observed in the sham group during this period. No pronounced intervention effects were noted by Week 3. Conclusions: Simultaneously modeling pain-related measures enriches our understanding of the efficacy of tDCS in improving the overall pain experience among older adults with knee OA. Trial Registration: ClinicalTrials.gov identifier: NCT04016272.
Collapse
Affiliation(s)
- Chiyoung Lee
- The University of Arizona College of Nursing, Tucson, Arizona, USA
- The University of Arizona Arthritis Center, Tucson, Arizona, USA
| | - Juyoung Park
- The University of Arizona College of Nursing, Tucson, Arizona, USA
| | - C. Kent Kwoh
- The University of Arizona Arthritis Center, Tucson, Arizona, USA
- Division of Rheumatology, The University of Arizona College of Medicine, Tucson, Arizona, USA
| | - Mindy Fain
- Division of General Internal Medicine, Geriatrics and Palliative Medicine, The University of Arizona College of Medicine, Tucson, Arizona, USA
- The University of Arizona Center of Aging, Tucson, Arizona, USA
| | - Lindsey Park
- The University of Arizona College of Nursing, Tucson, Arizona, USA
| | - Hyochol Ahn
- The University of Arizona College of Nursing, Tucson, Arizona, USA
| |
Collapse
|
7
|
Rezaei S, Khanmohammadi R. Comparison of short- and long-term effects of neurofeedback and transcranial electrical stimulation on the motor learning in healthy adults. Behav Brain Res 2025; 476:115263. [PMID: 39307285 DOI: 10.1016/j.bbr.2024.115263] [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: 04/21/2024] [Revised: 08/30/2024] [Accepted: 09/18/2024] [Indexed: 09/26/2024]
Abstract
Researchers are exploring non-invasive neuromodulation techniques like transcranial direct current stimulation (tDCS) and neurofeedback (NFB) for enhancing motor learning. While tDCS modulates brain excitability using exogenous electric fields, NFB is an endogenous brain stimulation technique that enables individuals to regulate brain excitability in a closed-loop system. Despite their differing mechanisms, a direct comparison of their effects on motor learning is lacking. This study aimed to compare tDCS and NFB on online learning, short-term offline learning, and long-term offline learning in healthy participants, seeking to identify the most effective method for motor learning enhancement. In this parallel, randomized, single-blinded, controlled trial, 100 healthy participants were randomly assigned to one of five groups: real tDCS, sham tDCS, real NFB, sham NFB, and passive control. Primary outcomes included normalized reaction time (NRT), normalized response accuracy (NRA), and normalized skill index (NSI), measured through a serial reaction time task. Secondary outcomes involved physical and mental fatigue, assessed using a visual analog scale. The study involved 14 blocks of 80 trials each. Online learning was assessed by changes in NRT, NRA, and NSI between Block 3 and Block 9. Short-term and long-term offline learning were evaluated by changes in these measures between Block 9 and Block 11, and between Block 9 and Block 13, respectively. RESULTS: showed a significant decrease in NRA in the sham tDCS and passive control groups from block 3-9, with no changes in other groups. NRT significantly decreased in all intervention groups from block 9-11, with no change in the control group. The NSI significantly increased across all intervention groups between blocks 9 and 11, with large to very large effect sizes, while the passive control group saw a medium effect size increase. Furthermore, NRA significantly increased in the real NFB and real tDCS groups from block 9 to block 13. NRT also significantly decreased in all intervention groups when comparing block 13 to block 9, while the passive control group showed no significant changes. Notably, the reduction in NRT from block 9 to block 13 was significantly greater in the real tDCS group than in the control group, with a mean difference of 0.087 (95 % CI: 0.004-0.169, p = 0.031). Additionally, NSI significantly increased in all intervention groups except the control group from block 9 to block 13. In conclusion, neither NFB nor tDCS had a significant positive impact on online learning. However, both real and sham versions of tDCS and NFB resulted in notable improvements in short-term offline learning. The difference in improvement between NFB and tDCS, as well as between real and sham interventions, was not statistically significant, suggesting that the placebo effect may play a significant role in enhancing short-term offline learning. For long-term offline learning, both brain stimulation methods, particularly tDCS, showed positive effects, although the placebo effect also appeared to contribute.
Collapse
Affiliation(s)
- Sara Rezaei
- Physical Therapy Department, Tehran University of Medical Sciences, Tehran, Iran
| | - Roya Khanmohammadi
- Physical Therapy Department, Tehran University of Medical Sciences, Tehran, Iran.
| |
Collapse
|
8
|
Dehghani A, Bango C, Murphy EK, Halter RJ, Wager TD. Independent effects of transcranial direct current stimulation and social influence on pain. Pain 2025; 166:87-98. [PMID: 39167466 PMCID: PMC11649493 DOI: 10.1097/j.pain.0000000000003338] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/10/2023] [Accepted: 05/28/2024] [Indexed: 08/23/2024]
Abstract
ABSTRACT Transcranial direct current stimulation (tDCS) is a noninvasive neuromodulatory technique with the potential to provide pain relief. However, tDCS effects on pain are variable across existing studies, possibly related to differences in stimulation protocols and expectancy effects. We investigated the independent and joint effects of contralateral motor cortex tDCS (anodal vs cathodal) and socially induced expectations (analgesia vs hyperalgesia) about tDCS on thermal pain. We employed a double-blind, randomized 2 × 2 factorial cross-over design, with 5 sessions per participant on separate days. After calibration in Session 1, Sessions 2 to 5 crossed anodal or cathodal tDCS (20 minutes 2 mA) with socially induced analgesic or hyperalgesic expectations, with 6 to 7 days between the sessions. The social manipulation involved videos of previous "participants" (confederates) describing tDCS as inducing a low-pain state ("analgesic expectancy") or hypersensitivity to sensation ("hyperalgesic expectancy"). Anodal tDCS reduced pain compared with cathodal stimulation (F(1,19.9) = 19.53, P < 0.001, Cohen d = 0.86) and analgesic expectancy reduced pain compared with hyperalgesic expectancy (F(1,19.8) = 5.62, P = 0.027, Cohen d = 0.56). There was no significant interaction between tDCS and social expectations. Effects of social suggestions were related to expectations, whereas tDCS effects were unrelated to expectancies. The observed additive effects provide novel evidence that tDCS and socially induced expectations operate through independent processes. They extend clinical tDCS studies by showing tDCS effects on controlled nociceptive pain independent of expectancy effects. In addition, they show that social suggestions about neurostimulation effects can elicit potent placebo effects.
Collapse
Affiliation(s)
- Amin Dehghani
- Department of Psychological and Brain Sciences, Dartmouth College, Hanover, NH, USA
| | - Carmen Bango
- Department of Psychological and Brain Sciences, Dartmouth College, Hanover, NH, USA
| | - Ethan K. Murphy
- Thayer School of Engineering and Geisel School of Medicine, Dartmouth College, Hanover, NH, USA
| | - Ryan J. Halter
- Thayer School of Engineering and Geisel School of Medicine, Dartmouth College, Hanover, NH, USA
| | - Tor D. Wager
- Department of Psychological and Brain Sciences, Dartmouth College, Hanover, NH, USA
| |
Collapse
|
9
|
Proulx-Bégin L, Jodoin M, Brazeau D, Herrero Babiloni A, Provost C, Rouleau DM, Arbour C, De Beaumont L. Does a Prolonged Sham Theta Burst Stimulation Intervention Regimen Outperform Standard Care in Terms of Functional Recovery and Pain Relief After an Upper Limb Fracture? BIOPSYCHOSOCIAL SCIENCE AND MEDICINE 2025; 87:84-92. [PMID: 39701573 DOI: 10.1097/psy.0000000000001355] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/21/2024]
Abstract
OBJECTIVE In a recent sham-controlled 13-session prolonged continuous theta burst stimulation intervention protocol, recovery from upper limb fracture at both 1 and 3 months was better than anticipated in patients assigned to the sham intervention group. To determine whether potential placebo effect and close patient monitoring affected recovery, the current study aimed to compare clinical outcomes between sham-treated participants who also received standard care with similarly injured patients who only received standard care. METHODS Twenty participants with isolated upper limb fractures from the sham group were seen 13 times post-fracture (1 baseline session, 10 treatments, and 2 follow-ups [1 and 3 months]) over 3 months. They completed the self-reported Disabilities of Arm, Shoulder, and Hand (DASH) questionnaire and the Numerical Rating Scale for pain assessment at 1 and 3 months post-fracture. Two control groups were recruited: 43 participants at 1 month post-fracture and another 40 participants at 3 months post-fracture. These control groups completed the same questionnaires online, without any lab visits. RESULTS At 1 month, patients from the sham group reported significantly less functional impairments on the DASH (p = .010). At 3 months, significantly more patients from the control group reported functional limitations (72.5% versus sham's 40%, p = .015). CONCLUSIONS Although preliminary, these findings suggest clinically significant beneficial effects of the sham intervention over the standard care groups. This positive sham intervention effect may be attributed to a placebo response that includes the placebo effect associated with sham rTMS, but also the impact of various factors such as the close monitoring of the injury.
