1
|
Parlatini V, Bellato A, Gabellone A, Margari L, Marzulli L, Matera E, Petruzzelli MG, Solmi M, Correll CU, Cortese S. A state-of-the-art overview of candidate diagnostic biomarkers for Attention-deficit/hyperactivity disorder (ADHD). Expert Rev Mol Diagn 2024; 24:259-271. [PMID: 38506617 DOI: 10.1080/14737159.2024.2333277] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/07/2023] [Accepted: 03/18/2024] [Indexed: 03/21/2024]
Abstract
INTRODUCTION Attention-deficit/hyperactivity disorder (ADHD) is one of the most common neurodevelopmental conditions and is highly heterogeneous in terms of symptom profile, associated cognitive deficits, comorbidities, and outcomes. Heterogeneity may also affect the ability to recognize and diagnose this condition. The diagnosis of ADHD is primarily clinical but there are increasing research efforts aiming at identifying biomarkers that can aid the diagnosis. AREAS COVERED We first discuss the definition of biomarkers and the necessary research steps from discovery to implementation. We then provide a broad overview of research studies on candidate diagnostic biomarkers in ADHD encompassing genetic/epigenetic, biochemical, neuroimaging, neurophysiological and neuropsychological techniques. Finally, we critically appraise current limitations in the field and suggest possible ways forward. EXPERT OPINION Despite the large number of studies and variety of techniques used, no promising biomarkers have been identified so far. Clinical and biological heterogeneity as well as methodological limitations, including small sample size, lack of standardization, confounding factors, and poor replicability, have hampered progress in the field. Going forward, increased international collaborative efforts are warranted to support larger and more robustly designed studies, develop multimodal datasets to combine biomarkers and improve diagnostic accuracy, and ensure reproducibility and meaningful clinical translation.
Collapse
Affiliation(s)
- Valeria Parlatini
- Department of Child and Adolescent Psychiatry, Institute of Psychiatry, Psychology and Neuroscience, King's College London, London, UK
- Department of Forensic and Neurodevelopmental Sciences, Institute of Psychiatry, Psychology and Neuroscience, King's College London, London, UK
| | - Alessio Bellato
- School of Psychology, University of Southampton, Southampton, UK
- School of Psychology, University of Nottingham Malaysia, Semenyih, Malaysia
- Mind and Neurodevelopment (MiND) Research Cluster, University of Nottingham Malaysia, Semenyih, Malaysia
- Centre for Innovation in Mental Health, University of Southampton, Southampton, UK
| | - Alessandra Gabellone
- DiBraiN-Department of Translational Biomedicine Neurosciences, University "Aldo Moro", Bari, Italy
| | - Lucia Margari
- DiMePRe-J-Department of Precision and Regenerative Medicine-Jonic Area, University "Aldo Moro", Bari, Italy
| | - Lucia Marzulli
- DiBraiN-Department of Translational Biomedicine Neurosciences, University "Aldo Moro", Bari, Italy
| | - Emilia Matera
- DiBraiN-Department of Translational Biomedicine Neurosciences, University "Aldo Moro", Bari, Italy
| | | | - Marco Solmi
- Department of Child and Adolescent Psychiatry, Charité Universitätsmedizin, Berlin, Germany
- The Ottawa Hospital, Mental Health Department, Ottawa, Ontario, Canada
- Department of Psychiatry, Ottawa Hospital Research Institute (OHRI) Clinical Epidemiology Program University of Ottawa, Ottawa, Ontario, Canada
- School of Epidemiology and Public Health, Faculty of Medicine, University of Ottawa, Ottawa, Ontario, Canada
| | - Christoph U Correll
- Department of Child and Adolescent Psychiatry, Charité Universitätsmedizin, Berlin, Germany
- Psychiatry Research, The Zucker Hillside Hospital, Northwell Health, Glen Oaks, NY, USA
- Department of Psychiatry and Molecular Medicine, Zucker School of Medicine at Hofstra/Northwell, Hempstead, NY, USA
| | - Samuele Cortese
- Centre for Innovation in Mental Health, University of Southampton, Southampton, UK
- DiMePRe-J-Department of Precision and Regenerative Medicine-Jonic Area, University "Aldo Moro", Bari, Italy
- Clinical and Experimental Sciences (CNS and Psychiatry), Faculty of Medicine, University of Southampton, Southampton, UK
- Child and Adolescent Mental Health Services, Solent NHS Trust, Southampton, UK
- Hassenfeld Children's Hospital at NYU Langone, New York University Child Study Center, New York, NY, USA
| |
Collapse
|
2
|
Li X, Motwani C, Cao M, Martin E, Halperin JM. Working Memory-Related Neurofunctional Correlates Associated with the Frontal Lobe in Children with Familial vs. Non-Familial Attention Deficit/Hyperactivity Disorder. Brain Sci 2023; 13:1469. [PMID: 37891836 PMCID: PMC10605263 DOI: 10.3390/brainsci13101469] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/20/2023] [Revised: 10/13/2023] [Accepted: 10/16/2023] [Indexed: 10/29/2023] Open
Abstract
Attention deficit/hyperactivity disorder (ADHD) is a neurodevelopmental disorder with high prevalence, heritability, and heterogeneity. Children with a positive family history of ADHD have a heightened risk of ADHD emergence, persistence, and executive function deficits, with the neural mechanisms having been under investigated. The objective of this study was to investigate working memory-related functional brain activation patterns in children with ADHD (with vs. without positive family histories (ADHD-F vs. ADHD-NF)) and matched typically developing children (TDC). Voxel-based and region of interest analyses were conducted on two-back task-based fMRI data of 362 subjects, including 186, 96, and 80 children in groups of TDC, ADHD-NF, and ADHD-F, respectively. Relative to TDC, both ADHD groups had significantly reduced activation in the left inferior frontal gyrus (IFG). And the ADHD-F group demonstrated a significant positive association of left IFG activation with task reaction time, a negative association of the right IFG with ADHD symptomatology, and a negative association of the IFG activation laterality index with the inattention symptom score. These results suggest that working memory-related functional alterations in bilateral IFGs may play distinct roles in ADHD-F, with the functional underdevelopment of the left IFG significantly informing the onset of ADHD symptoms. Our findings have the potential to assist in tailored diagnoses and targeted interventions in children with ADHD-F.
Collapse
Affiliation(s)
- Xiaobo Li
- Department of Biomedical Engineering, New Jersey Institute of Technology, Newark, NJ 07102, USA; (C.M.); (M.C.); (E.M.)
- Department of Electrical and Computer Engineering, New Jersey Institute of Technology, Newark, NJ 07102, USA
| | - Chirag Motwani
- Department of Biomedical Engineering, New Jersey Institute of Technology, Newark, NJ 07102, USA; (C.M.); (M.C.); (E.M.)
- Graduate School of Biomedical Sciences, Rutgers University, Newark, NJ 07102, USA
| | - Meng Cao
- Department of Biomedical Engineering, New Jersey Institute of Technology, Newark, NJ 07102, USA; (C.M.); (M.C.); (E.M.)
- Graduate School of Biomedical Sciences, Rutgers University, Newark, NJ 07102, USA
| | - Elizabeth Martin
- Department of Biomedical Engineering, New Jersey Institute of Technology, Newark, NJ 07102, USA; (C.M.); (M.C.); (E.M.)
- Department of Psychiatry, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA
| | - Jeffrey M. Halperin
- Department of Psychology, Queens College, City University of New York, New York, NY 11367, USA;
| |
Collapse
|
3
|
Wolff B, Franco VR, Magiati I, Pestell CF, Glasson EJ. Neurocognitive and self-reported psychosocial and behavioral functioning in siblings of individuals with neurodevelopmental conditions: a study using remote self-administered testing. J Clin Exp Neuropsychol 2023; 45:513-536. [PMID: 37779193 DOI: 10.1080/13803395.2023.2259042] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/03/2023] [Accepted: 09/10/2023] [Indexed: 10/03/2023]
Abstract
OBJECTIVE This study compared and explored the neurocognitive profiles of siblings of persons with and without neurodevelopmental conditions (NDCs) and associations between objective test performance and self-reported psychosocial functioning. METHODS Siblings of persons with and without NDCs (64 NDC and 64 control siblings; mean age 19.88 years, range 11-27 years, 73.44% female, 75.78% White Caucasian) completed self-report questionnaires and self-administered computerized neurocognitive tests of executive functioning (EF). Using Bayesian analyses, we examined cross-sectional associations between self-reported psychosocial functioning and cognitive test performance, and predictors of EF over 15 months. RESULTS NDC siblings had poorer working memory, inhibition, attention, and shifting compared to controls, as measured by experimental paradigms on the backward Corsi span, N-Back 2-back task, Stop Signal Task, Sustained Attention to Response Task, and the Wisconsin Card Sorting Test (effect size δ ranging 0.49 to 0.64). Bayesian cross-sectional networks revealed negative emotion reactivity and working memory difficulties were central to the NDC sibling network. Over 15 months, poorer EF (k low test scores) was predicted by negative emotion reactivity, sleep problems, and anxiety, over and above effects of age and subclinical autistic and ADHD traits. Siblings of autistic individuals and persons with fetal alcohol spectrum disorder had higher rates of neurocognitive and psychiatric difficulties than other NDCs and controls (Bayes factors >20). CONCLUSIONS Neurocognitive difficulties were associated with transdiagnostic vulnerability to poorer wellbeing in NDC siblings. These findings demonstrate the feasibility of remote online cognitive testing and highlight the importance of individualized prevention and intervention for NDC siblings.
