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      Formal Model and Simulation of the Gene Assembly Process in Ciliates

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      MAHMUD-THESIS.pdf (1.560Mb)
      Date
      2013-12-05
      Author
      Mahmud, MD Sowgat Ibne
      Type
      Thesis
      Degree Level
      Masters
      Metadata
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      Abstract
      The construction process of the functional macronucleus in certain types of ciliates is known as the ciliate gene assembly process. It consists of a massive amount of DNA excision from the micronucleus and the rearrangement of the rest of the DNA sequences (in the case of stichotrichous ciliates). While several computational models have tried to represent certain parts of the gene assembly process, the real process remains not completely understood. In this research, a new formal model called the Computational 2JLP model is introduced based on the recent biological 2JLP model. For justifying the formal model, a simulation is created and tested with real data. Several parameters are introduced in the model that are used to test ambiguities or edge cases of the biological model. Parameters are systematically tested from the simulation to try to find their optimal values. Interestingly, a negative correlation is found between a parameter (which is used to filter out scnRNAs that are similar to IES specific sequences from the macronucleus) and the outcome of the simulation. It indicates that if a scnRNA consists of both an MDS and IES, then from the perspective of maximizing the outcome of the simulation, it is desirable to filter out this scnRNA. The simulator successfully performs the gene assembly process whether the inputs are scrambled or unscrambled DNA sequences. It is desirable for this model to serve as a foundation for future computational and mathematical study, and to help inform and refine the biological model.
      Degree
      Master of Science (M.Sc.)
      Department
      Computer Science
      Program
      Computer Science
      Supervisor
      McQuillan, Ian
      Committee
      Keil, Mark; Kusalik, Tony; Wu, Fangxiang
      Copyright Date
      November 2013
      URI
      http://hdl.handle.net/10388/ETD-2013-11-1292
      Subject
      Computational 2JLP model, gene assembly, ciliates
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