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
Link To Document :
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