Collapse
Affiliation(s)
- Brittany Wolff
- School of Psychological Science, The University of Western Australia, Perth, Australia
- Telethon Kids Institute, Centre for Child Health Research, The University of Western Australia, Perth, Australia
| | | | - Iliana Magiati
- School of Psychological Science, The University of Western Australia, Perth, Australia
| | - Carmela F Pestell
- School of Psychological Science, The University of Western Australia, Perth, Australia
| | - Emma J Glasson
- Telethon Kids Institute, Centre for Child Health Research, The University of Western Australia, Perth, Australia
- Discipline of Psychiatry, Medical School, The University of Western Australia, Perth, WA, Australia
| |
Collapse
|
4
|
Sharma E, Ravi GS, Kumar K, Thennarasu K, Heron J, Hickman M, Vaidya N, Holla B, Rangaswamy M, Mehta UM, Krishna M, Chakrabarti A, Basu D, Nanjayya SB, Singh RL, Lourembam R, Kumaran K, Kuriyan R, Kurpad SS, Kartik K, Kalyanram K, Desrivieres S, Barker G, Orfanos DP, Toledano M, Purushottam M, Bharath RD, Murthy P, Jain S, Schumann G, Benegal V. Growth trajectories for executive and social cognitive abilities in an Indian population sample: Impact of demographic and psychosocial determinants. Asian J Psychiatr 2023; 82:103475. [PMID: 36736106 DOI: 10.1016/j.ajp.2023.103475] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/01/2022] [Accepted: 01/18/2023] [Indexed: 01/21/2023]
Abstract
Cognitive abilities are markers of brain development and psychopathology. Abilities, across executive, and social domains need better characterization over development, including factors that influence developmental change. This study is based on the cVEDA [Consortium on Vulnerability to Externalizing Disorders and Addictions] study, an Indian population based developmental cohort. Verbal working memory, visuo-spatial working memory, response inhibition, set-shifting, and social cognition (faux pas recognition and emotion recognition) were cross-sectionally assessed in > 8000 individuals over the ages 6-23 years. There was adequate representation across sex, urban-rural background, psychosocial risk (psychopathology, childhood adversity and wealth index, i.e. socio-economic status). Quantile regression was used to model developmental change. Age-based trajectories were generated, along with examination of the impact of determinants (sex, childhood adversity, and wealth index). Development in both executive and social cognitive abilities continued into adulthood. Maturation and stabilization occurred in increasing order of complexity, from working memory to inhibitory control to cognitive flexibility. Age related change was more pronounced for low quantiles in response inhibition (β∼4 versus =2 for higher quantiles), but for higher quantiles in set-shifting (β > -1 versus -0.25 for lower quantiles). Wealth index had the largest influence on developmental change across cognitive abilities. Sex differences were prominent in response inhibition, set-shifting and emotion recognition. Childhood adversity had a negative influence on cognitive development. These findings add to the limited literature on patterns and determinants of cognitive development. They have implications for understanding developmental vulnerabilities in young persons, and the need for providing conducive socio-economic environments.
Collapse
Affiliation(s)
- Eesha Sharma
- Department of Child and Adolescent Psychiatry, National Institute of Mental Health and Neurosciences, Bengaluru, India.
| | - G S Ravi
- Department of Health Data Science, University of Liverpool, United Kingdom
| | - Keshav Kumar
- Department of Mental Health and Clinical Psychology, National Institute of Mental Health and Neurosciences, Bengaluru, India
| | - Kandavel Thennarasu
- Department of Biostatistics, National Institute of Mental Health and Neurosciences, Bengaluru, India
| | - Jon Heron
- Population Health Sciences, Bristol Medical School, University of Bristol, United Kingdom
| | - Matthew Hickman
- Population Health Sciences, Bristol Medical School, University of Bristol, United Kingdom
| | - Nilakshi Vaidya
- PONS Centre, Charité Mental Health, Department of Psychiatry and Psychotherapy, Charité Universitätsmedizin Berlin, Germany
| | - Bharath Holla
- Department of Integrative Medicine, National Institute of Mental Health and Neurosciences, Bengaluru, India
| | - Madhavi Rangaswamy
- Department of Psychology, CHRIST (Deemed to be University), Bengaluru, India
| | - Urvakhsh Meherwan Mehta
- Department of Psychiatry, National Institute of Mental Health & Neurosciences, Bangalore, India
| | - Murali Krishna
- Foundation for Research and Advocacy in Mental Health, Mysuru, India
| | | | - Debashish Basu
- Department of Psychiatry, Post Graduate Institute of Medical Education and Research, Chandigarh, India
| | | | | | - Roshan Lourembam
- Department of Psychology, Regional Institute of Medical Sciences, Imphal, India
| | - Kalyanaraman Kumaran
- MRC Lifecourse Epidemiology Unit, University of Southampton, United Kingdom & Epidemiology Research Unit, CSI Holdsworth Memorial Hospital, Mysuru, India
| | - Rebecca Kuriyan
- Division of Nutrition, St John's Research Institute, Bengaluru, India
| | - Sunita Simon Kurpad
- Department of Psychiatry & Department of Medical Ethics, St. John's Medical College & Hospital, Bengaluru, India
| | - Kamakshi Kartik
- Rishi Valley Rural Health Centre, Madanapalle, Chittoor, India
| | | | - Sylvane Desrivieres
- Centre for Population Neuroscience and Precision Medicine, Institute of Psychology, Psychiatry & Neuroscience, MRC SGDP Centre, King's College London, United Kingdom
| | - Gareth Barker
- Department of Neuroimaging, Institute of Psychology, Psychiatry & Neuroscience, King's College London, United Kingdom
| | | | - Mireille Toledano
- MRC Centre for Environment and Health, School of Public Health, Imperial College, London, United Kingdom
| | - Meera Purushottam
- Molecular Genetics Laboratory, National Institute of Mental Health and Neurosciences, Bengaluru, India
| | - Rose Dawn Bharath
- Department of Neuroimaging and Interventional Radiology, National Institute of Mental Health and Neurosciences, Bengaluru, India
| | - Pratima Murthy
- Department of Psychiatry, National Institute of Mental Health and Neurosciences, Bengaluru, India
| | - Sanjeev Jain
- Department of Psychiatry, National Institute of Mental Health and Neurosciences, Bengaluru, India
| | - Gunter Schumann
- PONS Centre, Charité Mental Health, Department of Psychiatry and Psychotherapy, Charité Universitätsmedizin Berlin, Germany; Centre for Population Neuroscience and Precision Medicine (PONS), Institute for Science and Technology of Brain-inspired Intelligence (ISTBI), Fudan University, Shanghai, China
| | - Vivek Benegal
- Centre for Addiction Medicine, Department of Psychiatry, National Institute of Mental Health and Neurosciences, Bengaluru, India
| |
Collapse
|
5
|
Gorohovsky N, Magen H. Visuo-spatial working memory for objects and configurations in natural scenes in university students with ADHD. Memory 2022; 30:1046-1056. [PMID: 35620835 DOI: 10.1080/09658211.2022.2078841] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/18/2022]
Abstract
Adults with ADHD typically show reduced performance in visuo-spatial working memory (VSWM) tasks. These limitations have been observed mainly in tasks probing VSWM for low-level visual information. The current study investigated whether these limitations extended to memory for real-world objects, and memory for the spatial context in which they were presented. Sixty-four university students with and without ADHD memorised the form of real-world objects embedded in natural scenes. Following a short delay, participants were probed on a single object in the scene that could change in token or orientation, and that could appear within the original scene or in isolation. Consistent with previous studies, memory for the individual objects was impaired in the ADHD group relative to the control group, demonstrating that this deficit extends to complex real-world objects. Nevertheless, participants in the ADHD group benefited from the reinstatement of the scene during retrieval to the same extent as participants in the control group. This finding suggests that participants in the ADHD group formed and maintained a representation of the spatial context of the scene that aided memory retrieval. Overall, the results support an emerging view that VSWM operates on multiple, possibly independent, representations at different hierarchal levels.
Collapse
Affiliation(s)
- Neta Gorohovsky
- School of Occupational Therapy, The Hebrew University of Jerusalem, Jerusalem, Israel
| | - Hagit Magen
- School of Occupational Therapy, The Hebrew University of Jerusalem, Jerusalem, Israel
| |
Collapse
|
6
|
Simeon G, Piella G, Camara O, Pareto D. Riemannian Geometry of Functional Connectivity Matrices for Multi-Site Attention-Deficit/Hyperactivity Disorder Data Harmonization. Front Neuroinform 2022; 16:769274. [PMID: 35685944 PMCID: PMC9171428 DOI: 10.3389/fninf.2022.769274] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/01/2021] [Accepted: 04/25/2022] [Indexed: 11/13/2022] Open
Abstract
The use of multi-site datasets in neuroimaging provides neuroscientists with more statistical power to perform their analyses. However, it has been shown that the imaging-site introduces variability in the data that cannot be attributed to biological sources. In this work, we show that functional connectivity matrices derived from resting-state multi-site data contain a significant imaging-site bias. To this aim, we exploited the fact that functional connectivity matrices belong to the manifold of symmetric positive-definite (SPD) matrices, making it possible to operate on them with Riemannian geometry. We hereby propose a geometry-aware harmonization approach, Rigid Log-Euclidean Translation, that accounts for this site bias. Moreover, we adapted other Riemannian-geometric methods designed for other domain adaptation tasks and compared them to our proposal. Based on our results, Rigid Log-Euclidean Translation of multi-site functional connectivity matrices seems to be among the studied methods the most suitable in a clinical setting. This represents an advance with respect to previous functional connectivity data harmonization approaches, which do not respect the geometric constraints imposed by the underlying structure of the manifold. In particular, when applying our proposed method to data from the ADHD-200 dataset, a multi-site dataset built for the study of attention-deficit/hyperactivity disorder, we obtained results that display a remarkable correlation with established pathophysiological findings and, therefore, represent a substantial improvement when compared to the non-harmonization analysis. Thus, we present evidence supporting that harmonization should be extended to other functional neuroimaging datasets and provide a simple geometric method to address it.
Collapse
Affiliation(s)
- Guillem Simeon
- Computational Science Laboratory, Universitat Pompeu Fabra, Barcelona Biomedical Research Park (PRBB), Barcelona, Spain
- *Correspondence: Guillem Simeon
| | - Gemma Piella
- SimBioSys Group, BCN MedTech, Department of Information and Communication Technologies, Universitat Pompeu Fabra, Barcelona, Spain
| | - Oscar Camara
- PhySense Group, BCN MedTech, Department of Information and Communication Technologies, Universitat Pompeu Fabra, Barcelona, Spain
| | - Deborah Pareto
- Neuroradiology Section, Department of Radiology (Institut de Diagnòstic per la Imatge), Vall d'Hebron Hospital Universitari, Barcelona, Spain
| |
Collapse
|
7
|
Vieiro P, Rehakova Novosadova L. Procesos ejecutivos, acceso al léxico y agenda visoespacial en escolares disléxicos, TDAH y comórbidos. REVISTA DE ESTUDIOS E INVESTIGACIÓN EN PSICOLOGÍA Y EDUCACIÓN 2022. [DOI: 10.17979/reipe.2022.9.0.8896] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/05/2022] Open
Abstract
La lectura requiere activar habilidades a nivel de palabra, de texto y procesos cognitivos como la Memoria Operativa. La Memoria de Trabajo está formada por el componente verbal y el visoespacial los cuales actúan como dos sistemas bajo la orden del ejecutivo central que asigna recursos atencionales. En consonancia con la teoría magnocelular los alumnos con dislexia presentan deficiencias en muchos de los mismos dominios que los alumnos con TDAH, incluyendo el tiempo de latencia, atención, memoria de trabajo auditiva y memoria de trabajo visoespacial. El objetivo principal del presente estudio es comparar el desempeño de los escolares con TDAH y Dislexia en las pruebas léxicas y visoespaciales y la influencia de la amplitud de la Memoria Operativa. En el estudio participaron 80 escolares distribuidos en cuatro grupos de 20 sujetos (10 con alta amplitud de MO y 10 con baja amplitud de MO). Se compararon grupos con TDAH, Dislexia, TDAH + Dislexia y grupo de Control. En las pruebas léxicas y visoespaciales los grupos experimentales resultaron ser menos eficaces y eficientes que el grupo de Control. El grupo TDAH obtuvo el peor desempeño en la prueba visoespacial en comparación con resto de los grupos. El grupo Combinado resultó ser el menos eficaz y eficiente de los grupos experimentales en las tareas de acceso al léxico. La amplitud de Memoria Operativa influyó de manera clara en los datos de eficacia de todos los grupos experimentales, pero no así́ en la eficiencia.
