表型预测在新陈代谢中的局限性
Pablo Yubero1, Alvar A Lavin1, Juan F Poyatos1
1Logic of Genomic Systems Lab, CNB-CSIC, Madrid, Spain.
PLoS computational biology
|November 10, 2023
概括
这项研究引入了一个新的框架,使用基因组规模的代谢重建来进行表型预测. 它揭示了潜在的机制,并确定了关键酶,改善了基因型到表型地图的解释.
科学领域:
- 系统生物学 系统生物学
- 代谢工程是代谢工程.
- 计算生物学 计算生物学
背景情况:
- 现型预测在生物学中至关重要,但通常依赖于统计学关联,忽视了潜在的因果机制.
- 当前的方法经常忽略了推动基因型与表型关系的复杂生化过程.
研究的目的:
- 开发一个框架,用基因组规模的代谢重建来揭示表型预测的机械基础.
- 识别特定的酶和预测表型的遗传变异,如生物体的生长.
- 解释基因型与表型关联的"黑盒子",并了解预测的限制.
主要方法:
- 利用基因组规模的代谢重建来建模生物系统.
- 计算了多基因分数 (PGS) 以确定增长的预测酶.
- 分析了代谢功能,进化史和遗传变异之间的相互作用.
主要成果:
- 确定了一组酶作为各种条件下生长的强大预测剂.
- 发现最佳的遗传变异可以提高预测的准确性.
- 证明线性多基因分数可以有效地解释非线性生化现象.
结论:
- 拟议的框架提供了对基因型与表型关联的机制性见解.
- 代谢重建提供了一种强大的方法来解释和改进表型预测.
- 了解代谢限制是推进预测生物学的关键.
相关概念视频
Inborn Errors of Metabolism
166
Phenylketonuria (PKU) is a protein metabolism disorder characterized by high blood levels of the amino acid phenylalanine. This results from a mutation in the gene responsible for phenylalanine hydroxylase, an enzyme that converts phenylalanine into tyrosine. When this enzyme is deficient, phenylalanine builds up in the blood, leading to symptoms such as vomiting, rashes, seizures, growth deficiency, and severe mental retardation. An early diagnosis and a diet restricting phenylalanine intake...
166
Pharmacokinetic Models: Comparison and Selection Criterion
79
Physiological and compartmental models are valuable tools used in studying biological systems. These models rely on differential equations to maintain mass balance within the system, ensuring an accurate representation of the dynamic processes at play.
Physiological models take a detailed approach by considering specific molecular processes. They can predict drug distribution, metabolism, and elimination changes, providing a comprehensive understanding of how drugs interact with the body.
Physiological models take a detailed approach by considering specific molecular processes. They can predict drug distribution, metabolism, and elimination changes, providing a comprehensive understanding of how drugs interact with the body.
79
Factors Affecting Drug Biotransformation: Physicochemical and Chemical Properties of Drugs
256
A drug's physicochemical properties fundamentally influence its metabolism. For instance, a drug's molecular size and shape critically determine its interaction with enzymes and transporters — larger drugs may face difficulty reaching enzyme active sites, altering their metabolic pathways. The pKa of a drug, which establishes its ionization state, can impact its solubility and absorption, thereby influencing metabolism.
The drug's acidity or basicity is essential in...
The drug's acidity or basicity is essential in...
256
Overview of Metabolism
30.4K
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...
30.4K
Introduction to Metabolism
47
Metabolism encompasses all biochemical reactions in a living organism, facilitating both the breakdown and synthesis of biomolecules. These metabolic processes are categorized into catabolic and anabolic pathways, which operate in a coordinated manner to ensure energy balance and cellular function.Catabolic Pathways and Energy ReleaseCatabolic pathways involve the breakdown of complex macromolecules such as carbohydrates, lipids, and proteins into smaller structures like monosaccharides, fatty...
47
Factors Affecting Drug Biotransformation: Biological
156
Biological factors significantly impact drug metabolism, influencing drug clearance, efficacy, and potential toxicity.
Species differences: Variations in enzyme systems across species can cause disparities in drug metabolism. For instance, humans may metabolize certain drugs faster than rodents, altering therapeutic effects.
Strain differences: Genetic variations within a species can result in differing enzyme activity, impacting drug response and toxicity. For example, some mouse strains may...
Species differences: Variations in enzyme systems across species can cause disparities in drug metabolism. For instance, humans may metabolize certain drugs faster than rodents, altering therapeutic effects.
Strain differences: Genetic variations within a species can result in differing enzyme activity, impacting drug response and toxicity. For example, some mouse strains may...
156


