title: Principal component analysis for reduction of ocular artefacts in event-related potentials of normal and dyslexic children.
abstract: 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 EOG 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 EOG 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 EOG 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.
authors.affiliation: Department of Biomedical Engineering, Polytechnic University, Milan, Italy.
authors.forename: Silvia
authors.initials: S
authors.lastname: Casarotto
authors.forename: Anna M
authors.initials: AM
authors.lastname: Bianchi
authors.forename: Sergio
authors.initials: S
authors.lastname: Cerutti
authors.forename: Giuseppe A
authors.initials: GA
authors.lastname: Chiarenza
mesh_terms: D016477:Artifacts; D002648:Child; D003198:Computer Simulation; D004410:Dyslexia / Q000503:physiopathology*; D004569:Electroencephalography; D004585:Electrooculography; D005071:Evoked Potentials; D005123:Eye / Q000503:physiopathology*; D005260:Female; D006801:Humans; D008297:Male; D008959:Models, Neurological; D025341:Principal Component Analysis