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Idrees I, Bellato A, Cortese S, Groom MJ. The effects of stimulant and non-stimulant medications on the autonomic nervous system (ANS) functioning in people with ADHD: A systematic review and meta-analysis. Neurosci Biobehav Rev 2023; 144:104968. [PMID: 36427764 DOI: 10.1016/j.neubiorev.2022.104968] [Citation(s) in RCA: 5] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/29/2022] [Revised: 11/12/2022] [Accepted: 11/19/2022] [Indexed: 11/25/2022]
Abstract
We carried out a systematic review and meta-analysis to investigate the effects of stimulant and non-stimulant medications on autonomic functioning in people with ADHD (PROSPERO: CRD42020212439). We searched (9th August 2021) PsycInfo, MEDLINE, EMBASE, Web of Science and The Cochrane Library, for randomised and non-randomised studies reporting indices of autonomic activity, (electrodermal, pupillometry and cardiac), pre- and post-medication exposure in people meeting DSM/ICD criteria for ADHD. In the narrative syntheses, we included 5 electrodermal studies, 1 pupillometry study and 57 studies investigating heart rate and blood pressure. In the meta-analyses, 29 studies were included on blood pressure and 32 on heart rate. Administration of stimulants, and to a lesser degree, non-stimulants increased heart rate and blood pressure in people with ADHD. Similarly, an upregulation of arousal, reflected in increased electrodermal activity and pupil diameter was observed following stimulant use. Yet, the methodological diversity of studies presented in this review reinforces the need for more standardised and rigorous research to fully understand the relationship between arousal, medication, and behaviour in ADHD.
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Affiliation(s)
- Iman Idrees
- Academic Unit of Mental Health & Clinical Neurosciences, School of Medicine, Institute of Mental Health, University of Nottingham, Nottingham, UK.
| | - Alessio Bellato
- School of Psychology, University of Nottingham Malaysia, Malaysia
| | - Samuele Cortese
- Academic Unit of Mental Health & Clinical Neurosciences, School of Medicine, Institute of Mental Health, University of Nottingham, Nottingham, UK; Centre for Innovation in Mental Health, School of Psychology, Faculty of Environmental and Life Sciences, University of Southampton, Southampton, UK; Clinical and Experimental Sciences (CNS and Psychiatry), Faculty of Medicine, University of Southampton, Southampton, UK; Solent NHS Trust, Southampton, UK; Hassenfeld Children's Hospital at NYU Langone, New York University Child Study Center, New York, NY, USA
| | - Madeleine J Groom
- Academic Unit of Mental Health & Clinical Neurosciences, School of Medicine, Institute of Mental Health, University of Nottingham, Nottingham, UK
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2
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Shang CY, Chou TL, Hsieh CY, Gau SSF. A Counting Stroop Functional Magnetic Resonance Imaging Study on the Effects of ORADUR-Methylphenidate in Drug-Naive Children with Attention-Deficit/Hyperactivity Disorder. J Child Adolesc Psychopharmacol 2022; 32:467-475. [PMID: 36251766 PMCID: PMC9700368 DOI: 10.1089/cap.2022.0024] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/17/2022]
Abstract
Objective: Methylphenidate is effective in reducing the clinical symptoms of patients with attention-deficit/hyperactivity disorder (ADHD). ORADUR®-methylphenidate is a new extended-release preparation of methylphenidate. This study aimed at identifying brain regions with activation changes and their correlations with neuropsychological functions after treatment with ORADUR-methylphenidate in children with ADHD. Methods: We recruited drug-naive children with ADHD and age- and sex-matched typically developing (TD) children. They were all scanned with the functional magnetic resonance imaging (fMRI) during the counting Stroop task at baseline, and those with ADHD had the second fMRI assessment after 8-week treatment with ORADUR-methylphenidate. The Rapid Visual Information Processing (RVP) and Conners' Continuous Performance Test (CCPT) were used to assess the attention performance of the ADHD (before and after treatment) and TD groups. Results: ORADUR-methylphenidate significantly decreased inattention (Cohen d = 2.17) and hyperactivity-impulsivity (Cohen d = 0.98) symptoms. We found less activation in the right inferior frontal gyrus (rIFG) in the pre-treatment ADHD children than TD children and greater treatment-induced activation in the dorsal anterior cingulate cortex (dACC) and the right dorsolateral prefrontal cortex (rDLPFC). There was no significant difference between the post-treatment ADHD and TD groups. However, the treatment-related activations in the dACC, rDLPFC, and rIFG were significantly correlated with CCPT and RVP measures. Conclusions: Our findings indicated that ORADUR-methylphenidate increased brain activations in the dACC, rDLPFC, and rIFG in children with ADHD, associated with improved focused attention, reduced impulsivity, and enhanced inhibition control. Activities of these brain regions might be biomarkers for the treatment effectiveness of methylphenidate for ADHD. Clinical Trials Registration: ClinicalTrials.gov number, NCT02450890.
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Affiliation(s)
- Chi-Yung Shang
- Department of Psychiatry, National Taiwan University Hospital and College of Medicine, Taipei, Taiwan
| | - Tai-Li Chou
- Department of Psychology, National Taiwan University, Taipei, Taiwan.,Graduate Institute of Brain and Mind Sciences, National Taiwan University, Taipei, Taiwan
| | - Cheng-Yu Hsieh
- Department of Psychology, National Taiwan University, Taipei, Taiwan
| | - Susan Shur-Fen Gau
- Department of Psychiatry, National Taiwan University Hospital and College of Medicine, Taipei, Taiwan.,Department of Psychology, National Taiwan University, Taipei, Taiwan.,Graduate Institute of Brain and Mind Sciences, National Taiwan University, Taipei, Taiwan.,Address correspondence to: Susan Shur-Fen Gau, MD, PhD, Department of Psychiatry, National Taiwan University Hospital and College of Medicine, No. 7, Chung-Shan South Road, Taipei 10002, Taiwan
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3
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Peisch V, Rutter T, Wilkinson CL, Arnett AB. Sensory processing and P300 event-related potential correlates of stimulant response in children with attention-deficit/hyperactivity disorder: A critical review. Clin Neurophysiol 2021; 132:953-966. [PMID: 33677205 PMCID: PMC7981253 DOI: 10.1016/j.clinph.2021.01.015] [Citation(s) in RCA: 9] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/05/2020] [Revised: 12/23/2020] [Accepted: 01/29/2021] [Indexed: 02/04/2023]
Abstract
Attention-deficit/hyperactivity disorder (ADHD) is a neurodevelopmental disorder associated with considerable impairment in psychiatric and functional domains. Although stimulant medication can reduce core symptoms of inattention, hyperactivity, and impulsivity, a subgroup of patients does not respond to this intervention. A precision medicine approach has been proposed, whereby biomarkers are used to identify an effective treatment approach for a given individual. This review synthesizes the existing literature on event-related potential (ERP) correlates of stimulant response in children diagnosed with ADHD, with the goal of evaluating the potential for ERP to inform precision medicine care in this population. Forty-three articles were examined and results tentatively suggest that stimulant medications normalize the amplitude of the P300 component, and this is also associated with behavioral improvement. In contrast, results generally indicate that stimulants do not significantly alter early processing components, although there are some exceptions to this finding. Implications for research, theory, and clinical work are considered and concrete recommendations for future directions are provided. While recognizing limitations of existing literature (e.g., homogenous samples, variable methodologies), we conclude that ERP methods represent a promising approach for precision medicine care of patients with ADHD.
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Affiliation(s)
- Virginia Peisch
- Division of Developmental Medicine, Boston Children's Hospital, Boston, MA, USA.
| | - Tara Rutter
- Department of Psychiatry and Behavioral Sciences, University of Washington, Seattle, WA, USA; Department of Clinical Psychology, Seattle Pacific University, Seattle, WA, USA
| | - Carol L Wilkinson
- Division of Developmental Medicine, Boston Children's Hospital, Boston, MA, USA
| | - Anne B Arnett
- Division of Developmental Medicine, Boston Children's Hospital, Boston, MA, USA; Department of Psychiatry and Behavioral Sciences, University of Washington, Seattle, WA, USA
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Huang YS, Yeh CB, Chen CH, Shang CY, Gau SSF. A Randomized, Double-Blind, Placebo-Controlled, Two-Way Crossover Clinical Trial of ORADUR-Methylphenidate for Treating Children and Adolescents with Attention-Deficit/Hyperactivity Disorder. J Child Adolesc Psychopharmacol 2021; 31:164-178. [PMID: 33395356 PMCID: PMC8066345 DOI: 10.1089/cap.2020.0104] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/25/2022]
Abstract
Objective: Methylphenidate (MPH) is efficacious in reducing symptoms of attention-deficit/hyperactivity disorder (ADHD), but there are no data about the efficacy and safety of its new formulation (ORADUR®-MPH extended release, ORADUR-MPH) in patients with ADHD, which is the study objective. Method: This was a Phase III, multicenter, randomized, double-blind, placebo-controlled, two-way crossover clinical trial. One hundred children and adolescents with a clinical diagnosis of ADHD (72.7% male) received at least one dose of ORADUR-MPH or a placebo during the 2-week treatment period of each phase. The primary efficacy measure was the Swanson, Nolan, and Pelham-IV-teacher (SNAP-IV-T) form. Secondary efficacy measures included the SNAP-IV-parent form, the Clinical Global Impression: ADHD-Severity score, the Conner's Teacher's Rating Scale score, and the investigator's rating for 18 Diagnostic and Statistical Manual of Mental Disorders, 5th edition ADHD symptoms. In addition, data related to vital signs, body weight, physical examination, laboratory testing, and adverse events (AEs) were also collected. All data were analyzed on an intent-to-treat basis. Results: Without adjusting for differences in demographics and baseline measures, both treatment groups showed significant reductions in ADHD and oppositional defiant disorder symptoms after a 2-week treatment with greater effect sizes (Cohen's d) in the ORADUR-MPH group (Cohen's d ranging from -0.41 to -1.64; placebo, Cohen's d ranging from -0.26 to -1.18), except for oppositional symptoms, regardless of the informants. For the primary efficacy measure, ORADUR-MPH was significantly superior to the placebo, as evidenced by lower values for and greater reductions in the SNAP-IV-T scores at the endpoint (Cohen's d = -0.16, p = 0.005) and from baseline to the endpoint (Cohen's d = -0.19, p = 0.006), respectively. There were no serious AEs during the clinical study period. The most frequently observed AE was decreased appetite (49.1%). Most physical and laboratory test variables remained within the normal range. Conclusions: Once-daily ORADUR-MPH is an effective, well-tolerable, and safe treatment for children and adolescents with ADHD. ClinicalTrials.gov number, NCT02450890.
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Affiliation(s)
- Yu-Shu Huang
- Department of Child Psychiatry, Chang Gung Memorial Hospital and University, Taoyuan, Taiwan
| | - Chin-Bin Yeh
- Department of Psychiatry, Tri-Service General Hospital and University, Taipei, Taiwan
| | - Chin-Hung Chen
- Department of Psychiatry, Chang Gung Memorial Hospital and University, Chiayi, Taiwan
| | - Chi-Yung Shang
- Department of Psychiatry, National Taiwan University Hospital and College of Medicine, National Taiwan University, Taipei, Taiwan
| | - Susan Shur-Fen Gau
- Department of Psychiatry, National Taiwan University Hospital and College of Medicine, National Taiwan University, Taipei, Taiwan.,Address correspondence to: Susan Shur-Fen Gau, MD, PhD, Department of Psychiatry, National Taiwan University Hospital and College of Medicine, No. 7, Chung-Shan South Road, Taipei 10002, Taiwan
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5
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Côté V, Lalancette È, Knoth IS, Côté L, Agbogba K, Vannasing P, Major P, Barlaam F, Michaud J, Lippé S. Distinct patterns of repetition suppression in Fragile X syndrome, down syndrome, tuberous sclerosis complex and mutations in SYNGAP1. Brain Res 2020; 1751:147205. [PMID: 33189692 DOI: 10.1016/j.brainres.2020.147205] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/30/2020] [Revised: 10/31/2020] [Accepted: 11/08/2020] [Indexed: 12/29/2022]
Abstract
Sensory processing is the gateway to information processing and more complex processes such as learning. Alterations in sensory processing is a common phenotype of many genetic syndromes associated with intellectual disability (ID). It is currently unknown whether sensory processing alterations converge or diverge on brain responses between syndromes. Here, we compare for the first time four genetic conditions with ID using the same basic sensory learning paradigm. One hundred and five participants, aged between 3 and 30 years old, composing four clinical ID groups and one control group, were recruited: Fragile X syndrome (FXS; n = 14), tuberous sclerosis complex (TSC; n = 9), Down syndrome (DS; n = 19), SYNGAP1 mutations (n = 8) and Neurotypical controls (NT; n = 55)). All groups included female and male participants. Brain responses were recorded using electroencephalography (EEG) during an audio-visual task that involved three repetitions of the pronunciation of the phoneme /a/. Event Related Potentials (ERP) were used to: 1) compare peak-to-peak amplitudes between groups, 2) evaluate the presence of repetition suppression within each group and 3) compare the relative repetition suppression between groups. Our results revealed larger overall amplitudes in FXS. A repetition suppression (RS) pattern was found in the NT group, FXS and DS, suggesting spared repetition suppression in a multimodal task in these two ID syndromes. Interestingly, FXS presented a stronger RS on one peak-to-peak value in comparison with the NT. The results of our study reveal the distinctiveness of ERP and RS brain responses in ID syndromes. Further studies should be conducted to understand the molecular mechanisms involved in these patterns of responses.