Collapse
|
8
|
Priscilla Martinez-Cedillo A, Dent K, Foulsham T. Do cognitive load and ADHD traits affect the tendency to prioritise social information in scenes? Q J Exp Psychol (Hove) 2022; 75:1904-1918. [PMID: 34844477 PMCID: PMC9424720 DOI: 10.1177/17470218211066475] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/02/2022]
Abstract
We report two experiments investigating the effect of working memory (WM)
load on selective attention. Experiment 1 was a modified version of
Lavie et al. and confirmed that increasing memory load disrupted
performance in the classic flanker task. Experiment 2 used the same
manipulation of WM load to probe attention during the viewing of
complex scenes while also investigating individual differences in
attention deficit hyperactivity disorder (ADHD) traits. In the
image-viewing task, we measured the degree to which fixations targeted
each of two crucial objects: (1) a social object (a person in the
scene) and (2) a non-social object of higher or lower physical
salience. We compared the extent to which increasing WM load would
change the pattern of viewing of the physically salient and socially
salient objects. If attending to the social item requires greater
default voluntary top-down resources, then the viewing of social
objects should show stronger modulation by WM load compared with
viewing of physically salient objects. The results showed that the
social object was fixated to a greater degree than the other object
(regardless of physical salience). Increased salience drew fixations
away from the background leading to slightly increased fixations on
the non-social object, without changing fixations on the social
object. Increased levels of ADHD-like traits were associated with
fewer fixations on the social object, but only in the high-salient,
low-load condition. Importantly, WM load did not affect the number of
fixations on the social object. Such findings suggest rather
surprisingly that attending to a social area in complex stimuli is not
dependent on the availability of voluntary top-down resources.
Collapse
Affiliation(s)
| | - Kevin Dent
- Department of Psychology, University of Essex, Colchester, UK
| | - Tom Foulsham
- Department of Psychology, University of Essex, Colchester, UK
| |
Collapse
|
9
|
de Bruijn AGM, van der Fels IMJ, Renken RJ, Königs M, Meijer A, Oosterlaan J, Kostons DDNM, Visscher C, Bosker RJ, Smith J, Hartman E. Differential effects of long-term aerobic versus cognitively-engaging physical activity on children's visuospatial working memory related brain activation: A cluster RCT. Brain Cogn 2021; 155:105812. [PMID: 34716033 DOI: 10.1016/j.bandc.2021.105812] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/27/2021] [Revised: 10/11/2021] [Accepted: 10/13/2021] [Indexed: 11/19/2022]
Abstract
Different types of physical activity are thought to differentially affect children's brain activation, via physiological mechanisms, or by activating similar brain areas during physical and cognitive tasks. Despite many behavioral studies relying on these mechanisms, they have been rarely studied. This study looks at both mechanisms simultaneously, by examining effects of two physical activity interventions (aerobic vs. cognitively-engaging) on children's brain activation. Functional Magnetic Resonance Imaging (fMRI) data of 62 children (48.4% boys, mean age 9.2 years) was analyzed. Children's visuospatial working memory related brain activity patterns were tested using a Spatial Span Task before and after the 14-week interventions consisting of four physical education lessons per week. The control group followed their regular program of two lessons per week. Analyses of activation patterns in SPM 12.0 revealed no activation changes between pretest and posttest (p > .05), and no differences between the three conditions in pretest-posttest changes in brain activation (p > .05). Large inter-individual differences were found, suggesting that not every child benefited from the interventions in the same way. To get more insight into the assumed mechanisms, further research is needed to understand whether, when, for whom, and how physical activity results in changed brain activation patterns.
Collapse
Affiliation(s)
- A G M de Bruijn
- Groningen Institute for Educational Research, University of Groningen, Grote Rozenstraat 3, 9712 TG Groningen, the Netherlands.
| | - I M J van der Fels
- Center for Human Movement Sciences, University Medical Center Groningen, University of Groningen, Antonius Deusinglaan 1, 9713 AV Groningen, the Netherlands.
| | - R J Renken
- Neuroimaging Center Groningen, University Medical Center Groningen, University of Groningen, Antonius Deusinglaan 2, 9713 AW Groningen, the Netherlands.
| | - M Königs
- Emma Neuroscience Group, Emma Children's Hospital, Amsterdam UMC, University of Amsterdam, Postbus 22660, 1100 DD Amsterdam, the Netherlands.
| | - A Meijer
- Faculty of Behavioural and Movement Sciences, Vrije Universiteit Amsterdam, Van der Boechorststraat 7, 1081 BT Amsterdam, the Netherlands.
| | - J Oosterlaan
- Emma Neuroscience Group, Emma Children's Hospital, Amsterdam UMC, University of Amsterdam, Postbus 22660, 1100 DD Amsterdam, the Netherlands; Faculty of Behavioural and Movement Sciences, Vrije Universiteit Amsterdam, Van der Boechorststraat 7, 1081 BT Amsterdam, the Netherlands.
| | - D D N M Kostons
- Groningen Institute for Educational Research, University of Groningen, Grote Rozenstraat 3, 9712 TG Groningen, the Netherlands.
| | - C Visscher
- Center for Human Movement Sciences, University Medical Center Groningen, University of Groningen, Antonius Deusinglaan 1, 9713 AV Groningen, the Netherlands.
| | - R J Bosker
- Groningen Institute for Educational Research, University of Groningen, Grote Rozenstraat 3, 9712 TG Groningen, the Netherlands.
| | - J Smith
- Center for Human Movement Sciences, University Medical Center Groningen, University of Groningen, Antonius Deusinglaan 1, 9713 AV Groningen, the Netherlands.
| | - E Hartman
- Center for Human Movement Sciences, University Medical Center Groningen, University of Groningen, Antonius Deusinglaan 1, 9713 AV Groningen, the Netherlands.
| |
Collapse
|
10
|
The Effect of Comorbid Attention-Deficit/Hyperactivity Disorder Symptoms on Face Memory in Children with Autism Spectrum Disorder: Insights from Transdiagnostic Profiles. Brain Sci 2021; 11:brainsci11070859. [PMID: 34203375 PMCID: PMC8301798 DOI: 10.3390/brainsci11070859] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/18/2021] [Revised: 06/20/2021] [Accepted: 06/23/2021] [Indexed: 11/17/2022] Open
Abstract
Face memory impairments are common but heterogeneous in autism spectrum disorder (ASD), which may be influenced by co-occurrence with attention-deficit/hyperactivity disorder (ADHD). Here, we aimed to investigate the phenotype change of face memory in children with ASD comorbid ADHD symptoms, and discuss the potential role of executive function (EF). Ninety-eight children were analyzed in the present study, including ASD- (ASD-only, n = 24), ADHD (n = 23), ASD+ (with ADHD symptoms, n = 23) and neurotypical controls (NTC, n = 28). All participants completed two tests: face encoding and retrieving task and Wisconsin Card Sorting Test (WCST) for measuring face memory and EF, respectively. Results revealed that: compared with the NTC group, children with ASD- exhibited lower accuracy in both face encoding and retrieving, and participants with ASD+ showed lower accuracy only in the retrieving, whereas no differences were found among participants with ADHD. Moreover, in the ASD+ group, face encoding performance was correlated with response perseverative errors (RPE) and failure to maintain sets (FMS) of WCST; significantly, there were no group differences between ASD+ and NTC in these two indices. The transdiagnostic profiles indicated that comorbid ADHD symptoms could modulate the face encoding deficiency of ASD, which may be partially compensated by EF. Shared and distinct intervention strategies to improve social cognition are recommended for children undergoing treatment for each condition.
Collapse
|
11
|
Taş Dölek G, Tugba Ozel-Kizil E, Bastug G, Baran Z, Colak B. Impaired auditory and visual time reproduction in adult patients with attention deficit-hyperactivity disorder. J Clin Exp Neuropsychol 2021; 43:176-186. [PMID: 33779502 DOI: 10.1080/13803395.2021.1898549] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/21/2022]
Abstract
Objective: Although impaired time perception is associated with significant disturbance in the everyday functioning of adult patients with Attention Deficit-Hyperactivity Disorder (ADHD), it is not very well studied. The present study aimed to evaluate both visual and auditory time reproduction (TR) by using eight time intervals in adult ADHD patients compared to healthy controls (HC).Method: Wechsler Adult Intelligence Scale-R (WAIS-R), Adult Attention Deficit-Hyperactivity Disorder Self-Report Scale (ASRS), Wender Utah Rating Scale (WURS), Hyperfocusing Scale (HS), Beck Depression Inventory (BDI) and a 2-back task were administered to participants. In TR tasks, participants reproduced the same duration of the auditory/visual stimulus by pressing a key and absolute discrepancy scores (ADS) were calculated. A 2 (Group) x 2 (Task Modality) x 8 (Time Interval: 500, 1000, 2000, 4000, 6000, 8000, 12000 and 16000 msec) mixed-design ANOVA was performed.Results: All clinical scores of ADHD group were higher than HC (p < .001) while WAIS-R and 2-back performances of the groups were similar. Mixed-design ANOVA yielded significant Group and Time Interval main effects as well as a Group X Time Interval effect (both p < .001). ADHD patients had larger ADS than HC and as time intervals increased, error levels increased. Errors for time intervals >8000 msec were more prominent in patients. For both TR tasks, ASRS-hyperactivity/impulsivity scores were the main predictor of ADS in the linear regression analysis, while ASRS-attention deficit and HS scores were excluded.Conclusion: Results of the present study indicate significant TR impairment in adult ADHD regardless of task modality (visual or auditory), depressive symptoms and working memory performances. Longer time intervals in TR tasks differentiated patients better and TR impairment was associated with hyperactivity/impulsivity. These findings should be replicated in larger samples and underlying neurobiological components of impaired TR need to be examined in future research.