Collapse
Affiliation(s)
- Léa Proulx-Bégin
- From the Department of Psychology, Université de Montréal (Proulx-Bégin, Brazeau); Hôpital du Sacré-Cœur de Montréal (CIUSSS du Nord de-l'Île-de-Montréal) (Proulx-Bégin, Jodoin, Brazeau, Babiloni, Provost, Rouleau, Arbour, De Beaumont); Division of Experimental Medicine, McGill University (Herrero Babiloni); Faculty of Nursing, Université de Montréal (Arbour); and Department of Surgery, Université de Montréal (Rouleau, De Beaumont), Montréal, Québec, Canada
| | | | | | | | | | | | | | | |
Collapse
|
10
|
Moshayedi AJ, Mokhtari T, Emadi Andani M. Brain Stimulation Techniques in Research and Clinical Practice: A Comprehensive Review of Applications and Therapeutic Potential in Parkinson's Disease. Brain Sci 2024; 15:20. [PMID: 39851388 PMCID: PMC11763832 DOI: 10.3390/brainsci15010020] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/14/2024] [Revised: 12/24/2024] [Accepted: 12/26/2024] [Indexed: 01/26/2025] Open
Abstract
Parkinson's Disease (PD) is a progressive neurodegenerative disorder characterized by a range of motor and non-motor symptoms (NMSs) that significantly impact patients' quality of life. This review aims to synthesize the current literature on the application of brain stimulation techniques, including non-invasive methods such as transcranial magnetic stimulation (TMS), transcranial electrical stimulation (tES), transcranial focused ultrasound stimulation (tFUS), and transcutaneous vagus nerve stimulation (tVNS), as well as invasive approaches like deep brain stimulation (DBS). We explore the efficacy and safety profiles of these techniques in alleviating both motor impairments, such as bradykinesia and rigidity, and non-motor symptoms, including cognitive decline, depression, and impulse control disorders. Current findings indicate that while non-invasive techniques present a favorable safety profile and are effective for milder symptoms, invasive methods like DBS provide significant relief for severe cases that are unresponsive to other treatments. Future research is needed to optimize stimulation parameters, establish robust clinical protocols, and expand the application of these technologies across various stages of PD. This review underscores the potential of brain stimulation as a vital therapeutic tool in managing PD, paving the way for enhanced treatment strategies and improved patient outcomes.
Collapse
Affiliation(s)
- Ata Jahangir Moshayedi
- School of Information Engineering, Jiangxi University of Science and Technology, Ganzhou 341000, China;
| | - Tahmineh Mokhtari
- Department of Entomology and Nematology, UCD Comprehensive Cancer Center, University of California, Davis, CA 95616, USA;
| | - Mehran Emadi Andani
- Department of Neurosciences, Biomedicine and Movement Sciences, University of Verona, Via Casorati, 37131 Verona, Italy
| |
Collapse
|
11
|
Eliason M, Kalbande PP, Saleem GT. Is non-invasive neuromodulation a viable technique to improve neuroplasticity in individuals with acquired brain injury? A review. Front Hum Neurosci 2024; 18:1341707. [PMID: 39296918 PMCID: PMC11408216 DOI: 10.3389/fnhum.2024.1341707] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/20/2023] [Accepted: 07/22/2024] [Indexed: 09/21/2024] Open
Abstract
Objective This study aimed to explore and evaluate the efficacy of non-invasive brain stimulation (NIBS) as a standalone or coupled intervention and understand its mechanisms to produce positive alterations in neuroplasticity and behavioral outcomes after acquired brain injury (ABI). Data sources Cochrane Library, Web of Science, PubMed, and Google Scholar databases were searched from January 2013 to January 2024. Study selection Using the PICO framework, transcranial magnetic stimulation (TMS) and transcranial direct current stimulation (tDCS) randomized controlled trials (RCTs), retrospective, pilot, open-label, and observational large group and single-participant case studies were included. Two authors reviewed articles according to pre-established inclusion criteria. Data extraction Data related to participant and intervention characteristics, mechanisms of change, methods, and outcomes were extracted by two authors. The two authors performed quality assessments using SORT. Results Twenty-two studies involving 657 participants diagnosed with ABIs were included. Two studies reported that NIBS was ineffective in producing positive alterations or behavioral outcomes. Twenty studies reported at least one, or a combination of, positively altered neuroplasticity and improved neuropsychological, neuropsychiatric, motor, or somatic symptoms. Twenty-eight current articles between 2020 and 2024 have been studied to elucidate potential mechanisms of change related to NIBS and other mediating or confounding variables. Discussion tDCS and TMS may be efficacious as standalone interventions or coupled with neurorehabilitation therapies to positively alter maladaptive brain physiology and improve behavioral symptomology resulting from ABI. Based on postintervention and follow-up results, evidence suggests NIBS may offer a direct or mediatory contribution to improving behavioral outcomes post-ABI. Conclusion More research is needed to better understand the extent of rTMS and tDCS application in affecting changes in symptoms after ABI.
Collapse
Affiliation(s)
- Michelle Eliason
- Rehabilitation Science Department, University at Buffalo, Buffalo, NY, United States
| | | | - Ghazala T Saleem
- Rehabilitation Science Department, University at Buffalo, Buffalo, NY, United States
| |
Collapse
|
12
|
Răducan-Florea IV, Leaşu FG, Dinu EA, Rogozea LM. The Nocebo Effect: A Bias in Clinical Practice-An Ethical Approach. Am J Ther 2024; 31:e541-e549. [PMID: 38557480 DOI: 10.1097/mjt.0000000000001730] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 04/04/2024]
Abstract
BACKGROUND The nocebo effect is often disregarded in medical practice and is certainly much less known than the placebo effect, although, in reality, both can influence therapeutic decision making and the quality of life of patients. However, the nocebo effect raises a number of issues not only of a practical nature related to clinical activity but also ethical dilemmas related to the observance of the patient's autonomy, nonmaleficence, or informed consent and the information on which it is based. AREAS OF UNCERTAINTY The ethical dilemmas raised by the nocebo effect revolve around how informed consent can be achieved, the accuracy and volume of information that is transmitted to the patient, and how to report negative side effects of therapeutic treatment. DATA SOURCES In September 2023, a narrative analysis of the literature was conducted using a combination of keywords such as nocebo, placebo, ethics, therapeutic relationship from PubMed, Scopus, Google Scholar, and so on, as well as from official documents developed at an international level (World Health Organization), for a period of 10 years (2012-2021). RESULTS Analyzing the articles that remarked upon the significant impact of ethics in nocebo research or in the therapeutic relationship, we can state that the existence of several relevant issues of interest have been detected regarding the ethical use of nocebo and its impact in research or in clinics and thus the need for proper knowledge and management of the impact of nocebo effects. The ethical paradox of obtaining informed consent with the 2 goals, first, the need for complete information and second, the preservation of the autonomy of the patient, respectively, that of "primum non-nocere" and of avoiding unnecessary harm by revealing probable adverse effects is a point of interest for numerous studies. The potential for a nocebo effect is present when we inform patients about the risks and benefits of treatment, there being a clear link between the moral and ethical duty to inform patients and the need to avoid situations that increase the nocebo impact on how the disease or the adverse effects of the treatment are perceived. Adapting information about the side effects of medicines should focus on ensuring a balance between transparency and caution, especially in patients with a high potential for nocebo effect. CONCLUSIONS The nocebo effect had for a long time been unknown or denied, although it can interfere with the results of the treatment used. As the nocebo phenomenon becomes increasingly known in medical practice, the clinical and ethical implications are identified by medical staff, and nocebo's adverse responses are no longer ignored.
Collapse
Affiliation(s)
| | - Florin G Leaşu
- Basic, Preventive and Clinical Sciences Department, Transilvania University, Brasov, Romania
| | - Eleonora A Dinu
- Basic, Preventive and Clinical Sciences Department, Transilvania University, Brasov, Romania
| | - Liliana M Rogozea
- Basic, Preventive and Clinical Sciences Department, Transilvania University, Brasov, Romania
| |
Collapse
|
13
|
Ramasawmy P, Gamboa Arana OL, Mai TT, Heim LC, Schumann SE, Fechner E, Jiang Y, Moschner O, Chakalov I, Bähr M, Petzke F, Antal A. No add-on therapeutic benefit of at-home anodal tDCS of the primary motor cortex to mindfulness meditation in patients with fibromyalgia. Clin Neurophysiol 2024; 164:168-179. [PMID: 38901112 DOI: 10.1016/j.clinph.2024.05.018] [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: 03/27/2024] [Revised: 05/25/2024] [Accepted: 05/28/2024] [Indexed: 06/22/2024]
Abstract
OBJECTIVE This study investigated the efficacy of combining at-home anodal transcranial direct current stimulation (tDCS) of the left primary motor cortex (M1) with mindfulness meditation (MM) in fibromyalgia patients trained in mindfulness. METHODS Thirty-seven patients were allocated to receive ten daily sessions of MM paired with either anodal or sham tDCS over the primary motor cortex. Primary outcomes were pain intensity and quality of life. Secondary outcomes were psychological impairment, sleep quality, mood, affective pain, mindfulness level, and transcranial magnetic stimulation (TMS) measures of cortical excitability. Outcomes were analyzed pre- and post-treatment, with a one-month follow-up. RESULTS We found post-tDCS improvement in all clinical outcomes, including mindfulness level, except for positive affect and stress, in both groups without significant difference between active and sham conditions. No significant group*time interaction was found for all clinical and TMS outcomes. CONCLUSIONS Our findings demonstrate no synergistic or add-on efffect of anodal tDCS of the left M1 compared to the proper effect of MM in patients with fibromyalgia. SIGNIFICANCE Our findings challenge the potential of combining anodal tDCS of the left M1 and MM in fibromyalgia.
