Optimal control in molecular-level gene manipulation

Juanyi Yu, Jr-Shin Li
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引用次数: 1

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.
分子水平基因操作中的最优控制
存储在DNA中的顺序信息决定了不同生命形式和个体的外观和遗传。在分子水平上精确控制DNA序列对于维持基因的保真度和保证基因表达的准确性至关重要。在本文中,我们提出了分子水平的状态空间控制模型,通过将基于特征的DNA序列转换为状态向量,并在不同尺度上将诱变剂的开/关控制纳入DNA复制系统。随后,我们利用动态规划算法计算了使突变风险和偏离轨迹惩罚最小化的最优控制序列。通过蛮力方法和仿真结果,我们得出结论,确定性DNA复制系统总能在有限步数内实现全局最优。达到全局最优的步数上限取决于DNA序列的长度。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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