• DocumentCode
    2979636
  • Title

    Challenges in microarray data management and analysis

  • Author

    Guzzi, Pietro Hiram ; Cannataro, Mario

  • Author_Institution
    Bioinf. Lab., Univ. Magna Graecia of Catanzaro, Catanzaro, Italy
  • fYear
    2011
  • fDate
    27-30 June 2011
  • Firstpage
    1
  • Lastpage
    6
  • Abstract
    Microarray is a key technology in genomics and is increasingly used in molecular biology as well as in molecular medicine and clinical applications. The availability of different microarray types and vendors and the increasing number of samples forming microarray studies pose new challenges in the management and analysis of microarray data. The paper recalls main microarray types and goals and discusses the most important challenges in microarray management and analysis, including the following issues. Heterogeneity in microarray data format requires the application of different preprocessing and annotation tools and the use of different, vendor-specific, preprocessing libraries. Multiplicity of microarray types (e.g. gene expression, SNPs and miRNA arrays, to cite a few) requires the application of different analysis tools. The application of various preprocessing steps produces a number of different files for each study, such as raw, preprocessed, annotated and eventually filtered data, that must be managed and stored properly. Finally, the increasing volume of microarray data due to the use of large sets of samples poses further challenges for the storage of such data. Finally, some emerging directions to face such challenges are also described.
  • Keywords
    bioinformatics; data analysis; genomics; lab-on-a-chip; molecular biophysics; annotation tools; clinical applications; gene expression; genomics; microarray data management; microarray format analysis; molecular biology; molecular medicine; preprocessing libraries; vendor specific libraries;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Computer-Based Medical Systems (CBMS), 2011 24th International Symposium on
  • Conference_Location
    Bristol
  • ISSN
    1063-7125
  • Print_ISBN
    978-1-4577-1189-3
  • Type

    conf

  • DOI
    10.1109/CBMS.2011.5999044
  • Filename
    5999044