Title :
Optimal control in molecular-level gene manipulation
Author :
Yu, Juanyi ; Li, Jr-Shin
Author_Institution :
Dept. of Electr. & Syst. Eng., Washington Univ. in St. Louis, St. Louis, MO, USA
Abstract :
The sequential information stored in DNA determines the appearance and inheritance of different life forms and individuals. Precision control of DNA sequences at the molecular level is crucial to maintain the fidelity of genes and to ensure the accuracy of gene expression. In this paper, we propose state-space control models at the molecular level by converting character-based DNA sequences into state vectors and incorporating on/off controls for mutagens into DNA replication systems in different scales. Subsequently, we compute the optimal control sequence for minimizing the risk of applying mutagens and the off-trajectory penalty using dynamic programming algorithm. By the brute force method and simulation results, we conclude that the global optimum can always be achieved within a finite number of steps of deterministic DNA replication systems. The upper limit of steps to reach the global optimum depends on the length of the DNA sequence.
Keywords :
DNA; dynamic programming; genetics; molecular biophysics; optimal control; state-space methods; brute force method; character-based DNA sequences; deterministic DNA replication systems; dynamic programming; gene expression; life forms; molecular-level gene manipulation; mutagens; off-trajectory penalty; optimal control sequence; precision control; sequential information; state vectors; state-space control model; Amino acids; Biological systems; Chemicals; DNA; Optimal control; Vectors; Molecular-level gene manipulation; dynamic programming; global optimum; optimal control;
Conference_Titel :
Intelligent Control and Automation (WCICA), 2012 10th World Congress on
Conference_Location :
Beijing
Print_ISBN :
978-1-4673-1397-1
DOI :
10.1109/WCICA.2012.6359422