A Systematic Review on Feature Extraction in Electroencephalography-Based Diagnostics and Therapy in Attention Deficit Hyperactivity Disorder

Overview

Journal Sensors (Basel)

Publisher MDPI

Specialty Biotechnology

Date 2022 Jul 9

PMID 35808424

Authors

Pasquale Arpaia

Attilio Covino

Loredana Cristaldi

Mirco Frosolone

Ludovica Gargiulo

Francesca Mancino

Federico Mantile

Nicola Moccaldi

Affiliations

Soon will be listed here.

Abstract

A systematic review on electroencephalographic (EEG)-based feature extraction strategies to diagnosis and therapy of attention deficit hyperactivity disorder (ADHD) in children is presented. The analysis is realized at an executive function level to improve the research of neurocorrelates of heterogeneous disorders such as ADHD. The Quality Assessment Tool for Quantitative Studies (QATQS) and field-weighted citation impact metric (Scopus) were used to assess the methodological rigor of the studies and their impact on the scientific community, respectively. One hundred and one articles, concerning the diagnostics and therapy of ADHD children aged from 8 to 14, were collected. Event-related potential components were mainly exploited for executive functions related to the cluster , whereas band power spectral density is the most considered EEG feature for executive functions related to the cluster . This review identifies the most used (also by rigorous and relevant articles) EEG signal processing strategies for executive function assessment in ADHD.

Citing Articles

Fusion of Multi-Task Neurophysiological Data to Enhance the Detection of Attention- Deficit/Hyperactivity Disorder.

Zhang K, Yeh S, Wu E, Xu X, Tsai H, Chen C IEEE J Transl Eng Health Med. 2024; 12:668-674.

PMID: 39464626 PMC: 11505865. DOI: 10.1109/JTEHM.2024.3435553.

Enhancing EEG-Based MI-BCIs with Class-Specific and Subject-Specific Features Detected by Neural Manifold Analysis.

Frosolone M, Prevete R, Ognibeni L, Giugliano S, Apicella A, Pezzulo G Sensors (Basel). 2024; 24(18).

PMID: 39338854 PMC: 11435739. DOI: 10.3390/s24186110.

EEG Techniques with Brain Activity Localization, Specifically LORETA, and Its Applicability in Monitoring Schizophrenia.

Zeltser A, Ochneva A, Riabinina D, Zakurazhnaya V, Tsurina A, Golubeva E J Clin Med. 2024; 13(17).

PMID: 39274319 PMC: 11395834. DOI: 10.3390/jcm13175108.

Executive Functions Assessment Based on Wireless EEG and 3D Gait Analysis During Dual-Task: A Feasibility Study.

Arpaia P, Cuocolo R, Fullin A, Gargiulo L, Mancino F, Moccaldi N IEEE J Transl Eng Health Med. 2024; 12:268-278.

PMID: 38410182 PMC: 10896422. DOI: 10.1109/JTEHM.2024.3357287.

Sleep Spindle-Related EEG Connectivity in Children with Attention-Deficit/Hyperactivity Disorder: An Exploratory Study.

Zanus C, Miladinovic A, De Dea F, Skabar A, Stecca M, Ajcevic M Entropy (Basel). 2023; 25(9).

PMID: 37761543 PMC: 10530036. DOI: 10.3390/e25091244.

References

Kerson C . A proposed multisite double-blind randomized clinical trial of neurofeedback for ADHD: need, rationale, and strategy. J Atten Disord. 2013; 17(5):420-36. DOI: 10.1177/1087054713482580. View

Diamond A . Executive functions. Annu Rev Psychol. 2012; 64:135-68. PMC: 4084861. DOI: 10.1146/annurev-psych-113011-143750. View

Doehnert M, Brandeis D, Straub M, Steinhausen H, Drechsler R . Slow cortical potential neurofeedback in attention deficit hyperactivity disorder: is there neurophysiological evidence for specific effects?. J Neural Transm (Vienna). 2008; 115(10):1445-56. DOI: 10.1007/s00702-008-0104-x. View

Lopez Marcano J, Bell M, Beex A . Classification of ADHD and non-ADHD using AR models. Annu Int Conf IEEE Eng Med Biol Soc. 2017; 2016:363-366. DOI: 10.1109/EMBC.2016.7590715. View

Chmielewski W, Bluschke A, Bodmer B, Wolff N, Roessner V, Beste C . Evidence for an altered architecture and a hierarchical modulation of inhibitory control processes in ADHD. Dev Cogn Neurosci. 2019; 36:100623. PMC: 6969218. DOI: 10.1016/j.dcn.2019.100623. View

