• 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