DocumentCode :
464235
Title :
Efficiency of Hybrid Normalization of Microarray Gene Expression: A Simulation Study
Author :
Pirooznia, Mehdi ; Deng, Youping
Author_Institution :
Dept. of Biol. Sci., Univ. of Southern Mississippi, Hattiesburg, MS
Volume :
1
fYear :
2007
fDate :
21-23 May 2007
Firstpage :
739
Lastpage :
744
Abstract :
Microarray experiment´s data contain errors, from various sources. The process of identifying and adjusting of systematic variation in intensities between samples on the same slide is known as normalization. We implemented a Java application with graphical user interface that allows easy evaluation of errors and the role of hybrid normalization methods to remove the systematic errors from the experiment´s data. We calculated true hybridization intensity then applied different additive and multiplicative errors and computed the normalized intensity logged ratio using background subtraction, self-normalization method and dye-flip technique. Results show the efficiency of hybrid normalization method in order to remove error rates from the intensity values.
Keywords :
Java; graphical user interfaces; Java application; dye-flip technique; error rate removal; graphical user interface; hybrid normalization; hybrid normalization method; hybrid normalization methods; microarray gene expression; multiplicative errors; self-normalization method; Additive noise; Biological system modeling; Biology; DNA; Fluorescence; Gene expression; Markov processes; Probes; Sequences; Systematics;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Advanced Information Networking and Applications Workshops, 2007, AINAW '07. 21st International Conference on
Conference_Location :
Niagara Falls, Ont.
Print_ISBN :
978-0-7695-2847-2
Type :
conf
DOI :
10.1109/AINAW.2007.164
Filename :
4221146
Link To Document :
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