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Affiliation(s)
- Valérie Côté
- Psychology Departement, Université de Montréal, Pavillon Marie-Victorin, 90, Avenue Vincent d'Indy, Montréal, QC H2V 2S9, Canada; NED Laboratory, Office 5.2.43, 3175 Chemin de la Côte-Sainte-Catherine, Montréal, QC H3T 1C5, Canada; Research Center UHC Sainte-Justine, 3175 Chemin de la Côte-Sainte-Catherine, Montréal, QC H3T 1C5, Canada.
| | - Ève Lalancette
- Psychology Departement, Université de Montréal, Pavillon Marie-Victorin, 90, Avenue Vincent d'Indy, Montréal, QC H2V 2S9, Canada; NED Laboratory, Office 5.2.43, 3175 Chemin de la Côte-Sainte-Catherine, Montréal, QC H3T 1C5, Canada; Research Center UHC Sainte-Justine, 3175 Chemin de la Côte-Sainte-Catherine, Montréal, QC H3T 1C5, Canada
| | - Inga S Knoth
- NED Laboratory, Office 5.2.43, 3175 Chemin de la Côte-Sainte-Catherine, Montréal, QC H3T 1C5, Canada; Research Center UHC Sainte-Justine, 3175 Chemin de la Côte-Sainte-Catherine, Montréal, QC H3T 1C5, Canada
| | - Lucie Côté
- Neurology Program, CHU Sainte-Justine, Montréal, 3175 Chemin de la Côte-Sainte-Catherine, QC H3T 1C5, Canada.
| | - Kristian Agbogba
- NED Laboratory, Office 5.2.43, 3175 Chemin de la Côte-Sainte-Catherine, Montréal, QC H3T 1C5, Canada; Research Center UHC Sainte-Justine, 3175 Chemin de la Côte-Sainte-Catherine, Montréal, QC H3T 1C5, Canada.
| | - Phetsamone Vannasing
- Research Center UHC Sainte-Justine, 3175 Chemin de la Côte-Sainte-Catherine, Montréal, QC H3T 1C5, Canada.
| | - Philippe Major
- Neurology Program, CHU Sainte-Justine, Montréal, 3175 Chemin de la Côte-Sainte-Catherine, QC H3T 1C5, Canada; Research Center UHC Sainte-Justine, 3175 Chemin de la Côte-Sainte-Catherine, Montréal, QC H3T 1C5, Canada.
| | - Fanny Barlaam
- NED Laboratory, Office 5.2.43, 3175 Chemin de la Côte-Sainte-Catherine, Montréal, QC H3T 1C5, Canada; Research Center UHC Sainte-Justine, 3175 Chemin de la Côte-Sainte-Catherine, Montréal, QC H3T 1C5, Canada
| | - Jacques Michaud
- Research Center UHC Sainte-Justine, 3175 Chemin de la Côte-Sainte-Catherine, Montréal, QC H3T 1C5, Canada.
| | - Sarah Lippé
- Psychology Departement, Université de Montréal, Pavillon Marie-Victorin, 90, Avenue Vincent d'Indy, Montréal, QC H2V 2S9, Canada; NED Laboratory, Office 5.2.43, 3175 Chemin de la Côte-Sainte-Catherine, Montréal, QC H3T 1C5, Canada; Research Center UHC Sainte-Justine, 3175 Chemin de la Côte-Sainte-Catherine, Montréal, QC H3T 1C5, Canada.
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6
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Kim EJ, Kwon YJ, Lee HY, Yoon HJ, Kim JS, Shim SH. The Relationship Between Response-Inhibitory Event-Related Potentials and Symptoms of Attention-Deficit/Hyperactivity Disorder in Adult Patients with Major Depressive Disorder. Psychiatry Investig 2020; 17:996-1005. [PMID: 33045796 PMCID: PMC7596285 DOI: 10.30773/pi.2020.0074] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/23/2020] [Accepted: 08/24/2020] [Indexed: 12/22/2022] Open
Abstract
OBJECTIVE Attention-deficit and poor impulse control have frequently been observed in major depressive disorder (MDD) and attention-deficit and hyperactivity disorder (ADHD). Altered event-related potential (ERP) performance, such as GoNogo tasks, has been regarded as a neurocognitive process associated with attention and behavioral inhibition. The aim of this study was to investigate the association between Nogo ERP and adult ADHD in MDD. METHODS A total of 64 participants with MDD (32 comorbid with ADHD) and 32 healthy controls aged 19-45 years were recruited; they performed GoNogo paradigms during electroencephalogram measurement. Beck Depression Inventory (BDI), State-Trait Anxiety Inventory (STAI), and the Adult ADHD Self-Report Scale (ASRS) were evaluated. Clinical measures and GoNogo ERP were compared between three groups: depression with ADHD, depression without ADHD, and healthy controls. RESULTS MDD subjects with ADHD showed significantly decreased Nogo P3 amplitude at frontal electrode, compared with those without ADHD and healthy controls. MDD subjects with ADHD showed significantly longer Nogo N2 latency at frontal and frontocentral electrodes, compared with those without ADHD and healthy controls. In MDD subjects with ADHD, the Nogo P3 amplitude at the frontal electrode was negatively correlated with the ASRS score and inattention. The Nogo N2 latency at the frontal electrode was positively correlated with false alarm rate. CONCLUSION The decreased Nogo P3 amplitude in the frontal area might be a potential biological marker for inattention in depressed patients with ADHD.
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Affiliation(s)
- Eun Jee Kim
- Department of Psychiatry, College of Medicine, Soonchunhyang University Cheonan Hospital, Cheonan, Republic of Korea
| | - Young Joon Kwon
- Department of Psychiatry, College of Medicine, Soonchunhyang University Cheonan Hospital, Cheonan, Republic of Korea
| | - Hwa-Young Lee
- Department of Psychiatry, College of Medicine, Soonchunhyang University Cheonan Hospital, Cheonan, Republic of Korea
| | - Hee-Jung Yoon
- The Korean Society of Infectious Diseases, Seoul, Republic of Korea
| | - Ji Sun Kim
- Department of Psychiatry, College of Medicine, Soonchunhyang University Cheonan Hospital, Cheonan, Republic of Korea
| | - Se-Hoon Shim
- Department of Psychiatry, College of Medicine, Soonchunhyang University Cheonan Hospital, Cheonan, Republic of Korea
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Kaga Y, Ueda R, Tanaka M, Kita Y, Suzuki K, Okumura Y, Egashira Y, Shirakawa Y, Mitsuhashi S, Kitamura Y, Nakagawa E, Yamashita Y, Inagaki M. Executive dysfunction in medication-naïve children with ADHD: A multi-modal fNIRS and EEG study. Brain Dev 2020; 42:555-563. [PMID: 32532641 DOI: 10.1016/j.braindev.2020.05.007] [Citation(s) in RCA: 12] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/14/2020] [Revised: 05/15/2020] [Accepted: 05/19/2020] [Indexed: 11/25/2022]
Abstract
OBJECTIVE Children with attention deficit hyperactivity disorder (ADHD) exhibit deficits in executive function. Since there are no clear biomarkers for the disorder, this study aimed to investigate the neurophysiological biomarkers for deficits in executive function in children with ADHD using functional near-infrared spectroscopy (fNIRS) and electroencephalography. METHODS Twenty patients diagnosed with ADHD and 19 typically developing children (TDC; 8-11 years old) were included. Event related potentials (ERPs) were recorded using an electroencephalogram (EEG) and oxygenated hemoglobin concentrations (Oxy-Hb) were recorded using fNIRS during a colored Go/NoGo task, simultaneously. Latencies and amplitudes of NoGo-N2 and NoGo/Go-P3 tasks were measured using EEG. RESULTS Children with ADHD showed significantly decreased Oxy-Hb in the right frontal cortex as well as longer NoGo-P3 latencies and a decreased NoGo/Go-P3 amplitude. There was a significant positive correlation between the Oxy-Hb and NoGo/Go-P3 amplitude. CONCLUSIONS These results suggest that children with ADHD experience executive dysfunction. Hemodynamic and electrophysiological findings during the Go/NoGo task might be useful as a biomarker of executive function. SIGNIFICANCE These findings have key implications for understanding the pathophysiology of deficits in executive function in ADHD.
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Affiliation(s)
- Yoshimi Kaga
- Department of Developmental Disorders, National Institute of Mental Health, National Center of Neurology and Psychiatry, 4-1-1 Ogawahigashi-cho, Kodaira, Tokyo 187-8553, Japan; Department of Pediatrics, Faculty of Medicine, University of Yamanashi, 1110 Shimokato, Chuo, Yamanashi 409-3898, Japan.
| | - Riyo Ueda
- Department of Developmental Disorders, National Institute of Mental Health, National Center of Neurology and Psychiatry, 4-1-1 Ogawahigashi-cho, Kodaira, Tokyo 187-8553, Japan
| | - Miho Tanaka
- Department of Developmental Disorders, National Institute of Mental Health, National Center of Neurology and Psychiatry, 4-1-1 Ogawahigashi-cho, Kodaira, Tokyo 187-8553, Japan
| | - Yosuke Kita
- Department of Developmental Disorders, National Institute of Mental Health, National Center of Neurology and Psychiatry, 4-1-1 Ogawahigashi-cho, Kodaira, Tokyo 187-8553, Japan; Cognitive Brain Research Unit (CBRU), Faculty of Medicine, University of Helsinki, 3 Haartmaninkatu, Helsinki 00290, Finland
| | - Kota Suzuki
- Department of Developmental Disorders, National Institute of Mental Health, National Center of Neurology and Psychiatry, 4-1-1 Ogawahigashi-cho, Kodaira, Tokyo 187-8553, Japan; Faculty of Education, Shitennoji University, 3-2-1 Gakuenmae, Habikino, Osaka 583-8501, Japan
| | - Yasuko Okumura
- Department of Developmental Disorders, National Institute of Mental Health, National Center of Neurology and Psychiatry, 4-1-1 Ogawahigashi-cho, Kodaira, Tokyo 187-8553, Japan; Japan Society for the Promotion of Science, Research Fellow, Kojimachi Business Center Building, 5-3-1 Kojimachi, Chiyoda-ku, Tokyo 102-0083, Japan
| | - Yuka Egashira
- Department of Developmental Disorders, National Institute of Mental Health, National Center of Neurology and Psychiatry, 4-1-1 Ogawahigashi-cho, Kodaira, Tokyo 187-8553, Japan
| | - Yuka Shirakawa
- Department of Developmental Disorders, National Institute of Mental Health, National Center of Neurology and Psychiatry, 4-1-1 Ogawahigashi-cho, Kodaira, Tokyo 187-8553, Japan
| | - Shota Mitsuhashi
- Department of Developmental Disorders, National Institute of Mental Health, National Center of Neurology and Psychiatry, 4-1-1 Ogawahigashi-cho, Kodaira, Tokyo 187-8553, Japan
| | - Yuzuki Kitamura
- Department of Developmental Disorders, National Institute of Mental Health, National Center of Neurology and Psychiatry, 4-1-1 Ogawahigashi-cho, Kodaira, Tokyo 187-8553, Japan; Japan Society for the Promotion of Science, Research Fellow, Kojimachi Business Center Building, 5-3-1 Kojimachi, Chiyoda-ku, Tokyo 102-0083, Japan; Graduate School of Design, Kyushu University, 4-9-1, Shiobaru Minami-ku, Fukuoka 815-8540, Japan
| | - Eiji Nakagawa
- Department of Child Neurology, National Center Hospital, National Center of Neurology and Psychiatry, 4-1-1 Ogawahigashi-cho, Kodaira, Tokyo 187-8551, Japan
| | - Yushiro Yamashita
- Department of Pediatrics and Child Health, Kurume University School of Medicine, 67 Asahimachi, Kurume, Fukuoka 830-0011, Japan
| | - Masumi Inagaki
- Department of Developmental Disorders, National Institute of Mental Health, National Center of Neurology and Psychiatry, 4-1-1 Ogawahigashi-cho, Kodaira, Tokyo 187-8553, Japan
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8
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Dubreuil-Vall L, Ruffini G, Camprodon JA. Deep Learning Convolutional Neural Networks Discriminate Adult ADHD From Healthy Individuals on the Basis of Event-Related Spectral EEG. Front Neurosci 2020; 14:251. [PMID: 32327965 PMCID: PMC7160297 DOI: 10.3389/fnins.2020.00251] [Citation(s) in RCA: 33] [Impact Index Per Article: 8.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/26/2019] [Accepted: 03/06/2020] [Indexed: 11/13/2022] Open
Abstract
Attention deficit hyperactivity disorder (ADHD) is a heterogeneous neurodevelopmental disorder that affects 5% of the pediatric and adult population worldwide. The diagnosis remains essentially clinical, based on history and exam, with no available biomarkers. In this paper, we describe a convolutional neural network (CNN) with a four-layer architecture combining filtering and pooling, which we train using stacked multi-channel EEG time-frequency decompositions (spectrograms) of electroencephalography data (EEG), particularly of event-related potentials (ERP) from ADHD patients (n = 20) and healthy controls (n = 20) collected during the Flanker Task, with 2800 samples for each group. We treat the data as in audio or image classification approaches, where deep networks have proven successful by exploiting invariances and compositional features in the data. The model reaches a classification accuracy of 88% ± 1.12%, outperforming the Recurrent Neural Network and the Shallow Neural Network used for comparison, and with the key advantage, compared with other machine learning approaches, of avoiding the need for manual selection of EEG spectral or channel features. The event-related spectrograms also provide greater accuracy compared to resting state EEG spectrograms. Finally, through the use of feature visualization techniques such as DeepDream, we show that the main features exciting the CNN nodes are a decreased power in the alpha band and an increased power in the delta-theta band around 100 ms for ADHD patients compared to healthy controls, suggestive of attentional and inhibition deficits, which have been previously suggested as pathophyisiological signatures of ADHD. While confirmation with larger clinical samples is necessary, these results suggest that deep networks may provide a useful tool for the analysis of EEG dynamics even from relatively small datasets, highlighting the potential of this methodology to develop biomarkers of practical clinical utility.
