Principal component analysis for reduction of ocular artefacts in event-related potentials of normal and dyslexic children

被引:62
作者
Casarotto, S
Bianchi, AM
Cerutti, S
Chiarenza, GA
机构
[1] Rho Hosp, Dept Child & Adolescent Neuropsychiat, Az Osp G Salvini, I-20017 Rho, Milan, Italy
[2] Polytech Univ, Dept Biomed Engn, Milan, Italy
关键词
principal component analysis; ocular artefacts; blinking; dyslexia; event related potential; single sweep analysis;
D O I
10.1016/j.clinph.2003.10.018
中图分类号
R74 [神经病学与精神病学];
学科分类号
摘要
Objective: The aim of this study was to reduce ocular artefacts in single trial event-related potentials (ERPs) recorded in normal and in dyslexic children. Methods: ERPs were recorded during passive and active reading of centrally presented alphabetic letters and non alphabetic symbols. EEG was recorded from 10 EEG locations using the 10-20 system. Diagonal FOG from the right eye was also recorded. Principal component analysis (PCA) was applied in order to reduce ocular artefacts: the first or the second principal component (PC) was subtracted when the correlation coefficient between the component and FOG was greater or equal to 0.9 or 0.95, respectively. Performance of the method was tested on simulated and real data, on both single and averaged trials, varying FOG amplitude and artefact transmission characteristics. Results: Applying the method to real recordings from normal and dyslexic children, we obtained a significant increase in the number of useful trials. In normal children we retrieved 41.0% of the rejected trials in passive and 39.1% in active reading. In dyslexic children 36.7 and 32.2% of the rejected trials in passive and active reading could be included in the respective averages. Conclusions: The method allows an increase in the number of trials suitable for averaging, a great improvement in ERP quality and a reduction in the recording time. (C) 2003 International Federation of Clinical Neurophysiology. Published by Elsevier Ireland Ltd. All rights reserved.
引用
收藏
页码:609 / 619
页数:11
相关论文
共 36 条
[1]
[Anonymous], G NEUROPSICHIATR EVO
[2]
A MULTIPLE SOURCE APPROACH TO THE CORRECTION OF EYE ARTIFACTS [J].
BERG, P ;
SCHERG, M .
ELECTROENCEPHALOGRAPHY AND CLINICAL NEUROPHYSIOLOGY, 1994, 90 (03) :229-241
[3]
DIPOLE MODELS OF EYE-MOVEMENTS AND BLINKS [J].
BERG, P ;
SCHERG, M .
ELECTROENCEPHALOGRAPHY AND CLINICAL NEUROPHYSIOLOGY, 1991, 79 (01) :36-44
[4]
BODER E, 1973, DEV MED CHILD NEUROL, V15, P663
[5]
A PARAMETRIC METHOD OF IDENTIFICATION OF SINGLE-TRIAL EVENT-RELATED POTENTIALS IN THE BRAIN [J].
CERUTTI, S ;
CHIARENZA, G ;
LIBERATI, D ;
MASCELLANI, P ;
PAVESI, G .
IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING, 1988, 35 (09) :701-711
[6]
Chiarenza G.A., 1982, Clinical Application of Cerebral Evoked Potentials in Paediatric Medicine, P259
[7]
DIFFERENTIAL CONTRIBUTIONS OF BLINKS AND VERTICAL EYE-MOVEMENTS AS ARTIFACTS IN EEG RECORDING [J].
CORBY, JC ;
KOPELL, BS .
PSYCHOPHYSIOLOGY, 1972, 9 (06) :640-&
[8]
EOG correction of blinks with saccade coefficients: a test and revision of the aligned-artefact average solution [J].
Croft, RJ ;
Barry, RJ .
CLINICAL NEUROPHYSIOLOGY, 2000, 111 (03) :444-451
[9]
Issues relating to the subtraction phase in EOG artefact correction of the EEG [J].
Croft, RJ ;
Barry, RJ .
INTERNATIONAL JOURNAL OF PSYCHOPHYSIOLOGY, 2002, 44 (03) :187-195
[10]
The differential correction of eyelid-movement and globe-rotation artefact from the EEG (reply to Verleger) [J].
Croft, RJ .
JOURNAL OF PSYCHOPHYSIOLOGY, 2000, 14 (04) :207-209