从生物转化数据中对新陈代谢部位的自动注释
Roxane Axel Jacob1,2,3, Angelica Mazzolari4, Johannes Kirchmair1,2
1Department of Pharmaceutical Sciences, Division of Pharmaceutical Chemistry, Faculty of Life Sciences, University of Vienna, Josef-Holaubek-Platz 2, 1090 Vienna, Austria.
Journal of chemical information and modeling
|June 17, 2025
概括
AutoSOM是一个新的开源工具,可以自动识别分子中的代谢部位. 它克服了数据的局限性,在快速和透明地标记代谢部位 (SOMs) 中达到90%以上的准确性.
科学领域:
- 计算化学是一种计算化学.
- 药物代谢药物代谢
- 生物信息学是一种生物信息学.
背景情况:
- 预测代谢场所 (SOMs) 的计算模型对于外来生物代谢研究至关重要.
- 由于有限的注释训练数据,当前的SOM预测器面临性能高原.
- 现有的生物转化数据未能用于SOM预测,因为它缺乏注释.
研究的目的:
- 介绍AutoSOM,这是一个开源工具,用于自动化SOM提取.
- 为了应对耗时的手动SOM注释所带来的挑战.
- 为了实现透明和可解释的SOM标签.
主要方法:
- 使用转化规则,AutoSOM绘制了基质和代谢物之间的结构差异.
- 该工具自动从生物转化数据中提取SOM.
- 它处理反应以识别和标记代谢部位.
主要成果:
- 在超过5000个反应的验证集上,AutoSOM实现了超过90%的标签准确性.
- 该工具快速提供注释,在几分钟内处理数千个反应.
- 注释过程是完全透明和可解释的.
结论:
- 自动SOM加快了Sites-of-Metabolism的注释,克服了数据的限制.
- 该工具有助于在不同机构之间进行标准化和一致的SOM标签.
- AutoSOM的速度,准确性和透明度支持其在药物发现和监管评估中的使用.
相关概念视频
Drug Biotransformation: Overview
1.6K
Biotransformation, also known as drug metabolism, is a vital physiological process that chemically alters drugs, facilitating their elimination from the body and terminating their action. This process involves two main phases: phase I and phase II reactions. Phase I reactions, including oxidation, reduction, and hydrolysis, introduce or unmask polar functional groups on the drug molecule, thereby increasing its water solubility. By enhancing water solubility, the drug becomes more hydrophilic...
1.6K
Drug Metabolism: Phase II Reactions
4.2K
Phase II reactions are essential for the detoxification and elimination of drugs from the body. These reactions involve the conjugation of parent drugs or their phase I metabolites with endogenous molecules, resulting in more hydrophilic drug conjugates. The primary conjugation reactions in this phase are sulfation and glucuronidation. Both sulfation and glucuronidation typically produce biologically inactive metabolites. However, in some cases involving prodrugs, active metabolites may be...
4.2K
Drug Metabolism: Phase I Reactions
3.8K
A phase I reaction is a biochemical process that introduces a functionally reactive polar group to a substance. This transformation predominantly occurs in the liver, facilitated by the cytochrome P450 system of hemoproteins situated in the lipophilic endoplasmic reticulum of cells. The metabolite generated through this process can have varying polarities. If it is sufficiently polar, it can be easily excreted in the urine due to its water compatibility. However, if the metabolite is nonpolar,...
3.8K
Amino Acid Biosynthetic Pathways
165
Amino acid biosynthesis is essential for cell growth, protein synthesis, and metabolic regulation. Cells generate essential and non-essential amino acids from metabolic intermediates to sustain vital biological functions. These intermediates originate from key metabolic pathways: glycolysis, the tricarboxylic acid (TCA) cycle, and the pentose phosphate pathway. Important precursors include α-ketoglutarate, pyruvate, oxaloacetate, phosphoenolpyruvate, and erythrose-4-phosphate, which...
165
Ligand Binding and Linkage
4.9K
Allosteric proteins have more than one ligand binding site; the binding of a ligand to any of these sites influences the binding of ligands to the other sites. When a protein is allosteric, its binding sites are called coupled or linked. In the case of enzymes, the site that binds to the substrate is known as the active site and the other site is known as the regulatory site. When a ligand binds to the regulatory site, this leads to conformational changes in the protein that can influence...
4.9K
Factors Affecting Drug Biotransformation: Biological
260
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...
260


