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Isaac V, Lopez V, Escobar MJ. Can attention-deficit/hyperactivity disorder be considered a form of cerebellar dysfunction? Front Neurosci 2025; 19:1453025. [PMID: 39911701 PMCID: PMC11794510 DOI: 10.3389/fnins.2025.1453025] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/24/2024] [Accepted: 01/02/2025] [Indexed: 02/07/2025] Open
Abstract
Attention-deficit/hyperactivity disorder (ADHD) is a heterogenous disorder, commonly described for presenting difficulties in sustained attention, response inhibition, and organizing goal-oriented behaviors. However, along with its traditionally described executive dysfunction, more than half of the children diagnosed with ADHD have been reported to show difficulties with gross and fine motor skills, albeit motor impairments in ADHD continue to be a neglected area of clinical attention. The rapidly growing field of the clinical cognitive neuroscience of the cerebellum has begun to relate cerebro-cerebellar circuits to neurodevelopmental disorders. While the cerebellum's role in motor function, such as balance, motor coordination, and execution, is well recognized, ongoing research has evidenced its additional and fundamental role in neurocognitive development and executive function, including attention and social cognition, which are all areas of impairment commonly found in ADHD. Interestingly, neuroimaging studies have consistently shown differences in cerebellar volume and functional connectivity between ADHD and typically developing children. Furthermore, methylphenidate is known to act at the cerebellar level, as intrinsic cerebellar dopaminergic systems involved in attention and motor function have been identified. This article reviews some of the main findings linking cerebellar dysfunction to ADHD behavioral symptoms and incorporates the cerebellum as a possible neurological basis and differentiating indicator within the condition. We suggest considering more rigorous assessments in future ADHD studies, including cerebellar-associated skill evaluations to correlate with symptom severity and other detected outcomes, such as executive dysfunction, and study possible associative patterns that may serve as more objective measures for this diagnosis.
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Affiliation(s)
- Valeria Isaac
- Center for Social and Cognitive Neuroscience, School of Psychology, Universidad Adolfo Ibáñez, Santiago, Chile
| | - Vladimir Lopez
- Escuela de Psicología, Facultad de Ciencias Sociales, Pontificia Universidad Católica de Chile, Santiago, Chile
| | - Maria Josefina Escobar
- Center for Social and Cognitive Neuroscience, School of Psychology, Universidad Adolfo Ibáñez, Santiago, Chile
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Parkkinen S, Radua J, Andrews DS, Murphy D, Dell'Acqua F, Parlatini V. Cerebellar network alterations in adult attention-deficit/hyperactivity disorder. J Psychiatry Neurosci 2024; 49:E233-E241. [PMID: 38960626 PMCID: PMC11230668 DOI: 10.1503/jpn.230146] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/27/2023] [Revised: 03/07/2024] [Accepted: 05/22/2024] [Indexed: 07/05/2024] Open
Abstract
BACKGROUND Attention-deficit/hyperactivity disorder (ADHD) is a neurodevelopmental condition that often persists into adulthood. Underlying alterations in brain connectivity have been identified but some relevant connections, such as the middle, superior, and inferior cerebellar peduncles (MCP, SCP, and ICP, respectively), have remained largely unexplored; thus, we sought to investigate whether the cerebellar peduncles contribute to ADHD pathophysiology among adults. METHODS We applied diffusion-weighted spherical deconvolution tractography to dissect the cerebellar peduncles of male adults with ADHD (including those who did or did not respond to methylphenidate, based on at least 30% symptom improvement at 2 months) and controls. We investigated differences in tract metrics between controls and the whole ADHD sample and between controls and treatment-response groups using sensitivity analyses. Finally, we analyzed the association between the tract metrics and cliniconeuropsychological profiles. RESULTS We included 60 participants with ADHD (including 42 treatment responders and 18 nonresponders) and 20 control participants. In the whole ADHD sample, MCP fractional anisotropy (FA; t 78 = 3.24, p = 0.002) and hindrance modulated orientational anisotropy (HMOA; t 78 = 3.01, p = 0.004) were reduced, and radial diffusivity (RD) in the right ICP was increased (t 78 = -2.84, p = 0.006), compared with controls. Although case-control differences in MCP FA and HMOA, which reflect white-matter microstructural organization, were driven by both treatment response groups, only responders significantly differed from controls in right ICP RD, which relates to myelination (t 60 = 3.14, p = 0.003). Hindrance modulated orientational anisotropy of the MCP was significantly positively associated with hyperactivity measures. LIMITATIONS This study included only male adults with ADHD. Further research needs to investigate potential sex- and development-related differences. CONCLUSION These results support the role of the cerebellar networks, especially of the MCP, in adult ADHD pathophysiology and should encourage further investigation. CLINICAL TRIAL REGISTRATION NCT03709940.