Collapse
Affiliation(s)
- Gamze Taş Dölek
- School of Medicine Department of Psychiatry, Ankara University, Ankara, Turkey
| | | | - Gulbahar Bastug
- Vocational School of Health Services, Ankara University, Ankara, Turkey
| | - Zeynel Baran
- Department of Psychology, Hacettepe University, Ankara, Turkey
| | - Burcin Colak
- School of Medicine Department of Psychiatry, Ankara University, Ankara, Turkey
| |
Collapse
|
12
|
Chauvin RJ, Buitelaar JK, Sprooten E, Oldehinkel M, Franke B, Hartman C, Heslenfeld DJ, Hoekstra PJ, Oosterlaan J, Beckmann CF, Mennes M. Task-generic and task-specific connectivity modulations in the ADHD brain: an integrated analysis across multiple tasks. Transl Psychiatry 2021; 11:159. [PMID: 33750765 PMCID: PMC7943764 DOI: 10.1038/s41398-021-01284-z] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/27/2020] [Revised: 01/27/2021] [Accepted: 02/19/2021] [Indexed: 11/23/2022] Open
Abstract
Attention-deficit/hyperactivity disorder (ADHD) is associated with altered functioning in multiple cognitive domains and neural networks. This paper offers an overarching biological perspective across these. We applied a novel strategy that extracts functional connectivity modulations in the brain across one (Psingle), two (Pmix) or three (Pall) cognitive tasks and compared the pattern of modulations between participants with ADHD (n-89), unaffected siblings (n = 93) and controls (n = 84; total N = 266; age range = 8-27 years). Participants with ADHD had significantly fewer Pall connections (modulated regardless of task), but significantly more task-specific (Psingle) connectivity modulations than the other groups. The amplitude of these Psingle modulations was significantly higher in ADHD. Unaffected siblings showed a similar degree of Pall connectivity modulation as controls but a similar degree of Psingle connectivity modulation as ADHD probands. Pall connections were strongly reproducible at the individual level in controls, but showed marked heterogeneity in both participants with ADHD and unaffected siblings. The pattern of reduced task-generic and increased task-specific connectivity modulations in ADHD may be interpreted as reflecting a less efficient functional brain architecture due to a reduction in the ability to generalise processing pathways across multiple cognitive domains. The higher amplitude of unique task-specific connectivity modulations in ADHD may index a more "effortful" coping strategy. Unaffected siblings displayed a task connectivity profile in between that of controls and ADHD probands, supporting an endophenotype view. Our approach provides a new perspective on the core neural underpinnings of ADHD.
Collapse
Affiliation(s)
- Roselyne J. Chauvin
- grid.10417.330000 0004 0444 9382Department of Cognitive Neuroscience, Radboud University Medical Center, Nijmegen, The Netherlands ,grid.5590.90000000122931605Donders Institute for Brain, Cognition and Behaviour, Radboud University, Nijmegen, The Netherlands ,grid.4367.60000 0001 2355 7002Department of Neurology, Washington University School of Medicine, St Louis, USA
| | - Jan K. Buitelaar
- grid.10417.330000 0004 0444 9382Department of Cognitive Neuroscience, Radboud University Medical Center, Nijmegen, The Netherlands ,grid.5590.90000000122931605Donders Institute for Brain, Cognition and Behaviour, Radboud University, Nijmegen, The Netherlands ,grid.461871.d0000 0004 0624 8031Karakter Child and Adolescent Psychiatry University Centre, Nijmegen, The Netherlands
| | - Emma Sprooten
- grid.10417.330000 0004 0444 9382Department of Cognitive Neuroscience, Radboud University Medical Center, Nijmegen, The Netherlands ,grid.5590.90000000122931605Donders Institute for Brain, Cognition and Behaviour, Radboud University, Nijmegen, The Netherlands
| | - Marianne Oldehinkel
- grid.10417.330000 0004 0444 9382Department of Cognitive Neuroscience, Radboud University Medical Center, Nijmegen, The Netherlands ,grid.5590.90000000122931605Donders Institute for Brain, Cognition and Behaviour, Radboud University, Nijmegen, The Netherlands ,grid.1002.30000 0004 1936 7857School of Psychological Sciences, Monash Institute of Cognitive and Clinical Neurosciences, Monash University, Melbourne, VIC Australia
| | - Barbara Franke
- grid.5590.90000000122931605Donders Institute for Brain, Cognition and Behaviour, Radboud University, Nijmegen, The Netherlands ,grid.10417.330000 0004 0444 9382Departments of Human Genetics and Psychiatry, Radboud University Medical Center, Nijmegen, The Netherlands
| | - Catharina Hartman
- grid.4494.d0000 0000 9558 4598University of Groningen, University Medical Center Groningen, Department of Psychiatry, Groningen, The Netherlands
| | - Dirk J. Heslenfeld
- Amsterdam UMC, University of Amsterdam & Vrije Universiteit Amsterdam, Emma Neuroscience Group at Emma Children’s Hospital, department of Pediatrics, Amsterdam Reproduction & Development, Amsterdam, The Netherlands
| | - Pieter J. Hoekstra
- grid.4494.d0000 0000 9558 4598University of Groningen, University Medical Center Groningen, Department of Psychiatry, Groningen, The Netherlands
| | - Jaap Oosterlaan
- Amsterdam UMC, University of Amsterdam & Vrije Universiteit Amsterdam, Emma Neuroscience Group at Emma Children’s Hospital, department of Pediatrics, Amsterdam Reproduction & Development, Amsterdam, The Netherlands ,grid.12380.380000 0004 1754 9227Clinical Neuropsychology section, Vrije Universiteit, Van der Boechortstraat 7, 1081 BT Amsterdam, The Netherlands
| | - Christian F. Beckmann
- grid.10417.330000 0004 0444 9382Department of Cognitive Neuroscience, Radboud University Medical Center, Nijmegen, The Netherlands ,grid.5590.90000000122931605Donders Institute for Brain, Cognition and Behaviour, Radboud University, Nijmegen, The Netherlands ,grid.4991.50000 0004 1936 8948Centre for Functional MRI of the Brain (FMRIB), University of Oxford, Oxford, UK
| | - Maarten Mennes
- grid.5590.90000000122931605Donders Institute for Brain, Cognition and Behaviour, Radboud University, Nijmegen, The Netherlands
| |
Collapse
|
13
|
van der Fels IMJ, de Bruijn AGM, Renken RJ, Königs M, Meijer A, Oosterlaan J, Kostons DDNM, Visscher C, Bosker RJ, Smith J, Hartman E. Relationships between gross motor skills, cardiovascular fitness, and visuospatial working memory-related brain activation in 8- to 10-year-old children. COGNITIVE, AFFECTIVE & BEHAVIORAL NEUROSCIENCE 2020; 20:842-858. [PMID: 32700292 PMCID: PMC7395020 DOI: 10.3758/s13415-020-00805-5] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Abstract
Relationships between gross motor skills and cardiovascular fitness with visuospatial working memory (VSWM) in children are hypothesized to be mediated by underlying functional brain mechanisms. Because there is little experimental evidence to support this mechanism, the present study was designed to investigate the relationships of gross motor skills and cardiovascular fitness with VSWM-related brain activation in 8- to 10-year-old children. Functional magnetic resonance imaging data obtained during a VSWM-task were analyzed for 80 children from grades 3 (47.5%) and 4 of 21 primary schools in the Netherlands (51.3% girls). Gross motor skills (Korper Koordinationstest für Kinder and Bruininks-Oseretsky Test of Motor Proficiency - 2nd Edition) and cardiovascular fitness (20-meter Shuttle Run Test) were assessed. VSWM-related brain activation was found in a network involving the angular gyrus, the superior parietal cortex, and the thalamus; deactivation was found in the inferior and middle temporal gyri. Although behavioral results showed significant relations of gross motor skills and cardiovascular fitness with VSWM performance, gross motor skills and cardiovascular fitness were not related to VSWM-related brain activation. Therefore, we could not confirm the hypothesis that brain activation underlies the relationship of gross motor skills and cardiovascular fitness with VSWM performance. Our results suggest that either the effects of physical activity on cognition do not necessarily go via changes in gross motor skills and/or cardiovascular fitness, or that brain activation patterns as measured with the blood-oxygen-level dependent (BOLD) signal may not be the mechanism underlying the relationships of gross motor skills and cardiovascular fitness with VSWM.
Collapse
Affiliation(s)
- Irene M J van der Fels
- Center for Human Movement Sciences, University Medical Center Groningen, University of Groningen, Postbus 196, 9700 AD, Groningen, the Netherlands.
| | - A G M de Bruijn
- Groningen Institute for Educational Research, University of Groningen, Groningen, the Netherlands
| | - R J Renken
- Neuroimaging Center Groningen, University Medical Center Groningen, University of Groningen, Groningen, the Netherlands
| | - M Königs
- Emma Children's Hospital, Amsterdam UMC, University of Amsterdam and Vrije Universiteit Amsterdam, Emma Neuroscience Group, Department of Pediatrics, Amsterdam Reproduction & Development, Amsterdam, the Netherlands
| | - A Meijer
- Clinical Neuropsychology Section, Vrije Universiteit, Amsterdam, the Netherlands
| | - J Oosterlaan
- Emma Children's Hospital, Amsterdam UMC, University of Amsterdam and Vrije Universiteit Amsterdam, Emma Neuroscience Group, Department of Pediatrics, Amsterdam Reproduction & Development, Amsterdam, the Netherlands
- Clinical Neuropsychology Section, Vrije Universiteit, Amsterdam, the Netherlands
| | - D D N M Kostons
- Groningen Institute for Educational Research, University of Groningen, Groningen, the Netherlands
| | - C Visscher
- Center for Human Movement Sciences, University Medical Center Groningen, University of Groningen, Postbus 196, 9700 AD, Groningen, the Netherlands
| | - R J Bosker
- Groningen Institute for Educational Research, University of Groningen, Groningen, the Netherlands
| | - J Smith
- Center for Human Movement Sciences, University Medical Center Groningen, University of Groningen, Postbus 196, 9700 AD, Groningen, the Netherlands
| | - E Hartman
- Center for Human Movement Sciences, University Medical Center Groningen, University of Groningen, Postbus 196, 9700 AD, Groningen, the Netherlands
| |
Collapse
|
14
|
Abstract
Objective: The aim of this study was to examine the effects of Cogmed training on working memory in adults with ADHD, including the generalization of effects to nonverbal reasoning, executive function in daily life, and ADHD symptoms. Method: Adults of ages 18 to 63 with ADHD were randomly assigned to an experimental group that received the working memory training or to a placebo group that received a low-intensity comparison version of the training. Results: participants in the experimental group showed greater improvement in verbal and visuospatial working memory capacity. Effects persisted 6 months after intervention completion. However, effects did not generalize elsewhere. Conclusion: The results challenge the claims made by Cogmed to the effect that the program is effective in treating attention problems and improving performance in daily life over the long term in adults with ADHD.
