便于信号路径检测的颜色编码算法工程

Falk Hüffner, S. Wernicke, T. Zichner
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引用次数: 13

摘要

为了识别线性信号通路,Scott等人[RECOMB, 2005]最近提出从蛋白质相互作用网络中提取具有高相互作用概率的路径。他们使用了一种被称为颜色编码的算法技术来解决这个np难题;他们的实现能够在数小时内找到长度达10个蛋白质的有生物学意义的途径。在这项工作中,我们从最坏情况的角度以及实际考虑出发,给出了各种新的颜色编码算法改进。酵母和果蝇相互作用网络的实验以及结构可比随机网络的测试平台表明,该算法的速度提高了几个数量级。这允许在合理的时间内识别更复杂和更大的结构;寻找长度多达13个蛋白质的路径甚至可以在几秒钟内完成,从而允许对候选途径进行交互式探索和评估。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Algorithm Engineering for Color-Coding to Facilitate Signaling Pathway Detection
To identify linear signaling pathways, Scott et al. [RECOMB, 2005] recently proposed to extract paths with high interaction probabilities from protein interaction networks. They used an algorithmic technique known as color-coding to solve this NP-hard problem; their implementation is capable of finding biologically meaningful pathways of length up to 10 proteins within hours. In this work, we give various novel algorithmic improvements for color-coding, both from a worst-case perspective as well as under practical considerations. Experiments on the interaction networks of yeast and fruit fly as well as a testbed of structurally comparable random networks demonstrate a speedup of the algorithm by orders of magnitude. This allows more complex and larger structures to be identified in reasonable time; finding paths of length up to 13 proteins can even be done in seconds and thus allows for an interactive exploration and evaluation of pathway candidates.
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