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Affiliation(s)
- Salla Parkkinen
- From the Institute of Translational Neurodevelopment, Department of Forensic and Neurodevelopmental Sciences, Institute of Psychiatry, Psychology and Neuroscience, King's College London, London, UK (Parkkinen, Andrews, Murphy, Dell'Acqua, Parlatini); the Department of Forensic and Neurodevelopmental Sciences, Institute of Psychiatry, Psychology and Neuroscience, King's College London, London, UK (Parkkinen, Murphy, Dell'Acqua, Parlatini); the Institut d'Investigacions Biomèdiques August Pi i Sunyer, CIBERSAM, Instituto de Salud Carlos III, University of Barcelona, Barcelona, Spain (Radua); the Department of Psychiatry and Behavioral Sciences, The MIND Institute, University of California, Davis, Sacramento, CA, USA (Andrews); the Department of Neuroimaging, Institute of Psychiatry, Psychology and Neuroscience, King's College London, London, UK (Dell'Acqua); the NIHR Biomedical Research Centre for Mental Health at South London and Maudsley NHS Foundation Trust and King's College London, Institute of Psychiatry, Psychology and Neuroscience, London, UK (Dell'Acqua); the School of Psychology, University of Southampton, Southampton, UK (Parlatini); the Solent NHS Trust, Southampton, UK (Parlatini)
| | - Joaquim Radua
- From the Institute of Translational Neurodevelopment, Department of Forensic and Neurodevelopmental Sciences, Institute of Psychiatry, Psychology and Neuroscience, King's College London, London, UK (Parkkinen, Andrews, Murphy, Dell'Acqua, Parlatini); the Department of Forensic and Neurodevelopmental Sciences, Institute of Psychiatry, Psychology and Neuroscience, King's College London, London, UK (Parkkinen, Murphy, Dell'Acqua, Parlatini); the Institut d'Investigacions Biomèdiques August Pi i Sunyer, CIBERSAM, Instituto de Salud Carlos III, University of Barcelona, Barcelona, Spain (Radua); the Department of Psychiatry and Behavioral Sciences, The MIND Institute, University of California, Davis, Sacramento, CA, USA (Andrews); the Department of Neuroimaging, Institute of Psychiatry, Psychology and Neuroscience, King's College London, London, UK (Dell'Acqua); the NIHR Biomedical Research Centre for Mental Health at South London and Maudsley NHS Foundation Trust and King's College London, Institute of Psychiatry, Psychology and Neuroscience, London, UK (Dell'Acqua); the School of Psychology, University of Southampton, Southampton, UK (Parlatini); the Solent NHS Trust, Southampton, UK (Parlatini)
| | - Derek S Andrews
- From the Institute of Translational Neurodevelopment, Department of Forensic and Neurodevelopmental Sciences, Institute of Psychiatry, Psychology and Neuroscience, King's College London, London, UK (Parkkinen, Andrews, Murphy, Dell'Acqua, Parlatini); the Department of Forensic and Neurodevelopmental Sciences, Institute of Psychiatry, Psychology and Neuroscience, King's College London, London, UK (Parkkinen, Murphy, Dell'Acqua, Parlatini); the Institut d'Investigacions Biomèdiques August Pi i Sunyer, CIBERSAM, Instituto de Salud Carlos III, University of Barcelona, Barcelona, Spain (Radua); the Department of Psychiatry and Behavioral Sciences, The MIND Institute, University of California, Davis, Sacramento, CA, USA (Andrews); the Department of Neuroimaging, Institute of Psychiatry, Psychology and Neuroscience, King's College London, London, UK (Dell'Acqua); the NIHR Biomedical Research Centre for Mental Health at South London and Maudsley NHS Foundation Trust and King's College London, Institute of Psychiatry, Psychology and Neuroscience, London, UK (Dell'Acqua); the School of Psychology, University of Southampton, Southampton, UK (Parlatini); the Solent NHS Trust, Southampton, UK (Parlatini)
| | - Declan Murphy
- From the Institute of Translational Neurodevelopment, Department of Forensic and Neurodevelopmental Sciences, Institute of Psychiatry, Psychology and Neuroscience, King's College London, London, UK (Parkkinen, Andrews, Murphy, Dell'Acqua, Parlatini); the Department of Forensic and Neurodevelopmental Sciences, Institute of Psychiatry, Psychology and Neuroscience, King's College London, London, UK (Parkkinen, Murphy, Dell'Acqua, Parlatini); the Institut d'Investigacions Biomèdiques August Pi i Sunyer, CIBERSAM, Instituto de Salud Carlos III, University of Barcelona, Barcelona, Spain (Radua); the Department of Psychiatry and Behavioral Sciences, The MIND Institute, University of California, Davis, Sacramento, CA, USA (Andrews); the Department of Neuroimaging, Institute of Psychiatry, Psychology and Neuroscience, King's College London, London, UK (Dell'Acqua); the NIHR Biomedical Research Centre for Mental Health at South London and Maudsley NHS Foundation Trust and King's College London, Institute of Psychiatry, Psychology and Neuroscience, London, UK (Dell'Acqua); the School of Psychology, University of Southampton, Southampton, UK (Parlatini); the Solent NHS Trust, Southampton, UK (Parlatini)
| | - Flavio Dell'Acqua
- From the Institute of Translational Neurodevelopment, Department of Forensic and Neurodevelopmental Sciences, Institute of Psychiatry, Psychology and Neuroscience, King's College London, London, UK (Parkkinen, Andrews, Murphy, Dell'Acqua, Parlatini); the Department of Forensic and Neurodevelopmental Sciences, Institute of Psychiatry, Psychology and Neuroscience, King's College London, London, UK (Parkkinen, Murphy, Dell'Acqua, Parlatini); the Institut d'Investigacions Biomèdiques August Pi i Sunyer, CIBERSAM, Instituto de Salud Carlos III, University of Barcelona, Barcelona, Spain (Radua); the Department of Psychiatry and Behavioral Sciences, The MIND Institute, University of California, Davis, Sacramento, CA, USA (Andrews); the Department of Neuroimaging, Institute of Psychiatry, Psychology and Neuroscience, King's College London, London, UK (Dell'Acqua); the NIHR Biomedical Research Centre for Mental Health at South London and Maudsley NHS Foundation Trust and King's College London, Institute of Psychiatry, Psychology and Neuroscience, London, UK (Dell'Acqua); the School of Psychology, University of Southampton, Southampton, UK (Parlatini); the Solent NHS Trust, Southampton, UK (Parlatini)
| | - Valeria Parlatini
- From the Institute of Translational Neurodevelopment, Department of Forensic and Neurodevelopmental Sciences, Institute of Psychiatry, Psychology and Neuroscience, King's College London, London, UK (Parkkinen, Andrews, Murphy, Dell'Acqua, Parlatini); the Department of Forensic and Neurodevelopmental Sciences, Institute of Psychiatry, Psychology and Neuroscience, King's College London, London, UK (Parkkinen, Murphy, Dell'Acqua, Parlatini); the Institut d'Investigacions Biomèdiques August Pi i Sunyer, CIBERSAM, Instituto de Salud Carlos III, University of Barcelona, Barcelona, Spain (Radua); the Department of Psychiatry and Behavioral Sciences, The MIND Institute, University of California, Davis, Sacramento, CA, USA (Andrews); the Department of Neuroimaging, Institute of Psychiatry, Psychology and Neuroscience, King's College London, London, UK (Dell'Acqua); the NIHR Biomedical Research Centre for Mental Health at South London and Maudsley NHS Foundation Trust and King's College London, Institute of Psychiatry, Psychology and Neuroscience, London, UK (Dell'Acqua); the School of Psychology, University of Southampton, Southampton, UK (Parlatini); the Solent NHS Trust, Southampton, UK (Parlatini)