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Affiliation(s)
- Laura Dubreuil-Vall
- Laboratory for Neuropsychiatry and Neuromodulation, Department of Psychiatry, Massachusetts General Hospital, Harvard Medical School, Boston, MA, United States.,Department of Psychiatry and Clinical Psychobiology, Universitat de Barcelona, Barcelona, Spain.,Neuroelectrics Corporation, Cambridge, MA, United States
| | - Giulio Ruffini
- Neuroelectrics Corporation, Cambridge, MA, United States
| | - Joan A Camprodon
- Laboratory for Neuropsychiatry and Neuromodulation, Department of Psychiatry, Massachusetts General Hospital, Harvard Medical School, Boston, MA, United States
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9
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Huang J, Ulke C, Strauss M. Brain arousal regulation and depressive symptomatology in adults with attention-deficit/hyperactivity disorder (ADHD). BMC Neurosci 2019; 20:43. [PMID: 31429702 PMCID: PMC6701141 DOI: 10.1186/s12868-019-0526-4] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/13/2019] [Accepted: 08/14/2019] [Indexed: 01/14/2023] Open
Abstract
BACKGROUND The aim of the present study was to evaluate the stability of brain arousal in adult attention-deficit/hyperactivity disorder (ADHD) outpatients with and without depressive symptomatology, and its association with depressive symptom severity and absolute electroencephalogram (EEG) power in different frequency bands. METHODS We included 31 outpatient adults (45.16% females), who were diagnosed according to DSM-IV and received no medication. Their arousal stability score (index of the steepness of arousal decline during a 15-min EEG under resting conditions), the absolute EEG power and self-reports, including depressive and ADHD-related symptoms, were analyzed. Participants were split into an unstable and stable arousal group based on the median (= 6) of the arousal stability score. RESULTS ADHD patients in the stable group reported more severe depressive symptoms (p = 0.018) and showed reduced absolute EEG power in the delta (0.002 ≤ p ≤ 0.025) and theta (0.011 ≤ p ≤ 0.034) bands compared to those in the unstable group. There was no correlation between the arousal stability score and self-report-scales concerning ADHD-related symptoms (0.214 ≤ p ≤ 0.989), but a positive association with self-reported depressive severity (p = 0.018) and negative association with powers in the EEG delta and theta bands (0.001 ≤ p ≤ 0.033). CONCLUSIONS In view of high comorbidity of depression and ADHD in adult patients, these findings support the assumption that brain arousal regulation could be considered as a helpful marker for the clinical differentiation between ADHD and depression.
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Affiliation(s)
- Jue Huang
- Department of Psychiatry and Psychotherapy, University of Leipzig, Semmelweisstrasse 10, 04103, Leipzig, Germany.
| | - Christine Ulke
- Department of Psychiatry and Psychotherapy, University of Leipzig, Semmelweisstrasse 10, 04103, Leipzig, Germany
| | - Maria Strauss
- Department of Psychiatry and Psychotherapy, University of Leipzig, Semmelweisstrasse 10, 04103, Leipzig, Germany
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10
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Smith S, Crowley M, Ferrey A, Ramsey K, Wexler B, Leckman J, Sukhodolsky D. Effects of Integrated Brain, Body, and Social (IBBS) intervention on ERP measures of attentional control in children with ADHD. Psychiatry Res 2019; 278:248-257. [PMID: 31233935 PMCID: PMC6637759 DOI: 10.1016/j.psychres.2019.06.021] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/01/2019] [Revised: 06/14/2019] [Accepted: 06/16/2019] [Indexed: 11/26/2022]
Abstract
A primary goal of this study was to examine the impact of an Integrated Brain, Body, and Social (IBBS) intervention (multi-faceted treatment consisting of computerized cognitive training, physical exercise, and behavior management) on ERPs of attentional control (P3 & N2) in children with ADHD. The secondary goal was to test the differences between children with and without ADHD on ERP and Go/No-Go behavioral measures. A total of twenty-nine participants (M age = 7.14 years; 52% male; 41.4% white) recruited from the IBBS efficacy study comparing IBBS to Treatment-As-Usual (TAU) completed a Go/No-Go task before and after treatment as brain activity was recorded using EEG. Thirty-four matched healthy controls (HC) completed the same EEG procedures at a single time point. Following treatment, the Go P3 latency was significantly earlier for the IBBS group relative to the TAU group. No treatment effects were found on any behavioral measures. Prior to treatment, there was a significant difference between the ADHD group and HC group for the N2 difference wave. Children with ADHD also showed slower reaction times on behavioral measures. Although this pilot study did not reveal robust treatment effects, it suggests that IBBS may prevent the worsening of attentional systems in the brain and larger studies are needed for replication purposes.
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Affiliation(s)
- Stephanie Smith
- Department of Psychology, University of Southern
Mississippi, Hattiesburg, MS, USA,Child Study Center, Yale School of Medicine, New Haven, CT,
USA,Corresponding Author: The University
of Southern Mississippi, Department of Psychology, 118 College Drive, #5025,
Hattiesburg, MS, 39406. . Telephone:
601-266-6256. Fax: 601-266-5580
| | - Michael Crowley
- Child Study Center, Yale School of Medicine, New Haven, CT,
USA
| | - Anne Ferrey
- Nuffield Department of Primary Care Health Sciences,
University of Oxford, Oxford, England
| | - Kathleen Ramsey
- Department of Psychology, University of Southern
Mississippi, Hattiesburg, MS, USA
| | - Bruce Wexler
- Department of Psychiatry, Yale School of Medicine, New
Haven, CT, USA
| | - James Leckman
- Child Study Center, Yale School of Medicine, New Haven, CT,
USA
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11
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Pertermann M, Bluschke A, Roessner V, Beste C. The Modulation of Neural Noise Underlies the Effectiveness of Methylphenidate Treatment in Attention-Deficit/Hyperactivity Disorder. BIOLOGICAL PSYCHIATRY: COGNITIVE NEUROSCIENCE AND NEUROIMAGING 2019; 4:743-750. [PMID: 31103546 DOI: 10.1016/j.bpsc.2019.03.011] [Citation(s) in RCA: 20] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/20/2018] [Revised: 03/19/2019] [Accepted: 03/26/2019] [Indexed: 01/03/2023]
Abstract
BACKGROUND Various lines of research suggest that the stability of neural processes is low in attention-deficit/hyperactivity disorder (ADHD). Considering overarching neural principles, this lack of stability relates to increased levels of neural noise. However, no study has directly examined neural noise in ADHD. Likewise, it is unknown whether the modulation of neural noise reflects a mechanistic link as to why methylphenidate (MPH) is effective in treating impulsivity in ADHD. METHODS We compared neural noise between 29 juvenile patients with ADHD and 32 healthy control subjects and examined the effects of MPH. We examined 1/f neural noise of electroencephalogram data collected while participants performed a response inhibition (Go/NoGo) task. RESULTS Specific during NoGo trials, children with ADHD showed more neural noise than healthy control subjects. This was especially the case with regard to the theta frequency band, which is very closely related to cognitive control. MPH treatment reduced neural noise in ADHD to the level of healthy control subjects. Correlational analyses showed a direct relationship between decreases in neural noise and increases in behavioral performance. Mechanistically, this can be explained by the MPH-induced increase in dopaminergic neurotransmission that enhances the signal-to-noise ratio in neural networks and thus reduces neural noise. CONCLUSIONS This study is the first to demonstrate increased (pink) neural noise in patients with ADHD and its reduction through MPH treatment. The study reveals an important mechanistic link as to why MPH is effective in treating impulsivity in ADHD.
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Affiliation(s)
- Maik Pertermann
- Cognitive Neurophysiology, Department of Child and Adolescent Psychiatry, Faculty of Medicine, Dresden University of Technology, Dresden, Germany
| | - Annet Bluschke
- Cognitive Neurophysiology, Department of Child and Adolescent Psychiatry, Faculty of Medicine, Dresden University of Technology, Dresden, Germany
| | - Veit Roessner
- Cognitive Neurophysiology, Department of Child and Adolescent Psychiatry, Faculty of Medicine, Dresden University of Technology, Dresden, Germany
| | - Christian Beste
- Cognitive Neurophysiology, Department of Child and Adolescent Psychiatry, Faculty of Medicine, Dresden University of Technology, Dresden, Germany.
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12
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Berger C, Müller-Godeffroy J, Marx I, Reis O, Buchmann J, Dück A. Methylphenidate promotes the interaction between motor cortex facilitation and attention in healthy adults: A combined study using event-related potentials and transcranial magnetic stimulation. Brain Behav 2018; 8:e01155. [PMID: 30417982 PMCID: PMC6305964 DOI: 10.1002/brb3.1155] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/17/2018] [Revised: 09/27/2018] [Accepted: 10/14/2018] [Indexed: 11/25/2022] Open
Abstract
OBJECTIVE This study investigated simultaneously the impact of methylphenidate (MPH) on the interaction of inhibitory and facilitative pathways in regions processing motor and cognitive functions. METHOD Neural markers of attention and response control (event-related potentials) and motor cortical excitability (transcranial magnetic stimulation) and their pharmacological modulation by MPH were measured simultaneously in a sample of healthy adults (n = 31) performing a cued choice reaction test. RESULTS Methylphenidate modulated attentional gating and response preparation processes (increased contingent negative variation) and response inhibition (increased nogo P3). N1, cue- and go-P3 were not affected by MPH. Motor cortex facilitation, measured with long-interval cortical facilitation, was increased under MPH in the nogo condition and was positively correlated with the P3 amplitude. CONCLUSION Methylphenidate seems particularly to enhance response preparation processes. The MPH-induced increased motor cortex facilitation during inhibitory task demands was accompanied by increased terminal response inhibition control, probably as a compensatory process.
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Affiliation(s)
- Christoph Berger
- Department of Psychiatry, Neurology, Psychosomatics, Psychotherapy in Childhood and Adolescence, University Medical Center of Rostock, Rostock, Germany
| | - Juliane Müller-Godeffroy
- Department of Psychiatry, Neurology, Psychosomatics, Psychotherapy in Childhood and Adolescence, University Medical Center of Rostock, Rostock, Germany
| | - Ivo Marx
- Department of Psychiatry, Neurology, Psychosomatics, Psychotherapy in Childhood and Adolescence, University Medical Center of Rostock, Rostock, Germany
| | - Olaf Reis
- Department of Psychiatry, Neurology, Psychosomatics, Psychotherapy in Childhood and Adolescence, University Medical Center of Rostock, Rostock, Germany
| | - Johannes Buchmann
- Department of Psychiatry, Neurology, Psychosomatics, Psychotherapy in Childhood and Adolescence, University Medical Center of Rostock, Rostock, Germany
| | - Alexander Dück
- Department of Psychiatry, Neurology, Psychosomatics, Psychotherapy in Childhood and Adolescence, University Medical Center of Rostock, Rostock, Germany
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13
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Bluschke A, Friedrich J, Schreiter ML, Roessner V, Beste C. A comparative study on the neurophysiological mechanisms underlying effects of methylphenidate and neurofeedback on inhibitory control in attention deficit hyperactivity disorder. NEUROIMAGE-CLINICAL 2018; 20:1191-1203. [PMID: 30390574 PMCID: PMC6214870 DOI: 10.1016/j.nicl.2018.10.027] [Citation(s) in RCA: 19] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 06/27/2018] [Revised: 10/09/2018] [Accepted: 10/24/2018] [Indexed: 02/06/2023]
Abstract
In Attention Deficit Hyperactivity Disorder (AD(H)D), treatments using methylphenidate (MPH) and behavioral interventions like neurofeedback (NF) reflect major therapeutic options. These treatments also ameliorate executive dysfunctions in AD(H)D. However, the mechanisms underlying effects of MPH and NF on executive functions in AD(H)D (e.g. the ability to inhibit prepotent responses) are far from understood. It is particularly unclear whether these interventions affect similar or dissociable neural mechanisms and associated functional neuroanatomical structures. This, however, is important when aiming to further improve these treatments. We compared the neurophysiological mechanisms of MPH and theta/beta NF treatments on inhibitory control on the basis of EEG recordings and source localization analyses. The data show that MPH and theta/beta NF both increase the ability to inhibit pre-potent responses to a similar extent. However, the data suggest that MPH and NF target different neurophysiological mechanisms, especially when it comes to functional neuroanatomical structures associated with these effects. Both treatments seem to affect neurophysiological correlates of a ‘braking function’ in medial frontal areas. However, in case of the NF intervention, inferior parietal areas are also involved. This likely reflects the updating and stabilisation of efficient internal representations in order to initiate appropriate actions. No effects were seen in correlates of perceptual and attentional selection processes. Notably, reliable effects were only obtained after accounting for intra-individual variability in the neurophysiological data, which may also explain the diversity of findings in studies on treatment effects in AD(H)D, especially concerning neurofeedback. Neurophysiological mechanisms of methylphenidate (MPH) and neurofeedback (NF) in ADHD are compared. Both treatments improve inhibition, but have different underlying neurophysiological mechanisms. Both treatments affect the neurophysiological correlates of a ‘breaking function’ in medial frontal areas. NF also affects inferior parietal areas and likely the updating of internal representations. Distinctive effects are only seen when accounting for intra-individual variability.
