• DocumentCode
    68166
  • Title

    The Effects of Cell Asynchrony on Gene Expression Levels: Analysis and Application to Plasmodium Falciparum

  • Author

    Wei Zhao ; Dauwels, Justin ; Jianshu Cao

  • Author_Institution
    Sch. of Electr. & Electron. Eng., Nanyang Technol. Univ., Singapore, Singapore
  • Volume
    19
  • Issue
    4
  • fYear
    2015
  • fDate
    Jul-15
  • Firstpage
    1301
  • Lastpage
    1307
  • Abstract
    To investigate the intraerythrocytic developmental cycle of Plasmodium falciparum, time-series gene expression data is commonly measured of infected red blood cells. However, the observed data are usually blurred due to cell asynchrony during experiments. In this paper, the effect of cell asynchrony is investigated by conducting numerical experiments. The simulation results suggest that cell asynchrony has varying effects on different intrinsic expression patterns. Specifically, the intrinsic patterns with high expression around the late life stage are more likely to be affected by cell asynchrony. It is also investigated how the effect of cell asynchrony depends on the experimental conditions. From this analysis, the burst rate r% in infection period and the standard deviation σ of growth rate are identified to have a strong impact on the blurring due to cell asynchrony. Consequently, it is important to measure these two parameters during biological experiments in order to deblur time-series gene expression data.
  • Keywords
    blood; cellular biophysics; diseases; genetics; time series; Plasmodium falciparum; burst rate; cell asynchrony; growth rate; infected red blood cells; intraerythrocytic developmental cycle; intrinsic expression patterns; time-series gene expression data; Biomedical measurement; Gene expression; Informatics; Linear systems; Radio frequency; Shape; Standards; Cell synchrony; Computational synchronization; Gene expression level; Malaria; Plasmodium falciparum; computational synchronization; gene expression level; malaria;
  • fLanguage
    English
  • Journal_Title
    Biomedical and Health Informatics, IEEE Journal of
  • Publisher
    ieee
  • ISSN
    2168-2194
  • Type

    jour

  • DOI
    10.1109/JBHI.2015.2434499
  • Filename
    7109815