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A combinatorial approach to the design of vaccines

机译:疫苗设计的组合方法

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We present two new problems of combinatorial optimization and discuss their applications to the computational design of vaccines. In the shortest -superstring problem, given a family of strings over a finite alphabet, a set of "target" strings over that alphabet, and an integer , the task is to find a string of minimum length containing, for each , at least target strings as substrings of . In the shortest -cover superstring problem, given a collection of finite sets of strings over a finite alphabet and an integer , the task is to find a string of minimum length containing, for each , at least elements of as substrings. The two problems are polynomially equivalent, and the shortest -cover superstring problem is a common generalization of two well known combinatorial optimization problems, the shortest common superstring problem and the set cover problem. We present two approaches to obtain exact or approximate solutions to the shortest -superstring and -cover superstring problems: one based on integer programming, and a hill-climbing algorithm. An application is given to the computational design of vaccines and the algorithms are applied to experimental data taken from patients infected by H5N1 and HIV-1.
机译:我们提出了组合优化的两个新问题,并讨论了它们在疫苗的计算设计中的应用。在最短-superstring问题中,给定一个有限字母上的字符串族,该字母上的一组“目标”字符串和一个整数,任务是找到一个最小长度的字符串,每个字符串至少包含一个目标字符串作为的子字符串。在最短覆盖超字符串问题中,给定有限字母表和整数上的有限字符串集合,任务是找到一个最小长度的字符串,每个字符串至少包含as子元素。这两个问题在多项式上是等价的,而最短覆盖超字符串问题是两个众所周知的组合优化问题(最短通用超级字符串问题和集合覆盖问题)的通用推广。我们提出了两种方法来获得最短-superstring和-cover superstring问题的精确或近似解:一种基于整数编程的方法,以及一种爬山算法。疫苗的计算设计得到了应用,该算法被应用于从H5N1和HIV-1感染的患者身上获得的实验数据。

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