植物生物学代谢网络建模指南
1State Key Laboratory of Biocatalysis and Enzyme Engineering, School of Life Sciences, Hubei University, Wuhan 430062, China.
Plants (Basel, Switzerland)
|February 13, 2025
概括
代谢网络建模有助于了解植物代谢以改善作物. 本综述涵盖了植物代谢建模中的方法,成就,挑战和未来机器学习应用.
科学领域:
- 植物科学 植物科学
- 代谢工程是代谢工程.
- 系统生物学 系统生物学
背景情况:
- 植物合成各种各样的化合物,这些化合物对生长,发育和应激反应至关重要.
- 了解代谢流是提高作物和自然产品行业的关键.
- 代谢网络建模已成为分析代谢流动的主要工具.
研究的目的:
- 审查构建植物代谢系统数学模型的方法.
- 通过代谢建模,突出植物代谢的最新进展.
- 讨论挑战和未来方向,包括机器学习应用.
主要方法:
- 审查已建立的代谢系统的数学建模技术.
- 分析展示植物代谢建模的案例研究.
- 探索机器学习集成以提高预测能力.
主要成果:
- 代谢建模为整合和量化代谢流提供了一个框架.
- 在将这些模型应用于各种工厂系统方面取得了重大进展.
- 当前的挑战包括数据集成和模型复杂性.
结论:
- 数学建模为植物代谢网络提供了强大的洞察力.
- 机器学习的未来应用对推进预测能力充满希望.
- 这种方法对于优化农业和工业用途的植物代谢至关重要.
相关概念视频
Overview of Metabolism
29.4K
Living cells constantly carry out various chemical reactions which are necessary for their proper functioning. These reactions are interlinked to one another via multiple pathways. The collection of these chemical reactions is known as metabolism.
Plant Metabolism
Sunlight, the primary source of energy in plants, is first absorbed by the chlorophyll pigments present in their leaves. Plants then use this energy to carry out photosynthesis, where water is oxidized into oxygen and carbon dioxide...
Plant Metabolism
Sunlight, the primary source of energy in plants, is first absorbed by the chlorophyll pigments present in their leaves. Plants then use this energy to carry out photosynthesis, where water is oxidized into oxygen and carbon dioxide...
29.4K
Protein Networks
3.9K
An organism can have thousands of different proteins, and these proteins must cooperate to ensure the health of an organism. Proteins bind to other proteins and form complexes to carry out their functions. Many proteins interact with multiple other proteins creating a complex network of protein interactions.
These interactions can be represented through maps depicting protein-protein interaction networks, represented as nodes and edges. Nodes are circles that are representative of a protein,...
These interactions can be represented through maps depicting protein-protein interaction networks, represented as nodes and edges. Nodes are circles that are representative of a protein,...
3.9K
C4 Pathway and CAM
45.2K
Most plants use the C3 pathway for carbon fixation. However, some plants, such as sugar cane, corn, and cacti that grow in hot conditions, use alternative pathways to fix carbon and conserve energy loss due to photorespiration. Photorespiration is the process that occurs when the oxygen concentration is high. Under such conditions, the rubisco enzyme in the Calvin cycle binds O2 instead of CO2, which halts photosynthesis and consumes energy.
C4 Pathway
The C4 pathway is used by plants such as...
C4 Pathway
The C4 pathway is used by plants such as...
45.2K
The Calvin Benson Cycle
4.4K
Ribulose 1,5- bisphosphate carboxylase/oxygenase (RuBisCo) is a critical enzyme that catalyzes carbon dioxide assimilation during photosynthesis. However, it is an inefficient enzyme, having an extremely slow catalytic rate. A typical enzyme can process about a thousand molecules per second; however, RuBisCo fixes only around three-carbon dioxides per second. Photosynthetic cells compensate for this slow rate by synthesizing very high amounts of RuBisCo, making it the most abundant single...
4.4K