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van Ruitenbeek P, Franzen L, Mason NL, Stiers P, Ramaekers JG. Methylphenidate as a treatment option for substance use disorder: a transdiagnostic perspective. Front Psychiatry 2023; 14:1208120. [PMID: 37599874 PMCID: PMC10435872 DOI: 10.3389/fpsyt.2023.1208120] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/18/2023] [Accepted: 07/14/2023] [Indexed: 08/22/2023] Open
Abstract
A transition in viewing mental disorders from conditions defined as a set of unique characteristics to one of the quantitative variations on a collection of dimensions allows overlap between disorders. The overlap can be utilized to extend to treatment approaches. Here, we consider the overlap between attention-deficit/hyperactivity disorder and substance use disorder to probe the suitability to use methylphenidate as a treatment for substance use disorder. Both disorders are characterized by maladaptive goal-directed behavior, impaired cognitive control, hyperactive phasic dopaminergic neurotransmission in the striatum, prefrontal hypoactivation, and reduced frontal cortex gray matter volume/density. In addition, methylphenidate has been shown to improve cognitive control and normalize associated brain activation in substance use disorder patients and clinical trials have found methylphenidate to improve clinical outcomes. Despite the theoretical basis and promising, but preliminary, outcomes, many questions remain unanswered. Most prominent is whether all patients who are addicted to different substances may equally profit from methylphenidate treatment.
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Affiliation(s)
- Peter van Ruitenbeek
- Department of Neuropsychology and Psychopharmacology, Faculty of Psychology and Neuroscience, Maastricht University, Maastricht, Netherlands
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Genetic variations influence brain changes in patients with attention-deficit hyperactivity disorder. Transl Psychiatry 2021; 11:349. [PMID: 34091591 PMCID: PMC8179928 DOI: 10.1038/s41398-021-01473-w] [Citation(s) in RCA: 28] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/10/2021] [Revised: 05/04/2021] [Accepted: 05/12/2021] [Indexed: 12/12/2022] Open
Abstract
Attention-deficit hyperactivity disorder (ADHD) is a neurological and neurodevelopmental childhood-onset disorder characterized by a persistent pattern of inattentiveness, impulsiveness, restlessness, and hyperactivity. These symptoms may continue in 55-66% of cases from childhood into adulthood. Even though the precise etiology of ADHD is not fully understood, it is considered as a multifactorial and heterogeneous disorder with several contributing factors such as heritability, auxiliary to neurodevelopmental issues, severe brain injuries, neuroinflammation, consanguineous marriages, premature birth, and exposure to environmental toxins. Neuroimaging and neurodevelopmental assessments may help to explore the possible role of genetic variations on ADHD neuropsychobiology. Multiple genetic studies have observed a strong genetic association with various aspects of neuropsychobiological functions, including neural abnormalities and delayed neurodevelopment in ADHD. The advancement in neuroimaging and molecular genomics offers the opportunity to analyze the impact of genetic variations alongside its dysregulated pathways on structural and functional derived brain imaging phenotypes in various neurological and psychiatric disorders, including ADHD. Recently, neuroimaging genomic studies observed a significant association of brain imaging phenotypes with genetic susceptibility in ADHD. Integrating the neuroimaging-derived phenotypes with genomics deciphers various neurobiological pathways that can be leveraged for the development of novel clinical biomarkers, new treatment modalities as well as therapeutic interventions for ADHD patients. In this review, we discuss the neurobiology of ADHD with particular emphasis on structural and functional changes in the ADHD brain and their interactions with complex genomic variations utilizing imaging genetics methodologies. We also highlight the genetic variants supposedly allied with the development of ADHD and how these, in turn, may affect the brain circuit function and related behaviors. In addition to reviewing imaging genetic studies, we also examine the need for complementary approaches at various levels of biological complexity and emphasize the importance of combining and integrating results to explore biological pathways involved in ADHD disorder. These approaches include animal models, computational biology, bioinformatics analyses, and multimodal imaging genetics studies.
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ADHD and its associations with pregnancy, birth, developmental and medical-related characteristics. CURRENT PSYCHOLOGY 2021. [DOI: 10.1007/s12144-021-01817-1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/21/2022]
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Yoo JH, Kim JI, Kim BN, Jeong B. Exploring characteristic features of attention-deficit/hyperactivity disorder: findings from multi-modal MRI and candidate genetic data. Brain Imaging Behav 2021; 14:2132-2147. [PMID: 31321662 DOI: 10.1007/s11682-019-00164-x] [Citation(s) in RCA: 18] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/08/2023]
Abstract
The current study examined whether machine learning features best distinguishing attention-deficit/hyperactivity disorder (ADHD) from typically developing children (TDC) can explain clinical phenotypes using multi-modal neuroimaging and genetic data. Cortical morphology, diffusivity scalars, resting-state functional connectivity and polygenic risk score (PS) from norepinephrine, dopamine and glutamate genes were extracted from 47 ADHD and 47 matched TDC. Using random forests, classification accuracy was measured for each uni- and multi-modal model. The optimal model was used to explain symptom severity or task performance and its robustness was validated in the independent dataset including 18 ADHD and 18 TDC. The model consisting of cortical thickness and volume features achieved the best accuracy of 85.1%. Morphological changes across insula, sensory/motor, and inferior frontal cortex were also found as key predictors. Those explained 18.0% of ADHD rating scale, while dynamic regional homogeneity within default network explained 6.4% of the omission errors in continuous performance test. Ensemble of PS to optimal model showed minor effect on accuracy. Validation analysis achieved accuracy of 69.4%. Current findings suggest that structural deformities relevant to salience detection, sensory processing, and response inhibition may be robust classifiers and symptom predictors of ADHD. Altered local functional connectivity across default network predicted attentional lapse. However, further investigation is needed to clarify roles of genetic predisposition.
