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Fast Optimal Genome Tiling with Applications to Microarray Design and Homology Search

机译:快速最佳基因组平铺及其在微阵列设计和同源性搜索中的应用

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In this paper we consider several variations of the following basic tiling problem: given a sequence of real numbers with two size bound parameters, we want to find a set of tiles such that they satisfy the size bounds and the total weight of the tiles is maximized. This solution to this problem is important to a number of computational biology applications, such as selecting genomic DNA fragments for amplicon microarrays, or performing homology searches with long sequence queries. Our goal is to design efficient algorithms with linear or near-linear time and space in the normal range of parameter values for these problems. For this purpose, we discuss the solution of a basic online interval maximum problem via a sliding window approach and show how to use this solution in a non-trivial manner for many of our tiling problems. We also discuss NP-hardness and approximation algorithms for generalization of our basic tiling problem to higher dimensions.
机译:在本文中,我们考虑了以下基本平铺问题的几种变体:给定一个具有两个尺寸限制参数的实数序列,我们希望找到一组图块,使其满足尺寸范围,并使图块的总权重最大化。这个问题的解决方案对于许多计算生物学应用都很重要,例如为扩增子微阵列选择基因组DNA片段,或通过长序列查询进行同源性搜索。我们的目标是设计出有效的算法,以线性或接近线性的时间和空间在参数值的正常范围内解决这些问题。为此,我们通过滑动窗口方法讨论了基本在线间隔最大问题的解决方案,并展示了如何以平凡的方式对我们的许多平铺问题使用此解决方案。我们还讨论了NP硬度和近似算法,用于将基本平铺问题推广到更高维度。

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