Collapse
Affiliation(s)
- Perianen Ramasawmy
- Department of Neurology, University Medical Center Göttingen, Georg-August University, Göttingen, Germany.
| | | | - Thuy Tien Mai
- Department of Neurology, University Medical Center Göttingen, Georg-August University, Göttingen, Germany
| | - Luise Charlotte Heim
- Department of Neurology, University Medical Center Göttingen, Georg-August University, Göttingen, Germany
| | - Samuel Enrico Schumann
- Department of Neurology, University Medical Center Göttingen, Georg-August University, Göttingen, Germany
| | - Elisabeth Fechner
- Department of Neurology, University Medical Center Göttingen, Georg-August University, Göttingen, Germany
| | - Yong Jiang
- Department of Neurology, University Medical Center Göttingen, Georg-August University, Göttingen, Germany
| | - Oscar Moschner
- Institute of Computer and Communication Technology, Technische Hochschule Köln, Köln, Germany
| | - Ivan Chakalov
- Department of Neurology, University Medical Center Göttingen, Georg-August University, Göttingen, Germany; Department of Anesthesiology, University Medical Center Göttingen, Georg-August University, Göttingen, Germany
| | - Mathias Bähr
- Department of Neurology, University Medical Center Göttingen, Georg-August University, Göttingen, Germany
| | - Frank Petzke
- Department of Anesthesiology, University Medical Center Göttingen, Georg-August University, Göttingen, Germany
| | - Andrea Antal
- Department of Neurology, University Medical Center Göttingen, Georg-August University, Göttingen, Germany
| |
Collapse
|
14
|
Millard SK, Speis DB, Skippen P, Chiang AKI, Chang WJ, Lin AJ, Furman AJ, Mazaheri A, Seminowicz DA, Schabrun SM. Can non-invasive brain stimulation modulate peak alpha frequency in the human brain? A systematic review and meta-analysis. Eur J Neurosci 2024; 60:4182-4200. [PMID: 38779808 DOI: 10.1111/ejn.16424] [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: 11/13/2023] [Revised: 04/18/2024] [Accepted: 05/06/2024] [Indexed: 05/25/2024]
Abstract
Peak alpha frequency (PAF), the dominant oscillatory frequency within the alpha range (8-12 Hz), is associated with cognitive function and several neurological conditions, including chronic pain. Manipulating PAF could offer valuable insight into the relationship between PAF and various functions and conditions, potentially providing new treatment avenues. This systematic review aimed to comprehensively synthesise effects of non-invasive brain stimulation (NIBS) on PAF speed. Relevant studies assessing PAF pre- and post-NIBS in healthy adults were identified through systematic searches of electronic databases (Embase, PubMed, PsychINFO, Scopus, The Cochrane Library) and trial registers. The Cochrane risk-of-bias tool was employed for assessing study quality. Quantitative analysis was conducted through pairwise meta-analysis when possible; otherwise, qualitative synthesis was performed. The review protocol was registered with PROSPERO (CRD42020190512) and the Open Science Framework (https://osf.io/2yaxz/). Eleven NIBS studies were included, all with a low risk-of-bias, comprising seven transcranial alternating current stimulation (tACS), three repetitive transcranial magnetic stimulation (rTMS), and one transcranial direct current stimulation (tDCS) study. Meta-analysis of active tACS conditions (eight conditions from five studies) revealed no significant effects on PAF (mean difference [MD] = -0.12, 95% CI = -0.32 to 0.08, p = 0.24). Qualitative synthesis provided no evidence that tDCS altered PAF and moderate evidence for transient increases in PAF with 10 Hz rTMS. However, it is crucial to note that small sample sizes were used, there was substantial variation in stimulation protocols, and most studies did not specifically target PAF alteration. Further studies are needed to determine NIBS's potential for modulating PAF.
Collapse
Affiliation(s)
- Samantha K Millard
- Faculty of Medicine, Wallace Wurth Building, University of New South Wales (UNSW), Kensington, NSW, Australia
- Centre for Pain IMPACT, Neuroscience Research Australia (NeuRA), Sydney, NSW, Australia
| | - Darrah B Speis
- Department of Neural and Pain Sciences, University of Maryland School of Dentistry, Baltimore, MD, USA
- Center to Advance Chronic Pain Research, University of Maryland Baltimore, Baltimore, MD, USA
| | - Patrick Skippen
- Centre for Pain IMPACT, Neuroscience Research Australia (NeuRA), Sydney, NSW, Australia
- Hunter Medical Research Institute, Newcastle, NSW, Australia
- School of Medicine and Public Health, College of Health, Medicine and Wellbeing, University of Newcastle, Callaghan, NSW, Australia
| | - Alan K I Chiang
- Faculty of Medicine, Wallace Wurth Building, University of New South Wales (UNSW), Kensington, NSW, Australia
- Centre for Pain IMPACT, Neuroscience Research Australia (NeuRA), Sydney, NSW, Australia
| | - Wei-Ju Chang
- Centre for Pain IMPACT, Neuroscience Research Australia (NeuRA), Sydney, NSW, Australia
- School of Health Science, College of Health, Medicine and Wellbeing, University of Newcastle, Callaghan, NSW, Australia
| | - Andrew J Lin
- Centre for Pain IMPACT, Neuroscience Research Australia (NeuRA), Sydney, NSW, Australia
| | - Andrew J Furman
- Department of Neural and Pain Sciences, University of Maryland School of Dentistry, Baltimore, MD, USA
- Center to Advance Chronic Pain Research, University of Maryland Baltimore, Baltimore, MD, USA
- Department of Radiology and Nuclear Medicine, University of Maryland School of Medicine, Baltimore, MD, USA
| | - Ali Mazaheri
- School of Psychology, University of Birmingham, Birmingham, UK
- Centre for Human Brain Health (CHBH), University of Birmingham, Birmingham, UK
| | - David A Seminowicz
- Centre for Pain IMPACT, Neuroscience Research Australia (NeuRA), Sydney, NSW, Australia
- Department of Neural and Pain Sciences, University of Maryland School of Dentistry, Baltimore, MD, USA
- Center to Advance Chronic Pain Research, University of Maryland Baltimore, Baltimore, MD, USA
- Department of Medical Biophysics, Schulich School of Medicine & Dentistry, University of Western Ontario, London, Ontario, Canada
| | - Siobhan M Schabrun
- Centre for Pain IMPACT, Neuroscience Research Australia (NeuRA), Sydney, NSW, Australia
- School of Physical Therapy, University of Western Ontario, London, Ontario, Canada
- The Gray Centre for Mobility and Activity, Parkwood Institute, London, Ontario, Canada
| |
Collapse
|
15
|
Fassi L, Hochman S, Daskalakis ZJ, Blumberger DM, Cohen Kadosh R. The importance of individual beliefs in assessing treatment efficacy. eLife 2024; 12:RP88889. [PMID: 38547008 PMCID: PMC10977967 DOI: 10.7554/elife.88889] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 04/02/2024] Open
Abstract
In recent years, there has been debate about the effectiveness of treatments from different fields, such as neurostimulation, neurofeedback, brain training, and pharmacotherapy. This debate has been fuelled by contradictory and nuanced experimental findings. Notably, the effectiveness of a given treatment is commonly evaluated by comparing the effect of the active treatment versus the placebo on human health and/or behaviour. However, this approach neglects the individual's subjective experience of the type of treatment she or he received in establishing treatment efficacy. Here, we show that individual differences in subjective treatment - the thought of receiving the active or placebo condition during an experiment - can explain variability in outcomes better than the actual treatment. We analysed four independent datasets (N = 387 participants), including clinical patients and healthy adults from different age groups who were exposed to different neurostimulation treatments (transcranial magnetic stimulation: Studies 1 and 2; transcranial direct current stimulation: Studies 3 and 4). Our findings show that the inclusion of subjective treatment can provide a better model fit either alone or in interaction with objective treatment (defined as the condition to which participants are assigned in the experiment). These results demonstrate the significant contribution of subjective experience in explaining the variability of clinical, cognitive, and behavioural outcomes. We advocate for existing and future studies in clinical and non-clinical research to start accounting for participants' subjective beliefs and their interplay with objective treatment when assessing the efficacy of treatments. This approach will be crucial in providing a more accurate estimation of the treatment effect and its source, allowing the development of effective and reproducible interventions.