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Affiliation(s)
- Annet Bluschke
- Cognitive Neurophysiology, Department of Child and Adolescent Psychiatry, Faculty of Medicine, TU Dresden, Germany.
| | - Julia Friedrich
- Cognitive Neurophysiology, Department of Child and Adolescent Psychiatry, Faculty of Medicine, TU Dresden, Germany
| | - Marie Luise Schreiter
- Cognitive Neurophysiology, Department of Child and Adolescent Psychiatry, Faculty of Medicine, TU Dresden, Germany
| | - Veit Roessner
- Cognitive Neurophysiology, Department of Child and Adolescent Psychiatry, Faculty of Medicine, TU Dresden, Germany
| | - Christian Beste
- Cognitive Neurophysiology, Department of Child and Adolescent Psychiatry, Faculty of Medicine, TU Dresden, Germany
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14
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Lo SL. A meta-analytic review of the event-related potentials (ERN and N2) in childhood and adolescence: Providing a developmental perspective on the conflict monitoring theory. DEVELOPMENTAL REVIEW 2018. [DOI: 10.1016/j.dr.2018.03.005] [Citation(s) in RCA: 26] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/23/2022]
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15
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Chmielewski WX, Tiedt A, Bluschke A, Dippel G, Roessner V, Beste C. Effects of multisensory stimuli on inhibitory control in adolescent ADHD: It is the content of information that matters. NEUROIMAGE-CLINICAL 2018; 19:527-537. [PMID: 29984161 PMCID: PMC6030566 DOI: 10.1016/j.nicl.2018.05.019] [Citation(s) in RCA: 16] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 11/09/2017] [Revised: 02/28/2018] [Accepted: 05/15/2018] [Indexed: 01/29/2023]
Abstract
Even though deficits in inhibitory control and conflict monitoring are well-known in ADHD, factors that further modulate these functions remain to be elucidated. One factor that may be of considerable importance is how inhibitory control is modulated by multisensory information processing. We examined the influence of concurrent auditory conflicting or redundant information on visually triggered response inhibition processes in adolescent ADHD patients and healthy controls. We combined high-density event-related potential (ERP) recordings with source localization to delineate the functional neuroanatomical basis of the involved neurophysiological processes. In comparison to controls, response inhibition (RI) processes in ADHD were compromised in conflicting conditions, but showed no differences to controls when redundant or no concurrent auditory information was presented. These effects were reflected by modulations at the response selection stage (P3 ERP) in the medial frontal gyrus (BA32), but not at the attentional selection (P1, N1 ERPs) or resource allocation level (P2 ERP). Conflicting information during RI exerts its influences in adolescent ADHD via response selection mechanisms, but not via attentional selection. It is not the mere presence of concurrent information, but the presence of conflicting information during RI that may destabilize goal shielding processes in medial frontal cortical regions, by means of increasing the automaticity of response tendencies. The occurring RI deficits might relate to the increased impulsivity in adolescent ADHD and a corresponding vulnerability to react to an increased automaticity of pre-potent response tendencies. ADHD patients show a bias to a specific content of information which can modulate inhibitory control. Response inhibition (RI) performance in ADHD is modulated by multisensory information. Only incongruent/conflicting concurrent information modulates RI performance. RI deficits occur if this conflicting information braces the automaticity of response tendencies. These deficits relate to a predisposition of ADHD to engage in impulsive behavior. This may be due to deficient goal-shielding processes located in the MFG.
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Affiliation(s)
- Witold X Chmielewski
- Cognitive Neurophysiology, Department of Child and Adolescent Psychiatry, Faculty of Medicine of the TU Dresden, Germany.
| | - Angela Tiedt
- Cognitive Neurophysiology, Department of Child and Adolescent Psychiatry, Faculty of Medicine of the TU Dresden, Germany
| | - Annet Bluschke
- Cognitive Neurophysiology, Department of Child and Adolescent Psychiatry, Faculty of Medicine of the TU Dresden, Germany
| | - Gabriel Dippel
- Cognitive Neurophysiology, Department of Child and Adolescent Psychiatry, Faculty of Medicine of the TU Dresden, Germany
| | - Veit Roessner
- Cognitive Neurophysiology, Department of Child and Adolescent Psychiatry, Faculty of Medicine of the TU Dresden, Germany
| | - Christian Beste
- Cognitive Neurophysiology, Department of Child and Adolescent Psychiatry, Faculty of Medicine of the TU Dresden, Germany
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16
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Hoyniak C. Changes in the NoGo N2 Event-Related Potential Component Across Childhood: A Systematic Review and Meta-Analysis. Dev Neuropsychol 2017; 42:1-24. [DOI: 10.1080/87565641.2016.1247162] [Citation(s) in RCA: 22] [Impact Index Per Article: 3.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/20/2022]
Affiliation(s)
- Caroline Hoyniak
- Department of Psychological and Brain Sciences, Indiana University, Bloomington, Indiana
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17
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Liao K, McCandliss BD, Carlson SE, Colombo J, Shaddy DJ, Kerling EH, Lepping RJ, Sittiprapaporn W, Cheatham CL, Gustafson KM. Event-related potential differences in children supplemented with long-chain polyunsaturated fatty acids during infancy. Dev Sci 2016; 20. [PMID: 27747986 DOI: 10.1111/desc.12455] [Citation(s) in RCA: 23] [Impact Index Per Article: 2.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/23/2015] [Accepted: 04/20/2016] [Indexed: 02/04/2023]
Abstract
Long-chain polyunsaturated fatty acids (LCPUFA) have been shown to be necessary for early retinal and brain development, but long-term cognitive benefits of LCPUFA in infancy have not been definitively established. The present study sought to determine whether LCPUFA supplementation during the first year of life would result in group differences in behavior and event-related potentials (ERPs) while performing a task requiring response inhibition (Go/No-Go) at 5.5 years of age. As newborns, 69 children were randomly assigned to infant formulas containing either no LCPUFA (control) or formula with 0.64% of total fatty acids as arachidonic acid (ARA; 20:4n6) and various concentrations of docosahexaenoic acid (DHA; 22:6n3) (0.32%, 0.64% or 0.96%) for the first 12 months of life. At 5.5 years of age, a task designed to test the ability to inhibit a prepotent response (Go/No-Go) was administered, yielding both event-related potentials (ERPs) and behavioral data. Behavioral measures did not differ between groups, although reaction times of supplemented children were marginally faster. Unsupplemented children had lower P2 amplitude than supplemented children to both Go and No-Go conditions. N2 amplitude was significantly higher on No-Go trials than Go trials, but only for supplemented children, resulting in a significant Group × Condition interaction. Topographical analysis of the ERPs revealed that the LCPUFA-supplemented group developed a novel period of synchronous activation (microstate) involving wider anterior brain activation around 200 ms; this microstate was not present in controls. These findings suggest that LCPUFA supplementation during the first 12 months of life exerts a developmental programming effect that is manifest in brain electrophysiology. A video abstract of this article can be viewed at: https://www.youtube.com/watch?v=oM2leg4sevs.
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Affiliation(s)
- Ke Liao
- Hoglund Brain Imaging Center, University of Kansas Medical Center, USA
| | | | - Susan E Carlson
- Department of Dietetics and Nutrition, University of Kansas Medical Center, USA
| | - John Colombo
- Department of Psychology, University of Kansas, USA
| | - D Jill Shaddy
- Department of Dietetics and Nutrition, University of Kansas Medical Center, USA
| | - Elizabeth H Kerling
- Department of Dietetics and Nutrition, University of Kansas Medical Center, USA
| | - Rebecca J Lepping
- Hoglund Brain Imaging Center, University of Kansas Medical Center, USA
| | - Wichian Sittiprapaporn
- Hoglund Brain Imaging Center, University of Kansas Medical Center, USA.,School of Anti-Aging and Regenerative Medicine, Mae Fah Luang University, Bangkok, Thailand
| | - Carol L Cheatham
- Department of Psychology, University of North Carolina at Chapel Hill, USA
| | - Kathleen M Gustafson
- Hoglund Brain Imaging Center, University of Kansas Medical Center, USA.,Department of Neurology, University of Kansas Medical Center, USA
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18
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Liao K, McCandliss BD, Carlson SE, Colombo J, Shaddy DJ, Kerling EH, Lepping RJ, Sittiprapaporn W, Cheatham CL, Gustafson KM. Event-related potential differences in children supplemented with long-chain polyunsaturated fatty acids during infancy. Dev Sci 2016. [DOI: 10.1111/desc.12455 10.1111/desc.12455] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
Affiliation(s)
- Ke Liao
- Hoglund Brain Imaging Center; University of Kansas Medical Center; USA
| | | | - Susan E. Carlson
- Department of Dietetics and Nutrition; University of Kansas Medical Center; USA
| | - John Colombo
- Department of Psychology; University of Kansas; USA
| | - D. Jill Shaddy
- Department of Dietetics and Nutrition; University of Kansas Medical Center; USA
| | | | | | - Wichian Sittiprapaporn
- Hoglund Brain Imaging Center; University of Kansas Medical Center; USA
- School of Anti-Aging and Regenerative Medicine; Mae Fah Luang University; Bangkok Thailand
| | - Carol L. Cheatham
- Department of Psychology; University of North Carolina at Chapel Hill; USA
| | - Kathleen M. Gustafson
- Hoglund Brain Imaging Center; University of Kansas Medical Center; USA
- Department of Neurology; University of Kansas Medical Center; USA
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19
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Yorbik Ö, Mutlu C, Özdağ MF, Olgun A, Eryilmaz G, Ayta S. Possible Effects of Copper and Ceruloplasmin Levels on Auditory Event Potentials in Boys with Attention Deficit Hyperactivity Disorder. Noro Psikiyatr Ars 2016; 53:321-327. [PMID: 28360806 DOI: 10.5152/npa.2016.12659] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/30/2015] [Accepted: 12/15/2015] [Indexed: 11/22/2022] Open
Abstract
INTRODUCTION The aims of the present study were to investigate the relationship between levels of plasma copper (Cu) and ceruloplasmin (Cp) and amplitudes and latencies of P1, N2, and P3 in the parietal and frontal areas of children with attention deficit hyperactivity disorder (ADHD) as well as to compare these Cu levels and event-related potentials (ERPs) indices in controls. METHODS Boys (n=41) with ADHD were divided into two subgroups according to a median split of plasma Cu and Cp levels, separately. ERP indices from the parietal and frontal regions were recorded in children with ADHD and 24 normal boys (control group) using an auditory oddball paradigm. RESULTS Parietal P3 latency was significantly longer, and parietal P3 amplitude, frontal P3 amplitude, and frontal N2 amplitudes were smaller in children with ADHD than in controls (all p values <0.017). Parietal P1 and frontal P1 latencies were significantly shorter in the higher Cu group than in the lower Cu group (both p values <0.017). Decreased latency of parietal P1 was dependent on plasma levels of Cu (p<0.05). Frontal N2 and parietal N2 amplitudes were significantly lower in the ADHD group with lower Cp levels than in the ADHD group with higher Cp levels (both p values <0.017). Decreased frontal N2 and parietal N2 amplitudes were dependent on plasma levels of Cp (both p values <0.05). CONCLUSION Plasma Cu and Cp levels may have an effect on ERPs in ADHD, thus indicating the existence of effects on information processing. Cu levels may have a negative effect on the neuronal encoding of sound, whereas Cp levels may have a positive effect on the processes of cognitive control, conflict monitoring, and stimulus discrimination in children with ADHD.
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Affiliation(s)
- Özgür Yorbik
- Department of Child and Adolescent Psychiatry, Maltepe University School of Medicine, İstanbul, Turkey
| | - Caner Mutlu
- Department of Child and Adolescent Psychiatry, Bakırköy Prof. Dr. Mazhar Osman Psychiatric Training and Research Hospital, İstanbul, Turkey
| | - Mehmet Fatih Özdağ
- Department of Neurology, Gülhane Military Medical Academy Haydarpaşa Training and Research Hospital, İstanbul, Turkey
| | - Abdullah Olgun
- Biogerontology Laboratory, Akdeniz University, Antalya, Turkey
| | - Gül Eryilmaz
- Department of Psychology, Division of Psychiatry, Üsküdar University Faculty of Humanities and Social Sciences, İstanbul, Turkey
| | - Semih Ayta
- Clinic of Pediatrics, Child Neurology Unit, Haseki Training and Research Hospital, İstanbul, Turkey
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Ordikhani-Seyedlar M, Lebedev MA, Sorensen HBD, Puthusserypady S. Neurofeedback Therapy for Enhancing Visual Attention: State-of-the-Art and Challenges. Front Neurosci 2016; 10:352. [PMID: 27536212 PMCID: PMC4971093 DOI: 10.3389/fnins.2016.00352] [Citation(s) in RCA: 40] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/19/2016] [Accepted: 07/12/2016] [Indexed: 11/17/2022] Open
Abstract
We have witnessed a rapid development of brain-computer interfaces (BCIs) linking the brain to external devices. BCIs can be utilized to treat neurological conditions and even to augment brain functions. BCIs offer a promising treatment for mental disorders, including disorders of attention. Here we review the current state of the art and challenges of attention-based BCIs, with a focus on visual attention. Attention-based BCIs utilize electroencephalograms (EEGs) or other recording techniques to generate neurofeedback, which patients use to improve their attention, a complex cognitive function. Although progress has been made in the studies of neural mechanisms of attention, extraction of attention-related neural signals needed for BCI operations is a difficult problem. To attain good BCI performance, it is important to select the features of neural activity that represent attentional signals. BCI decoding of attention-related activity may be hindered by the presence of different neural signals. Therefore, BCI accuracy can be improved by signal processing algorithms that dissociate signals of interest from irrelevant activities. Notwithstanding recent progress, optimal processing of attentional neural signals remains a fundamental challenge for the development of efficient therapies for disorders of attention.
