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使用MultiMM对染色质进行多尺度分子建模:从核小体到整个基因组

Multiscale molecular modeling of chromatin with MultiMM: From nucleosomes to the whole genome.

作者信息

Korsak Sevastianos, Banecki Krzysztof, Plewczynski Dariusz

机构信息

Faculty of Mathematics and Information Science, Warsaw University of Technology, Warsaw, Poland.

Centre of New Technologies, University of Warsaw, Warsaw, Poland.

出版信息

Comput Struct Biotechnol J. 2024 Oct 2;23:3537-3548. doi: 10.1016/j.csbj.2024.09.025. eCollection 2024 Dec.

Abstract

We present a user-friendly 3D chromatin simulation model for the human genome based on OpenMM, addressing the challenges posed by existing models with use-specific implementations. Our approach employs a multi-scale energy minimization strategy, capturing chromatin's hierarchical structure. Initiating with a Hilbert curve-based structure, users can input files specifying nucleosome positioning, loops, compartments, or subcompartments. The model utilizes an energy minimization approach with a large choice of numerical integrators, providing the entire genome's structure within minutes. Output files include the generated structures for each chromosome, offering a versatile and accessible tool for chromatin simulation in bioinformatics studies. Furthermore, MultiMM is capable of producing nucleosome-resolution structures by making simplistic geometric assumptions about the structure and the density of nucleosomes on the DNA. Open-source software and the manual are freely available on https://github.com/SFGLab/MultiMM or via pip https://pypi.org/project/MultiMM/.

摘要

我们基于OpenMM提出了一种用户友好的人类基因组3D染色质模拟模型,通过特定用途的实现方式解决了现有模型所带来的挑战。我们的方法采用了多尺度能量最小化策略,捕捉染色质的层次结构。从基于希尔伯特曲线的结构开始,用户可以输入指定核小体定位、环、区室或亚区室的文件。该模型利用能量最小化方法以及大量的数值积分器选择,能在数分钟内提供整个基因组的结构。输出文件包括为每条染色体生成的结构,为生物信息学研究中的染色质模拟提供了一个通用且易于使用的工具。此外,MultiMM能够通过对DNA上核小体的结构和密度做出简单的几何假设来生成核小体分辨率的结构。开源软件和手册可在https://github.com/SFGLab/MultiMM上免费获取,也可通过pip在https://pypi.org/project/MultiMM/获取。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/191a/11492436/658e0c31b4f6/gr001.jpg

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