Collapse
Affiliation(s)
- Luisa Fassi
- MRC Cognition and Brain Sciences Unit, University of CambridgeCambridgeUnited Kingdom
- Department of Psychiatry, University of CambridgeCambridgeUnited Kingdom
- Department of Experimental Psychology, University of OxfordOxfordUnited Kingdom
| | - Shachar Hochman
- School of Psychology, University of SurreySurreyUnited Kingdom
| | - Zafiris J Daskalakis
- Department of Psychiatry, University of California, San DiegoSan DiegoUnited States
| | - Daniel M Blumberger
- Temerty Centre for Therapeutic Brain Intervention at the Centre for Addiction and Mental Health and Department of Psychiatry, Temerty Faculty of Medicine, University of TorontoTorontoCanada
| | - Roi Cohen Kadosh
- Department of Experimental Psychology, University of OxfordOxfordUnited Kingdom
- School of Psychology, University of SurreySurreyUnited Kingdom
| |
Collapse
|
16
|
Osou S, Radjenovic S, Bender L, Gaal M, Zettl A, Dörl G, Matt E, Beisteiner R. Novel ultrasound neuromodulation therapy with transcranial pulse stimulation (TPS) in Parkinson's disease: a first retrospective analysis. J Neurol 2024; 271:1462-1468. [PMID: 38032371 PMCID: PMC10896933 DOI: 10.1007/s00415-023-12114-1] [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: 09/28/2023] [Revised: 11/09/2023] [Accepted: 11/10/2023] [Indexed: 12/01/2023]
Abstract
BACKGROUND Transcranial Pulse Stimulation (TPS) has been recently introduced as a novel ultrasound neuromodulation therapy with the potential to stimulate the human brain in a focal and targeted manner. Here, we present a first retrospective analysis of TPS as an add-on therapy for Parkinson's disease (PD), focusing on feasibility, safety, and clinical effects. We also discuss the placebo response in non-invasive brain stimulation studies as an important context. METHODS This retrospective clinical data analysis included 20 PD patients who received ten sessions of TPS intervention focused on the individual motor network. Safety evaluations were conducted throughout the intervention period. We analyzed changes in motor symptoms before and after TPS treatment using Unified Parkinson's Disease Rating Scale part III (UPDRS-III). RESULTS We found significant improvement in UPDRS-III scores after treatment compared to baseline (pre-TPS: 16.70 ± 8.85, post-TPS: 12.95 ± 8.55; p < 0.001; Cohen's d = 1.38). Adverse events monitoring revealed no major side effects. CONCLUSION These preliminary findings suggest that TPS can further improve motor symptoms in PD patients already on optimized standard therapy. Findings have to be evaluated in context with the current literature on placebo effects.
Collapse
Affiliation(s)
- Sarah Osou
- Department of Neurology, Medical University of Vienna, Spitalgasse 23, 1090, Vienna, Austria
| | - Sonja Radjenovic
- Department of Neurology, Medical University of Vienna, Spitalgasse 23, 1090, Vienna, Austria
| | - Lena Bender
- Department of Neurology, Medical University of Vienna, Spitalgasse 23, 1090, Vienna, Austria
| | - Martin Gaal
- Department of Neurology, Medical University of Vienna, Spitalgasse 23, 1090, Vienna, Austria
| | - Anna Zettl
- Department of Neurology, Medical University of Vienna, Spitalgasse 23, 1090, Vienna, Austria
- Department of Pediatrics and Adolescent Medicine, Medical University of Vienna, Währinger Gürtel 18-20, 1090, Vienna, Austria
| | - Gregor Dörl
- Department of Neurology, Medical University of Vienna, Spitalgasse 23, 1090, Vienna, Austria
| | - Eva Matt
- Department of Neurology, Medical University of Vienna, Spitalgasse 23, 1090, Vienna, Austria
| | - Roland Beisteiner
- Department of Neurology, Medical University of Vienna, Spitalgasse 23, 1090, Vienna, Austria.
| |
Collapse
|
17
|
Bengtsson J, Frick A, Gingnell M. Blinding integrity of dorsomedial prefrontal intermittent theta burst stimulation in depression. Int J Clin Health Psychol 2023; 23:100390. [PMID: 37223390 PMCID: PMC10200834 DOI: 10.1016/j.ijchp.2023.100390] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/09/2023] [Accepted: 05/05/2023] [Indexed: 05/25/2023] Open
Abstract
Background The antidepressant effect of repetitive transcranial magnetic stimulation (rTMS) is partly placebo, making blinding integrity important. Blinding of high-frequency rTMS and intermittent theta burst stimulation (iTBS) has been reported as successful at study end. However, blinding integrity at study start is rarely reported. The aim of this study was to investigate blinding integrity during a treatment course of iTBS over the dorsomedial prefrontal cortex (DMPFC) in depression. Methods Forty-nine patients with depression from a double-blind-designed randomized controlled trial (NCT02905604) were included. Patients received either active or sham iTBS over the DMPFC with a placebo coil. The sham group received iTBS-synchronized transcutaneous electrical nerve stimulation. Results After one session, 74% of participants were able to correctly guess their treatment allocation. This was above chance level (p = 0.001). The percentage dropped to 64% and 56% after the fifth and last sessions. Belonging to the active group influenced the choice to guess "active" (odds ratio: 11.7, 95% CI 2.5-53.7). A higher treatment intensity of the sham treatment increased the probability to guess "active", but pain did not influence the choice. Conclusions Blinding integrity in iTBS trials must be investigated at study start to avoid uncontrolled confounding. Better sham methods are needed.
Collapse
Affiliation(s)
- Johan Bengtsson
- Department of Medical Sciences, Uppsala University, Akademiska Sjukhuset, Entrance 10, 3rd Floor, Uppsala 75185, Sweden
| | - Andreas Frick
- Department of Medical Sciences, Uppsala University, Akademiska Sjukhuset, Entrance 10, 3rd Floor, Uppsala 75185, Sweden
| | - Malin Gingnell
- Department of Medical Sciences, Uppsala University, Akademiska Sjukhuset, Entrance 10, 3rd Floor, Uppsala 75185, Sweden
| |
Collapse
|
18
|
Haikalis NK, Hooyman A, Wang P, Daliri A, Schaefer SY. Placebo effects of transcranial direct current stimulation on motor skill acquisition. Neurosci Lett 2023; 814:137442. [PMID: 37591359 PMCID: PMC11101143 DOI: 10.1016/j.neulet.2023.137442] [Citation(s) in RCA: 7] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/16/2023] [Revised: 07/21/2023] [Accepted: 08/14/2023] [Indexed: 08/19/2023]
Abstract
Transcranial direct current stimulation (tDCS) is a non-invasive brain stimulation technique used in neurorehabilitation to enhance motor training. However, its benefits to motor training can be difficult to reproduce across research studies. It is possible that the observed benefits of tDCS are not directly related to the intervention itself but rather to the brain-mind responses elicited by the treatment context, commonly known as a placebo effect. This study investigated the presence of a placebo effect of tDCS on motor training and explored potential underlying factors. Sixty-eight participants who were right-handed were randomly assigned to active tDCS, sham tDCS, or a no-stimulation control group. Double-blind active or sham tDCS was applied to the right primary motor cortex, while the unblinded control group received no stimulation. All participants completed 30 training trials of a functional upper-extremity motor task. Participants' beliefs of tDCS, along with their prior knowledge of tDCS, were also collected. There was no significant difference in the amount of improvement on the motor task between the active and sham tDCS groups; however, both active and sham tDCS groups improved more than the control group, indicating a placebo effect. More motor task improvement was also associated with higher beliefs of tDCS (regardless of whether active or sham tDCS was received). This demonstrates a measurable placebo effect of tDCS on motor training, driven at least in part by treatment expectations or beliefs. Future tDCS studies should control for beliefs and other placebo-related factors.
Collapse
Affiliation(s)
- Nicole K Haikalis
- School of Biological and Health Systems Engineering, Arizona State University, Tempe, AZ, USA
| | - Andrew Hooyman
- School of Biological and Health Systems Engineering, Arizona State University, Tempe, AZ, USA
| | - Peiyuan Wang
- School of Biological and Health Systems Engineering, Arizona State University, Tempe, AZ, USA
| | - Ayoub Daliri
- Department of Speech and Hearing Science, Arizona State University, Tempe, AZ, USA
| | - Sydney Y Schaefer
- School of Biological and Health Systems Engineering, Arizona State University, Tempe, AZ, USA.
| |
Collapse
|
19
|
Mukherjee A, Kumre PK, Goyal N, Khanra S. Adjunctive neuronavigated accelerated continuous theta-burst stimulation in obsessive-compulsive disorder: a randomized sham-controlled study. CNS Spectr 2023; 28:495-504. [PMID: 36059099 DOI: 10.1017/s1092852922000980] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/06/2022]
Abstract
BACKGROUND Approximately 40% of patients treated for obsessive-compulsive disorder (OCD) do not respond to standard and second-line augmentation treatments leading to the exploration of alternate biological treatments. Continuous theta burst stimulation (cTBS) is a form of repetitive transcranial magnetic stimulation inducing more rapid and longer-lasting effects on synaptic plasticity than the latter. To the best of our knowledge, only one recent study and a case report investigated the effect of cTBS at the supplementary motor area (SMA) in OCD. OBJECTIVE This study aimed to examine the effect of accelerated robotized neuronavigated cTBS over SMA in patients with OCD. METHODS A total of 32 patients with OCD were enrolled and randomized into active and sham cTBS groups. For active cTBS stimulation, an accelerated protocol was used. Bursts of three stimuli at 50 Hz, at 80% of MT, repeated at 5 Hz were used. Daily 2 sessions of 900 pulses each, for a total of 30 sessions over 3 wk (weekly 10 sessions), were given. Yale-Brown Obsessive-Compulsive Rating Scale (YBOCS), Clinical Global Impressions scale (CGI), Hamilton Depression Rating Scale (HAM-D), and Hamilton Anxiety Rating Scale (HAM-A) were administered at baseline and at end of weeks 3 and 8. RESULTS A total of 26 patients completed the study. Active cTBS group showed significant group × time effect in YBOCS obsession (P < .001, η2 = 0.288), compulsion (P = .004, η2 = 0.207), YBOCS total (P < .001, η2 = 0.288), CGI-S (P = .010, η2 = 0.248), CGI-C (P = .010, η2 = 0.248), HAM-D (P = .014, η2 = 0.224) than sham cTBS group. CONCLUSIONS Findings from our study suggest that adjunctive accelerated cTBS significantly improves psychopathology, severity of illness, and depression among patients with OCD. Future studies with larger sample sizes will add to our knowledge.