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Affiliation(s)
- Mehdi Ordikhani-Seyedlar
- Division of Biomedical Engineering, Department of Electrical Engineering, Technical University of Denmark Lyngby, Denmark
| | - Mikhail A Lebedev
- Department of Neurobiology, Duke UniversityDurham, NC, USA; Center for Neuroengineering, Duke UniversityDurham, NC, USA
| | - Helge B D Sorensen
- Division of Biomedical Engineering, Department of Electrical Engineering, Technical University of Denmark Lyngby, Denmark
| | - Sadasivan Puthusserypady
- Division of Biomedical Engineering, Department of Electrical Engineering, Technical University of Denmark Lyngby, Denmark
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21
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Eichele H, Eichele T, Bjelland I, Høvik MF, Sørensen L, van Wageningen H, Worren MK, Hugdahl K, Plessen KJ. Performance Monitoring in Medication-Naïve Children with Tourette Syndrome. Front Neurosci 2016; 10:50. [PMID: 26973443 PMCID: PMC4771943 DOI: 10.3389/fnins.2016.00050] [Citation(s) in RCA: 20] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/12/2015] [Accepted: 02/04/2016] [Indexed: 01/08/2023] Open
Abstract
Background: Tourette syndrome (TS) is a childhood-onset neurodevelopmental disorder and its impact on cognitive development needs further study. Evidence from neuropsychological, neuroimaging and electrophysiological studies suggests that the decline in tic severity and the ability to suppress tics relate to the development of self-regulatory functions in late childhood and adolescence. Hence, tasks measuring performance monitoring might provide insight into the regulation of tics in children with TS. Method: Twenty-five children with TS, including 14 with comorbid Attention-deficit/ hyperactivity disorder (ADHD), 39 children with ADHD and 35 typically developing children aged 8–12 years were tested with a modified Eriksen-Flanker task during a 34-channel electroencephalography (EEG) recording. Task performance, as well as stimulus-locked and response-locked event-related potentials (ERP) were analyzed and compared across groups. Results: Participants did not differ in their behavioral performance. Children with TS showed higher amplitudes of an early P3 component of the stimulus-locked ERPs in ensemble averages and in separate trial outcomes, suggesting heightened orienting and/or attention during stimulus evaluation. In response-locked averages, children with TS had a slightly higher positive complex before the motor response, likely also reflecting a late P3. Groups did not differ in post-response components, particularly in the error-related negativity (ERN) and error-related positivity (Pe). Conclusions: These findings suggest that children with TS may employ additional attentional resources as a compensatory mechanism to maintain equal behavioral performance.
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Affiliation(s)
- Heike Eichele
- Department of Biological and Medical Psychology, University of Bergen Bergen, Norway
| | - Tom Eichele
- Department of Biological and Medical Psychology, University of BergenBergen, Norway; K.G. Jebsen Centre for Research on Neuropsychiatric Disorders, University of BergenBergen, Norway; Section for Neurophysiology, Department of Neurology, Haukeland University HospitalBergen, Norway
| | - Ingvar Bjelland
- Department of Psychiatry, Haukeland University HospitalBergen, Norway; Department of Clinical Medicine, Faculty of Medicine and Dentistry, University of BergenBergen, Norway
| | - Marie F Høvik
- Department of Clinical Medicine, Faculty of Medicine and Dentistry, University of Bergen Bergen, Norway
| | - Lin Sørensen
- Department of Biological and Medical Psychology, University of Bergen Bergen, Norway
| | - Heidi van Wageningen
- Department of Biological and Medical Psychology, University of Bergen Bergen, Norway
| | - Marius Kalsås Worren
- Department of Clinical Medicine, Faculty of Medicine and Dentistry, University of Bergen Bergen, Norway
| | - Kenneth Hugdahl
- Department of Biological and Medical Psychology, University of BergenBergen, Norway; K.G. Jebsen Centre for Research on Neuropsychiatric Disorders, University of BergenBergen, Norway; Department of Psychiatry, Haukeland University HospitalBergen, Norway
| | - Kerstin J Plessen
- K.G. Jebsen Centre for Research on Neuropsychiatric Disorders, University of BergenBergen, Norway; Child and Adolescent Mental Health Center, Mental Health Services Capital RegionCopenhagen, Denmark; Department of Clinical Medicine, Faculty of Health and Medical Sciences, University of CopenhagenCopenhagen, Denmark
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22
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Tamayo-Orrego L, Osorio Forero A, Quintero Giraldo LP, Parra Sánchez JH, Varela V, Restrepo F. [Differential effects of attention deficit/hyperactivity disorder subtypes in event-related potentials]. ACTA ACUST UNITED AC 2015; 44:77-86. [PMID: 26578329 DOI: 10.1016/j.rcp.2015.02.004] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/19/2014] [Revised: 10/22/2014] [Accepted: 02/02/2015] [Indexed: 11/25/2022]
Abstract
BACKGROUND To better understand the neurophysiological substrates in attention deficit/hyperactivity disorder (ADHD), a study was performed on of event-related potentials (ERPs) in Colombian patients with inattentive and combined ADHD. METHODS A case-control, cross-sectional study was designed. The sample was composed of 180 subjects between 5 and 15 years of age (mean, 9.25±2.6), from local schools in Manizales. The sample was divided equally in ADHD or control groups and the subjects were paired by age and gender. The diagnosis was made using the DSM-IV-TR criteria, the Conners and WISC-III test, a psychiatric interview (MINIKID), and a medical evaluation. ERPs were recorded in a visual and auditory passive oddball paradigm. Latency and amplitude of N100, N200 and P300 components for common and rare stimuli were used for statistical comparisons. RESULTS ADHD subjects show differences in the N200 amplitude and P300 latency in the auditory task. The N200 amplitude was reduced in response to visual stimuli. ADHD subjects with combined symptoms show a delayed P300 in response to auditory stimuli, whereas inattentive subjects exhibited differences in the amplitude of N100 and N200. Combined ADHD patients showed longer N100 latency and smaller N200-P300 amplitude compared to inattentive ADHD subjects. CONCLUSIONS The results show differences in the event-related potentials between combined and inattentive ADHD subjects.
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Affiliation(s)
- Lukas Tamayo-Orrego
- Laboratorio de Neurofisiología, Universidad Autónoma de Manizales, Manizales, Colombia
| | | | | | | | - Vilma Varela
- Facultad de Ciencias Sociales y Humanas, Universidad de Manizales, Manizales, Colombia
| | - Francia Restrepo
- Laboratorio de Neurofisiología, Universidad Autónoma de Manizales, Manizales, Colombia.
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Effects of methylphenidate on cognitive functions in children and adolescents with attention-deficit/hyperactivity disorder: evidence from a systematic review and a meta-analysis. Biol Psychiatry 2014; 76:603-15. [PMID: 24231201 DOI: 10.1016/j.biopsych.2013.10.005] [Citation(s) in RCA: 181] [Impact Index Per Article: 18.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/14/2013] [Revised: 10/03/2013] [Accepted: 10/03/2013] [Indexed: 11/20/2022]
Abstract
BACKGROUND Attention-deficit/hyperactivity disorder (ADHD) is associated with a broad range of neuropsychological impairments. The relationship between these neuropsychological deficits and the defining symptoms of ADHD seems more complex than originally thought. Methylphenidate (MPH) is an effective treatment for ADHD symptoms, but its impact on cognition is less clearly understood. METHODS With a common systematic search strategy and a rigorous coding and data extraction strategy across domains, we searched electronic databases to identify published placebo controlled trials that compared MPH and placebo on executive and nonexecutive memory, reaction time, reaction time variability and response inhibition in children and adolescents (5-18 years) with a formal diagnosis of ADHD. RESULTS Sixty studies were included in the review, of which 36 contained sufficient data for meta-analysis. Methylphenidate was superior to placebo in all five meta-analyses: executive memory, standardized mean difference (SMD) .26, 95% confidence interval (CI): -.39 to -.13; non-executive memory, SMD .60, 95% CI: -.79 to -.41; reaction time, SMD .24, 95% CI: -.33 to -.15; reaction time variability, SMD .62, 95% CI: -.90 to -.34; response inhibition, SMD .41, 95% CI: -.55 to -.27. CONCLUSIONS These data support the potentially important effects of MPH on various aspects of cognition known to be associated with ADHD. Consideration should be given to adding cognitive outcomes to the assessment of treatment outcome in ADHD, considering the complexity of the relationship between ADHD symptoms and cognition.
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24
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Mazaheri A, Fassbender C, Coffey-Corina S, Hartanto TA, Schweitzer JB, Mangun GR. Differential oscillatory electroencephalogram between attention-deficit/hyperactivity disorder subtypes and typically developing adolescents. Biol Psychiatry 2014; 76:422-9. [PMID: 24120092 PMCID: PMC3972379 DOI: 10.1016/j.biopsych.2013.08.023] [Citation(s) in RCA: 68] [Impact Index Per Article: 6.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/17/2013] [Revised: 08/15/2013] [Accepted: 08/22/2013] [Indexed: 11/27/2022]
Abstract
BACKGROUND A neurobiological-based classification of attention-deficit/hyperactivity disorder (ADHD) subtypes has thus far remained elusive. The aim of this study was to use oscillatory changes in the electroencephalogram (EEG) related to informative cue processing, motor preparation, and top-down control to investigate neurophysiological differences between typically developing (TD) adolescents, and those diagnosed with predominantly inattentive (IA) or combined (CB) (associated with symptoms of inattention as well as impulsivity/hyperactivity) subtypes of ADHD. METHODS The EEG was recorded from 57 rigorously screened adolescents (12 to 17 years of age; 23 TD, 17 IA, and 17 CB), while they performed a cued flanker task. We examined the oscillatory changes in theta (3-5 Hz), alpha (8-12 Hz), and beta (22-25 Hz) EEG bands after cues that informed participants with which hand they would subsequently be required to respond. RESULTS Relative to TD adolescents, the IA group showed significantly less postcue alpha suppression, suggesting diminished processing of the cue in the visual cortex, whereas the CB group showed significantly less beta suppression at the electrode contralateral to the cued response hand, suggesting poor motor planning. Finally, both ADHD subtypes showed weak functional connectivity between frontal theta and posterior alpha, suggesting common top-down control impairment. CONCLUSIONS We found both distinct and common task-related neurophysiological impairments in ADHD subtypes. Our results suggest that task-induced changes in EEG oscillations provide an objective measure, which in conjunction with other sources of information might help distinguish between ADHD subtypes and therefore aid in diagnoses and evaluation of treatment.
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Affiliation(s)
- Ali Mazaheri
- Academic Medical Center, Department of Psychiatry, University of Amsterdam, The Netherlands.
| | - Catherine Fassbender
- M.I.N.D. Institute, University of California, Davis, CA, USA,Department of Psychiatry and Behavioral Sciences, University of California, Davis, CA, USA,Imaging Research Center, University of California, Davis, CA, USA,Center for Mind and Brain, University of California, Davis, CA, USA
| | | | | | - Julie B. Schweitzer
- M.I.N.D. Institute, University of California, Davis, CA, USA,Department of Psychiatry and Behavioral Sciences, University of California, Davis, CA, USA
| | - George R. Mangun
- Center for Mind and Brain, University of California, Davis, CA, USA,Department of Psychology, University of California, Davis, CA, USA,Department of Neurology, University of California, Davis, CA, USA
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The effects of methylphenidate on resting-state striatal, thalamic and global functional connectivity in healthy adults. Int J Neuropsychopharmacol 2014; 17:1177-91. [PMID: 24825078 PMCID: PMC4506752 DOI: 10.1017/s1461145714000674] [Citation(s) in RCA: 43] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 01/08/2023] Open
Abstract
By blocking dopamine and norepinephrine transporters, methylphenidate affects cognitive performance and regional brain activation in healthy individuals as well as those with neuropsychiatric disorders. Resting-state connectivity evaluates the functional integrity of a network of brain regions. Here, we examined how methylphenidate effects resting-state functional connectivity of the dorsal striatum and thalamus, areas each with dense dopaminergic and noradrenergic innervations, as well as global cerebral connectivity. We administered a single, oral dose (45 mg) to 24 healthy adults and compared resting-state connectivity to 24 demographically matched adults who did not receive any medication. The results showed that methylphenidate alters seed-based and global connectivity between the thalamus/dorsal striatum with primary motor cortex, amygdala/hippocampus and frontal executive areas (p < 0.05, corrected). Specifically, while methylphenidate at this dosage enhances connectivity to the motor cortex and memory circuits, it dampens prefrontal cortical connectivity perhaps by increasing catecholaminergic signalling past the 'optimal' level. These findings advance our understanding of a critical aspect of the multifaceted effects of methylphenidate on brain functions. The results may also facilitate future studies of the aetiology and treatment of neurological and psychiatric disorders that implicate catecholaminergic dysfunction.
