• DocumentCode
    454954
  • Title

    On Limits of Performance of Dna Microarrays

  • Author

    Vikalo, H. ; Hassibi, B. ; Hassibi, A.

  • Author_Institution
    California Inst. of Technol., Pasadena, CA
  • Volume
    2
  • fYear
    2006
  • fDate
    14-19 May 2006
  • Abstract
    DNA microarray technology relies on the hybridization process which is stochastic in nature. Probabilistic cross-hybridization of non-specific targets, as well as the shot-noise originating from specific targets binding, are among the many obstacles for achieving high accuracy in DNA microarray analysis. In this paper, we use statistical model of hybridization and cross-hybridization processes to derive a lower bound (viz., the Cramer-Rao bound) on the minimum mean-square error of the target concentrations estimation. A preliminary study of the Cramer-Rao bound for estimating the target concentrations suggests that, in some regimes, cross-hybridization may, in fact, be beneficial - a result with potential ramifications for probe design, which is currently focused on minimizing cross-hybridization
  • Keywords
    DNA; least mean squares methods; molecular biophysics; statistical analysis; DNA microarrays; minimum mean-square error; probabilistic cross-hybridization; statistical model; target concentrations estimation; Biosensors; Cramer-Rao bounds; DNA; Energy states; Fluorescence; Gene expression; Probes; Proteins; Quantum mechanics; Stochastic processes;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Acoustics, Speech and Signal Processing, 2006. ICASSP 2006 Proceedings. 2006 IEEE International Conference on
  • Conference_Location
    Toulouse
  • ISSN
    1520-6149
  • Print_ISBN
    1-4244-0469-X
  • Type

    conf

  • DOI
    10.1109/ICASSP.2006.1660517
  • Filename
    1660517