Collapse
Affiliation(s)
- Amélie Dentz
- Université du Québec à Montréal, Québec, Canada.,Université Paris Nanterre, Nanterre, France
| | | | | | - Lucia Romo
- Université Paris Nanterre, Nanterre, France
| |
Collapse
|
15
|
Early Attentional Modulation by Working Memory Training in Young Adult ADHD Patients during a Risky Decision-Making Task. Brain Sci 2020; 10:brainsci10010038. [PMID: 31936483 PMCID: PMC7017173 DOI: 10.3390/brainsci10010038] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/11/2019] [Revised: 12/17/2019] [Accepted: 01/03/2020] [Indexed: 12/23/2022] Open
Abstract
Background: Working memory (WM) deficits and impaired decision making are among the characteristic symptoms of patients affected by attention deficit/hyperactivity disorder (ADHD). The inattention associated with the disorder is likely to be due to functional deficits of the neural networks inhibiting irrelevant sensory input. In the presence of unnecessary information, a good decisional process is impaired and ADHD patients tend to take risky decisions. This study is aimed to test the hypothesis that the level of difficulty of a WM training (WMT) is affecting the top-down modulation of the attentional processes in a probabilistic gambling task. Methods: Event-related potentials (ERP) triggered by the choice of the amount wagered in the gambling task were recorded, before and after WMT with a the dual n-back task, in young ADHD adults and matched controls. For each group of participants, randomly assigned individuals were requested to perform WMT with a fixed baseline level of difficulty. The remaining participants were trained with a performance-dependent adaptive n-level of difficulty. Results: We compared the ERP recordings before and after 20 days of WMT in each subgroup. The analysis was focused on the time windows with at least three recording sites showing differences before and after training, after Bonferroni correction ( p < 0.05 ). In ADHD, the P1 wave component was selectively affected at frontal sites and its shape was recovered close to controls' only after adaptive training. In controls, the strongest contrast was observed at parietal level with a left hemispheric dominance at latencies near 900 ms, more after baseline than after adaptive training. Conclusion: Partial restoration of early selective attentional processes in ADHD patients might occur after WMT with a high cognitive load. Modified frontal sites' activities might constitute a neural marker of this effect in a gambling task. In controls, conversely, an increase in late parietal negativity might rather be a marker of an increase in transfer effects to fluid intelligence.
Collapse
|
16
|
Pruim RHR, Beckmann CF, Oldehinkel M, Oosterlaan J, Heslenfeld D, Hartman CA, Hoekstra PJ, Faraone SV, Franke B, Buitelaar JK, Mennes M. An Integrated Analysis of Neural Network Correlates of Categorical and Dimensional Models of Attention-Deficit/Hyperactivity Disorder. BIOLOGICAL PSYCHIATRY: COGNITIVE NEUROSCIENCE AND NEUROIMAGING 2018; 4:472-483. [PMID: 30773473 DOI: 10.1016/j.bpsc.2018.11.014] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/03/2017] [Revised: 11/26/2018] [Accepted: 11/26/2018] [Indexed: 11/24/2022]
Abstract
BACKGROUND Attention-deficit/hyperactivity disorder (ADHD) is a heterogeneous neurodevelopmental disorder, putatively induced by dissociable dysfunctional biobehavioral pathways. Here, we present a proof-of-concept study to parse ADHD-related heterogeneity in its underlying neurobiology by investigating functional connectivity across multiple brain networks to 1) disentangle categorical diagnosis-related effects from dimensional behavior-related effects and 2) functionally map these neural correlates to neurocognitive measures. METHODS We identified functional connectivity abnormalities related to ADHD across 14 networks within a large resting-state functional magnetic resonance imaging dataset (n = 409; age = 17.5 ± 3.3 years). We tested these abnormalities for their association with the categorical ADHD diagnosis and with dimensional inattention and hyperactivity/impulsivity scores using a novel modeling framework, creating orthogonalized models. Next, we evaluated the relationship of these findings with neurocognitive measures (working memory, response inhibition, reaction time variability, reward sensitivity). RESULTS Within the default mode network, we mainly observed categorical ADHD-related functional connectivity abnormalities, unrelated to neurocognitive measures. Clusters within the visual networks primarily related to dimensional scores of inattention and reaction time variability, while findings within the sensorimotor networks were mainly linked to hyperactivity/impulsivity and both reward sensitivity and working memory. Findings within the cerebellum network and salience network related to both categorical and dimensional ADHD measures and were linked to response inhibition and reaction time variability. CONCLUSIONS This proof-of-concept study identified ADHD-related neural correlates across multiple functional networks, showing distinct categorical and dimensional mechanisms and their links to neurocognitive functioning.
Collapse
Affiliation(s)
- Raimon H R Pruim
- Department of Cognitive Neuroscience, Radboud University Medical Center, Nijmegen, the Netherlands; Donders Institute for Brain, Cognition and Behaviour, Radboud University, Nijmegen, the Netherlands.
| | - Christian F Beckmann
- Department of Cognitive Neuroscience, Radboud University Medical Center, Nijmegen, the Netherlands; Donders Institute for Brain, Cognition and Behaviour, Radboud University, Nijmegen, the Netherlands; Centre for Functional MRI of the Brain, University of Oxford, Oxford, United Kingdom
| | - Marianne Oldehinkel
- Department of Cognitive Neuroscience, Radboud University Medical Center, Nijmegen, the Netherlands; Donders Institute for Brain, Cognition and Behaviour, Radboud University, Nijmegen, the Netherlands
| | - Jaap Oosterlaan
- Section of Clinical Neuropsychology, VU University Amsterdam, Amsterdam, the Netherlands
| | - Dirk Heslenfeld
- Section of Clinical Neuropsychology, VU University Amsterdam, Amsterdam, the Netherlands
| | - Catharina A Hartman
- Department of Psychiatry, University Medical Center Groningen, University of Groningen, Groningen, the Netherlands
| | - Pieter J Hoekstra
- Department of Psychiatry, University Medical Center Groningen, University of Groningen, Groningen, the Netherlands
| | - Stephen V Faraone
- Department of Psychiatry, SUNY Upstate Medical University, Syracuse, New York; Department of Neuroscience and Physiology, SUNY Upstate Medical University, Syracuse, New York; K.G. Jebsen Centre for Research on Neuropsychiatric Disorders, University of Bergen, Bergen, Norway
| | - Barbara Franke
- Department of Human Genetics, Radboud University Medical Center, Nijmegen, the Netherlands; Department of Psychiatry, Radboud University Medical Center, Nijmegen, the Netherlands; Donders Institute for Brain, Cognition and Behaviour, Radboud University, Nijmegen, the Netherlands
| | - Jan K Buitelaar
- Department of Cognitive Neuroscience, Radboud University Medical Center, Nijmegen, the Netherlands; Donders Institute for Brain, Cognition and Behaviour, Radboud University, Nijmegen, the Netherlands; Karakter Child and Adolescent Psychiatry University Centre, Nijmegen, the Netherlands
| | - Maarten Mennes
- Donders Institute for Brain, Cognition and Behaviour, Radboud University, Nijmegen, the Netherlands
| |
Collapse
|
17
|
van der Meer D, Hoekstra PJ, van Rooij D, Winkler AM, van Ewijk H, Heslenfeld DJ, Oosterlaan J, Faraone SV, Franke B, Buitelaar JK, Hartman CA. Anxiety modulates the relation between attention-deficit/hyperactivity disorder severity and working memory-related brain activity. World J Biol Psychiatry 2018; 19. [PMID: 28635543 PMCID: PMC5581282 DOI: 10.1080/15622975.2017.1287952] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 10/19/2022]
Abstract
OBJECTIVES Individuals with attention-deficit/hyperactivity disorder (ADHD) often have heightened levels of anxiety, which has been associated with worse performance on working memory tasks. Knowledge of the neural pathways underlying the combined presence of ADHD and anxiety may aid in a better understanding of their co-occurrence. Therefore, we investigated how anxiety modulates the effect of ADHD severity on neural activity during a visuospatial working memory (VSWM) task. METHODS Neuroimaging data were available for 371 adolescents and young adults participating in the multicentre cohort study NeuroIMAGE (average age 17.1 years). We analysed the effects of ADHD severity, anxiety severity and their interaction on-task accuracy, and on neural activity associated with working memory (VSWM trials minus baseline), and memory load (high memory load trials minus low load trials). RESULTS Anxiety significantly modulated the relation between ADHD severity and neural activity in the cerebellum for the working memory contrast, and bilaterally in the striatum and thalamus for the memory load contrast. CONCLUSIONS We found that ADHD with co-occurring anxiety is associated with lowered neural activity during a VSWM task in regions important for information gating. This fits well with previous theorising on ADHD with co-occurring anxiety, and illustrates the neurobiological heterogeneity of ADHD.
Collapse
Affiliation(s)
- Dennis van der Meer
- University of Groningen, University Medical Center Groningen, Department of Psychiatry, Groningen, The Netherlands,Corresponding author: ; University of Groningen, University Medical Center Groningen, Department of Psychiatry; P.O. Box 30001, 9700 RB Groningen, The Netherlands
| | - Pieter J. Hoekstra
- University of Groningen, University Medical Center Groningen, Department of Psychiatry, Groningen, The Netherlands
| | - Daan van Rooij
- Centre for Cognitive Neuroimaging, Donders Institute for Brain, Cognition and Behaviour, Nijmegen, The Netherlands
| | - Anderson M. Winkler
- Oxford Centre for Functional MRI of the Brain, University of Oxford, Oxford, UK
| | - Hanneke van Ewijk
- Department of Clinical Neuropsychology, VU University Amsterdam, Amsterdam, the Netherlands
| | - Dirk J. Heslenfeld
- Department of Clinical Neuropsychology, VU University Amsterdam, Amsterdam, the Netherlands
| | - Jaap Oosterlaan
- Department of Clinical Neuropsychology, VU University Amsterdam, Amsterdam, the Netherlands
| | - Stephen V. Faraone
- Departments of Psychiatry and of Neuroscience and Physiology, SUNY Upstate Medical University, Syracuse, USA
| | - Barbara Franke
- Departments of Human Genetics and Psychiatry, Donders Institute for Brain, Cognition and Behaviour, Radboud University Medical Centre, Nijmegen, The Netherlands
| | - Jan K. Buitelaar
- Department of Cognitive Neuroscience, Donders Institute for Brain, Cognition and Behaviour, Radboud University Medical Centre, Nijmegen, The Netherlands,Karakter Child and Adolescent Psychiatry University Centre, Nijmegen, The Netherlands
| | - Catharina A. Hartman
- University of Groningen, University Medical Center Groningen, Department of Psychiatry, Groningen, The Netherlands
| |
Collapse
|
18
|
Wang Z, Jing J, Igarashi K, Fan L, Yang S, Li Y, Jin Y. Executive function predicts the visuospatial working memory in autism spectrum disorder and attention-deficit/hyperactivity disorder. Autism Res 2018; 11:1148-1156. [PMID: 30095242 DOI: 10.1002/aur.1967] [Citation(s) in RCA: 12] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/21/2017] [Revised: 04/18/2018] [Accepted: 04/20/2018] [Indexed: 01/01/2023]
Abstract
Children with autism spectrum disorder (ASD) and those with attention deficit/hyperactivity disorder (ADHD) always show working memory deficits. However, research findings on the factors that affected the working memory in ASD and ADHD were inconsistent. Thus, we developed the present study to investigate the association of executive function (EF) with the visuospatial working memory (VSWM) in ASD and ADHD. Three groups of participants were examined: 21 children with ASD, 28 children with ADHD and 28 typically developing (TD) children as the controls. All participants completed two tests: the Wisconsin Card Sorting Test (WCST) and the Corsi Block Tapping Test for measuring EF and VSWM, respectively. The WCST included four domains: categories achieved (CA), perseverative errors (PE), failures to maintain set (FMS), and total errors (TE). The findings indicated that (1) the ASD group showed poorer performance in VSWM than the ADHD and TD groups; (2) for the ASD group, VSWM was positively correlated with CA, and was negatively correlated with PE and TE; (3) for the ADHD group, FMS showed a negative relationship with VSWM; and (4) TE predicted the performance of VSWM in ASD group, while FMS predicted VSWM in ADHD group. The study results suggested that VSWM was impaired in ASD but not in ADHD. Also, the EF domains were differently correlated with the VSWM performance in ASD and ADHD. Our study suggests that we should consider different intervention targets of working memory and EF contributions in improving the cognitive capacity of ASD and ADHD. Autism Res 2018, 11: 1148-1156. © 2018 International Society for Autism Research, Wiley Periodicals, Inc. LAY SUMMARY: The present study compared the visuospatial working memory (VSWM) in three groups of children: autism (ASD), attention deficit/hyperactivity disorder (ADHD), and typically developed children (TD). The ASD group showed poorer VSWM than the ADHD and TD groups. The total error of executive function predicted the performance of VSWM in ASD, while failures to maintain set predicted VSWM in ADHD . These findings suggested that we should consider the different working memory and executive function training targets to increase cognitive capacity of ASD and ADHD.