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26
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Hyperactivity and sensation seeking as autoregulatory attempts to stabilize brain arousal in ADHD and mania? ACTA ACUST UNITED AC 2014; 6:159-73. [PMID: 24997891 DOI: 10.1007/s12402-014-0144-z] [Citation(s) in RCA: 56] [Impact Index Per Article: 5.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/29/2014] [Accepted: 06/16/2014] [Indexed: 02/07/2023]
Abstract
Hypoarousal as indicated by skin conductance and electroencephalography (EEG) has been discussed as a pathogenetic factor in attention-deficit/hyperactivity disorder (ADHD). The aim of this paper was to review these arousal-related pathogenetic concepts and to present the more recently proposed vigilance regulation model of affective disorders and ADHD. The latter builds on methodological advances in classifying short EEG segments into vigilance stages (Vigilance Algorithm Leipzig, VIGALL), indicating different states of global brain function ("brain arousal"). VIGALL allows the objective assessment of vigilance regulation under defined conditions, e.g. how fast vigilance declines to lower vigilance stages associated with drowsiness during 15-20-min EEG recordings under resting conditions with eyes closed. According to the vigilance regulation model, the hyperactivity and sensation seeking observed in overtired children, ADHD and mania may be interpreted as an autoregulatory attempt to create a stimulating environment in order to stabilize vigilance. The unstable regulation of vigilance observed in both mania and ADHD may thus explain the attention deficits, which become especially prominent in monotonous sustained attention tasks. Among the arguments supporting the vigilance regulation model are the facts that destabilizing vigilance (e.g., via sleep deprivation) can trigger or exacerbate symptoms of ADHD or mania, whereas stabilizing vigilance (e.g., via psychostimulants, reducing sleep deficits) alleviates these symptoms. The potential antimanic effects of methylphenidate are presently being studied in an international randomized controlled trial. We propose vigilance regulation as a converging biomarker, which could be useful for identifying treatment responders to psychostimulants and forming pathophysiologically more homogeneous ADHD subgroups for research purposes.
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27
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Knoth IS, Vannasing P, Major P, Michaud JL, Lippé S. Alterations of visual and auditory evoked potentials in fragile X syndrome. Int J Dev Neurosci 2014; 36:90-7. [PMID: 24875778 DOI: 10.1016/j.ijdevneu.2014.05.003] [Citation(s) in RCA: 47] [Impact Index Per Article: 4.7] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/10/2014] [Revised: 04/30/2014] [Accepted: 05/14/2014] [Indexed: 01/10/2023] Open
Abstract
BACKGROUND Fragile X Syndrome (FXS) is the most common monogenic form of intellectual disability and one of the few known monogenic causes of autism. It is caused by a trinucleotide repeat expansion in the FMR1 ('Fragile X Mental Retardation 1') gene, which prevents expression of the 'Fragile X Mental Retardation Protein' (FMRP). In FXS, the absence of FMRP leads to altered structural and functional development of the synapse, while preventing activity-based synapse maturation and synaptic pruning, which are essential for normal brain development and cognitive development. Possible impairments in information processing can be non-invasively investigated using electrophysiology. METHODS We compared auditory (AEP) and visual (VEP) evoked potentials in twelve adolescents and young adults (10-22 years) affected by FXS to healthy controls matched by chronological age (N=12) and developmental age of cognitive functioning (N=9; 5-7 years), using analysis of variance. RESULTS In the visual modality, the N70 and N2 amplitude have been found increased in FXS in comparison to the chronological, but not the developmental control group at occipital sites, whereas in the auditory modality N1, P2 and N2 amplitude as well as N2 latency have been found increased in FXS, relative to both chronological and developmental control groups at mid-central sites. CONCLUSIONS The AEP/VEP profile suggests disruptions in sensory processing specific to FXS that exceed immaturity of physiological activity. In addition, the auditory modality seems to be more affected than the visual modality. Results are discussed in light of possible underlying neuronal mechanisms, including deficits in synaptic pruning and neuronal inhibition that might account for a hyperreactive nervous system in FXS.
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Affiliation(s)
- Inga Sophia Knoth
- Research Center of the CHU Ste-Justine Mother and Child University Hospital Center, University of Montreal, Quebec, Canada; Psychology Department, University of Montreal, Quebec, Canada; Centre de Recherche en Neuropsychologie et Cognition, University of Montreal, Quebec, Canada.
| | - Phetsamone Vannasing
- Research Center of the CHU Ste-Justine Mother and Child University Hospital Center, University of Montreal, Quebec, Canada
| | - Philippe Major
- Research Center of the CHU Ste-Justine Mother and Child University Hospital Center, University of Montreal, Quebec, Canada
| | - Jacques L Michaud
- Research Center of the CHU Ste-Justine Mother and Child University Hospital Center, University of Montreal, Quebec, Canada
| | - Sarah Lippé
- Research Center of the CHU Ste-Justine Mother and Child University Hospital Center, University of Montreal, Quebec, Canada; Psychology Department, University of Montreal, Quebec, Canada; Centre de Recherche en Neuropsychologie et Cognition, University of Montreal, Quebec, Canada
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Farr OM, Hu S, Matuskey D, Zhang S, Abdelghany O, Li CSR. The effects of methylphenidate on cerebral activations to salient stimuli in healthy adults. Exp Clin Psychopharmacol 2014; 22:154-65. [PMID: 24188171 PMCID: PMC4105943 DOI: 10.1037/a0034465] [Citation(s) in RCA: 21] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 01/21/2023]
Abstract
Detection of a salient stimulus is critical to cognitive functioning. A stimulus is salient when it appears infrequently, carries high motivational value, and/or when it dictates changes in behavior. Individuals with neurological conditions that implicate altered catecholaminergic signaling, such as those with attention deficit hyperactivity disorder, are impaired in detecting salient stimuli, a deficit that can be remediated by catecholaminergic medications. However, the effects of these catecholaminergic agents on cerebral activities during saliency processing within the context of the stop-signal task are not clear. Here, we examined the effects of a single oral dose (45 mg) of methylphenidate in 24 healthy adults performing the stop-signal task during functional MRI (fMRI). Compared to 92 demographically matched adults who did not receive any medications, the methylphenidate group showed higher activations in bilateral caudate head, primary motor cortex, and the right inferior parietal cortex during stop as compared to go trials (p < .05, corrected for family-wise error of multiple comparisons). These results show that methylphenidate enhances saliency processing by promoting specific cerebral regional activities. These findings may suggest a neural basis for catecholaminergic treatment of attention disorders.
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Affiliation(s)
- Olivia M. Farr
- Interdepartmental Neuroscience Program, Yale University School of Medicine, New Haven, CT 06520
| | - Sien Hu
- Department of Psychiatry, Yale University School of Medicine, New Haven, CT 06519
| | - David Matuskey
- Department of Psychiatry, Yale University School of Medicine, New Haven, CT 06519
| | - Sheng Zhang
- Department of Psychiatry, Yale University School of Medicine, New Haven, CT 06519
| | - Osama Abdelghany
- Investigational Drug Service, Yale New Haven Hospital, New Haven, CT 06519
| | - Chiang-shan R. Li
- Interdepartmental Neuroscience Program, Yale University School of Medicine, New Haven, CT 06520,Department of Psychiatry, Yale University School of Medicine, New Haven, CT 06519,Department of Neurobiology, Yale University School of Medicine, New Haven, CT 06520
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Dupuy F, Clarke A, Barry R, Selikowitz M, McCarthy R. EEG and electrodermal activity in girls with Attention-Deficit/Hyperactivity Disorder. Clin Neurophysiol 2014; 125:491-9. [DOI: 10.1016/j.clinph.2013.09.007] [Citation(s) in RCA: 19] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/25/2013] [Revised: 09/10/2013] [Accepted: 09/16/2013] [Indexed: 10/26/2022]
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30
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Ogrim G, Kropotov J, Brunner JF, Candrian G, Sandvik L, Hestad KA. Predicting the clinical outcome of stimulant medication in pediatric attention-deficit/hyperactivity disorder: data from quantitative electroencephalography, event-related potentials, and a go/no-go test. Neuropsychiatr Dis Treat 2014; 10:231-42. [PMID: 24523588 PMCID: PMC3921081 DOI: 10.2147/ndt.s56600] [Citation(s) in RCA: 34] [Impact Index Per Article: 3.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/04/2022] Open
Abstract
BACKGROUND We searched for predictors of the clinical outcome of stimulant medication in pediatric attention-deficit/hyperactivity disorder (ADHD), emphasizing variables from quantitative electroencephalography, event-related potentials (ERPs), and behavioral data from a visual go/no-go test. METHODS Nineteen-channel electroencephalography (EEG) was recorded during the resting state in eyes-open and eyes-closed conditions and during performance of the cued go/no-go task in 98 medication-naïve ADHD patients aged 7-17 years and in 90 controls with the same age and sex distribution as the patients. For patients, the recording was followed by a systematic trial on stimulant medication lasting at least 4 weeks. Based on data from rating scales and interviews, two psychologists who were blind to the electrophysiological results independently rated the patients as responders (REs) (N=74) or non-responders (non-REs) (N=24). Using a logistic regression model, comparisons were made between REs and non-REs on the EEG spectra, ERPs (cue P3, contingent negative variation, and P3 no-go of the ERP waves and independent components [ICs] extracted from these waves), reaction time, reaction time variability, number of commission and omission errors, intelligence quotient, age, sex, ADHD subtype, and comorbidities. RESULTS The two groups differed significantly on eight of the variables, with effect sizes (Cohen's d) ranging from 0.49 to 0.76. In the multivariate logistic regression analysis, only three of these variables were significantly associated with clinical outcome. The amplitude of the IC cue P3, which has a parietal-occipital distribution, was normal in REs but significantly smaller in non-REs, whereas the centrally distributed IC P3 no-go early was smaller in REs than in non-REs and controls. In addition, the REs had more power in the EEG theta band. A quartile-based index was calculated using these three variables. The group with the lowest scores comprised only 36% REs; response rates in the three other groups were 83%, 86%, and 89%. CONCLUSION The clinical outcome of stimulant medication was best predicted by electrophysiological parameters. The brain dysfunctions of the REs appear to be primarily associated with prefrontal lobe hypoactivation. The non-REs were deviant from the controls in parietal-occipital functions.
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Affiliation(s)
- Geir Ogrim
- Neuropsychiatric Unit, Østfold Hospital Trust, Fredrikstad, Norway ; National Resource Center for ADHD, Tourette's Syndrome, and Narcolepsy, Oslo, Norway ; Institute of Psychology, Norwegian University of Science and Technology, Trondheim, Norway
| | - Juri Kropotov
- Institute of Psychology, Norwegian University of Science and Technology, Trondheim, Norway ; Institute of the Human Brain, Russian Academy of Sciences, Saint Petersburg, Russia ; Department of Neuropsychology, Andrzej Frycz Modrzewski Krakow University, Krakow, Poland
| | - Jan Ferenc Brunner
- Institute of Psychology, Norwegian University of Science and Technology, Trondheim, Norway ; Department of Physical Medicine and Rehabilitation, St Olav's Hospital, Trondheim, Norway ; Department of Neuroscience, Norwegian University of Science and Technology, Trondheim, Norway
| | | | - Leiv Sandvik
- Oslo University Hospital, Department of Biostatistics, Epidemiology, and Health Economy, Oslo, Norway
| | - Knut A Hestad
- Institute of Psychology, Norwegian University of Science and Technology, Trondheim, Norway ; Division of Mental Health, Innlandet Hospital Trust, Brumunddal, Norway
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Excitatory versus inhibitory impairments in insomnia patients: an ERP study. Int J Psychophysiol 2013; 93:62-9. [PMID: 23541997 DOI: 10.1016/j.ijpsycho.2013.03.004] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/11/2012] [Revised: 02/20/2013] [Accepted: 03/10/2013] [Indexed: 12/31/2022]
Abstract
According to the neurocognitive perspective on insomnia, conditioned arousal results in impairment of information processing, as such interfering with normal sleep processes. In the present study, evening event-related potentials N100 and P200 were evaluated to assess hyperarousal in patients with insomnia and controls. 13 patients (mean age = 40.8) with polysomnographically verified sleep disruptions and 11 good sleepers (mean age = 45.4) were included. An auditory oddball paradigm was administered the evening of the polysomnography. N100 and P200 mean amplitudes and peak latencies at Fz and Cz were analyzed as a measure of respectively general arousability and inhibition of information processing. Patients experiencing insomnia were characterized by decreased P200 amplitudes compared to good sleepers. No significant differences were found for N100 amplitudes and latencies of both ERP waves. These results suggest that this group of patients with objectified insomnia is characterized by an arousal impairment. However, there was no evidence of hyperarousal, considering the normal N100 amplitudes. On the other hand, the inhibition of information processing was distorted. As such, the impairment of de-arousal or de-activation in insomnia is put forward as an additional factor within the arousal model.