Kaga Y, Ueda R, Tanaka M, Kita Y, Suzuki K, Okumura Y . Executive dysfunction in medication-naïve children with ADHD: A multi-modal fNIRS and EEG study. Brain Dev. 2020; 42(8):555-563. DOI: 10.1016/j.braindev.2020.05.007. View

Ogrim G, Kropotov J . Event Related Potentials (ERPs) and other EEG Based Methods for Extracting Biomarkers of Brain Dysfunction: Examples from Pediatric Attention Deficit/Hyperactivity Disorder (ADHD). J Vis Exp. 2020; (157). DOI: 10.3791/60710. View

Janssen T, Bink M, Gelade K, van Mourik R, Maras A, Oosterlaan J . A randomized controlled trial into the effects of neurofeedback, methylphenidate, and physical activity on EEG power spectra in children with ADHD. J Child Psychol Psychiatry. 2016; 57(5):633-44. DOI: 10.1111/jcpp.12517. View

Lenartowicz A, Loo S . Use of EEG to diagnose ADHD. Curr Psychiatry Rep. 2014; 16(11):498. PMC: 4633088. DOI: 10.1007/s11920-014-0498-0. View

10.

Nazari M, Wallois F, Aarabi A, Berquin P . Dynamic changes in quantitative electroencephalogram during continuous performance test in children with attention-deficit/hyperactivity disorder. Int J Psychophysiol. 2011; 81(3):230-6. DOI: 10.1016/j.ijpsycho.2011.06.016. View

11.

Armijo-Olivo S, Stiles C, Hagen N, Biondo P, Cummings G . Assessment of study quality for systematic reviews: a comparison of the Cochrane Collaboration Risk of Bias Tool and the Effective Public Health Practice Project Quality Assessment Tool: methodological research. J Eval Clin Pract. 2010; 18(1):12-8. DOI: 10.1111/j.1365-2753.2010.01516.x. View

12.

Gomarus H, A Wijers A, Minderaa R, Althaus M . Do children with ADHD and/or PDD-NOS differ in reactivity of alpha/theta ERD/ERS to manipulations of cognitive load and stimulus relevance?. Clin Neurophysiol. 2008; 120(1):73-9. DOI: 10.1016/j.clinph.2008.10.017. View

13.

McGough J, McCracken J, Cho A, Castelo E, Sturm A, Cowen J . A potential electroencephalography and cognitive biosignature for the child behavior checklist-dysregulation profile. J Am Acad Child Adolesc Psychiatry. 2013; 52(11):1173-82. PMC: 3839814. DOI: 10.1016/j.jaac.2013.08.002. View

14.

Buchmann J, Gierow W, Reis O, Haessler F . Intelligence moderates impulsivity and attention in ADHD children: an ERP study using a go/nogo paradigm. World J Biol Psychiatry. 2011; 12 Suppl 1:35-9. DOI: 10.3109/15622975.2011.600354. View

15.

Wang P, Bellugi U . Evidence from two genetic syndromes for a dissociation between verbal and visual-spatial short-term memory. J Clin Exp Neuropsychol. 1994; 16(2):317-22. DOI: 10.1080/01688639408402641. View

16.

Bunge S, Dudukovic N, Thomason M, Vaidya C, Gabrieli J . Immature frontal lobe contributions to cognitive control in children: evidence from fMRI. Neuron. 2002; 33(2):301-11. PMC: 4535916. DOI: 10.1016/s0896-6273(01)00583-9. View

17.

Johnstone S, Barry R, Clarke A . Behavioural and ERP indices of response inhibition during a Stop-signal task in children with two subtypes of Attention-Deficit Hyperactivity Disorder. Int J Psychophysiol. 2007; 66(1):37-47. DOI: 10.1016/j.ijpsycho.2007.05.011. View

18.

Klingberg T, Forssberg H, Westerberg H . Training of working memory in children with ADHD. J Clin Exp Neuropsychol. 2002; 24(6):781-91. DOI: 10.1076/jcen.24.6.781.8395. View

19.

Brown C, Clarke A, Barry R, McCarthy R, Selikowitz M, Magee C . Event-related potentials in attention-deficit/hyperactivity disorder of the predominantly inattentive type: an investigation of EEG-defined subtypes. Int J Psychophysiol. 2005; 58(1):94-107. DOI: 10.1016/j.ijpsycho.2005.03.012. View

20.

Kovatchev B, Cox D, Hill R, Reeve R, Robeva R, Loboschefski T . A psychophysiological marker of attention deficit/hyperactivity disorder (ADHD)--defining the EEG consistency index. Appl Psychophysiol Biofeedback. 2001; 26(2):127-40. DOI: 10.1023/a:1011339206875. View