Collapse
Affiliation(s)
- Zengjian Wang
- Department of Maternal and Child Health, School of Public Health, Sun Yat-sen University, Guangzhou, 510080, China
| | - Jin Jing
- Department of Maternal and Child Health, School of Public Health, Sun Yat-sen University, Guangzhou, 510080, China
| | - Kazue Igarashi
- Clinical Center for Developmental Disorders, Shirayuri College, Tokyo, Japan
| | - Lijun Fan
- Department of Maternal and Child Health, School of Public Health, Sun Yat-sen University, Guangzhou, 510080, China
| | - Siyuan Yang
- Guangzhou Children's Hospital, Guangzhou, 510120 , China
| | - YongMei Li
- Child Developmental and Behavioral Center, the Third Affiliated Hospital of Sun Yat-sen University, Guangzhou, 510630, China
| | - Yu Jin
- Department of Maternal and Child Health, School of Public Health, Sun Yat-sen University, Guangzhou, 510080, China
| |
Collapse
|
19
|
Hyun GJ, Park JW, Kim JH, Min KJ, Lee YS, Kim SM, Han DH. Visuospatial working memory assessment using a digital tablet in adolescents with attention deficit hyperactivity disorder. COMPUTER METHODS AND PROGRAMS IN BIOMEDICINE 2018; 157:137-143. [PMID: 29477422 DOI: 10.1016/j.cmpb.2018.01.022] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/13/2017] [Revised: 01/13/2018] [Accepted: 01/24/2018] [Indexed: 06/08/2023]
Abstract
BACKGROUND AND OBJECTIVE Attention-deficit hyperactivity disorder (ADHD) is a neurodevelopmental disorder hypothesized to involve impaired visuospatial working memory (VSWM). However, there are few studies utilizing neuropsychological tests to measure VSWM in ADHD adolescents. The Rey-Osterrieth complex figure test (ROCF) is commonly used as a neuropsychological test to assess visuospatial working memory for individuals with ADHD. We assessed working memory using the ROCF test on a digital Galaxy tablet with the technically new Gaussian filter method. METHODS Thirty adolescents with ADHD and 30 healthy control adolescents were recruited for participation in the current study. All adolescents were assessed with K-WISC-IV, Children's depression inventory, and the Korean ADHD rating scale. All adolescents were asked to copy the ROCF from paper onto a Galaxy tablet screen using a wireless pen. RESULTS There was a significant difference in representative value of the deviation of the original images from template images (R-value) in copy and delayed recall between ADHD adolescents and healthy adolescents. There was no significant difference in R-value of immediate recall between ADHD adolescents and healthy adolescents. In all adolescents (ADHD and healthy) and ADHD adolescents, the R-value of copy was negatively correlated with visuospatial index and working memory index, and the R-value of delayed recall was negatively correlated with WMI. The R-value of copy and delayed recall was positively correlated with K-ARS in all adolescents and ADHD adolescents. CONCLUSIONS ADHD adolescents showed differences in the R-values of copy and delayed recall in the digital ROCF version compared to healthy adolescents. The digital ROCF assessment tool can represent different patterns of visuospatial working memory abilities in ADHD adolescents compared to healthy adolescents.
Collapse
Affiliation(s)
- Gi Jung Hyun
- Department of Psychiatry, Chung Ang University Medical Center, 102 Heukseok-ro, Dongjak-gu, Seoul 06973, Republic of Korea.
| | - Jin Wan Park
- School of Integrative Engineering, Chung-Ang University, 84 Heukseok-ro, Dongjak-gu, Seoul 06974, Republic of Korea.
| | - Jin Hee Kim
- School of Advanced Imaging Science, Multimedia, and Film at Chung-Ang University, 84 Heukseok-ro, Dongjak-gu, Seoul 06974, Republic of Korea.
| | - Kyoung Joon Min
- Department of Psychiatry, Chung Ang University Medical Center, 102 Heukseok-ro, Dongjak-gu, Seoul 06973, Republic of Korea
| | - Young Sik Lee
- Department of Psychiatry, Chung Ang University Medical Center, 102 Heukseok-ro, Dongjak-gu, Seoul 06973, Republic of Korea.
| | - Sun Mi Kim
- Department of Psychiatry, Chung Ang University Medical Center, 102 Heukseok-ro, Dongjak-gu, Seoul 06973, Republic of Korea
| | - Doug Hyun Han
- Department of Psychiatry, Chung Ang University Medical Center, 102 Heukseok-ro, Dongjak-gu, Seoul 06973, Republic of Korea.
| |
Collapse
|
20
|
Pupil Size Tracks Attentional Performance In Attention-Deficit/Hyperactivity Disorder. Sci Rep 2017; 7:8228. [PMID: 28811624 PMCID: PMC5557799 DOI: 10.1038/s41598-017-08246-w] [Citation(s) in RCA: 60] [Impact Index Per Article: 8.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/20/2017] [Accepted: 07/10/2017] [Indexed: 12/17/2022] Open
Abstract
Attention-deficit/hyperactivity disorder (ADHD) diagnosis is based on reported symptoms, which carries the potential risk of over- or under-diagnosis. A biological marker that helps to objectively define the disorder, providing information about its pathophysiology, is needed. A promising marker of cognitive states in humans is pupil size, which reflects the activity of an 'arousal' network, related to the norepinephrine system. We monitored pupil size from ADHD and control subjects, during a visuo-spatial working memory task. A sub group of ADHD children performed the task twice, with and without methylphenidate, a norepinephrine-dopamine reuptake inhibitor. Off-medication patients showed a decreased pupil diameter during the task. This difference was no longer present when patients were on-medication. Pupil size correlated with the subjects' performance and reaction time variability, two vastly studied indicators of attention. Furthermore, this effect was modulated by medication. Through pupil size, we provide evidence of an involvement of the noradrenergic system during an attentional task. Our results suggest that pupil size could serve as a biomarker in ADHD.
Collapse
|
21
|
Weyandt LL, Oster DR, Gudmundsdottir BG, DuPaul GJ, Anastopoulos AD. Neuropsychological functioning in college students with and without ADHD. Neuropsychology 2017; 31:160-172. [PMID: 27831696 PMCID: PMC5280458 DOI: 10.1037/neu0000326] [Citation(s) in RCA: 31] [Impact Index Per Article: 4.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/08/2022] Open
Abstract
OBJECTIVE Increasing numbers of students with attention-deficit/hyperactivity disorder (ADHD) are attending college; however, little empirical information is available concerning the functional impairment experienced by these students. Although preliminary studies suggest that college students with ADHD are more likely to experience a variety of psychosocial and academic difficulties compared to their peers without the disorder, findings regarding neuropsychological functioning have been inconsistent with some studies reporting that college students with ADHD perform more poorly on various cognitive and neuropsychological tasks while others report no differences compared to their peers without ADHD. METHOD The purposes of the present study, the Trajectories Related to ADHD in College project, a longitudinal study following the 4-year outcomes of college students with and without ADHD, were to (a) examine the performance of 436 first-year college students with and without ADHD (51.6% female) on measures of executive function (EF) and intelligence and (b) investigate the association of self-reported use of stimulant medication and neuropsychological performance in students with ADHD. Participant data from their first year of involvement in the study were analyzed. RESULTS Participants with ADHD performed more poorly on task-based and self-report EF measures relative to the comparison group. In contrast, no significant group differences were found with respect to intellectual performance. Within the ADHD group, use of prescription stimulant medication was associated with improved performance on some, but not all, neuropsychological tasks. Additional analyses also revealed significant group differences in EF based on clinical diagnostic status. CONCLUSION College students with ADHD demonstrated poorer EF than their peers without ADHD and psychostimulant medication was associated with improved EF performance. No group differences were found with respect to intellectual functioning, Lastly, having one or more comorbid psychiatric diagnoses in addition to ADHD was associated with poorer EF outcomes. (PsycINFO Database Record
Collapse
Affiliation(s)
| | | | | | - George J DuPaul
- Department of Education and Human Services, Lehigh University
| | | |
Collapse
|
22
|
Muthukrishnan SP, Ahuja N, Mehta N, Sharma R. Functional brain microstate predicts the outcome in a visuospatial working memory task. Behav Brain Res 2016; 314:134-42. [DOI: 10.1016/j.bbr.2016.08.020] [Citation(s) in RCA: 18] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/23/2016] [Revised: 08/04/2016] [Accepted: 08/07/2016] [Indexed: 11/26/2022]
|
23
|
Biscaldi M, Bednorz N, Weissbrodt K, Saville C, Feige B, Bender S, Klein C. Cognitive endophenotypes of attention deficit/hyperactivity disorder and intra-subject variability in patients with autism spectrum disorder. Biol Psychol 2016; 118:25-34. [DOI: 10.1016/j.biopsycho.2016.04.064] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/06/2015] [Revised: 04/25/2016] [Accepted: 04/26/2016] [Indexed: 10/21/2022]
|
24
|
Oldehinkel M, Beckmann CF, Pruim RHR, van Oort ESB, Franke B, Hartman CA, Hoekstra PJ, Oosterlaan J, Heslenfeld D, Buitelaar JK, Mennes M. Attention-Deficit/Hyperactivity Disorder symptoms coincide with altered striatal connectivity. BIOLOGICAL PSYCHIATRY: COGNITIVE NEUROSCIENCE AND NEUROIMAGING 2016; 1:353-363. [PMID: 27812554 DOI: 10.1016/j.bpsc.2016.03.008] [Citation(s) in RCA: 29] [Impact Index Per Article: 3.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 10/21/2022]
Abstract
BACKGROUND Cortico-striatal network dysfunction in attention-deficit/hyperactivity disorder (ADHD) is generally investigated by comparing functional connectivity of the main striatal sub-regions (i.e., putamen, caudate, and nucleus accumbens) between an ADHD and a control group. However, dimensional analyses based on continuous symptom measures might help to parse the high phenotypic heterogeneity in ADHD. Here, we focus on functional segregation of regions in the striatum and investigate cortico-striatal networks using both categorical and dimensional measures of ADHD. METHODS We computed whole-brain functional connectivity for six striatal sub-regions that resulted from a novel functional parcellation technique. We compared functional connectivity maps between adolescents with ADHD (N=169) and healthy controls (N=122), and investigated dimensional ADHD-related measures by relating striatal connectivity to ADHD symptom scores (N=444). Finally, we examined whether altered connectivity of striatal sub-regions related to motor and cognitive performance. RESULTS We observed no case-control differences in functional connectivity patterns of the six striatal networks. In contrast, inattention and hyperactivity/impulsivity symptom scores were associated with increases in functional connectivity in the networks of posterior putamen and ventral caudate. Increased connectivity of posterior putamen with motor cortex and cerebellum was associated with decreased motor performance. CONCLUSIONS Our findings support hypotheses of cortico-striatal network dysfunction in ADHD by demonstrating that dimensional symptom measures are associated with changes in functional connectivity. These changes were not detected by categorical ADHD versus control group analyses, highlighting the important contribution of dimensional analyses to investigating the neurobiology of ADHD.
