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Visualization of signal transduction processes in the crowded environment of the cell

机译:在细胞拥挤的环境中可视化信号转导过程

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In this paper, we propose a stochastic simulation to model and analyze cellular signal transduction. The high number of objects in a simulation requires advanced visualization techniques: first to handle the large data sets, second to support the human perception in the crowded environment, and third to provide an interactive exploration tool. To adjust the state of the cell to an external signal, a specific set of signaling molecules transports the information to the nucleus deep inside the cell. There, key molecules regulate gene expression. In contrast to continuous ODE models we model all signaling molecules individually in a more realistic crowded and disordered environment. Beyond spatiotemporal concentration profiles our data describes the process on a mesoscopic, molecular level, allowing a detailed view of intracellular events. In our proposed schematic visualization individual molecules, their tracks, or reactions can be selected and brought into focus to highlight the signal transduction pathway. Segmentation, depth cues and depth of field are applied to reduce the visual complexity. We also provide a virtual microscope to display images for comparison with wet lab experiments. The method is applied to distinguish different transport modes of MAPK (mitogen-activated protein kinase) signaling molecules in a cell. In addition, we simulate the diffusion of drug molecules through the extracellular space of a solid tumor and visualize the challenges in cancer related therapeutic drug delivery.
机译:在本文中,我们提出了一种随机模拟来建模和分析细胞信号转导。模拟中的大量对象需要先进的可视化技术:首先处理大型数据集,其次在拥挤的环境中支持人类的感知,其次提供交互式的探索工具。为了将细胞的状态调整为外部信号,特定的一组信号分子将信息传递到细胞深处的细胞核。在那里,关键分子调节基因表达。与连续ODE模型相反,我们在更现实的拥挤和混乱的环境中分别对所有信号分子进行建模。除了时空浓度分布图,我们的数据还以介观,分子水平描述了该过程,从而可以详细查看细胞内事件。在我们提出的原理图可视化中,可以选择单个分子,它们的轨迹或反应,并将其聚焦以突出显示信号转导途径。应用分段,深度提示和景深以减少视觉复杂性。我们还提供了一个虚拟显微镜来显示图像,以便与湿实验室实验进行比较。该方法适用于区分细胞中MAPK(促分裂原活化蛋白激酶)信号分子的不同运输方式。此外,我们模拟药物分子通过实体瘤的胞外空间扩散,并可视化癌症相关治疗药物输送中的挑战。

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