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Sable JJ, Knopf KL, Kyle MR, Schully LT, Brooks MM, Parry KH, Thompson IA, Suna EB, Stowe R, Flink LA, Diamond RE. Attention-deficit hyperactivity disorder reduces automatic attention in young adults. Psychophysiology 2013; 50:308-13. [DOI: 10.1111/psyp.12012] [Citation(s) in RCA: 9] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/07/2012] [Accepted: 11/14/2012] [Indexed: 11/28/2022]
Affiliation(s)
| | - Kristin L. Knopf
- Department of Psychology; Rhodes College; Memphis; Tennessee; USA
| | - Marie R. Kyle
- Department of Psychology; Rhodes College; Memphis; Tennessee; USA
| | - Lauren T Schully
- Department of Psychology; Rhodes College; Memphis; Tennessee; USA
| | - Megan M. Brooks
- Department of Psychology; Rhodes College; Memphis; Tennessee; USA
| | - Kelly H. Parry
- Department of Psychology; Rhodes College; Memphis; Tennessee; USA
| | - Ivy A. Thompson
- Department of Psychology; Rhodes College; Memphis; Tennessee; USA
| | - Elise B. Suna
- Department of Psychology; Rhodes College; Memphis; Tennessee; USA
| | - Rachel Stowe
- Department of Psychology; Rhodes College; Memphis; Tennessee; USA
| | - Laura A. Flink
- Department of Psychology; Rhodes College; Memphis; Tennessee; USA
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Ortega R, López V, Carrasco X, Anllo-Vento L, Aboitiz F. Exogenous orienting of visual-spatial attention in ADHD children. Brain Res 2012. [PMID: 23200900 DOI: 10.1016/j.brainres.2012.11.036] [Citation(s) in RCA: 29] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/27/2023]
Abstract
Visual spatial orienting of attention towards exogenous cues has been one of the attentional functions considered to be spared in ADHD. Here we present a design in which 60 (30 ADHD) children, age: 10.9±1.4, were asked to covertly orient their attention to one or two (out of four) cued locations, and search for a target stimulus in one of these locations, while recording behavioral responses and EEG/ERP. In all conditions, ADHD children showed delayed reaction times and poorer behavioral performance. They also exhibited larger cue-elicited P2 but reduced CNV in the preparation stage. Larger amplitude of CNV predicted better performance in the task. Target-elicited N1 and selection negativity were also reduced in the ADHD group compared to non-ADHD. Groups also differed in the early and late P3 time-windows. The present results suggest that exogenous orienting of attention could be dysfunctional in ADHD under certain conditions. This limitation is not necessarily caused by an impairment of the orienting process itself, but instead by a difficulty in maintaining the relevant information acquired during the early preparation stage through the target processing stage, when it is really needed.
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Affiliation(s)
- Rodrigo Ortega
- Laboratorio de Neurociencia Cognitiva, Departamento de Psiquiatría, Facultad de Medicina, y Centro Interdisciplinario de Neurociencia, Pontificia Universidad Católica de Chile, Santiago, Chile
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Johnstone SJ, Barry RJ, Clarke AR. Ten years on: a follow-up review of ERP research in attention-deficit/hyperactivity disorder. Clin Neurophysiol 2012; 124:644-57. [PMID: 23063669 DOI: 10.1016/j.clinph.2012.09.006] [Citation(s) in RCA: 118] [Impact Index Per Article: 9.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/05/2012] [Revised: 09/03/2012] [Accepted: 09/10/2012] [Indexed: 11/28/2022]
Abstract
This article reviews the event-related potential (ERP) literature in relation to attention-deficit/hyperactivity disorder (AD/HD) over the years 2002-2012. ERP studies exploring various aspects of brain functioning in children and adolescents with AD/HD are reviewed, with a focus on group effects and interpretations in the domains of attention, inhibitory control, performance monitoring, non-pharmacological treatments, and ERP/energetics interactions. There has been a distinct shift in research intensity over the past 10 years, with a large increase in ERP studies conducted in the areas of inhibitory control and performance monitoring. Overall, the research has identified a substantial number of ERP correlates of AD/HD. Robust differences from healthy controls have been reported in early orienting, inhibitory control, and error-processing components. These data offer potential to improve our understanding of the specific brain dysfunction(s) which contribute to the disorder. The literature would benefit from a more rigorous approach to clinical group composition and consideration of age effects, as well as increased emphasis on replication and extension studies using exacting participant, task, and analysis parameters.
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Abnormal centroparietal ERP response in predominantly medication-naive adolescent boys with ADHD during both response inhibition and execution. J Clin Neurophysiol 2012; 29:181-9. [PMID: 22469685 DOI: 10.1097/wnp.0b013e31824e1025] [Citation(s) in RCA: 21] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/27/2022] Open
Abstract
Abnormal event-related potential (ERP) responses have been reported in children and adolescents with attention deficit hyperactivity disorder (ADHD) and a medication history compared with in healthy controls during tasks of response control and conflict inhibition. This study reports neurophysiologic correlates of a task dependent on these cognitive functions in a large, predominantly medication naive, group of adolescents with ADHD compared with that in healthy age- and intelligence quotient (IQ)-matched controls using area-under-the-curve (AUC) analysis. Fifty-four adolescents with ADHD and 55 healthy comparisons completed a hybrid conflict and response inhibition Go/NoGo ERP task. The performance data showed that children with ADHD compared with controls had deficits in both the inhibitory measures (higher commission errors) and the Go process of the task (slower reaction times and enhanced omission errors). The ERP data showed significant impairments in brain function in the ADHD relative to the control group for late, endogenous ERPs (N2, P3a, and P3b), whereas no group differences were found for the earlier P200. All findings remained when a minority of children with medication history was excluded. Furthermore, deficits were not specific to the inhibitory processes of the task but were equally observed during the execution functions. Group differences were particularly pronounced over central and centroparietal sites across all time points, presumably reflecting the midline attention system mediated by anterior and posterior cingulate that is important for generic, condition-independent visual-spatial attention and response selection processes. The findings demonstrate that adolescents with ADHD have abnormal ERP responses not only during inhibitory, but also execution-related processes and, furthermore, that these deficits are independent from medication history.
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Köchel A, Schienle A. “Ärgerlich!?“ Neuronale Korrelate der Verhaltenshemmung auf emotionale Signale. PSYCHOTHERAPEUT 2012. [DOI: 10.1007/s00278-012-0906-z] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 10/28/2022]
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Rajala AZ, Henriques JB, Populin LC. Dissociative effects of methylphenidate in nonhuman primates: trade-offs between cognitive and behavioral performance. J Cogn Neurosci 2012; 24:1371-81. [PMID: 22401288 DOI: 10.1162/jocn_a_00225] [Citation(s) in RCA: 16] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/04/2022]
Abstract
Low doses of methylphenidate reduce hyperactivity and improve attention in individuals with attention deficit hyperactivity disorder (ADHD) as well as in healthy humans and animals. Despite its extensive use, relatively little is known about its mechanisms of action. This study investigated the effects of methylphenidate on working memory performance, impulsivity, response accuracy and precision, and the ability to stay on task in rhesus monkeys using an oculomotor delayed response task. Methylphenidate affected task performance in an inverted-U manner in all three subjects tested. The improvements resulted from a reduction in premature responses and, importantly, not from improvement in the memory of target location. The length of time subjects participated in each session was also affected dose dependently. However, the dose at which the length of participation was maximally increased significantly impaired performance on the working memory task. This dissociation of effects has implications for the treatment of ADHD, for the nonprescription use of methylphenidate for cognitive enhancement, and for furthering the basic understanding of the neural substrate underlying these processes.
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Hill JC, Covarrubias P, Terry J, Sanabria F. The effect of methylphenidate and rearing environment on behavioral inhibition in adult male rats. Psychopharmacology (Berl) 2012; 219:353-62. [PMID: 22057663 PMCID: PMC3263695 DOI: 10.1007/s00213-011-2552-5] [Citation(s) in RCA: 15] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/06/2011] [Accepted: 10/13/2011] [Indexed: 11/25/2022]
Abstract
RATIONALE The ability to withhold reinforced responses-behavioral inhibition-is impaired in various psychiatric conditions including Attention Deficit Hyperactivity Disorder (ADHD). Methodological and analytical limitations have constrained our understanding of the effects of pharmacological and environmental factors on behavioral inhibition. OBJECTIVES To determine the effects of acute methylphenidate (MPH) administration and rearing conditions (isolated vs. pair-housed) on behavioral inhibition in adult rats. METHODS Inhibitory capacity was evaluated using two response-withholding tasks, differential reinforcement of low rates (DRL) and fixed minimum interval (FMI) schedules of reinforcement. Both tasks made sugar pellets contingent on intervals longer than 6 s between consecutive responses. Inferences on inhibitory and timing capacities were drawn from the distribution of withholding times (interresponse times, or IRTs). RESULTS MPH increased the number of intervals produced in both tasks. Estimates of behavioral inhibition increased with MPH dose in FMI and with social isolation in DRL. Nonetheless, burst responding in DRL and the divergence of DRL data relative to past studies, among other limitations, undermined the reliability of DRL data as the basis for inferences on behavioral inhibition. CONCLUSIONS Inhibitory capacity was more precisely estimated from FMI than from DRL performance. Based on FMI data, MPH, but not a socially enriched environment, appears to improve inhibitory capacity. The highest dose of MPH tested, 8 mg/kg, did not reduce inhibitory capacity but reduced the responsiveness to waiting contingencies. These results support the use of the FMI schedule, complemented with appropriate analytic techniques, for the assessment of behavioral inhibition in animal models.
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Affiliation(s)
| | | | - Joel Terry
- University of Nevada, Las Vegas, NV, USA
| | - Federico Sanabria
- Arizona State University, Tempe, AZ, USA; Department of Psychology, P.O. Box 871104, Tempe, AZ 85287-1104, USA
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Brackenridge R, McKenzie K, Murray GC, Quigley A. An examination of the effects of stimulant medication on response inhibition: a comparison between children with and without attention deficit hyperactivity disorder. RESEARCH IN DEVELOPMENTAL DISABILITIES 2011; 32:2797-2804. [PMID: 21700419 DOI: 10.1016/j.ridd.2011.05.027] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/06/2011] [Accepted: 05/13/2011] [Indexed: 05/31/2023]
Abstract
This study investigated whether methylphenidate is effective in improving response inhibition in children with Attention Deficit Hyperactivity Disorder (ADHD). Children with ADHD were compared with normally developing children on measures of response inhibition. Participants with ADHD were compared across two conditions--medicated and unmedicated. There was no significant difference between the inhibitory control of children with and without ADHD. Children with ADHD showed significant improvements in inhibitory control following methylphenidate. The findings of the present study contrast with previous studies which document reduced inhibitory control in ADHD, compared with normally developing children. Reports of methylphenidate improving functioning in children with ADHD are supported. Limitation and implications of the study are discussed.
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Smith JL, Douglas KM. On the use of event-related potentials to auditory stimuli in the Go/NoGo task. Psychiatry Res 2011; 193:177-81. [PMID: 21764566 DOI: 10.1016/j.pscychresns.2011.03.002] [Citation(s) in RCA: 12] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/20/2010] [Revised: 01/20/2011] [Accepted: 03/09/2011] [Indexed: 10/18/2022]
Abstract
The N2 and P3 components of the event-related potential (ERP) are putative markers of inhibition in the Go/NoGo task. If this is the case, they should be unaffected by stimulus presentation modality. Theoretical researchers have suggested that the effect is smaller or absent with auditory stimuli, while others have shown that the effect depends on the perceptual similarity of the stimuli. Meanwhile, clinical researchers appear to be unaware of the debate. This study examined the N2 and P3 NoGo effects elicited by five sets of auditory stimuli varying in perceptual similarity. The N2 NoGo effect was significant for similar and different letters, and for similar tones, but not for different tones or novel sounds. As expected by the perceptual overlap hypothesis, the largest N2 NoGo effect was observed with the similar letters. In contrast, the P3 NoGo effect was significant and of a similar magnitude for all stimulus sets. The differential effect of the stimulus sets suggests separable underlying processes reflected in N2 and P3. Guidelines are provided for clinical researchers wishing to use auditory stimuli in the Go/NoGo task.
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Mueller A, Candrian G, Grane VA, Kropotov JD, Ponomarev VA, Baschera GM. Discriminating between ADHD adults and controls using independent ERP components and a support vector machine: a validation study. NONLINEAR BIOMEDICAL PHYSICS 2011; 5:5. [PMID: 21771289 PMCID: PMC3149569 DOI: 10.1186/1753-4631-5-5] [Citation(s) in RCA: 49] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/21/2011] [Accepted: 07/19/2011] [Indexed: 05/28/2023]
Abstract
BACKGROUND There are numerous event-related potential (ERP) studies in relation to attention-deficit hyperactivity disorder (ADHD), and a substantial number of ERP correlates of the disorder have been identified. However, most of the studies are limited to group differences in children. Independent component analysis (ICA) separates a set of mixed event-related potentials into a corresponding set of statistically independent source signals, which are likely to represent different functional processes. Using a support vector machine (SVM), a classification method originating from machine learning, this study aimed at investigating the use of such independent ERP components in differentiating adult ADHD patients from non-clinical controls by selecting a most informative feature set. A second aim was to validate the predictive power of the SVM classifier by means of an independent ADHD sample recruited at a different laboratory. METHODS Two groups of age-matched adults (75 ADHD, 75 controls) performed a visual two stimulus go/no-go task. ERP responses were decomposed into independent components, and a selected set of independent ERP component features was used for SVM classification. RESULTS Using a 10-fold cross-validation approach, classification accuracy was 91%. Predictive power of the SVM classifier was verified on the basis of the independent ADHD sample (17 ADHD patients), resulting in a classification accuracy of 94%. The latency and amplitude measures which in combination differentiated best between ADHD patients and non-clinical subjects primarily originated from independent components associated with inhibitory and other executive operations. CONCLUSIONS This study shows that ERPs can substantially contribute to the diagnosis of ADHD when combined with up-to-date methods.
