酵母基因组尺度代谢模型模拟基因型-表型关系。

Sandra Castillo, Kiran Raosaheb Patil, Paula Jouhten
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引用次数: 10

摘要

理解基因型-表型依赖性是所有生命科学的普遍目标。虽然完整的基因型-表型关系仍然难以解决,但通过基因组尺度的代谢模型模拟,代谢表型正在触手可及。基因组尺度的代谢模型可用于常见的酵母,如模式真核生物和驯化的发酵物种酿酒酵母,自动重建方法有助于获得任何已测序物种的模型。该模型允许通过模拟研究基因型-表型关系,同时考虑营养可用性的影响,以及细胞中的氧化还原和能量稳态。基因组尺度模型还为组学数据集成提供了框架,以帮助揭示基因型到表观表型的翻译如何在不同水平上受到调节。在本章中,我们概述了酵母基因组尺度代谢模型和使用这些模型来询问基因型-表型关系的模拟方法。我们根据潜在的生物学推理来回顾方法方法,以启发制定新的问题和基因组尺度代谢模型可能有助于的应用。最后,我们讨论了当前基因组尺度代谢模型模拟的挑战和机遇。
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Yeast Genome-Scale Metabolic Models for Simulating Genotype-Phenotype Relations.

Understanding genotype-phenotype dependency is a universal aim for all life sciences. While the complete genotype-phenotype relations remain challenging to resolve, metabolic phenotypes are moving within the reach through genome-scale metabolic model simulations. Genome-scale metabolic models are available for commonly investigated yeasts, such as model eukaryote and domesticated fermentation species Saccharomyces cerevisiae, and automatic reconstruction methods facilitate obtaining models for any sequenced species. The models allow for investigating genotype-phenotype relations through simulations simultaneously considering the effects of nutrient availability, and redox and energy homeostasis in cells. Genome-scale models also offer frameworks for omics data integration to help to uncover how the translation of genotypes to the apparent phenotypes is regulated at different levels. In this chapter, we provide an overview of the yeast genome-scale metabolic models and the simulation approaches for using these models to interrogate genotype-phenotype relations. We review the methodological approaches according to the underlying biological reasoning in order to inspire formulating novel questions and applications that the genome-scale metabolic models could contribute to. Finally, we discuss current challenges and opportunities in the genome-scale metabolic model simulations.

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来源期刊
CiteScore
3.30
自引率
0.00%
发文量
7
期刊介绍: Molecular biology has been providing an overwhelming amount of data on the structural components and molecular machineries of the cell and its organelles and the complexity of intra- and intercellular communication. The molecular basis of hereditary and acquired diseases is beginning to be unravelled, and profound new insights into development and evolutionary biology have been gained from molecular approaches. Progress in Molecular and Subcellular Biology summarises the most recent developments in this fascinating area of biology.
期刊最新文献
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