Collapse
Affiliation(s)
- Marianne Oldehinkel
- Department of Cognitive Neuroscience, Radboud University Medical Center, Nijmegen, The Netherlands; Donders Institute for Brain, Cognition and Behavior, Radboud University, Nijmegen, The Netherlands
| | - Christian F Beckmann
- Department of Cognitive Neuroscience, Radboud University Medical Center, Nijmegen, The Netherlands; Donders Institute for Brain, Cognition and Behavior, Radboud University, Nijmegen, The Netherlands; Centre for Functional MRI of the Brain (FMRIB), University of Oxford, Oxford, United Kingdom
| | - Raimon H R Pruim
- Department of Cognitive Neuroscience, Radboud University Medical Center, Nijmegen, The Netherlands; Donders Institute for Brain, Cognition and Behavior, Radboud University, Nijmegen, The Netherlands
| | - Erik S B van Oort
- Donders Institute for Brain, Cognition and Behavior, Radboud University, Nijmegen, The Netherlands; MIRA Institute, University of Twente, Enschede, The Netherlands
| | - Barbara Franke
- Donders Institute for Brain, Cognition and Behavior, Radboud University, Nijmegen, The Netherlands; Radboud University Medical Center, Departments of Human Genetics and Psychiatry, Nijmegen, The Netherlands
| | - Catharina A Hartman
- University of Groningen, University Medical Center Groningen, Department of Psychiatry, Groningen, The Netherlands
| | - Pieter J Hoekstra
- University of Groningen, University Medical Center Groningen, Department of Psychiatry, Groningen, The Netherlands
| | - Jaap Oosterlaan
- VU University Amsterdam, Department of Clinical Psychology, Section of Clinical Neuropsychology, Amsterdam, The Netherlands
| | - Dirk Heslenfeld
- VU University Amsterdam, Department of Clinical Psychology, Section of Clinical Neuropsychology, Amsterdam, The Netherlands
| | - Jan K Buitelaar
- Department of Cognitive Neuroscience, Radboud University Medical Center, Nijmegen, The Netherlands; Donders Institute for Brain, Cognition and Behavior, Radboud University, Nijmegen, The Netherlands; Karakter Child and Adolescent Psychiatry University Centre, Nijmegen, The Netherlands
| | - Maarten Mennes
- Donders Institute for Brain, Cognition and Behavior, Radboud University, Nijmegen, The Netherlands
| |
Collapse
|
25
|
van Ewijk H, Weeda WD, Heslenfeld DJ, Luman M, Hartman CA, Hoekstra PJ, Faraone SV, Franke B, Buitelaar JK, Oosterlaan J. Neural correlates of visuospatial working memory in attention-deficit/hyperactivity disorder and healthy controls. Psychiatry Res 2015; 233:233-42. [PMID: 26190554 DOI: 10.1016/j.pscychresns.2015.07.003] [Citation(s) in RCA: 25] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/28/2014] [Revised: 05/21/2015] [Accepted: 07/03/2015] [Indexed: 11/26/2022]
Abstract
Impaired visuospatial working memory (VSWM) is suggested to be a core neurocognitive deficit in attention-deficit/hyperactivity disorder (ADHD), yet the underlying neural activation patterns are poorly understood. Furthermore, it is unclear to what extent age and gender effects may play a role in VSWM-related brain abnormalities in ADHD. Functional magnetic resonance imaging (fMRI) data were collected from 109 individuals with ADHD (60% male) and 103 controls (53% male), aged 8-25 years, during a spatial span working memory task. VSWM-related brain activation was found in a widespread network, which was more widespread compared with N-back tasks used in the previous literature. Higher brain activation was associated with higher age and male gender. In comparison with controls, individuals with ADHD showed greater activation in the left inferior frontal gyrus (IFG) and the lateral frontal pole during memory load increase, effects explained by reduced activation on the low memory load in the IFG pars triangularis and increased activation during high load in the IFG pars opercularis. Age and gender effects did not differ between controls and individuals with ADHD. Results indicate that individuals with ADHD have difficulty in efficiently and sufficiently recruiting left inferior frontal brain regions with increasing task difficulty.
Collapse
Affiliation(s)
- Hanneke van Ewijk
- Department of Clinical Neuropsychology, VU University Amsterdam, Amsterdam, The Netherlands.
| | - Wouter D Weeda
- Department of Clinical Neuropsychology, VU University Amsterdam, Amsterdam, The Netherlands
| | - Dirk J Heslenfeld
- Department of Clinical Neuropsychology, VU University Amsterdam, Amsterdam, The Netherlands
| | - Marjolein Luman
- Department of Clinical Neuropsychology, VU University Amsterdam, Amsterdam, The Netherlands
| | - Catharina A Hartman
- University of Groningen, University Medical Center Groningen, Department of Psychiatry, Groningen, The Netherlands
| | - Pieter J Hoekstra
- University of Groningen, University Medical Center Groningen, Department of Psychiatry, Groningen, The Netherlands
| | - Stephen V Faraone
- Departments of Psychiatry and of Neuroscience and Physiology, SUNY Upstate Medical University, Syracuse, NY, USA
| | - Barbara Franke
- Radboud University Medical Center, Donders Institute for Brain, Cognition and Behaviour, Centre for Neuroscience, Departments of Human Genetics and Psychiatry, Nijmegen, The Netherlands
| | - Jan K Buitelaar
- Radboud University Medical Center, Donders Institute for Brain, Cognition and Behavior, Centre for Neuroscience, Department of Cognitive Neuroscience, Nijmegen, The Netherlands; Karakter, Child and Adolescent Psychiatry University Centre, Nijmegen, The Netherlands
| | - Jaap Oosterlaan
- Department of Clinical Neuropsychology, VU University Amsterdam, Amsterdam, The Netherlands
| |
Collapse
|
26
|
Wade M, Prime H, Madigan S. Using Sibling Designs to Understand Neurodevelopmental Disorders: From Genes and Environments to Prevention Programming. BIOMED RESEARCH INTERNATIONAL 2015; 2015:672784. [PMID: 26258141 PMCID: PMC4518166 DOI: 10.1155/2015/672784] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Subscribe] [Scholar Register] [Received: 03/12/2015] [Revised: 06/05/2015] [Accepted: 06/28/2015] [Indexed: 01/30/2023]
Abstract
Neurodevelopmental disorders represent a broad class of childhood neurological conditions that have a significant bearing on the wellbeing of children, families, and communities. In this review, we draw on evidence from two common and widely studied neurodevelopmental disorders-autism spectrum disorder (ASD) and attention-deficit hyperactivity disorder (ADHD)-to demonstrate the utility of genetically informed sibling designs in uncovering the nature and pathogenesis of these conditions. Specifically, we examine how twin, recurrence risk, and infant prospective tracking studies have contributed to our understanding of genetic and environmental liabilities towards neurodevelopmental morbidity through their impact on neurocognitive processes and structural/functional neuroanatomy. It is suggested that the siblings of children with ASD and ADHD are at risk not only of clinically elevated problems in these areas, but also of subthreshold symptoms and/or subtle impairments in various neurocognitive skills and other domains of psychosocial health. Finally, we close with a discussion on the practical relevance of sibling designs and how these might be used in the service of early screening, prevention, and intervention efforts that aim to alleviate the negative downstream consequences associated with disorders of neurodevelopment.
Collapse
Affiliation(s)
- Mark Wade
- Department of Applied Psychology and Human Development, University of Toronto, 252 Bloor Street W., Toronto, ON, Canada M5S 1V6
| | - Heather Prime
- Department of Applied Psychology and Human Development, University of Toronto, 252 Bloor Street W., Toronto, ON, Canada M5S 1V6
| | - Sheri Madigan
- Department of Psychology, University of Calgary, 2500 University Drive NW, Calgary, AB, Canada T2N 1N4
| |
Collapse
|
27
|
Multilevel analysis of ADHD, anxiety and depression symptoms aggregation in families. Eur Child Adolesc Psychiatry 2015; 24:525-36. [PMID: 25156273 DOI: 10.1007/s00787-014-0604-1] [Citation(s) in RCA: 26] [Impact Index Per Article: 2.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/31/2014] [Accepted: 08/18/2014] [Indexed: 01/09/2023]
Abstract
A strong genetic role in the etiology of attention-deficit hyperactivity disorder (ADHD) has been demonstrated by several studies using different methodologies. Shortcomings of genetic studies often include the lack of golden standard practices for diagnosis for ADHD, the use of categorical instead of a dimensional approach, and the disregard for assortative mating phenomenon in parents. The current study aimed to overcome these shortcomings and analyze data through a novel statistical approach, using multilevel analyses with Bayesian procedures and a specific mathematical model, which takes into account data with an elevated number of zero responses (expected in samples with few or no ADHD symptoms). Correlations of parental clinical variables (ADHD, anxiety and depression) to offspring psychopathology may vary according to gender and type of symptoms. We aimed to investigate how those variables interact within each other. One hundred families, comprising a proband child or adolescent with ADHD or a typically developing child or adolescent were included and all family members (both biological parents, the proband child or adolescent and their sibling) were examined through semi-structured interviews using DSM-IV criteria. Results indicated that: (a) maternal clinical variables (ADHD, anxiety and depression) were more correlated with offspring variables than paternal ones; (b) maternal inattention (but not hyperactivity) was correlated with both inattention and hyperactivity in the offspring; (c) maternal anxiety was correlated with offspring inattention; on the other hand, maternal inattention was correlated with anxiety in the offspring. Although a family study design limits the possibility of revealing causality and cannot disentangle genetic and environmental factors, our findings suggest that ADHD, anxiety and depression are variables that correlate in families and should be addressed together. Maternal variables significantly correlated with offspring variables, but the paternal variables did not.
