• DocumentCode
    3388070
  • Title

    Information-Theoretic Bounds of Evolutionary Processes Modeled as a Protein Communication System

  • Author

    Gong, Liuling ; Bouaynaya, Nidhal ; Schonfeld, Dan

  • Author_Institution
    University of Illinois at Chicago, Dept. of Electrical and Computer Engineering
  • fYear
    2007
  • fDate
    26-29 Aug. 2007
  • Firstpage
    1
  • Lastpage
    5
  • Abstract
    In this paper, we investigate the information theoretic bounds of the channel of evolution introduced in [1]. The channel of evolution is modeled as the iteration of protein communication channels over time, where the transmitted messages are protein sequences and the encoded message is the DNA. We compute the capacity and the rate-distortion functions of the protein communication system for the three domains of life: Achaea, Prokaryotes and Eukaryotes. We analyze the tradeoff between the transmission rate and the distortion in noisy protein communication channels. As expected, comparison of the optimal transmission rate with the channel capacity indicates that the biological fidelity does not reach the Shannon optimal distortion. However, the relationship between the channel capacity and rate distortion achieved for different biological domains provides tremendous insight into the dynamics of the evolutionary processes. We rely on these results to provide a model of protein sequence evolution based on the two major evolutionary processes: mutations and unequal crossover.
  • Keywords
    Biological information theory; Channel capacity; Communication channels; Communication systems; DNA; Evolution (biology); Proteins; Rate distortion theory; Rate-distortion; Sequences; Biological communication system; Channel capacity; Rate-distortion theory;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Statistical Signal Processing, 2007. SSP '07. IEEE/SP 14th Workshop on
  • Conference_Location
    Madison, WI, USA
  • Print_ISBN
    978-1-4244-1198-6
  • Electronic_ISBN
    978-1-4244-1198-6
  • Type

    conf

  • DOI
    10.1109/SSP.2007.4301206
  • Filename
    4301206