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Affiliation(s)
- Andreas Mueller
- Brain and Trauma Foundation Grisons, Poststrasse 22, 7000 Chur, Switzerland
| | - Gian Candrian
- Brain and Trauma Foundation Grisons, Poststrasse 22, 7000 Chur, Switzerland
| | | | - Juri D Kropotov
- Institute of the Human Brain of Russian Academy of Sciences, St. Petersburg, Russian Federation
| | - Valery A Ponomarev
- Institute of the Human Brain of Russian Academy of Sciences, St. Petersburg, Russian Federation
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Mueller A, Candrian G, Kropotov JD, Ponomarev VA, Baschera GM. Classification of ADHD patients on the basis of independent ERP components using a machine learning system. NONLINEAR BIOMEDICAL PHYSICS 2010; 4 Suppl 1:S1. [PMID: 20522259 PMCID: PMC2880795 DOI: 10.1186/1753-4631-4-s1-s1] [Citation(s) in RCA: 62] [Impact Index Per Article: 4.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Indexed: 05/29/2023]
Abstract
BACKGROUND In the context of sensory and cognitive-processing deficits in ADHD patients, there is considerable evidence of altered event related potentials (ERP). Most of the studies, however, were done on ADHD children. Using the independent component analysis (ICA) method, ERPs can be decomposed into functionally different components. Using the classification method of support vector machine, this study investigated whether features of independent ERP components can be used for discrimination of ADHD adults from healthy subjects. METHODS Two groups of age- and sex-matched adults (74 ADHD, 74 controls) performed a visual two stimulus GO/NOGO task. ERP responses were decomposed into independent components by means of ICA. A feature selection algorithm defined a set of independent component features which was entered into a support vector machine. RESULTS The feature set consisted of five latency measures in specific time windows, which were collected from four different independent components. The independent components involved were a novelty component, a sensory related and two executive function related components. Using a 10-fold cross-validation approach, classification accuracy was 92%. CONCLUSIONS This study was a first attempt to classify ADHD adults by means of support vector machine which indicates that classification by means of non-linear methods is feasible in the context of clinical groups. Further, independent ERP components have been shown to provide features that can be used for characterizing clinical populations.
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Affiliation(s)
- Andreas Mueller
- Brain and Trauma Foundation Grisons, Poststrasse 22, 7000 Chur, Switzerland
| | - Gian Candrian
- Brain and Trauma Foundation Grisons, Poststrasse 22, 7000 Chur, Switzerland
| | - Juri D Kropotov
- Institute of the Human Brain of Russian Academy of Sciences, ul. Acad. Pavlova 9, 197376 St. Petersburg, Russian Federation
| | - Valery A Ponomarev
- Institute of the Human Brain of Russian Academy of Sciences, ul. Acad. Pavlova 9, 197376 St. Petersburg, Russian Federation
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A pilot study of combined working memory and inhibition training for children with AD/HD. ACTA ACUST UNITED AC 2010; 2:31-42. [PMID: 21432588 DOI: 10.1007/s12402-009-0017-z] [Citation(s) in RCA: 45] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/22/2009] [Accepted: 12/23/2009] [Indexed: 10/19/2022]
Abstract
Building on recent favourable outcomes using working memory (WM) training, this study examined the behavioural and physiological effect of concurrent computer-based WM and inhibition training for children with attention-deficit hyperactivity disorder (AD/HD). Using a double-blind active-control design, 29 children with AD/HD completed a 5-week at-home training programme and pre- and post-training sessions which included the assessment of overt behaviour, resting EEG, as well as task performance, skin conductance level and event-related potentials (ERPs) during a Go/Nogo task. Results indicated that after training, children from the high-intensity training condition showed reduced frequency of inattention and hyperactivity symptoms. Although there were trends for improved Go/Nogo performance, increased arousal and specific training effects for the inhibition-related N2 ERP component, they failed to reach standard levels of statistical significance. Both the low- and high-intensity conditions showed resting EEG changes (increased delta, reduced alpha and theta activity) and improved early attention alerting to Go and Nogo stimuli, as indicated by the N1 ERP component, post-training. Despite limitations, this preliminary work indicates the potential for cognitive training that concurrently targets the interrelated processes of WM and inhibition to be used as a treatment for AD/HD.
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Thomas SJ, Gonsalvez CJ, Johnstone SJ. Sequence effects in the Go/NoGo task: Inhibition and facilitation. Int J Psychophysiol 2009; 74:209-19. [DOI: 10.1016/j.ijpsycho.2009.09.002] [Citation(s) in RCA: 23] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/19/2008] [Revised: 08/13/2009] [Accepted: 09/04/2009] [Indexed: 10/20/2022]
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Johnstone SJ, Clarke AR. Dysfunctional response preparation and inhibition during a visual Go/No-go task in children with two subtypes of attention-deficit hyperactivity disorder. Psychiatry Res 2009; 166:223-37. [PMID: 19286266 DOI: 10.1016/j.psychres.2008.03.005] [Citation(s) in RCA: 28] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/16/2007] [Revised: 12/13/2007] [Accepted: 03/02/2008] [Indexed: 10/21/2022]
Abstract
While a response inhibition problem is well-established in children with attention-deficit/hyperactivity disorder of the combined subtype (AD/HDcom), the predominantly inattentive subtype (AD/HDin) has not been investigated previously. This study examined control versus subtype differences in visually evoked response inhibition using task performance and event-related potential (ERP) measures. Children with AD/HDcom (n=15) and AD/HDin (n=15) and age-matched controls (n=15) performed a cued visual Go/Nogo task requiring either activation or inhibition (30%) of a button-press response to the S2 (Go or Nogo stimulus) following the S1 (warning stimulus), presented 1380 ms earlier. Task performance and ERP indices of Warning, Go and Nogo stimulus processing, as well as preparation during the S1-S2 interval, were examined for group differences. Behavioural results indicated a response inhibition deficit in children with AD/HDcom and AD/HDin, with additional response activation problems in AD/HDcom. Topographic ERP differences between controls and both clinical groups suggested atypical (a) preparation for S2 as indexed by the late CNV, (b) early sensory/attentional processing of both S1 and S2, and (c) response inhibition as indexed by N2 and P3. In addition to replicating previous AD/HDcom findings, these results indicate that children with AD/HDin differ from controls in response preparation and inhibition during a cued visual Go/Nogo task.
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Affiliation(s)
- Stuart J Johnstone
- School of Psychology, University of Wollongong, Northfields Avenue, Wollongong, NSW 2522, Australia.
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Holtmann M, Grasmann D, Cionek-Szpak E, Hager V, Panzner N, Beyer A, Poustka F, Stadler C. Spezifische Wirksamkeit von Neurofeedback auf die Impulsivität bei ADHS. KINDHEIT UND ENTWICKLUNG 2009. [DOI: 10.1026/0942-5403.18.2.95] [Citation(s) in RCA: 49] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/04/2022]
Abstract
Für das Neurofeedback (NF), ein verhaltenstherapeutisches Verfahren, das über die Modifikation von EEG-Parametern eine Verbesserung von ADHS-Kernsymptomen anstrebt, hat sich die Evidenzbasis in den vergangenen Jahren verbessert. Die Arbeit gibt einen Überblick über die vorliegenden Befunde. Die durch NF erreichten kurzfristigen Verbesserungen entsprachen in mehreren Studien denen einer pharmakotherapeutischen Stimulanzien-Behandlung. Untersuchungen zur Wirkdauer der Effekte sind ermutigend. In einer eigenen Pilotstudie wurden 34 Kinder mit ADHS zufällig einer Neurofeedback-Behandlung oder einem computergestützten Aufmerksamkeitstraining zugeteilt. Die Zahl der Impulsivitätsfehler in einem Stopp-Signal-Paradigma reduzierte sich durch Neurofeedback signifikant, während sich im Elternurteil keine differenziellen Effekte fanden. Eine weitgehende Normalisierung hirnelektrischer Korrelate von Hemmungskontrolle fand sich nur in der NF-Gruppe. Neurofeedback ist ein vielversprechender Ansatz in der ADHS-Behandlung. Gleichwohl besteht Bedarf an weiteren kontrollierten Studien mit einheitlichen diagnostischen Kriterien, ausreichend großen Stichproben, geeigneten Veränderungsmaßen und Katamnese-Untersuchungen.
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Affiliation(s)
- Martin Holtmann
- Klinik für Psychiatrie und Psychotherapie des Kindes- und Jugendalters, Zentralinstitut für Seelische Gesundheit, Mannheim
| | - Dörte Grasmann
- Klinik für Psychiatrie und Psychotherapie des Kindes- und Jugendalters, Klinikum der Goethe-Universität, Frankfurt
| | - Ewa Cionek-Szpak
- Klinik für Psychiatrie und Psychotherapie des Kindes- und Jugendalters, Klinikum der Goethe-Universität, Frankfurt
| | - Viola Hager
- Klinik für Psychiatrie und Psychotherapie des Kindes- und Jugendalters, Klinikum der Goethe-Universität, Frankfurt
| | - Nicole Panzner
- Klinik für Psychiatrie und Psychotherapie des Kindes- und Jugendalters, Klinikum der Goethe-Universität, Frankfurt
| | - Anke Beyer
- Klinik für Psychiatrie und Psychotherapie des Kindes- und Jugendalters, Klinikum der Goethe-Universität, Frankfurt
| | - Fritz Poustka
- Klinik für Psychiatrie und Psychotherapie des Kindes- und Jugendalters, Klinikum der Goethe-Universität, Frankfurt
| | - Christina Stadler
- Klinik für Psychiatrie und Psychotherapie des Kindes- und Jugendalters, Klinikum der Goethe-Universität, Frankfurt
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Abstract
Data are presented on EEG activity in typically developing controls, focusing on the traditional delta, theta, alpha, and beta bands through childhood, with some extensions into adolescence and adults. Both eyes-closed and eyes-open resting state data are discussed. These reflections of typical development provide a framework for illustrating EEG differences in people with attention deficit/hyperactivity disorder (AD/HD), and its main diagnostic types, from children to adults. Comorbidity effects in the EEG of children with AD/HD, particularly comorbid reading disabilities and conduct disorders, are also described. Some recent explorations of the links between arousal/activation and EEG activity may contribute to our understanding of the functional nature of brain oscillations in this context. Other aspects of oscillatory brain activity, coherence and event-related potentials, are also briefly discussed within this framework.
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Affiliation(s)
- Robert J. Barry
- Brain & Behaviour Research Institute and School of Psychology, University of Wollongong, Australia
| | - Adam R. Clarke
- Brain & Behaviour Research Institute and School of Psychology, University of Wollongong, Australia
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Arousal-state modulation in children with AD/HD. Clin Neurophysiol 2009; 120:30-40. [DOI: 10.1016/j.clinph.2008.09.026] [Citation(s) in RCA: 23] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/16/2008] [Revised: 09/22/2008] [Accepted: 09/29/2008] [Indexed: 11/23/2022]
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Response inhibition and interference control in children with AD/HD: a visual ERP investigation. Int J Psychophysiol 2008; 72:145-53. [PMID: 19095016 DOI: 10.1016/j.ijpsycho.2008.11.007] [Citation(s) in RCA: 84] [Impact Index Per Article: 5.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/05/2008] [Revised: 11/26/2008] [Accepted: 11/26/2008] [Indexed: 11/24/2022]
Abstract
Children with Attention-deficit Hyperactivity Disorder (AD/HD) show deficits in executive inhibitory functions such as behavioral inhibition and interference control, but investigations of both of these domains in the same groups of children is scarce, especially with concurrent consideration of ERP indices of inhibitory processes. Twenty children with AD/HD and 20 matched controls aged between 8 and 14 years performed visual Go-Nogo (30% Nogo) and Flanker tasks while EEG was recorded. Results indicated that children with AD/HD traded off speed for accuracy in the Go-Nogo task, resulting in similar levels of response inhibition accuracy; in the Flanker task response speed and errors were at control levels, while misses were increased and showed an enhanced interference effect. In the Go-Nogo task, the AD/HD group showed reduced Go/Nogo P2, a reduced central N2 Nogo>Go effect, and a more anterior Go/Nogo P3 compared to controls. For the Flanker task, the AD/HD group showed delayed N1 and P2, dramatically reduced N2 to Incongruent stimuli, enhanced N2 to Neutral stimuli, as well as increased P3 to Incongruent stimuli, compared to controls. These results indicate that Go-Nogo behavioral inhibition and Flanker interference control were not equally impaired in children with AD/HD, and that factors such as effort, arousal and motivation require further investigation.
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The effect of methylphenidate on auditory information processing in healthy volunteers: a combined EEG/MEG study. Psychopharmacology (Berl) 2008; 197:475-86. [PMID: 18264697 DOI: 10.1007/s00213-007-1065-8] [Citation(s) in RCA: 40] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/19/2007] [Accepted: 12/19/2007] [Indexed: 01/09/2023]
Abstract
INTRODUCTION The psychomotor stimulant methylphenidate (MPH) has been shown to improve attentional processes, reflected in behavioural measures such as vigilance, reaction time and visual attention tasks. The neural mechanisms of MPH action on sensory information processing, however, remain poorly understood. To the authors' knowledge, this present study is the first to investigate whether a single dose of MPH affects neural substrates of passive attention in healthy adults studied with simultaneous whole-head magnetoencephalography (MEG) and electroencephalography (EEG). METHODS Monaural left-ear auditory stimuli were presented in an oddball paradigm with infrequent deviant tones differing in frequency and duration. Neuronal activity was recorded with simultaneous whole-head MEG and EEG in 13 healthy subjects (five females; aged 27 +/- 5 years) after oral administration of 40 mg MPH or placebo in a randomised, double-blind, cross-over design. We analysed both electric and magnetic N100, P200 and mismatch negativity (MMN) components. RESULTS MPH increased arousal levels in visual analogue scales. MPH had no effect on the dipole strength of MMN or MMNm in either frequency or duration deviations. MPH did, however, reduce P200 amplitudes in EEG. CONCLUSIONS The lack of effect of MPH on either MMN or MMNm suggests no association between catecholaminergic activities and MMN generation. However, our findings imply that MPH may change the neural bases of auditory information processing such as the early stimulus evaluation reflected in the P200 component. Dopamine and noradrenaline neurotransmitter systems could be responsible for the modulation of these processes. The exclusive effect of MPH on the P200 component could have a clinical application.
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