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利用数据驱动建模揭示三维染色体组织的统计物理学。

Uncovering the statistical physics of 3D chromosomal organization using data-driven modeling.

机构信息

Center for Theoretical Biological Physics, Rice University, Houston, TX, USA. Electronic address: https://twitter.com/Vini_Contessoto.

Center for Theoretical Biological Physics, Rice University, Houston, TX, USA. Electronic address: https://twitter.com/ryanrcheng.

出版信息

Curr Opin Struct Biol. 2022 Aug;75:102418. doi: 10.1016/j.sbi.2022.102418. Epub 2022 Jul 12.

Abstract

In recent years, much effort has been devoted to understanding the three-dimensional (3D) organization of the genome and how genomic structure mediates nuclear function. The development of experimental techniques that combine DNA proximity ligation with high-throughput sequencing, such as Hi-C, have substantially improved our knowledge about chromatin organization. Numerous experimental advancements, not only utilizing DNA proximity ligation but also high-resolution genome imaging (DNA tracing), have required theoretical modeling to determine the structural ensembles consistent with such data. These 3D polymer models of the genome provide an understanding of the physical mechanisms governing genome architecture. Here, we present an overview of the recent advances in modeling the ensemble of 3D chromosomal structures by employing the maximum entropy approach combined with polymer physics. Particularly, we discuss the minimal chromatin model (MiChroM) along with the "maximum entropy genomic annotations from biomarkers associated with structural ensembles" (MEGABASE) model, which have been remarkably successful in the accurate modeling of chromosomes consistent with both Hi-C and DNA-tracing data.

摘要

近年来,人们致力于理解基因组的三维(3D)组织以及基因组结构如何介导核功能。结合 DNA 邻近连接和高通量测序的实验技术(如 Hi-C)的发展,大大提高了我们对染色质组织的认识。许多实验进展,不仅利用 DNA 邻近连接,还利用高分辨率基因组成像(DNA 追踪),需要理论建模来确定与这些数据一致的结构组合。这些基因组的 3D 聚合物模型提供了对控制基因组结构的物理机制的理解。在这里,我们通过最大熵方法结合聚合物物理,介绍了通过最大熵方法组合聚合物物理来对 3D 染色体结构组合进行建模的最新进展。特别是,我们讨论了最小染色质模型(MiChroM)和“与结构组合相关的生物标志物的最大熵基因组注释”(MEGABASE)模型,它们在准确建模与 Hi-C 和 DNA 追踪数据一致的染色体方面取得了显著成功。

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