首页> 外文期刊>Journal of Bioinformatics and Computational Biology >IMPROVED EFFICIENCY IN CRYO-EM SECONDARY STRUCTURE TOPOLOGY DETERMINATION FROM INACCURATE DATA
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IMPROVED EFFICIENCY IN CRYO-EM SECONDARY STRUCTURE TOPOLOGY DETERMINATION FROM INACCURATE DATA

机译:从不准确的数据确定CR-EM二阶结构拓扑的效率提高

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The determination of the secondary structure topology is a critical step in deriving the atomicnstructure from the protein density map obtained from electron cryo-microscopy technique. Thisnstep often relies on the matching of two sources of information. One source comes from thensecondary structures detected from the protein density map at the medium resolution, such asn5u000110Å. The other source comes from the predicted secondary structures from the amino acidnsequence. Due to the inaccuracy in either source of information, a pool of possible secondarynstructure positions needs to be sampled. This paper studies the question, that is, how to reducenthe computation of the mapping when the inaccuracy of the secondary structure predictions isnconsidered.We present a method that combines the concept of dynamic graph with our previousnwork of using constrained shortest path to identify the topology of the secondary structures. Wenshow a reduction of 34.55% of run-time as comparison to the naïve way of handling the inaccuracies.nWe also show an improved accuracy when the potential secondary structure errors arenexplicitly sampled verses the use of one consensus prediction. Our framework demonstrated thenpotential of developing computationally e®ective exact algorithms to identify the optimalntopology of the secondary structures when the inaccuracy of the predicted data is considered.
机译:二级结构拓扑的确定是从电子冷冻显微镜技术获得的蛋白质密度图推导原子结构的关键步骤。这一步通常取决于两个信息源的匹配。一种来源来自随后以中等分辨率从蛋白质密度图检测到的二级结构,例如n5u000110Å。另一个来源来自氨基酸序列预测的二级结构。由于任一信息源的准确性,都需要对可能的二级结构位置进行采样。本文研究的问题是,当考虑二级结构预测的不准确性时,如何减少映射的计算。我们提出了一种方法,将动态图的概念与我们以前使用约束最短路径识别拓扑的工作相结合。二级结构。与处理不准确的天真的方法相比,Wenshow减少了34.55%的运行时间。n当不明确地采样潜在的二级结构错误而不是使用一个共识预测时,我们也显示出更高的准确性。当考虑到预测数据的不准确性时,我们的框架证明了开发计算有效的精确算法以识别二级结构的最佳拓扑的潜力。

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