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首页> 外文期刊>BMC Bioinformatics >Numerical integration methods and layout improvements in the context of dynamic RNA visualization
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Numerical integration methods and layout improvements in the context of dynamic RNA visualization

机译:动态RNA可视化中的数值积分方法和布局改进

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Background RNA visualization software tools have traditionally presented a static visualization of RNA molecules with limited ability for users to interact with the resulting image once it is complete. Only a few tools allowed for dynamic structures. One such tool is jViz.RNA. Currently, jViz.RNA employs a unique method for the creation of the RNA molecule layout by mapping the RNA nucleotides into vertexes in a graph, which we call the detailed graph, and then utilizes a Newtonian mechanics inspired system of forces to calculate a layout for the RNA molecule. The work presented here focuses on improvements to jViz.RNA that allow the drawing of RNA secondary structures according to common drawing conventions, as well as dramatic run-time performance improvements. This is done first by presenting an alternative method for mapping the RNA molecule into a graph, which we call the compressed graph, and then employing advanced numerical integration methods for the compressed graph representation. Results Comparing the compressed graph and detailed graph implementations, we find that the compressed graph produces results more consistent with RNA drawing conventions. However, we also find that employing the compressed graph method requires a more sophisticated initial layout to produce visualizations that would require minimal user interference. Comparing the two numerical integration methods demonstrates the higher stability of the Backward Euler method, and its resulting ability to handle much larger time steps, a high priority feature for any software which entails user interaction. Conclusion The work in this manuscript presents the preferred use of compressed graphs to detailed ones, as well as the advantages of employing the Backward Euler method over the Forward Euler method. These improvements produce more stable as well as visually aesthetic representations of the RNA secondary structures. The results presented demonstrate that both the compressed graph representation, as well as the Backward Euler integrator, greatly enhance the run-time performance and usability. The newest iteration of jViz.RNA is available at https://jviz.cs.sfu.ca/download/download.html .
机译:背景技术RNA可视化软件工具传统上呈现的是RNA分子的静态可视化,一旦完成,用户就无法与所得图像进行交互。动态结构只允许使用几种工具。一种这样的工具是jViz.RNA。目前,jViz.RNA采用一种独特的方法来创建RNA分子布局,方法是将RNA核苷酸映射到图中的顶点(我们称之为详细图)中,然后利用牛顿力学启发的力系统来计算图的布局。 RNA分子。此处介绍的工作集中在对jViz.RNA的改进上,该改进允许根据常见的绘图约定绘制RNA二级结构,以及显着的运行时性能改进。首先,通过提出将RNA分子映射到图中的另一种方法(我们称为压缩图),然后使用高级数值积分方法进行压缩图表示来完成。结果通过比较压缩图和详细图的实现,我们发现压缩图产生的结果与RNA绘制约定更加一致。但是,我们还发现,使用压缩图方法需要更复杂的初始布局以产生可视化效果,而可视化效果要求的用户干扰最小。比较这两种数值积分方法,可以证明Backward Euler方法具有更高的稳定性,并且可以处理更大的时间步长,这是任何需要用户交互的软件的高优先级功能。结论本文的工作提出了压缩图而不是详细图的首选用法,以及采用后向Euler方法优于正向Euler方法的优点。这些改进产生了RNA二级结构的更稳定以及视觉上的美学表现。给出的结果表明,压缩图表示以及Backward Euler积分器都极大地提高了运行时性能和可用性。 jViz.RNA的最新版本可从https://jviz.cs.sfu.ca/download/download.html获得。

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