Collapse
|
28
|
Abstract
The etiology and pathogenesis of attention-deficit/hyperactivity disorder (ADHD) are unclear and a more valid diagnosis would certainly be welcomed. Starting from the literature, we built an hypothetical pyramid representing a putative set of biomarkers where, at the top, variants in DAT1 and DRD4 genes are the best candidates for their associations to neuropsychological tasks, activation in specific brain areas, methylphenidate response and gene expression levels. Interesting data come from the noradrenergic system (norepinephrine transporter, norepinephrine, 3-methoxy-4-hydroxyphenylglycol, monoamine oxidase, neuropeptide Y) for their altered peripheral levels, their association with neuropsychological tasks, symptomatology, drugs effect and brain function. Other minor putative genetic biomarkers could be dopamine beta hydroxylase and catechol-O-methyltransferase. In the bottom, we placed endophenotype biomarkers. A more deep integration of "omics" sciences along with more accurate clinical profiles and new high-throughput computational methods will allow us to identify a better list of biomarkers useful for diagnosis and therapies.
Collapse
Affiliation(s)
- Stephen V Faraone
- Department of Psychiatry, SUNY Upstate Medical University, Syracuse, NY, USA
| | | | | |
Collapse
|
29
|
Thissen AJAM, Luman M, Hartman C, Hoekstra P, van Lieshout M, Franke B, Oosterlaan J, Rommelse NNJ, Buitelaar JK. Attention-deficit/hyperactivity disorder (ADHD) and motor timing in adolescents and their parents: familial characteristics of reaction time variability vary with age. J Am Acad Child Adolesc Psychiatry 2014; 53:1010-1019.e4. [PMID: 25151424 DOI: 10.1016/j.jaac.2014.05.015] [Citation(s) in RCA: 16] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/08/2013] [Revised: 03/14/2014] [Accepted: 06/30/2014] [Indexed: 11/16/2022]
Abstract
OBJECTIVE There is consistent evidence that attention-deficit/hyperactivity disorder (ADHD) is strongly related to impaired motor timing as reflected in decreased accuracy and increased reaction time variability (RTV). It is not known whether motor timing impairments are present in adolescents and adults with ADHD and their unaffected relatives to the same extent as has been reported in children, and whether ADHD and motor timing share familial underpinnings, as reflected in parent-offspring co-segregation and sibling cross-correlations. METHOD A total of 589 parents and 808 children/adolescents from families with ADHD and control families (parent/offspring average age: 48.6/17.3 years) were included. All participants were thoroughly assessed for ADHD and performed a 40-trial motor timing task (1-second interval production). Dependent neurocognitive measures included RT median (RTM: representing accuracy), RTV and ex-Gaussian component τ (τ: representing infrequent long response times). Generalized estimating equations were used for analyses. RESULTS Unaffected children from families with ADHD had RTV (but not RTM or τ) scores in between those of affected and control children. However, during middle-to-late adolescence, unaffected offspring were not impaired compared to control offspring and differed from ADHD probands, whereas during late adolescence/early adulthood, all offspring groups performed equally. Affected and unaffected parents of families with ADHD showed increased RTV compared to controls, regardless of age (not significant after adjusting for IQ). There were indications for shared familiality between RTV and ADHD as reflected by sibling cross-correlations and between RTM and ADHD as reflected by sibling cross-correlations and a maternal parent-offspring relation (parent-of-origin effect). CONCLUSIONS RTV and its familial characteristics are influenced by development during adolescence. Increased RTV in children with ADHD appears to reflect immaturities in their neurocognitive functioning. Maternal ADHD effects might be involved in transmission of RTM (not RTV), but overall RTM showed less compelling (familial) relationships with ADHD than RTV.
Collapse
Affiliation(s)
- Andrieke J A M Thissen
- Donders Institute for Brain, Cognition and Behaviour and Karakter Child and Adolescent Psychiatry University Center, Radboud University Nijmegen Medical Center, the Netherlands.
| | | | | | - Pieter Hoekstra
- University Medical Center Groningen, University of Groningen
| | | | - Barbara Franke
- Donders Institute for Brain, Cognition and Behaviour, Radboud University Nijmegen Medical Center
| | | | - Nanda N J Rommelse
- Donders Institute for Brain, Cognition and Behaviour and Karakter Child and Adolescent Psychiatry University Center, Radboud University Nijmegen Medical Center, the Netherlands
| | - Jan K Buitelaar
- Donders Institute for Brain, Cognition and Behaviour and Karakter Child and Adolescent Psychiatry University Center, Radboud University Nijmegen Medical Center, the Netherlands
| |
Collapse
|
30
|
van Ewijk H, Heslenfeld DJ, Zwiers MP, Faraone SV, Luman M, Hartman CA, Hoekstra PJ, Franke B, Buitelaar JK, Oosterlaan J. Different mechanisms of white matter abnormalities in attention-deficit/hyperactivity disorder: a diffusion tensor imaging study. J Am Acad Child Adolesc Psychiatry 2014; 53:790-9.e3. [PMID: 24954828 DOI: 10.1016/j.jaac.2014.05.001] [Citation(s) in RCA: 66] [Impact Index Per Article: 6.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Accepted: 04/25/2014] [Indexed: 11/26/2022]
Abstract
OBJECTIVE Literature regarding white matter (WM) abnormalities in attention-deficit/hyperactivity disorder (ADHD) is sparse and inconsistent. In this article, we shed more light on WM microstructure in ADHD, its association with symptom count, and the familiality of WM abnormalities in ADHD. METHOD Diffusion tensor imaging (DTI) was performed in a large sample of individuals with ADHD (n = 170), their unaffected siblings (n = 80), and healthy controls (n = 107), aged 8 to 30 years. Extensive categorical as well as dimensional data regarding ADHD status and symptom count were collected. A whole-brain voxelwise approach was used to investigate associations between ADHD status and symptom count and WM microstructure, as measured by fractional anisotropy (FA) and mean diffusivity (MD). RESULTS Individuals with ADHD showed decreased FA and decreased MD in several widespread, non-overlapping brain regions. In contrast, higher ADHD symptom count was consistently associated with increased FA and decreased MD in the ADHD group. Unaffected siblings resembled individuals in the ADHD group with regard to decreased FA but had MD similar to that in healthy controls. Results were not confounded by socioeconomic status, the presence of comorbidities, or a history of medication use. CONCLUSIONS Our results indicate widespread disturbances in WM microstructure in ADHD, which seem to be driven by 2 different mechanisms. Decreased FA in ADHD may be due to a familial vulnerability to the disorder, whereas a second mechanism may drive the association between ADHD symptom count and both higher FA and lower MD. Such different mechanisms may play an important role in the inconsistencies found in the current literature.
Collapse
Affiliation(s)
| | | | - Marcel P Zwiers
- Donders Institute for Brain, Cognition and Behaviour at Radboud University Medical Center, Nijmegen, The Netherlands
| | | | | | | | | | - Barbara Franke
- Donders Institute for Brain, Cognition and Behaviour at Radboud University Medical Center, Nijmegen, The Netherlands
| | - Jan K Buitelaar
- Donders Institute for Brain, Cognition and Behavior, and Karakter, Child and Adolescent Psychiatry, University Center Nijmegen, Nijmegen, The Netherlands
| | | |
Collapse
|
31
|
Frontal Midline Theta Reflects Individual Task Performance in a Working Memory Task. Brain Topogr 2014; 28:127-34. [PMID: 24687327 DOI: 10.1007/s10548-014-0361-y] [Citation(s) in RCA: 79] [Impact Index Per Article: 7.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/25/2013] [Accepted: 03/18/2014] [Indexed: 10/25/2022]
|
32
|
Kuo CC, Zhang C, Rissman RA, Chiu AWL. Long-Term Electrophysiological and Behavioral Analysis on the Improvement of Visual Working Memory Load, Training Gains, and Transfer Benefits. ACTA ACUST UNITED AC 2014; 4:234-246. [PMID: 25045590 PMCID: PMC4101919 DOI: 10.4236/jbbs.2014.45025] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/15/2023]
Abstract
Recent evidence demonstrates that with training, one can enhance visual working memory (VWM) capacity and attention over time in the near transfer tasks. Not only do these studies reveal the characteristics of VWM load and the influences of training, they may also provide insights into developing effective rehabilitation for patients with VWM deficiencies. However, few studies have investigated VWM over extended periods of time and evaluated transfer benefits on non-trained tasks. Here, we combined behavioral and electroencephalographical approaches to investigate VWM load, training gains, and transfer benefits. Our results reveal that VWM capacity is directly correlated to the difference of event-related potential waveforms. In particular, the “magic number 4” can be observed through the contralateral delay amplitude and the average capacity is 3.25-item over 15 participants. Furthermore, our findings indicate that VWM capacity can be improved through training; and after training exercises, participants from the training group are able to dramatically improve their performance. Likewise, the training effects on non-trained tasks can also be observed at the 12th week after training. Therefore, we conclude that participants can benefit from training gains, and augmented VWM capacity sustained over long periods of time on specific variety of tasks.
Collapse
Affiliation(s)
- Ching-Chang Kuo
- NeuroInformatics Center, University of Oregon, Eugene, USA ; Department of Biomedical Engineering, Louisiana Tech University, Ruston, USA
| | - Cheng Zhang
- Department of Neurosciences, University of California, San Diego School of Medicine, La Jolla, USA
| | - Robert A Rissman
- Department of Neurosciences, University of California, San Diego School of Medicine, La Jolla, USA
| | - Alan W L Chiu
- Applied Biology and Biomedical Engineering, Rose-Hulman Institute of Technology, Terre Haute, USA
| |
Collapse
|