scholarly journals Quantitative EEG features selection in the classification of attention and response control in the children and adolescents with attention deficit hyperactivity disorder

2018 ◽  
Vol 4 (5) ◽  
pp. FSO292 ◽  
Author(s):  
Azadeh Bashiri ◽  
Leila Shahmoradi ◽  
Hamid Beigy ◽  
Behrouz A Savareh ◽  
Masood Nosratabadi ◽  
...  
Keyword(s):  
Attention Deficit Hyperactivity Disorder ◽  
Children And Adolescents ◽  
Attention Deficit ◽  
Quantitative Eeg ◽  
Features Selection ◽  
Response Control ◽  
Hyperactivity Disorder ◽  
Eeg Features

A New Method of Diagnosing Attention-Deficit Hyperactivity Disorder in Male Patients by Quantitative EEG Analysis

2019 ◽  
Vol 50 (5) ◽  
pp. 339-347
Author(s):  
Ming-Yuh Chang ◽  
Chen-Sen Ouyang ◽  
Ching-Tai Chiang ◽  
Rei-Cheng Yang ◽  
Rong-Ching Wu ◽  
...  
Keyword(s):  
Attention Deficit Hyperactivity Disorder ◽  
Attention Deficit ◽  
Area Under The Curve ◽  
Quantitative Eeg ◽  
New Method ◽  
Hyperactivity Disorder ◽  
The Us ◽  
Male Patients ◽  
Core Symptoms ◽  
Eeg Features

Attention-deficit hyperactivity disorder (ADHD) is one of the most common neuropsychiatric disorders of childhood. Diagnosis of ADHD is based on core symptoms and checklists. However, these are both subjective, which can lead to the problems of overdiagnosis and underdiagnosis. Elevated theta/beta ratio (TBR) of EEG band has been approved by the US Food and Drug Administration as a tool to assist in the diagnosis of ADHD. However, several recent studies have demonstrated that there are no significant differences in TBR between people with and without ADHD. In this study, we attempted to develop a new method for differentiating between male with and without ADHD by analyzing EEG features. Thirty boys with ADHD combined type (aged 8 years 5 months ± 1 year 11 months) and 30 age-matched controls (aged 8 years 5 months ± 1 year 8 months) were enrolled in this study. A classification analysis-based approach comprising training and classification phases was developed for classifying each subject’s EEG features as ADHD or non-ADHD. Eight crucial feature descriptors were selected and ranked based on the t test. Compared with TBR in our study, the developed method had a higher area under the curve (87.78%), sensitivity (80.0%), and specificity (80.0%). Our method is more precise than using TBR in the diagnosis of ADHD. This newly developed method is a useful tool in identifying patients with ADHD and might reduce the possibility of overdiagnosis and underdiagnosis.

scholarly journals Behavioral and Electrophysiological Correlates of Performance Monitoring and Development in Children and Adolescents with Attention-Deficit/Hyperactivity Disorder

2020 ◽  
Vol 10 (2) ◽  
pp. 79 ◽  
Author(s):  
Yanni Liu ◽  
Gregory L. Hanna ◽  
Barbara S. Hanna ◽  
Haley E. Rough ◽  
Paul D. Arnold ◽  
...  
Keyword(s):  
Attention Deficit Hyperactivity Disorder ◽  
Children And Adolescents ◽  
Attention Deficit ◽  
Child Behavior Checklist ◽  
Performance Monitoring ◽  
Longitudinal Design ◽  
Flanker Task ◽  
Developmental Trajectory ◽  
Time Variability ◽  
Hyperactivity Disorder

The pathophysiology of attention-deficit/hyperactivity disorder (ADHD) involves deficits in performance monitoring and adaptive adjustments. Yet, the developmental trajectory and underlying neural correlates of performance monitoring deficits in youth with ADHD remain poorly understood. To address the gap, this study recruited 77 children and adolescents with ADHD and 77 age- and gender-matched healthy controls (HC), ages 8–18 years, who performed an arrow flanker task during electroencephalogram recording. Compared to HC, participants with ADHD responded more slowly and showed larger reaction time variability (RTV) and reduced post-error slowing; they also exhibited reduced error-related negativity (ERN) and error positivity effects, and reduced N2 and P3 congruency effects. Age effects were observed across groups: with increasing age, participants responded faster, with less variability, and with increased post-error slowing. They also exhibited increased ERN effects and increased N2 and P3 congruency effects. Increased RTV and reduced P3 amplitude in incongruent trials were associated with increased ADHD Problems Scale scores on the Child Behavior Checklist across groups. The altered behavioral and ERP responses in ADHD are consistent with the pattern associated with younger age across groups. Further research with a longitudinal design may determine specific aspects of developmental alteration and deficits in ADHD during performance monitoring.

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