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MicroarrayDesigner: an online search tool and repository for near-optimal microarray experimental designs

机译:MicroarrayDesigner:用于近乎最佳的微阵列实验设计的在线搜索工具和存储库

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Background Dual-channel microarray experiments are commonly employed for inference of differential gene expressions across varying organisms and experimental conditions. The design of dual-channel microarray experiments that can help minimize the errors in the resulting inferences has recently received increasing attention. However, a general and scalable search tool and a corresponding database of optimal designs were still missing. Description An efficient and scalable search method for finding near-optimal dual-channel microarray designs, based on a greedy hill-climbing optimization strategy, has been developed. It is empirically shown that this method can successfully and efficiently find near-optimal designs. Additionally, an improved interwoven loop design construction algorithm has been developed to provide an easily computable general class of near-optimal designs. Finally, in order to make the best results readily available to biologists, a continuously evolving catalog of near-optimal designs is provided. Conclusion A new search algorithm and database for near-optimal microarray designs have been developed. The search tool and the database are accessible via the World Wide Web at http://db.cse.ohio-state.edu/MicroarrayDesigner . Source code and binary distributions are available for academic use upon request.
机译:背景技术双通道微阵列实验通常用于推断各种生物和实验条件之间的差异基因表达。最近,双通道微阵列实验的设计可以最大程度地减少推理结果中的错误,因此受到了越来越多的关注。但是,仍然缺少通用的可扩展搜索工具和相应的最佳设计数据库。描述一种基于贪婪爬山优化策略的高效,可扩展的搜索方法,用于寻找接近最优的双通道微阵列设计。经验表明,该方法可以成功,有效地找到接近最佳的设计。另外,已经开发了一种改进的交织环设计构造算法,以提供易于计算的近似最佳设计的一般类别。最后,为了使生物学家可以容易地获得最佳结果,提供了一个不断发展的接近最佳设计的目录。结论已经开发了一种用于近乎最佳的微阵列设计的新搜索算法和数据库。可通过万维网(http://db.cse.ohio-state.edu/MicroarrayDesigner)访问该搜索工具和数据库。可应要求提供源代码和二进制发行版,供学术使用。

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