Collapse
Affiliation(s)
- Aniruddha Mukherjee
- Centre for Cognitive Neuroscience, Central Institute of Psychiatry, Ranchi, India
| | - Pramod Kumar Kumre
- Department of Psychiatry, Central Institute of Psychiatry, Ranchi, India
| | - Nishant Goyal
- Centre for Cognitive Neuroscience, Central Institute of Psychiatry, Ranchi, India
| | - Sourav Khanra
- Centre for Addiction Psychiatry, Central Institute of Psychiatry, Ranchi, India
| |
Collapse
|
20
|
Klichowski M, Wicher A, Kruszwicka A, Golebiewski R. Reverse effect of home-use binaural beats brain stimulation. Sci Rep 2023; 13:11079. [PMID: 37422545 PMCID: PMC10329717 DOI: 10.1038/s41598-023-38313-4] [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: 01/12/2023] [Accepted: 07/06/2023] [Indexed: 07/10/2023] Open
Abstract
Binaural beats brain stimulation is a popular strategy for supporting home-use cognitive tasks. However, such home-use brain stimulation may be neutral to cognitive processes, and any intellectual improvement may be only a placebo effect. Thus, without belief in it, it may bring no benefits. Here we test 1000 individuals at their homes as they perform a two-part fluid intelligence test. Some took the second part listening to binaural beats, while others took it in silence or listening to other sounds. The binaural beats group was divided into three subgroups. The first one was informed that they would listen to sounds that improve the brain's work, the second that neutral sounds, and the third that some sounds the nature of which was not defined. We found that listening to binaural beats was not neutral, as it dramatically deteriorated the score irrespective of the condition. Silence or other sounds had no effect. Thus, home-use binaural beats brain stimulation brings reverse effects to those assumed: instead of supporting the effectiveness of cognitive activities, it may weaken them.
Collapse
Affiliation(s)
- Michal Klichowski
- Cognitive Neuroscience Center, Adam Mickiewicz University, Poznan, Poland.
- Learning Laboratory, Faculty of Educational Studies, Adam Mickiewicz University, Poznan, Poland.
| | - Andrzej Wicher
- Cognitive Neuroscience Center, Adam Mickiewicz University, Poznan, Poland
- Department of Acoustics, Faculty of Physics, Adam Mickiewicz University, Poznan, Poland
| | - Agnieszka Kruszwicka
- Cognitive Neuroscience Center, Adam Mickiewicz University, Poznan, Poland
- Learning Laboratory, Faculty of Educational Studies, Adam Mickiewicz University, Poznan, Poland
| | - Roman Golebiewski
- Cognitive Neuroscience Center, Adam Mickiewicz University, Poznan, Poland
- Department of Acoustics, Faculty of Physics, Adam Mickiewicz University, Poznan, Poland
| |
Collapse
|
21
|
Del Mauro L, Vergallito A, Gattavara G, Juris L, Gallucci A, Vedani A, Cappelletti L, Farneti PM, Romero Lauro LJ. Betting on Non-Invasive Brain Stimulation to Treat Gambling Disorder: A Systematic Review and Meta-Analysis. Brain Sci 2023; 13:698. [PMID: 37190663 PMCID: PMC10136786 DOI: 10.3390/brainsci13040698] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/18/2023] [Revised: 04/13/2023] [Accepted: 04/18/2023] [Indexed: 05/17/2023] Open
Abstract
Gambling disorder (GD) is a behavioral addiction that severely impacts individuals' functioning, leading to high socioeconomic costs. Non-invasive brain stimulation (NiBS) has received attention for treating psychiatric and neurological conditions in recent decades, but there is no recommendation for its use for GD. Therefore, this study aimed to systematically review and analyze the available literature to determine the effectiveness of NiBS in treating GD. Following the PRISMA guidelines, we screened four electronic databases up to July 2022 and selected relevant English-written original articles. We included ten papers in the systematic review and seven in the meta-analysis. As only two studies employed a sham-controlled design, the pre-post standardized mean change (SMCC) was computed as effect size only for real stimulation. The results showed a significant effect of NiBS in reducing craving scores (SMCC = -0.69; 95% CI = [-1.2, -0.2], p = 0.010). Moreover, considering the GD's frequent comorbidity with mood disorders, we ran an exploratory analysis of the effects of NiBS on depressive symptoms, which showed significant decreases in post-treatment scores (SMCC = -0.71; 95% CI = [-1.1, -0.3], p < 0.001). These results provide initial evidence for developing NiBS as a feasible therapy for GD symptoms but further comprehensive research is needed to validate these findings. The limitations of the available literature are critically discussed.
Collapse
Affiliation(s)
- Lilia Del Mauro
- Department of Psychology, University of Milano-Bicocca, 20126 Milano, Italy
- Fondazione Eris Onlus, 20134 Milano, Italy
| | - Alessandra Vergallito
- Department of Psychology & Neuromi, University of Milano-Bicocca, 20126 Milano, Italy
| | - Gaia Gattavara
- Department of Psychology, University of Milano-Bicocca, 20126 Milano, Italy
| | | | - Alessia Gallucci
- Ph.D. Program in Neuroscience, School of Medicine and Surgery, University of Milano-Bicocca, 20900 Monza, Italy
| | - Anna Vedani
- Department of Psychology, University of Milano-Bicocca, 20126 Milano, Italy
| | | | | | | |
Collapse
|
22
|
Li KP, Wu JJ, Zhou ZL, Xu DS, Zheng MX, Hua XY, Xu JG. Noninvasive Brain Stimulation for Neurorehabilitation in Post-Stroke Patients. Brain Sci 2023; 13:brainsci13030451. [PMID: 36979261 PMCID: PMC10046557 DOI: 10.3390/brainsci13030451] [Citation(s) in RCA: 16] [Impact Index Per Article: 8.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/30/2022] [Revised: 02/26/2023] [Accepted: 02/27/2023] [Indexed: 03/09/2023] Open
Abstract
Characterized by high morbidity, mortality, and disability, stroke usually causes symptoms of cerebral hypoxia due to a sudden blockage or rupture of brain vessels, and it seriously threatens human life and health. Rehabilitation is the essential treatment for post-stroke patients suffering from functional impairments, through which hemiparesis, aphasia, dysphagia, unilateral neglect, depression, and cognitive dysfunction can be restored to various degrees. Noninvasive brain stimulation (NIBS) is a popular neuromodulatory technology of rehabilitation focusing on the local cerebral cortex, which can improve clinical functions by regulating the excitability of corresponding neurons. Increasing evidence has been obtained from the clinical application of NIBS, especially repetitive transcranial magnetic stimulation (rTMS) and transcranial direct current stimulation (tDCS). However, without a standardized protocol, existing studies on NIBS show a wide variation in terms of stimulation site, frequency, intensity, dosage, and other parameters. Its application for neurorehabilitation in post-stroke patients is still limited. With advances in neuronavigation technologies, functional near-infrared spectroscopy, and functional MRI, specific brain regions can be precisely located for stimulation. On the basis of our further understanding on neural circuits, neuromodulation in post-stroke rehabilitation has also evolved from single-target stimulation to co-stimulation of two or more targets, even circuits and the network. The present study aims to review the findings of current research, discuss future directions of NIBS application, and finally promote the use of NIBS in post-stroke rehabilitation.
Collapse
Affiliation(s)
- Kun-Peng Li
- School of Rehabilitation Science, Shanghai University of Traditional Chinese Medicine, Shanghai 201203, China
| | - Jia-Jia Wu
- Center of Rehabilitation Medicine, Yueyang Hospital of Integrated Traditional Chinese and Western Medicine, Shanghai University of Traditional Chinese Medicine, Shanghai 200437, China
| | - Zong-Lei Zhou
- Department of Epidemiology, School of Public Health, Fudan University, Shanghai 200032, China
| | - Dong-Sheng Xu
- School of Rehabilitation Science, Shanghai University of Traditional Chinese Medicine, Shanghai 201203, China
| | - Mou-Xiong Zheng
- Department of Traumatology and Orthopedics, Yueyang Hospital of Integrated Traditional Chinese and Western Medicine, Shanghai University of Traditional Chinese Medicine, Shanghai 200437, China
- Correspondence: (M.-X.Z.); (X.-Y.H.); (J.-G.X.)
| | - Xu-Yun Hua
- Department of Traumatology and Orthopedics, Yueyang Hospital of Integrated Traditional Chinese and Western Medicine, Shanghai University of Traditional Chinese Medicine, Shanghai 200437, China
- Correspondence: (M.-X.Z.); (X.-Y.H.); (J.-G.X.)
| | - Jian-Guang Xu
- School of Rehabilitation Science, Shanghai University of Traditional Chinese Medicine, Shanghai 201203, China
- Engineering Research Center of Traditional Chinese Medicine Intelligent Rehabilitation, Ministry of Education, Shanghai 201203, China
- Correspondence: (M.-X.Z.); (X.-Y.H.); (J.-G.X.)
