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使用 Chrom3D 进行计算三维基因组建模。

Computational 3D genome modeling using Chrom3D.

机构信息

Department of Molecular Medicine, Institute of Basic Medical Sciences, Faculty of Medicine, University of Oslo, Oslo, Norway.

Department of Immunology, Oslo University Hospital, Oslo, Norway.

出版信息

Nat Protoc. 2018 May;13(5):1137-1152. doi: 10.1038/nprot.2018.009. Epub 2018 Apr 26.

Abstract

Chrom3D is a computational platform for 3D genome modeling that simulates the spatial positioning of chromosome domains relative to each other and relative to the nuclear periphery. In Chrom3D, chromosomes are modeled as chains of contiguous beads, in which each bead represents a genomic domain. In this protocol, a bead represents a topologically associated domain (TAD) mapped from ensemble Hi-C data. Chrom3D takes as input data significant pairwise TAD-TAD interactions determined from a Hi-C contact matrix, and TAD interactions with the nuclear periphery, determined by ChIP-sequencing of nuclear lamins to define lamina-associated domains (LADs). Chrom3D is based on Monte Carlo simulations initiated from a starting random bead configuration. During the optimization process, TAD-TAD interactions constrain bead positions relative to each other, whereas LAD information constrains the corresponding bead toward the nuclear periphery. Optimization can be repeated many times to generate an ensemble of 3D genome models. Analyses of the models enable estimations of the radial positioning of genomic sites in the nucleus across cells in a population. Chrom3D provides opportunities to reveal spatial relationships between TADs and LADs. More generally, predictions from Chrom3D models can be experimentally tested in the laboratory. We describe the entire Chrom3D protocol for modeling a 3D diploid human genome, from the creation of input files to the final rendering of 3D genome structures. The procedure takes ∼18 h. Chrom3D is freely available on GitHub.

摘要

Chrom3D 是一个用于三维基因组建模的计算平台,可模拟染色体结构域之间以及与核周缘之间的空间定位。在 Chrom3D 中,染色体被建模为连续珠链,其中每个珠代表一个基因组结构域。在本方案中,一个珠代表从整体 Hi-C 数据映射的拓扑关联结构域(TAD)。Chrom3D 以从 Hi-C 接触矩阵确定的显著成对 TAD-TAD 相互作用以及通过核纤层 ChIP-seq 确定的与核周缘的 TAD 相互作用作为输入数据,以定义核纤层相关结构域(LAD)。Chrom3D 基于从起始随机珠链构型开始的蒙特卡罗模拟。在优化过程中,TAD-TAD 相互作用约束珠链之间的位置,而 LAD 信息则将相应的珠链约束到核周缘。可以重复多次优化以生成 3D 基因组模型的集合。对模型的分析可以估算基因组位点在核内的径向定位,从而在群体的细胞中进行分析。Chrom3D 提供了揭示 TAD 和 LAD 之间空间关系的机会。更一般地说,Chrom3D 模型的预测可以在实验室中进行实验测试。我们描述了建模人类二倍体 3D 基因组的整个 Chrom3D 方案,从创建输入文件到最终呈现 3D 基因组结构。该过程大约需要 18 小时。Chrom3D 可在 GitHub 上免费获得。

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