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Affiliation(s)
- Jae Hyun Yoo
- Department of Psychiatry, Seoul St. Mary's Hospital, College of Medicine, The Catholic University of Korea, 222 Banpo-daero, Seocho-gu, Seoul, 06591, Republic of Korea
| | - Johanna Inhyang Kim
- Department of Psychiatry, Hanyang University Medical Center, 222-1 Wangsimni-ro, Seongdong-gu, Seoul, 04763, Republic of Korea
| | - Bung-Nyun Kim
- Division of Child and Adolescent Psychiatry, Department of Neuropsychiatry, Seoul National University Hospital College of Medicine, 101 Daehak-no, Chongno-gu, Seoul, 03080, Republic of Korea.
| | - Bumseok Jeong
- Laboratory of Computational Affective Neuroscience and Development, Graduate School of Medical Science and Engineering, Korea Advanced Institute for Science and Technology (KAIST), 291 Daehak-ro, Yuseong-gu, Daejeon, 34141, Republic of Korea. .,KI for Health Science and Technology, KAIST Institute, KAIST, 291 Daehak-ro, Yuseong-gu, Daejeon, 34141, Republic of Korea.
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Ko EJ, Hong MJ, Choi EJ, Yuk JS, Yum MS, Sung IY. Effect of Anodal Transcranial Direct Current Stimulation Combined With Cognitive Training for Improving Cognition and Language Among Children With Cerebral Palsy With Cognitive Impairment: A Pilot, Randomized, Controlled, Double-Blind, and Clinical Trial. Front Pediatr 2021; 9:713792. [PMID: 34513765 PMCID: PMC8424100 DOI: 10.3389/fped.2021.713792] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/01/2021] [Accepted: 08/03/2021] [Indexed: 11/23/2022] Open
Abstract
About 30-45% of cerebral palsy (CP) patients have cognitive impairment. Previous studies showed the evidence that transcranial direct current stimulation (tDCS) may have some benefits in attention-deficit/hyperactivity disorder, autism spectrum disorder, and motor development in CP. The aim of this study is to evaluate the effect of tDCS on cognition, language, and activities of daily living (ADL) among children with CP with cognitive impairment. It was a pilot, randomized, controlled, double-blind, clinical trial in a tertiary pediatric hospital, and 13 children with CP and a cognitive age under 42 months were enrolled. tDCS group (n = 8) had active tDCS and cognitive training (20 min/session, total 20 sessions, for 12 weeks) and sham group (n = 5) had sham tDCS and cognitive training. Primary outcome was the Bayley Scales of Infant Development II (BSID II). Secondary outcomes were the Pediatric Evaluation of Disability Inventory (PEDI), the Laboratory Temperament Assessment Battery (Lab-TAB), the Early Childhood Behavior Questionnaire (ECBQ), the Korean version of MacArthur-Bates Communicative Development Inventories (M-B CDI-K), the Sequenced Language Scale for Infants (SELSI) and the Preschool Receptive-Expressive Language Scale (PRES). After intervention, the tDCS group showed significant improvements in all measurements (p < 0.05) except the M-B CDI-K (grammar), whereas the sham group only showed significant improvements in the Lab-TAB (manipulation domain), the ECBQ (attentional shifting), and the M-B CDI-K (comprehension). The between-group differences in the degree of post-intervention improvement were not statistically significant. The degree of improvement was associated with better baseline cognitive function and younger age (p < 0.05). There were no major adverse events after tDCS. The combined application of tDCS and cognitive training was feasible and associated with improvements in cognitive function, ADL, and language among children with CP with cognitive impairment. However, considering that it is a pilot study, further larger-scale systematic investigation is needed. Clinical Trial Registration: The trial was registered in the Clinical Research Information Service database, identifier: KCT0003023.
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Affiliation(s)
- Eun Jae Ko
- Department of Rehabilitation Medicine, Asan Medical Center, University of Ulsan College of Medicine, Seoul, South Korea
| | - Mi Jin Hong
- Department of Rehabilitation Medicine, Konyang Medical Center, University of Konyang College of Medicine, Daejeon, South Korea
| | - Eun Jung Choi
- Department of Rehabilitation Medicine, Seongnam Citizens Medical Center, Seongnam, South Korea
| | - Jin Sook Yuk
- Department of Rehabilitation Medicine, Asan Medical Center, Seoul, South Korea
| | - Mi Sun Yum
- Department of Pediatrics, Asan Medical Center Children's Hospital, University of Ulsan College of Medicine, Seoul, South Korea
| | - In Young Sung
- Department of Rehabilitation Medicine, Asan Medical Center, University of Ulsan College of Medicine, Seoul, South Korea
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Romani M, Vigliante M, Faedda N, Rossetti S, Pezzuti L, Guidetti V, Cardona F. Face memory and face recognition in children and adolescents with attention deficit hyperactivity disorder: A systematic review. Neurosci Biobehav Rev 2018; 89:1-12. [PMID: 29604300 DOI: 10.1016/j.neubiorev.2018.03.026] [Citation(s) in RCA: 20] [Impact Index Per Article: 2.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/17/2017] [Revised: 03/11/2018] [Accepted: 03/23/2018] [Indexed: 12/21/2022]
Abstract
This review focuses on facial recognition abilities in children and adolescents with attention deficit hyperactivity disorder (ADHD). A systematic review, using PRISMA guidelines, was conducted to identify original articles published prior to May 2017 pertaining to memory, face recognition, affect recognition, facial expression recognition and recall of faces in children and adolescents with ADHD. The qualitative synthesis based on different studies shows a particular focus of the research on facial affect recognition without paying similar attention to the structural encoding of facial recognition. In this review, we further investigate facial recognition abilities in children and adolescents with ADHD, providing synthesis of the results observed in the literature, while detecting face recognition tasks used on face processing abilities in ADHD and identifying aspects not yet explored.