| |
Collapse
|
23
|
Kamboj SK, Peniket M, Simeonov L. A bioelectronic route to compassion: Rationale and study protocol for combining transcutaneous vagus nerve stimulation (tVNS) with compassionate mental imagery. PLoS One 2023; 18:e0282861. [PMID: 36913378 PMCID: PMC10010509 DOI: 10.1371/journal.pone.0282861] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/26/2022] [Accepted: 02/19/2023] [Indexed: 03/14/2023] Open
Abstract
BACKGROUND The vagus nerve (VN) is a neural nexus between the brain and body, enabling bidirectional regulation of mental functioning and peripheral physiology. Some limited correlational findings suggest an association between VN activation and a particular form of self-regulation: compassionate responding. Interventions that are geared towards strengthening self-compassion in particular, can serve as an antidote to toxic shame and self-criticism and improve psychological health. OBJECTIVE We describe a protocol for examining the role of VN activation on 'state' self-compassion, self-criticism, and related outcomes. By combining transcutaneous vagus nerve stimulation (tVNS) with a brief imagery-based self-compassion intervention, we aim to preliminarily test additivity versus synergy between these distinct bottom-up and top-down methods for putatively regulating vagal activity. We also test whether the effects of VN stimulation accumulate with daily stimulation and daily compassionate imagery practice. METHODS Using a randomized 2 x 2 factorial (stimulation x imagery condition) design, healthy volunteers (n = 120) receive active (tragus) or sham (earlobe) tVNS plus standardized (audio-recorded) self-compassionate or sham mental imagery instructions. These interventions are delivered in a university-based psychological laboratory in two sessions, one week apart, as well as being self-administered between sessions by participants at home. Pre-stimulation, peri-stimulation and post-imagery measures of state self-compassion, self-criticism and related self-report outcomes are assessed in two lab sessions, separated by a week (Days 1 and 8). Heart rate variability is used as a physiological metric of vagal activity and an eye-tracking task assesses attentional bias to compassionate faces during the two lab sessions. On Days 2-7, participants continue their randomly assigned stimulation and imagery tasks at home, and complete state measures at the end of each remote session. DISCUSSION Demonstrating modulation of compassionate responding using tVNS would support a causal link between VN activation and compassion. This would provide a basis for future studies of bioelectronic approaches to augmenting therapeutic contemplative techniques. CLINICAL TRIALS REGISTRATION ClinicalTrials.gov, Identifier: NCT05441774 (Date: July 1st 2022). OSF REGISTRATION https://osf.io/4t9ha.
Collapse
Affiliation(s)
- Sunjeev K. Kamboj
- Clinical Psychopharmacology Unit, Research Department of Clinical, Educational and Health Psychology, University College London, London, United Kingdom
- * E-mail:
| | - Matthew Peniket
- Clinical Psychopharmacology Unit, Research Department of Clinical, Educational and Health Psychology, University College London, London, United Kingdom
| | - Louise Simeonov
- Clinical Psychopharmacology Unit, Research Department of Clinical, Educational and Health Psychology, University College London, London, United Kingdom
| |
Collapse
|
24
|
Sansevere KS, Wooten T, McWilliams T, Peach S, Hussey EK, Brunyé TT, Ward N. Self-reported Outcome Expectations of Non-invasive Brain Stimulation Are Malleable: a Registered Report that Replicates and Extends Rabipour et al. (2017). JOURNAL OF COGNITIVE ENHANCEMENT 2022. [DOI: 10.1007/s41465-022-00250-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/27/2022]
|
25
|
Gordon MS, Seeto JXW, Dux PE, Filmer HL. Intervention is a better predictor of tDCS mind-wandering effects than subjective beliefs about experimental results. Sci Rep 2022; 12:13110. [PMID: 35908042 PMCID: PMC9338927 DOI: 10.1038/s41598-022-16545-0] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/30/2021] [Accepted: 07/12/2022] [Indexed: 11/29/2022] Open
Abstract
Blinding in non-invasive brain stimulation research is a topic of intense debate, especially regarding the efficacy of sham-controlled methods for transcranial direct current stimulation (tDCS). A common approach to assess blinding success is the inclusion of correct guess rate. However, this method cannot provide insight into the effect of unblinding on observed stimulation outcomes. Thus, the implementation of measures to systematically evaluate subjective expectation regarding stimulation is needed. Previous work evaluated subjective effects in an earlier study which reported a mind-wandering and tDCS data set and concluded that subjective belief drove the pattern of results observed. Here we consider the subjective and objective intervention effects in a key contrast from that data set-2 mA vs. sham-which was not examined in the reanalysis. In addition, we examine another key contrast from a different tDCS mind-wandering study that employed similar methodology. Our findings support objective intervention as the strongest predictor of the observed effects of mind-wandering in both re-analyses, over and above that of subjective intervention. However, it is important to control for and understand the possible inadequacies of sham-controlled methods.
Collapse
Affiliation(s)
- Matilda S Gordon
- School of Psychology, The University of Queensland, McElwain Building (24A), St Lucia, QLD, 4072, Australia.
| | - Jennifer X W Seeto
- School of Psychology, The University of Queensland, McElwain Building (24A), St Lucia, QLD, 4072, Australia
| | - Paul E Dux
- School of Psychology, The University of Queensland, McElwain Building (24A), St Lucia, QLD, 4072, Australia
| | - Hannah L Filmer
- School of Psychology, The University of Queensland, McElwain Building (24A), St Lucia, QLD, 4072, Australia
| |
Collapse
|
26
|
Antal A, Luber B, Brem AK, Bikson M, Brunoni AR, Cohen Kadosh R, Dubljević V, Fecteau S, Ferreri F, Flöel A, Hallett M, Hamilton RH, Herrmann CS, Lavidor M, Loo C, Lustenberger C, Machado S, Miniussi C, Moliadze V, Nitsche MA, Rossi S, Rossini PM, Santarnecchi E, Seeck M, Thut G, Turi Z, Ugawa Y, Venkatasubramanian G, Wenderoth N, Wexler A, Ziemann U, Paulus W. Non-invasive brain stimulation and neuroenhancement. Clin Neurophysiol Pract 2022; 7:146-165. [PMID: 35734582 PMCID: PMC9207555 DOI: 10.1016/j.cnp.2022.05.002] [Citation(s) in RCA: 85] [Impact Index Per Article: 28.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/15/2022] [Revised: 04/19/2022] [Accepted: 05/18/2022] [Indexed: 12/15/2022] Open
Abstract
Attempts to enhance human memory and learning ability have a long tradition in science. This topic has recently gained substantial attention because of the increasing percentage of older individuals worldwide and the predicted rise of age-associated cognitive decline in brain functions. Transcranial brain stimulation methods, such as transcranial magnetic (TMS) and transcranial electric (tES) stimulation, have been extensively used in an effort to improve cognitive functions in humans. Here we summarize the available data on low-intensity tES for this purpose, in comparison to repetitive TMS and some pharmacological agents, such as caffeine and nicotine. There is no single area in the brain stimulation field in which only positive outcomes have been reported. For self-directed tES devices, how to restrict variability with regard to efficacy is an essential aspect of device design and function. As with any technique, reproducible outcomes depend on the equipment and how well this is matched to the experience and skill of the operator. For self-administered non-invasive brain stimulation, this requires device designs that rigorously incorporate human operator factors. The wide parameter space of non-invasive brain stimulation, including dose (e.g., duration, intensity (current density), number of repetitions), inclusion/exclusion (e.g., subject's age), and homeostatic effects, administration of tasks before and during stimulation, and, most importantly, placebo or nocebo effects, have to be taken into account. The outcomes of stimulation are expected to depend on these parameters and should be strictly controlled. The consensus among experts is that low-intensity tES is safe as long as tested and accepted protocols (including, for example, dose, inclusion/exclusion) are followed and devices are used which follow established engineering risk-management procedures. Devices and protocols that allow stimulation outside these parameters cannot claim to be "safe" where they are applying stimulation beyond that examined in published studies that also investigated potential side effects. Brain stimulation devices marketed for consumer use are distinct from medical devices because they do not make medical claims and are therefore not necessarily subject to the same level of regulation as medical devices (i.e., by government agencies tasked with regulating medical devices). Manufacturers must follow ethical and best practices in marketing tES stimulators, including not misleading users by referencing effects from human trials using devices and protocols not similar to theirs.
