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旅行推销员发现随机游走:一种用于超螺旋DNA的曲线重建算法

Traveling Salesman Finds Random Walk: A Curve Reconstruction Algorithm for Supercoiled DNA.

作者信息

Babamohammadi Saeed, Lillian Todd D

机构信息

Department of Mechanical Engineering, Shahrood University of Technology, Shahrood, Semnan, Iran.

William B. Burnsed, Jr. Department of Mechanical, Aerospace, and Biomedical Engineering, University of South Alabama, Mobile, Alabama.

出版信息

Biophys J. 2020 Dec 15;119(12):2517-2523. doi: 10.1016/j.bpj.2020.10.044. Epub 2020 Nov 18.

Abstract

DNA supercoiling plays an important role in a variety of cellular processes, including transcription, replication, and DNA compaction. To fully understand these processes, we must uncover and characterize the dynamics of supercoiled DNA. However, supercoil dynamics are difficult to access because of the wide range of relevant length and timescales. In this work, we present an algorithm to reconstruct the arrangement of identical fluorescent particles distributed around a circular DNA molecule, given their three-dimensional trajectories through time. We find that this curve reconstruction problem is analogous to solving the traveling salesman problem. We demonstrate that our approach converges to the correct arrangement with a sufficiently long observation time. In addition, we show that the time required to accurately reconstruct the fluorophore arrangement is reduced by increasing the fluorophore density or reducing the level of supercoiling. This curve reconstruction algorithm, when paired with next-generation super-resolution imaging systems, could be used to access and thereby advance our understanding of supercoil dynamics.

摘要

DNA超螺旋在包括转录、复制和DNA压缩在内的各种细胞过程中发挥着重要作用。为了全面理解这些过程,我们必须揭示并表征超螺旋DNA的动力学。然而,由于相关长度和时间尺度范围广泛,超螺旋动力学难以研究。在这项工作中,我们提出了一种算法,用于根据相同荧光颗粒随时间的三维轨迹重建围绕环状DNA分子分布的荧光颗粒排列。我们发现这个曲线重建问题类似于解决旅行商问题。我们证明,在足够长的观察时间下,我们的方法收敛于正确的排列。此外,我们表明,通过增加荧光团密度或降低超螺旋水平,可以减少准确重建荧光团排列所需的时间。这种曲线重建算法与下一代超分辨率成像系统相结合,可用于研究超螺旋动力学,从而增进我们对其的理解。

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Science. 2012 Oct 5;338(6103):94-7. doi: 10.1126/science.1225810. Epub 2012 Sep 13.
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Bullied no more: when and how DNA shoves proteins around.不再受欺负:DNA 何时以及如何推动蛋白质运动。
Q Rev Biophys. 2012 Aug;45(3):257-299. doi: 10.1017/S0033583512000054. Epub 2012 Jul 31.
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The importance of being supercoiled: how DNA mechanics regulate dynamic processes.超螺旋的重要性:DNA力学如何调节动态过程。
Biochim Biophys Acta. 2012 Jul;1819(7):632-8. doi: 10.1016/j.bbagrm.2011.12.007. Epub 2012 Jan 3.

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