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Affiliation(s)
- Maria Romani
- Department of Human Neuroscience, Section of Child and Adolescent Neuropsychiatry, Sapienza - University of Rome, Via dei Sabelli, 108 - 00185, Rome, Italy.
| | - Miriam Vigliante
- Department of Human Neuroscience, Section of Child and Adolescent Neuropsychiatry, Sapienza - University of Rome, Via dei Sabelli, 108 - 00185, Rome, Italy.
| | - Noemi Faedda
- PhD program in Behavioral Neuroscience, Department of Human Neuroscience, Section of Child and Adolescent Neuropsychiatry, Sapienza - University of Rome, Via dei Sabelli, 108 - 00185, Rome, Italy.
| | - Serena Rossetti
- Department of Dynamic and Clinical Psychology, Sapienza University of Rome, Via degli Apuli, 108 - 00185, Rome, Italy.
| | - Lina Pezzuti
- Department of Dynamic and Clinical Psychology, Sapienza University of Rome, Via degli Apuli, 108 - 00185, Rome, Italy.
| | - Vincenzo Guidetti
- Department of Human Neuroscience, Section of Child and Adolescent Neuropsychiatry, Sapienza - University of Rome, Via dei Sabelli, 108 - 00185, Rome, Italy.
| | - Francesco Cardona
- Department of Human Neuroscience, Section of Child and Adolescent Neuropsychiatry, Sapienza - University of Rome, Via dei Sabelli, 108 - 00185, Rome, Italy.
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Tan L, Guo X, Ren S, Epstein JN, Lu LJ. A Computational Model for the Automatic Diagnosis of Attention Deficit Hyperactivity Disorder Based on Functional Brain Volume. Front Comput Neurosci 2017; 11:75. [PMID: 28943846 PMCID: PMC5596085 DOI: 10.3389/fncom.2017.00075] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/23/2016] [Accepted: 07/27/2017] [Indexed: 11/29/2022] Open
Abstract
In this paper, we investigated the problem of computer-aided diagnosis of Attention Deficit Hyperactivity Disorder (ADHD) using machine learning techniques. With the ADHD-200 dataset, we developed a Support Vector Machine (SVM) model to classify ADHD patients from typically developing controls (TDCs), using the regional brain volumes as predictors. Conventionally, the volume of a brain region was considered to be an anatomical feature and quantified using structural magnetic resonance images. One major contribution of the present study was that we had initially proposed to measure the regional brain volumes using fMRI images. Brain volumes measured from fMRI images were denoted as functional volumes, which quantified the volumes of brain regions that were actually functioning during fMRI imaging. We compared the predictive power of functional volumes with that of regional brain volumes measured from anatomical images, which were denoted as anatomical volumes. The former demonstrated higher discriminative power than the latter for the classification of ADHD patients vs. TDCs. Combined with our two-step feature selection approach which integrated prior knowledge with the recursive feature elimination (RFE) algorithm, our SVM classification model combining functional volumes and demographic characteristics achieved a balanced accuracy of 67.7%, which was 16.1% higher than that of a relevant model published previously in the work of Sato et al. Furthermore, our classifier highlighted 10 brain regions that were most discriminative in distinguishing between ADHD patients and TDCs. These 10 regions were mainly located in occipital lobe, cerebellum posterior lobe, parietal lobe, frontal lobe, and temporal lobe. Our present study using functional images will likely provide new perspectives about the brain regions affected by ADHD.
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Affiliation(s)
- Lirong Tan
- Division of Biomedical Informatics, Cincinnati Children's Hospital Research FoundationCincinnati, OH, United States.,Department of Electrical Engineering and Computing System, University of CincinnatiCincinnati, OH, United States
| | - Xinyu Guo
- Division of Biomedical Informatics, Cincinnati Children's Hospital Research FoundationCincinnati, OH, United States.,Department of Electrical Engineering and Computing System, University of CincinnatiCincinnati, OH, United States
| | - Sheng Ren
- Division of Biomedical Informatics, Cincinnati Children's Hospital Research FoundationCincinnati, OH, United States.,Department of Mathematical Sciences, McMicken College of Arts and Sciences, University of CincinnatiCincinnati, OH, United States
| | - Jeff N Epstein
- Department of Pediatrics, Cincinnati Children's Hospital Research FoundationCincinnati, OH, United States
| | - Long J Lu
- Division of Biomedical Informatics, Cincinnati Children's Hospital Research FoundationCincinnati, OH, United States.,Department of Electrical Engineering and Computing System, University of CincinnatiCincinnati, OH, United States.,School of Information Management, Wuhan University, WuhanHubei, China.,Department of Environmental Health, College of Medicine, University of CincinnatiCincinnati, OH, United States
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Isaac V, Olmedo D, Aboitiz F, Delano PH. Altered Cervical Vestibular-Evoked Myogenic Potential in Children with Attention Deficit and Hyperactivity Disorder. Front Neurol 2017; 8:90. [PMID: 28348547 PMCID: PMC5346589 DOI: 10.3389/fneur.2017.00090] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/11/2017] [Accepted: 02/24/2017] [Indexed: 11/13/2022] Open
Abstract
OBJECTIVE Emerging evidence suggests that children with attention deficit and hyperactivity disorder (ADHD) present more difficulties in standing and walking balance than typically developing children. Most of previous studies have assessed these functions using postural and sensory organization tests showing differences in balance performance between control and ADHD children. However, to date, it is unknown whether these balance alterations are accompanied with vestibular dysfunction. The principal aim of this study is to evaluate vestibular otolith function in ADHD and matched control children. METHODS We assessed vestibular otolith function in children with ADHD and controls using the subjective visual vertical (SVV) bucket test and cervical vestibular-evoked myogenic potentials (cVEMPs). In addition, gait and balance were evaluated using the dynamic gait index (DGI) and computerized posturography. RESULTS Non-significant differences between groups were obtained in SVV evaluation. DGI results show lower scores for overall test performance in children with ADHD (p < 0.001), while computerized postural recordings showed significant differences for the limit of stability between groups (p = 0.02). cVEMPs in response to 500 Hz tone bursts presented at 100 dB were absent or reduced in children with ADHD, as revealed by differences in P1 and N1 peak-to-peak amplitudes between groups (p < 0.01). CONCLUSION These findings suggest that vestibular brainstem reflexes are altered in a subset of children with ADHD. We propose to include cVEMP reflexes in the clinical evaluation of ADHD patients.
