Literature DB >> 19398400

Comparison of conventional filtering and independent component analysis for artifact reduction in simultaneous gastric EMG and magnetogastrography from porcines.

Andrei Irimia1, William O Richards, L Alan Bradshaw.   

Abstract

In this study, we perform a comparative study of independent component analysis (ICA) and conventional filtering (CF) for the purpose of artifact reduction from simultaneous gastric EMG and magnetogastrography (MGG). EMG/MGG data were acquired from ten anesthetized pigs by obtaining simultaneous recordings using serosal electrodes (EMG) as well as with a superconducting quantum interference device biomagnetometer (MGG). The analysis of MGG waveforms using ICA and CF indicates that ICA is superior to the CF method in its ability to extract respiration and cardiac artifacts from MGG recordings. A signal frequency analysis of ICA- and CF-processed data was also undertaken using waterfall plots, and it was determined that the two methods produce qualitatively comparable results. Through the use of simultaneous EMG/MGG, we were able to demonstrate the accuracy and trustworthiness of our results by comparison and cross-validation within the framework of a porcine model.

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Mesh:

Year:  2009        PMID: 19398400      PMCID: PMC2855971          DOI: 10.1109/TBME.2009.2020694

Source DB:  PubMed          Journal:  IEEE Trans Biomed Eng        ISSN: 0018-9294            Impact factor:   4.538


  5 in total

1.  Artifact reduction in magnetogastrography using fast independent component analysis.

Authors:  Andrei Irimia; L Alan Bradshaw
Journal:  Physiol Meas       Date:  2005-11-07       Impact factor: 2.833

2.  An integrative software package for gastrointestinal biomagnetic data acquisition and analysis using SQUID magnetometers.

Authors:  Andrei Irimia; Leo K Cheng; Martin L Buist; Andrew J Pullan; L Alan Bradshaw
Journal:  Comput Methods Programs Biomed       Date:  2006-07-18       Impact factor: 5.428

3.  Origins and patterns of spontaneous and drug-induced canine gastric myoelectrical dysrhythmia.

Authors:  L W Qian; Pankaj Jay Pasricha; J D Z Chen
Journal:  Dig Dis Sci       Date:  2003-03       Impact factor: 3.199

4.  Separation of gastric electrical control activity from simultaneous MGG/EGG recordings using independent component analysis.

Authors:  Andrie Irimia; Michael R Gallucci; William O Richards; L Alan Bradshaw
Journal:  Conf Proc IEEE Eng Med Biol Soc       Date:  2006

5.  What can be measured from surface electrogastrography. Computer simulations.

Authors:  J Liang; J D Chen
Journal:  Dig Dis Sci       Date:  1997-07       Impact factor: 3.199

  5 in total
  2 in total

1.  Noninvasive biomagnetic detection of intestinal slow wave dysrhythmias in chronic mesenteric ischemia.

Authors:  S Somarajan; N D Muszynski; L K Cheng; L A Bradshaw; T C Naslund; W O Richards
Journal:  Am J Physiol Gastrointest Liver Physiol       Date:  2015-04-30       Impact factor: 4.052

2.  Diabetic gastroparesis alters the biomagnetic signature of the gastric slow wave.

Authors:  L A Bradshaw; L K Cheng; E Chung; C B Obioha; J C Erickson; B L Gorman; S Somarajan; W O Richards
Journal:  Neurogastroenterol Motil       Date:  2016-02-03       Impact factor: 3.598

  2 in total

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