Technologies for whole-cell modeling: Genome-wide reconstruction of a cell in silico

IF 1.7 4区 生物学 Q4 CELL BIOLOGY
Kazunari Kaizu, Koichi Takahashi
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Abstract

With advances in high-throughput, large-scale in vivo measurement and genome modification techniques at the single-nucleotide level, there is an increasing demand for the development of new technologies for the flexible design and control of cellular systems. Computer-aided design is a powerful tool to design new cells. Whole-cell modeling aims to integrate various cellular subsystems, determine their interactions and cooperative mechanisms, and predict comprehensive cellular behaviors by computational simulations on a genome-wide scale. It has been applied to prokaryotes, yeasts, and higher eukaryotic cells, and utilized in a wide range of applications, including production of valuable substances, drug discovery, and controlled differentiation. Whole-cell modeling, consisting of several thousand elements with diverse scales and properties, requires innovative model construction, simulation, and analysis techniques. Furthermore, whole-cell modeling has been extended to multiple scales, including high-resolution modeling at the single-nucleotide and single-amino acid levels and multicellular modeling of tissues and organs. This review presents an overview of the current state of whole-cell modeling, discusses the novel computational and experimental technologies driving it, and introduces further developments toward multihierarchical modeling on a whole-genome scale.

Abstract Image

全细胞建模技术:在计算机上对细胞进行全基因组重建。
随着高通量、大规模体内测量和单核苷酸水平的基因组修饰技术的进步,对开发灵活设计和控制细胞系统的新技术的需求越来越大。计算机辅助设计是设计新细胞的强大工具。全细胞建模旨在整合各种细胞子系统,确定它们的相互作用和协同机制,并通过全基因组规模的计算模拟预测全面的细胞行为。它已被应用于原核生物、酵母和高等真核细胞,并被广泛应用,包括生产有价值的物质、药物发现和控制分化。全细胞建模由数千个具有不同规模和特性的元素组成,需要创新的模型构建、模拟和分析技术。此外,全细胞建模已扩展到多个尺度,包括单核苷酸和单氨基酸水平的高分辨率建模以及组织和器官的多细胞建模。这篇综述概述了全细胞建模的现状,讨论了驱动它的新的计算和实验技术,并介绍了在全基因组范围内多层次建模的进一步发展。这篇文章受版权保护。保留所有权利。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
Development Growth & Differentiation
Development Growth & Differentiation 生物-发育生物学
CiteScore
4.60
自引率
4.00%
发文量
62
审稿时长
6 months
期刊介绍: Development Growth & Differentiation (DGD) publishes three types of articles: original, resource, and review papers. Original papers are on any subjects having a context in development, growth, and differentiation processes in animals, plants, and microorganisms, dealing with molecular, genetic, cellular and organismal phenomena including metamorphosis and regeneration, while using experimental, theoretical, and bioinformatic approaches. Papers on other related fields are also welcome, such as stem cell biology, genomics, neuroscience, Evodevo, Ecodevo, and medical science as well as related methodology (new or revised techniques) and bioresources. Resource papers describe a dataset, such as whole genome sequences and expressed sequence tags (ESTs), with some biological insights, which should be valuable for studying the subjects as mentioned above. Submission of review papers is also encouraged, especially those providing a new scope based on the authors’ own study, or a summarization of their study series.
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