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Affiliation(s)
- Valeria Isaac
- Otolaryngology Department, Clinical Hospital of the University of Chile, Santiago, Chile; Pediatric Diagnostic and Therapy Center, CERIL, Santiago, Chile
| | - Diego Olmedo
- Otolaryngology Department, Clinical Hospital of the University of Chile , Santiago , Chile
| | - Francisco Aboitiz
- Departamento de Psiquiatría and Centro Interdisciplinario de Neurociencia, Pontificia Universidad Católica de Chile , Santiago , Chile
| | - Paul H Delano
- Otolaryngology Department, Clinical Hospital of the University of Chile, Santiago, Chile; Physiology and Biophysics, ICBM, Faculty of Medicine, University of Chile, Santiago, Chile
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11
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New neurotechnologies for the diagnosis and modulation of brain dysfunctions. HEALTH PSYCHOLOGY REPORT 2014. [DOI: 10.5114/hpr.2014.43913] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/17/2022] Open
Abstract
This is a major review article to acquaint psychologists with new neurotechnologies for the diagnosis and modulation of brain abnormalities. While psychometrics measures brain functions in terms of behavioral parameters, a recently emerged branch of neuroscience called neurometrics relies on measuring the electrophysiological parameters of brain functioning. There are two approaches in neurometrics. The first relies on the spectral characteristics of spontaneous electroencephalograms (EEG) and measures deviations from normality in EEG recorded in the resting state. The second approach relies on event-related potentials (ERPs) that measure the electrical responses of the brain to stimuli and actions in behavioral tasks. The present study reviews recent research on the application of ERPs for the discrimination of different types of brain dysfunction. Attention deficit-hyperactivity disorder (ADHD) is used as an example. It is shown that the diagnostic power of ERPs is enhanced by the recent emergence of new methods of analysis, such as independent component analysis (ICA) and low resolution electromagnetic tomography (LORETA).
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Sandman CA, Head K, Muftuler LT, Su L, Buss C, Davis EP. Shape of the basal ganglia in preadolescent children is associated with cognitive performance. Neuroimage 2014; 99:93-102. [PMID: 24844741 DOI: 10.1016/j.neuroimage.2014.05.020] [Citation(s) in RCA: 35] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/08/2013] [Revised: 05/08/2014] [Accepted: 05/10/2014] [Indexed: 10/25/2022] Open
Abstract
Current studies support the belief that high levels of performance and intellectual abilities are associated with increased brain size or volume. With few exceptions, this conclusion is restricted to studies of post-adolescent subjects and to cerebral cortex. There is evidence that "bigger is better" may not pertain to children and further, that there are areas of the brain in which larger structures are associated with cognitive deficits. In 50 preadolescent children (21 girls) a structural survey of the brain (VBM) was conducted to determine and locate areas in which gray matter volume was associated with poor cognitive performance. Only increased gray matter volume in particular areas of the basal ganglia and specifically the putamen was significantly associated with poor performance on tests of memory, response speed and a general marker and subtests of intelligence. Based on the VBM findings, volumetric analysis of basal ganglia structures was performed using FSL/FIRST. However, no significant changes in total volume of putamen or other basal ganglia structures were detected with this analysis. The disagreement between measures of localized gray matter differences and volumetric analysis suggested that there might be local regional deformity rather than widespread volumetric changes of the putamen. Surface analysis with FSL/FIRST demonstrated that bilateral outward deformation of the putamen, but especially the left, was associated with poor performance on several cognitive tests. Expansion of the globus pallidus and caudate nucleus also was associated with poor performance. Moreover a significant association was detected between a reliable test of language-free intelligence and topographically distinct outward and inward deformation of the putamen. Expansion and contraction of the putamen as a predictor of intelligence may explain why this association was not observed with measures of total volume. These results suggest that deformity is a sensitive measure of function, and that distortion of the basal ganglia may be a neurophenotype for risk of developmental impairment.
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Affiliation(s)
- Curt A Sandman
- Early Human and Lifespan Development Program, Department of Psychiatry and Human Behavior, University of California Irvine, USA.