Collapse
Key Words
- AD, Alzheimer’s Disease
- BDNF, brain derived neurotrophic factor
- Cognitive enhancement
- DARPA, Defense Advanced Research Projects Agency
- DIY stimulation
- DIY, Do-It-Yourself
- DLPFC, dorsolateral prefrontal cortex
- EEG, electroencephalography
- EMG, electromyography
- FCC, Federal Communications Commission
- FDA, (U.S.) Food and Drug Administration
- Home-stimulation
- IFCN, International Federation of Clinical Neurophysiology
- LTD, long-term depression
- LTP, long-term potentiation
- MCI, mild cognitive impairment
- MDD, Medical Device Directive
- MDR, Medical Device Regulation
- MEP, motor evoked potential
- MRI, magnetic resonance imaging
- NIBS, noninvasive brain stimulation
- Neuroenhancement
- OTC, Over-The-Counter
- PAS, paired associative stimulation
- PET, positron emission tomography
- PPC, posterior parietal cortex
- QPS, quadripulse stimulation
- RMT, resting motor threshold
- SAE, serious adverse event
- SMA, supplementary motor cortex
- TBS, theta-burst stimulation
- TMS, transcranial magnetic stimulation
- Transcranial brain stimulation
- rTMS, repetitive transcranial magnetic stimulation
- tACS
- tACS, transcranial alternating current stimulation
- tDCS
- tDCS, transcranial direct current stimulation
- tES, transcranial electric stimulation
- tRNS, transcranial random noise stimulation
Collapse
Affiliation(s)
- Andrea Antal
- Department of Neurology, University Medical Center, Göttingen, Germany
| | - Bruce Luber
- Noninvasive Neuromodulation Unit, Experimental Therapeutics and Pathophysiology Branch, National Institute of Mental Health, Bethesda, MD, USA
| | - Anna-Katharine Brem
- University Hospital of Old Age Psychiatry, University of Bern, Bern, Switzerland
- Department of Old Age Psychiatry, Institute of Psychiatry, Psychology and Neuroscience, King’s College London, London, United Kingdom
| | - Marom Bikson
- Biomedical Engineering at the City College of New York (CCNY) of the City University of New York (CUNY), NY, USA
| | - Andre R. Brunoni
- Departamento de Clínica Médica e de Psiquiatria, Faculdade de Medicina da Universidade de São Paulo, São Paulo, Brazil
- Service of Interdisciplinary Neuromodulation (SIN), Laboratory of Neurosciences (LIM-27), Institute of Psychiatry, Hospital das Clínicas da Faculdade de Medicina da USP, São Paulo, Brazil
| | - Roi Cohen Kadosh
- School of Psychology, Faculty of Health and Medical Sciences, University of Surrey, Guildford GU2 7XH, UK
| | - Veljko Dubljević
- Science, Technology and Society Program, College of Humanities and Social Sciences, North Carolina State University, Raleigh, NC, USA
| | - Shirley Fecteau
- Department of Psychiatry and Neurosciences, Faculty of Medicine, Université Laval, CERVO Brain Research Centre, Centre intégré universitaire en santé et services sociaux de la Capitale-Nationale, Quebec City, Quebec, Canada
| | - Florinda Ferreri
- Unit of Neurology, Unit of Clinical Neurophysiology, Study Center of Neurodegeneration (CESNE), Department of Neuroscience, University of Padua, Padua, Italy
- Department of Clinical Neurophysiology, Kuopio University Hospital, University of Eastern Finland, Kuopio, Finland
| | - Agnes Flöel
- Department of Neurology, Universitätsmedizin Greifswald, 17475 Greifswald, Germany
- German Centre for Neurodegenerative Diseases (DZNE) Standort Greifswald, 17475 Greifswald, Germany
| | - Mark Hallett
- Human Motor Control Section, National Institute of Neurological Disorders and Stroke, National Institutes of Health, Bethesda, MD, USA
| | - Roy H. Hamilton
- Department of Neurology, University of Pennsylvania, Philadelphia, PA, USA
| | - Christoph S. Herrmann
- Experimental Psychology Lab, Department of Psychology, Carl von Ossietzky Universität, Oldenburg, Germany
| | - Michal Lavidor
- Department of Psychology and the Gonda Brain Research Center, Bar Ilan University, Israel
| | - Collen Loo
- School of Psychiatry and Black Dog Institute, University of New South Wales; The George Institute; Sydney, Australia
| | - Caroline Lustenberger
- Neural Control of Movement Lab, Institute of Human Movement Sciences and Sport, Department of Health Sciences and Technology, ETH Zurich, 8092 Zurich, Switzerland
| | - Sergio Machado
- Department of Sports Methods and Techniques, Federal University of Santa Maria, Santa Maria, Brazil
- Laboratory of Physical Activity Neuroscience, Neurodiversity Institute, Queimados-RJ, Brazil
| | - Carlo Miniussi
- Center for Mind/Brain Sciences – CIMeC and Centre for Medical Sciences - CISMed, University of Trento, Rovereto, Italy
| | - Vera Moliadze
- Institute of Medical Psychology and Medical Sociology, University Medical Center Schleswig Holstein, Kiel University, Kiel, Germany
| | - Michael A Nitsche
- Department Psychology and Neurosciences, Leibniz Research Centre for Working Environment and Human Factors at TU, Dortmund, Germany
- Dept. Neurology, University Medical Hospital Bergmannsheil, Bochum, Germany
| | - Simone Rossi
- Siena Brain Investigation and Neuromodulation Lab (Si-BIN Lab), Unit of Neurology and Clinical Neurophysiology, Department of Medicine, Surgery and Neuroscience, University of Siena, Italy
| | - Paolo M. Rossini
- Department of Neuroscience and Neurorehabilitation, Brain Connectivity Lab, IRCCS-San Raffaele-Pisana, Rome, Italy
| | - Emiliano Santarnecchi
- Precision Neuroscience and Neuromodulation Program, Gordon Center for Medical Imaging, Massachusetts General Hospital, Harvard Medical School, Boston, MA, USA
| | - Margitta Seeck
- Department of Clinical Neurosciences, Hôpitaux Universitaires de Genève, Switzerland
| | - Gregor Thut
- Centre for Cognitive Neuroimaging, School of Psychology and Neuroscience, EEG & Epolepsy Unit, University of Glasgow, United Kingdom
| | - Zsolt Turi
- Department of Neuroanatomy, Institute of Anatomy and Cell Biology, Faculty of Medicine, University of Freiburg, Freiburg, Germany
| | - Yoshikazu Ugawa
- Department of Human Neurophysiology, Fukushima Medical University, Fukushima, Japan
| | | | - Nicole Wenderoth
- Neural Control of Movement Lab, Institute of Human Movement Sciences and Sport, Department of Health Sciences and Technology, ETH Zurich, 8092 Zurich, Switzerland
- Future Health Technologies, Singapore-ETH Centre, Campus for Research Excellence And Technological Enterprise (CREATE), Singapore
| | - Anna Wexler
- Department of Medical Ethics and Health Policy, University of Pennsylvania Perelman School of Medicine, Philadelphia, PA, USA
| | - Ulf Ziemann
- Department of Neurology and Stroke, University of Tübingen, Germany
- Hertie Institute for Clinical Brain Research, University of Tübingen, Germany
| | - Walter Paulus
- Department of of Neurology, Ludwig Maximilians University Munich, Germany
| |
Collapse
|
27
|
Vergallito A, Feroldi S, Pisoni A, Romero Lauro LJ. Inter-Individual Variability in tDCS Effects: A Narrative Review on the Contribution of Stable, Variable, and Contextual Factors. Brain Sci 2022; 12:522. [PMID: 35624908 PMCID: PMC9139102 DOI: 10.3390/brainsci12050522] [Citation(s) in RCA: 60] [Impact Index Per Article: 20.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/20/2022] [Revised: 04/08/2022] [Accepted: 04/14/2022] [Indexed: 01/27/2023] Open
Abstract
Due to its safety, portability, and cheapness, transcranial direct current stimulation (tDCS) use largely increased in research and clinical settings. Despite tDCS's wide application, previous works pointed out inconsistent and low replicable results, sometimes leading to extreme conclusions about tDCS's ineffectiveness in modulating behavioral performance across cognitive domains. Traditionally, this variability has been linked to significant differences in the stimulation protocols across studies, including stimulation parameters, target regions, and electrodes montage. Here, we reviewed and discussed evidence of heterogeneity emerging at the intra-study level, namely inter-individual differences that may influence the response to tDCS within each study. This source of variability has been largely neglected by literature, being results mainly analyzed at the group level. Previous research, however, highlighted that only a half-or less-of studies' participants could be classified as responders, being affected by tDCS in the expected direction. Stable and variable inter-individual differences, such as morphological and genetic features vs. hormonal/exogenous substance consumption, partially account for this heterogeneity. Moreover, variability comes from experiments' contextual elements, such as participants' engagement/baseline capacity and individual task difficulty. We concluded that increasing knowledge on inter-dividual differences rather than undermining tDCS effectiveness could enhance protocols' efficiency and reproducibility.
