基于目标的药物发现是否有效? 所有药物的发现和"脱离目标"机制
Arash Sadri1,2,3
1Lyceum Scientific Charity, Tehran, Iran, 1415893697.
Journal of medicinal chemistry
|September 6, 2023
概括
基于目标的药物发现效率低下,只有9.4%的批准药物来自这种方法. 通过人工智能优先考虑表型观测,可以提高药物发现效率.
科学领域:
- 药物的发现和开发.
- 药理学 药理学是指药理学的学科.
- 药品化学 药品化学 是一个
背景情况:
- 基于目标的药物发现是制药研究中的主要方法.
- 缺乏对其现实世界效率和生产力的全面评估.
- 药物发现的生产力危机需要对当前的方法进行重新评估.
研究的目的:
- 评估基于目标的药物发现的现实世界效率.
- 分析经批准的小分子药物的起源.
- 为了确定提高药物发现生产率的替代策略.
主要方法:
- 一份手动系统审查,涵盖150年的约32,000篇文章和专利.
- 对所有已批准的药物的发现起源的分析.
- 基于目标的与表型药物发现方法的比较分析.
主要成果:
- 只有9.4%的批准的小分子药物被发现使用基于目标的测试,尽管几十年的主导地位.
- 基于标药物的治疗效果往往依赖于表型观察到的未表征的非标机制.
- 基于目标的减少主义方法可能会导致药物发现生产率危机.
结论:
- 基于目标的药物发现的效率值得怀疑,这凸显了减少主义方法的局限性.
- 考虑整体效应的表型药物发现提供了一个潜在的更有效的策略.
- 将人工智能和机器学习与表型观测相结合,可以增强分子选择和优化,以改善药物发现结果.
更多相关视频
相关概念视频
Drug Discovery: Overview
8.0K
Drug discovery is a multifaceted process involving extensive screening, testing, and optimization of lead compounds to identify potential new drugs for therapeutic use. It combines several approaches, including screening large numbers of natural products, chemical modification of known active molecules, identification of new drug targets, and rational design based on biological mechanisms and drug-receptor structure. These approaches are carried out in both academic research laboratories and...
8.0K
Targets for Drug Action: Overview
6.4K
Drugs target macromolecules to modify ongoing cellular processes. Primary drug targets include receptors, ion channels, transporters, and enzymes.
Receptors are either membrane-spanning or intracellular proteins, which upon binding a ligand, get activated and transmit the signal downstream to elicit a response. Drugs bind receptors, either mimicking the action of endogenous ligands or blocking the receptor activity to bring about a modified response. Nearly 35% of approved drugs target the G...
Receptors are either membrane-spanning or intracellular proteins, which upon binding a ligand, get activated and transmit the signal downstream to elicit a response. Drugs bind receptors, either mimicking the action of endogenous ligands or blocking the receptor activity to bring about a modified response. Nearly 35% of approved drugs target the G...
6.4K
Principles of Drug Action
6.1K
Drugs are chemical substances that modify biological responses by interacting with macromolecular targets such as receptors, ion channels, transporters, and enzymes. Pharmacodynamics describes the course of action of drugs leading to the physiological effect at a specific site in the body.
Drugs can be agonists or antagonists. Like the endogenous ligands, agonists always bind and activate the target to produce a cellular response. Agonist binding induces a conformational change which in turn...
Drugs can be agonists or antagonists. Like the endogenous ligands, agonists always bind and activate the target to produce a cellular response. Agonist binding induces a conformational change which in turn...
6.1K
Structure-Activity Relationships and Drug Design
767
Drug design is a dynamic field that involves discovering and developing new medications based on specific biological targets. This process heavily relies on structure-activity relationships (SAR) and quantitative structure-activity relationships (QSAR) to guide the design and optimization of efficient drugs.
SAR studies the intricate relationship between a drug's chemical structure and biological activity. It focuses on understanding how modifications to a drug's structure can influence...
SAR studies the intricate relationship between a drug's chemical structure and biological activity. It focuses on understanding how modifications to a drug's structure can influence...
767
Pharmacodynamics: Overview and Principles
1.2K
Pharmacodynamics is a scientific field that delves into drugs' intricate biochemical, cellular, and physiological effects on the human body. The study of pharmacodynamics helps us understand how drugs interact with the body and elicit various responses.
Most drugs' effects result from their interactions with drug receptors or targets within the body. These interactions trigger specific responses at the cellular or systemic level. Drug receptors can be found on the surfaces of cells or...
Most drugs' effects result from their interactions with drug receptors or targets within the body. These interactions trigger specific responses at the cellular or systemic level. Drug receptors can be found on the surfaces of cells or...
1.2K
Drug-Receptor Interactions
5.3K
Drug-receptor interaction describes the binding of receptors by drugs, but not all drug-receptor interactions result in activation and tissue response. For instance, the binding of agonists activates the receptor to generate a cellular reaction, while antagonists bind to receptors without causing their activation.
Several parameters, such as the drug's affinity for its receptor and its efficacy, which is its ability to activate the receptor, determine the drug's effect on the tissue....
Several parameters, such as the drug's affinity for its receptor and its efficacy, which is its ability to activate the receptor, determine the drug's effect on the tissue....
5.3K