| | - Kevin Head
- Early Human and Lifespan Development Program, Department of Psychiatry and Human Behavior, University of California Irvine, USA
| | | | - Lydia Su
- Department of Radiological Sciences, University of California Irvine, USA
| | - Claudia Buss
- Early Human and Lifespan Development Program, Department of Psychiatry and Human Behavior, University of California Irvine, USA; Department of Pediatrics, University of California Irvine, USA; Institut für Medizinische Psychologie, Charité Centrum für Human- und Gesundheitswissenschaften, Charité Universitätsmedizin, Germany
| | - Elysia Poggi Davis
- Early Human and Lifespan Development Program, Department of Psychiatry and Human Behavior, University of California Irvine, USA; Department of Psychology, University of Denver, USA
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Harvey RC, Jordan CJ, Tassin DH, Moody KR, Dwoskin LP, Kantak KM. Performance on a strategy set shifting task during adolescence in a genetic model of attention deficit/hyperactivity disorder: methylphenidate vs. atomoxetine treatments. Behav Brain Res 2013; 244:38-47. [PMID: 23376704 DOI: 10.1016/j.bbr.2013.01.027] [Citation(s) in RCA: 28] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/13/2012] [Revised: 01/18/2013] [Accepted: 01/24/2013] [Indexed: 11/17/2022]
Abstract
Research examining medication effects on set shifting in teens with attention deficit/hyperactivity disorder (ADHD) is lacking. An animal model of ADHD may be useful for exploring this gap. The spontaneously hypertensive rat (SHR) is a commonly used animal model of ADHD. SHR and two comparator strains, Wistar-Kyoto (WKY) and Wistar (WIS), were evaluated during adolescence in a strategy set shifting task under conditions of a 0s or 15s delay to reinforcer delivery. The task had three phases: initial discrimination, set shift and reversal learning. Under 0s delays, SHR performed as well as or better than WKY and WIS. Treatment with 0.3mg/kg/day atomoxetine had little effect, other than to modestly increase trials to criterion during set shifting in all strains. Under 15s delays, SHR had longer lever press reaction times, longer latencies to criterion and more trial omissions than WKY during set shifting and reversal learning. These deficits were not reduced systematically by 1.5mg/kg/day methylphenidate or 0.3mg/kg/day atomoxetine. Regarding learning in SHR, methylphenidate improved initial discrimination, whereas atomoxetine improved set shifting but disrupted initial discrimination. During reversal learning, both drugs were ineffective in SHR, and atomoxetine made reaction time and trial omissions greater in WKY. Overall, WIS performance differed from SHR or WKY, depending on phase. Collectively, a genetic model of ADHD in adolescent rats revealed that neither methylphenidate nor atomoxetine mitigated all deficits in SHR during the set shifting task. Thus, methylphenidate or atomoxetine monotherapy may not mitigate all set shift task-related deficits in teens with ADHD.
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Affiliation(s)
- Roxann C Harvey
- Department of Psychology, Boston University, Boston, MA 02215, USA
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14
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Ghassabian A, Herba CM, Roza SJ, Govaert P, Schenk JJ, Jaddoe VW, Hofman A, White T, Verhulst FC, Tiemeier H. Infant brain structures, executive function, and attention deficit/hyperactivity problems at preschool age. A prospective study. J Child Psychol Psychiatry 2013; 54:96-104. [PMID: 22928649 DOI: 10.1111/j.1469-7610.2012.02590.x] [Citation(s) in RCA: 21] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Abstract
BACKGROUND Neuroimaging findings have provided evidence for a relation between variations in brain structures and attention deficit/hyperactivity disorder (ADHD). However, longitudinal neuroimaging studies are typically confined to children who have already been diagnosed with ADHD. In a population-based study, we aimed to characterize the prospective association between brain structures measured during infancy and executive function and attention deficit/hyperactivity problems assessed at preschool age. METHODS In the Generation R Study, the corpus callosum length, the gangliothalamic ovoid diameter (encompassing the basal ganglia and thalamus), and the ventricular volume were measured in 784 6-week-old children using cranial postnatal ultrasounds. Parents rated executive functioning at 4 years using the behavior rating inventory of executive function-preschool version in five dimensions: inhibition, shifting, emotional control, working memory, and planning/organizing. Attention deficit/hyperactivity problems were assessed at ages 3 and 5 years using the child behavior checklist. RESULTS A smaller corpus callosum length during infancy was associated with greater deficits in executive functioning at 4 years. This was accounted for by higher problem scores on inhibition and emotional control. The corpus callosum length during infancy did not predict attention deficit/hyperactivity problem at 3 and 5 years, when controlling for the confounders. We did not find any relation between gangliothalamic ovoid diameter and executive function or Attention deficit/hyperactivity problem. CONCLUSIONS Variations in brain structures detectible in infants predicted subtle impairments in inhibition and emotional control. However, in this population-based study, we could not demonstrate that early structural brain variations precede symptoms of ADHD.
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Affiliation(s)
- Akhgar Ghassabian
- The Generation R Study Group, Erasmus MC Department of Child and Adolescent Psychiatry, Erasmus MC-Sophia Children's Hospital, Rotterdam, The Netherlands
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15
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Kooij SJJ, Bejerot S, Blackwell A, Caci H, Casas-Brugué M, Carpentier PJ, Edvinsson D, Fayyad J, Foeken K, Fitzgerald M, Gaillac V, Ginsberg Y, Henry C, Krause J, Lensing MB, Manor I, Niederhofer H, Nunes-Filipe C, Ohlmeier MD, Oswald P, Pallanti S, Pehlivanidis A, Ramos-Quiroga JA, Rastam M, Ryffel-Rawak D, Stes S, Asherson P. European consensus statement on diagnosis and treatment of adult ADHD: The European Network Adult ADHD. BMC Psychiatry 2010; 10:67. [PMID: 20815868 PMCID: PMC2942810 DOI: 10.1186/1471-244x-10-67] [Citation(s) in RCA: 516] [Impact Index Per Article: 34.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/04/2010] [Accepted: 09/03/2010] [Indexed: 12/26/2022] Open
Abstract
BACKGROUND Attention deficit hyperactivity disorder (ADHD) is among the most common psychiatric disorders of childhood that persists into adulthood in the majority of cases. The evidence on persistence poses several difficulties for adult psychiatry considering the lack of expertise for diagnostic assessment, limited treatment options and patient facilities across Europe. METHODS The European Network Adult ADHD, founded in 2003, aims to increase awareness of this disorder and improve knowledge and patient care for adults with ADHD across Europe. This Consensus Statement is one of the actions taken by the European Network Adult ADHD in order to support the clinician with research evidence and clinical experience from 18 European countries in which ADHD in adults is recognised and treated. RESULTS Besides information on the genetics and neurobiology of ADHD, three major questions are addressed in this statement: (1) What is the clinical picture of ADHD in adults? (2) How can ADHD in adults be properly diagnosed? (3) How should ADHD in adults be effectively treated? CONCLUSIONS ADHD often presents as an impairing lifelong condition in adults, yet it is currently underdiagnosed and treated in many European countries, leading to ineffective treatment and higher costs of illness. Expertise in diagnostic assessment and treatment of ADHD in adults must increase in psychiatry. Instruments for screening and diagnosis of ADHD in adults are available and appropriate treatments exist, although more research is needed in this age group.