Collapse
Affiliation(s)
- Alessandra Vergallito
- Department of Psychology & NeuroMi, University of Milano Bicocca, 20126 Milano, Italy; (A.P.); (L.J.R.L.)
| | - Sarah Feroldi
- School of Medicine and Surgery, University of Milano-Bicocca, 20854 Monza, Italy;
| | - Alberto Pisoni
- Department of Psychology & NeuroMi, University of Milano Bicocca, 20126 Milano, Italy; (A.P.); (L.J.R.L.)
| | - Leonor J. Romero Lauro
- Department of Psychology & NeuroMi, University of Milano Bicocca, 20126 Milano, Italy; (A.P.); (L.J.R.L.)
| |
Collapse
|
28
|
Jor’dan AJ, Bernad-Elazari H, Mirelman A, Gouskova NA, Lo OY, Hausdorff JM, Manor B. Transcranial Direct Current Stimulation May Reduce Prefrontal Recruitment During Dual Task Walking in Functionally Limited Older Adults – A Pilot Study. Front Aging Neurosci 2022; 14:843122. [PMID: 35360209 PMCID: PMC8963782 DOI: 10.3389/fnagi.2022.843122] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/24/2021] [Accepted: 02/16/2022] [Indexed: 11/23/2022] Open
Abstract
Introduction Transcranial direct current stimulation (tDCS) targeting the left dorsolateral prefrontal cortex (dlPFC) improves dual task walking in older adults, when tested just after stimulation. The acute effects of tDCS on the cortical physiology of walking, however, remains unknown. Methods In a previous study, older adults with slow gait and executive dysfunction completed a dual task walking assessment before and after 20 min of tDCS targeting the left dlPFC or sham stimulation. In a subset of seven participants per group, functional near-infrared spectroscopy (fNIRS) was used to quantify left and right prefrontal recruitment defined as the oxygenated hemoglobin response to usual and dual task walking (ΔHbO2), as well as the absolute change in this metric from usual to dual task conditions (i.e., ΔHbO2cost). Paired t-tests examined pre- to post-stimulation differences in each fNIRS metric within each group. Results The tDCS group exhibited pre- to post-stimulation reduction in left prefrontal ΔHbO2cost (p = 0.03). This mitigation of dual task “cost” to prefrontal recruitment was induced primarily by a reduction in left prefrontal ΔHbO2 specifically within the dual task condition (p = 0.001), an effect that was observed in all seven participants within this group. Sham stimulation did not influence ΔHbO2cost or ΔHbO2 in either walking condition (p > 0.35), and neither tDCS nor sham substantially influenced right prefrontal recruitment (p > 0.16). Discussion This preliminary fNIRS data suggests that tDCS over the left dlPFC may modulate prefrontal recruitment, as reflected by a relative reduction in the oxygen consumption of this brain region in response to dual task walking.
Collapse
Affiliation(s)
- Azizah J. Jor’dan
- Department of Exercise and Health Sciences, University of Massachusetts Boston, Boston, MA, United States
- Hinda and Arthur Marcus Institute for Aging Research, Hebrew SeniorLife, Boston, MA, United States
- Geriatric Research, Education, and Clinical Center, VA Boston Healthcare System, Boston, MA, United States
- Harvard Medical School, Boston, MA, United States
- *Correspondence: Azizah J. Jor’dan,
| | - Hagar Bernad-Elazari
- Center for the Study of Movement, Cognition and Mobility, Neurological Institute, Tel Aviv Sourasky Medical Center, Tel Aviv, Israel
| | - Anat Mirelman
- Center for the Study of Movement, Cognition and Mobility, Neurological Institute, Tel Aviv Sourasky Medical Center, Tel Aviv, Israel
- Sagol School of Neuroscience and Sackler Faculty of Medicine, Tel Aviv University, Tel Aviv, Israel
| | - Natalia A. Gouskova
- Hinda and Arthur Marcus Institute for Aging Research, Hebrew SeniorLife, Boston, MA, United States
| | - On-Yee Lo
- Hinda and Arthur Marcus Institute for Aging Research, Hebrew SeniorLife, Boston, MA, United States
- Harvard Medical School, Boston, MA, United States
- Division of Gerontology, Beth Israel Deaconess Medical Center, Boston, MA, United States
| | - Jeffrey M. Hausdorff
- Center for the Study of Movement, Cognition and Mobility, Neurological Institute, Tel Aviv Sourasky Medical Center, Tel Aviv, Israel
- Sagol School of Neuroscience and Sackler Faculty of Medicine, Tel Aviv University, Tel Aviv, Israel
- Rush Alzheimer’s Disease Center and Department of Orthopedic Surgery, Rush University Medical Center, Chicago, IL, United States
| | - Brad Manor
- Hinda and Arthur Marcus Institute for Aging Research, Hebrew SeniorLife, Boston, MA, United States
- Harvard Medical School, Boston, MA, United States
| |
Collapse
|
29
|
Hua JPY, Abram SV, Ford JM. Cerebellar stimulation in schizophrenia: A systematic review of the evidence and an overview of the methods. Front Psychiatry 2022; 13:1069488. [PMID: 36620688 PMCID: PMC9815121 DOI: 10.3389/fpsyt.2022.1069488] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/13/2022] [Accepted: 12/07/2022] [Indexed: 12/24/2022] Open
Abstract
BACKGROUND Cerebellar structural and functional abnormalities underlie widespread deficits in clinical, cognitive, and motor functioning that are observed in schizophrenia. Consequently, the cerebellum is a promising target for novel schizophrenia treatments. Here we conducted an updated systematic review examining the literature on cerebellar stimulation efficacy and tolerability for mitigating symptoms of schizophrenia. We discuss the purported mechanisms of cerebellar stimulation, current methods for implementing stimulation, and future directions of cerebellar stimulation for intervention development with this population. METHODS Two independent authors identified 20 published studies (7 randomized controlled trials, 7 open-label studies, 1 pilot study, 4 case reports, 1 preclinical study) that describe the effects of cerebellar circuitry modulation in patients with schizophrenia or animal models of psychosis. Published studies up to October 11, 2022 were identified from a search within PubMed, Scopus, and PsycInfo. RESULTS Most studies stimulating the cerebellum used transcranial magnetic stimulation or transcranial direct-current stimulation, specifically targeting the cerebellar vermis/midline. Accounting for levels of methodological rigor across studies, these studies detected post-cerebellar modulation in schizophrenia as indicated by the alleviation of certain clinical symptoms (mainly negative and depressive symptoms), as well as increased frontal-cerebellar connectivity and augmentation of canonical neuro-oscillations known to be abnormal in schizophrenia. In contrast to a prior review, we did not find consistent evidence for cognitive improvements following cerebellar modulation stimulation. Modern cerebellar stimulation methods appear tolerable for individuals with schizophrenia, with only mild and temporary side effects. CONCLUSION Cerebellar stimulation is a promising intervention for individuals with schizophrenia that may be more relevant to some symptom domains than others. Initial results highlight the need for continued research using more methodologically rigorous designs, such as additional longitudinal and randomized controlled trials. SYSTEMATIC REVIEW REGISTRATION [https://www.crd.york.ac.uk/prospero/], identifier [CRD42022346667].
Collapse
Affiliation(s)
- Jessica P Y Hua
- Sierra Pacific Mental Illness Research Education and Clinical Centers, San Francisco Veterans Affairs Medical Center, University of California, San Francisco, San Francisco, CA, United States.,San Francisco Veterans Affairs Medical Center, San Francisco, CA, United States.,Department of Psychiatry and Behavioral Sciences, University of California, San Francisco, San Francisco, CA, United States
| | - Samantha V Abram
- San Francisco Veterans Affairs Medical Center, San Francisco, CA, United States.,Department of Psychiatry and Behavioral Sciences, University of California, San Francisco, San Francisco, CA, United States
| | - Judith M Ford
- San Francisco Veterans Affairs Medical Center, San Francisco, CA, United States.,Department of Psychiatry and Behavioral Sciences, University of California, San Francisco, San Francisco, CA, United States
| |
Collapse
|
30
|
Stanković M, Živanović M, Bjekić J, Filipović SR. Blinding in tDCS Studies: Correct End-of-Study Guess Does Not Moderate the Effects on Associative and Working Memory. Brain Sci 2021; 12:brainsci12010058. [PMID: 35053802 PMCID: PMC8773753 DOI: 10.3390/brainsci12010058] [Citation(s) in RCA: 12] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/03/2021] [Revised: 12/27/2021] [Accepted: 12/27/2021] [Indexed: 11/16/2022] Open
Abstract
Transcranial direct current stimulation (tDCS) has become a valuable tool in cognitive neuroscience research as it enables causal inferences about neural underpinnings of cognition. However, studies using tDCS to modulate cognitive functions often yield inconsistent findings. Hence, there is an increasing interest in factors that may moderate the effects, one of which is the participants’ beliefs of the tDCS condition (i.e., real or sham) they received. Namely, whether participants’ correct guessing of sham condition may lead to false-positive tDCS effects. In this study, we aimed to explore if participants’ beliefs about received stimulation type (i.e., the success of blinding) impacted their task performance in tDCS experiments on associative (AM) and working memory (WM). We analyzed data from four within-subject, sham-controlled tDCS memory experiments (N = 83) to check if the correct end-of-study guess of sham condition moderated tDCS effects. We found no evidence that sham guessing moderated post-tDCS memory performance in experiments in which tDCS effects were observed as well as in experiments that showed null effects of tDCS. The results suggest that the correct sham guessing (i.e., placebo-like effect) is unlikely to influence the results in tDCS memory experiments. We discuss the results in light of the growing debate about the relevance and effectiveness of blinding in brain stimulation research.
Collapse
Affiliation(s)
- Marija Stanković
- Human Neuroscience Group, Institute for Medical Research, University of Belgrade, 11000 Belgrade, Serbia; (M.S.); (S.R.F.)
| | - Marko Živanović
- Institute of Psychology and Laboratory for Research of Individual Differences, Department of Psychology, Faculty of Philosophy, University of Belgrade, 11000 Belgrade, Serbia;
| | - Jovana Bjekić
- Human Neuroscience Group, Institute for Medical Research, University of Belgrade, 11000 Belgrade, Serbia; (M.S.); (S.R.F.)
- Correspondence:
| | - Saša R. Filipović
- Human Neuroscience Group, Institute for Medical Research, University of Belgrade, 11000 Belgrade, Serbia; (M.S.); (S.R.F.)
| |
Collapse
|