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Affiliation(s)
- Sandra JJ Kooij
- PsyQ, psycho medische programma's, Department Adult ADHD, Carel Reinierszkade 197, Den Haag, The Netherlands
| | - Susanne Bejerot
- Department of Clinical Neuroscience, Karolinksa Institutet, Section Psychiatry, St. Goran, Stockholm, Sweden
| | - Andrew Blackwell
- University Department of Psychiatry, Addenbrookes Hospital, Cambridge, UK
| | - Herve Caci
- Pediatric Department, Hôpitaux Pédiatriques CHU-Lenval, 06200 Nice, France
| | - Miquel Casas-Brugué
- Servicio de Psiquiatria, Hospital Universitari Vall d' Hebron, Universidad Autonoma de Barcelona, Barcelona, Spain
| | - Pieter J Carpentier
- Reinier van Arkel Groep, Postbus 70058, 5201 DZ 's-Hertogenbosch, The Netherlands
| | - Dan Edvinsson
- Department of Neuroscience/Psychiatri Ulleråker, MK 75, S-750 17 Uppsala, Sweden
| | - John Fayyad
- Institute of Development, Research, Advocacy and Applied Care (IDRAAC), Department of Psychiatry and Clinical Psychology, St George Hospital University Medical Centre, Balamand University, Beirut, Lebanon
| | - Karin Foeken
- Centre des Consultations, Institut A Tzanck, Mougins, France
| | - Michael Fitzgerald
- Department of Psychiatry, Trinity College Dublin (TCD), Dublin 2, Ireland
| | - Veronique Gaillac
- Clinique des Maladies Mentales et de l'Encéphale (CMME), Sainte Anne Hospital Paris, France
| | - Ylva Ginsberg
- Affektiva mottagningen, M 59, Psykiatri Sydväst, 141 86 Stockholm, Sweden
| | - Chantal Henry
- Département de Psychiatrie Adulte, Unité Lescure, CH Charles Perrens, Bordeaux, France
| | - Johanna Krause
- Private clinic for psychiatry and psychotherapy, 11a Schillerstrasse, Ottobrunn, Germany
| | - Michael B Lensing
- Department of Child Neurology, Oslo University Hospital, Ullevaal, Oslo, Norway
| | - Iris Manor
- Geha Mental Health Center, Petach-Tiqva, Sackler Faculty of Medicine, Tel-Aviv University, Israel
| | - Helmut Niederhofer
- Department of Child Psychiatry, Regional Hospital of Bolzano, Via Guncina, Bolzano, Italy
| | - Carlos Nunes-Filipe
- Faculty of Medical Sciences, New University of Lisbon, Campo dos Mártires da Pátria, 1169-056 Lisboa, Portugal
| | - Martin D Ohlmeier
- Department of Psychiatry, Social Psychiatry and Psychotherapy, Hannover Medical School, Germany
| | - Pierre Oswald
- Department of Psychiatry, Brugmann University Hospital, Université Libre de Bruxelles, Brussels, Belgium
| | - Stefano Pallanti
- Department of Neurosciences, Florence University, Florence, Italy
| | - Artemios Pehlivanidis
- Department of Psychiatry, National and Kapodistrian University of Athens Medical School, Eginition Hospital, Athens, Greece
| | - Josep A Ramos-Quiroga
- Programa Integral del Déficit de Atención en el Adulto (P.I.D.A.A), Servei de Psiquiatria, Hospital Universitari Vall d'Hebron, Barcelona, Spain
| | - Maria Rastam
- Department of Clinical Sciences, Lund, Child and Adolescent Psychiatry, Lund University, Sweden
| | | | - Steven Stes
- ADHD Program, University Psychiatric Center, Catholic University Leuven, Kortenberg, Belgium
| | - Philip Asherson
- MRC Social Genetic and Developmental Psychiatry, Institute of Psychiatry, Kings College London, London, UK
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Mulas F, Capilla A, Fernández S, Etchepareborda MC, Campo P, Maestú F, Fernández A, Castellanos FX, Ortiz T. Shifting-related brain magnetic activity in attention-deficit/hyperactivity disorder. Biol Psychiatry 2006; 59:373-9. [PMID: 16154541 DOI: 10.1016/j.biopsych.2005.06.031] [Citation(s) in RCA: 41] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/15/2004] [Revised: 06/08/2005] [Accepted: 06/20/2005] [Indexed: 11/25/2022]
Abstract
BACKGROUND Current theories suggest a role for frontal-striatal circuits in the pathogenesis of attention-deficit/hyperactivity disorder (ADHD). METHODS We used magnetoencephalography (MEG) to measure event-related brain activity during a simplified version of the Wisconsin Card Sorting Test in children with DSM-IV combined type ADHD (ADHD-C) or predominantly inattentive type ADHD (ADHD-PI) and in age- and intelligence-matched control children. RESULTS In control children, set-shifting cues evoked a higher degree of activation in the medial temporal lobe (MTL) between 200 and 300 msec than non-shifting cues, with MTL activation predicting later activity in left anterior cingulate cortex (ACC) (at 400-500 msec). This MTL-ACC response pattern was diminished in children with ADHD. By contrast, children with ADHD showed early activity in regions barely activated in control children, such as left inferior parietal lobe and posterior superior temporal gyrus. CONCLUSIONS These preliminary data support theories of frontal dysfunction in ADHD but also suggest that deficits in higher-level functions might be secondary to disruptions in earlier limbic processes.
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Affiliation(s)
- Fernando Mulas
- Valencian Institute of Pediatric Neurology, Valencia, Spain
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