[人工智能在药物开发中的应用和进展]
1College of Pharmaceutical Sciences, Zhejiang University, Hangzhou 310058, China. 22319109@zju.edu.cn.
概括
由大型语言模型驱动的人工智能 (AI) 代理商通过作为积极的合作者来彻底改变药物发现. 这些人工智能剂提高了效率,提高了预测准确度,并在整个药物开发过程中降低了风险.
科学领域:
- 生物医学研究的研究.
- 计算化学是一种计算化学.
- 医学中的人工智能
背景情况:
- 药物发现面临诸如高成本,风险和长时间等挑战.
- 新兴的人工智能 (AI) 代理商提供了潜在的解决方案.
- 人工智能代理人从工具转变为研究中的积极合作者.
研究的目的:
- 系统地审查人工智能代理的架构和药物开发中的应用.
- 突出AI在提高效率和降低风险方面的作用.
- 为人工智能驱动的药物发现研究人员提供参考.
主要方法:
- 审查人工智能代理的能力,包括自主推理和工具利用.
- 在药物发现阶段对人工智能应用的分析:目标识别,分子设计,合成规划.
- 讨论人工智能与自动化实验平台的整合.
主要成果:
- 人工智能代理可以通过知识整合来识别新的目标和机制.
- 像分子设计和合成规划这样的复杂任务的自动化是可行的.
- 人工智能代理商有助于从虚拟设计到实体实验的循环关闭.
结论:
- 人工智能代理代表了药物发现的范式转变,朝着集成平台和通用生物医学代理的方向发展.
- 需要进一步开发以解决目前的局限性并释放全部潜力.
- 人工智能代理人准备显著改变药物开发的效率和成功率.
相关概念视频
Drug Discovery: Overview
10.9K
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...
10.9K
Structure-Activity Relationships and Drug Design
1.7K
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...
1.7K
Non-equilibrium in the Cell
5.3K
An important concept in studying metabolism and energy is that of chemical equilibrium. Most chemical reactions are reversible. They can proceed in both directions, releasing energy into their environment in one direction, and absorbing it from the environment in the other direction. The same is true for the chemical reactions involved in cell metabolism, such as the breaking down and building up of proteins into and from individual amino acids, respectively. Reactants within a closed system...
5.3K
Drug Administration and Therapy Phases: Overview
1.2K
Drugs, the chemical agents used in diagnosing, treating, or preventing diseases, undergo a four-phase process of development: pharmaceutic, pharmacokinetics, pharmacodynamics, and therapeutic.
The pharmaceutical phase focuses on leveraging the physicochemical properties of the drug to design and manufacture an effective product. Variants include orally administered tablets or capsules, topical creams or ointments, and parenteral-delivery solutions or emulsions.
The pharmacokinetic phase...
The pharmaceutical phase focuses on leveraging the physicochemical properties of the drug to design and manufacture an effective product. Variants include orally administered tablets or capsules, topical creams or ointments, and parenteral-delivery solutions or emulsions.
The pharmacokinetic phase...
1.2K
Preclinical Development: Overview
5.8K
Preclinical development consists of a series of tests that ensure the safety and efficacy of a new therapeutic compound before it is tested in humans. There are four main phases to this process. First, safety pharmacology tests are conducted to ensure the drug does not produce any acutely harmful effects. These tests examine parameters such as bronchoconstriction, cardiac dysrhythmias, blood pressure changes, and ataxia. Next, preliminary toxicological testing is performed to determine the...
5.8K
Issues And Trends In Healthcare Delivery System
6.1K
The issues and trends in healthcare delivery are constantly changing. The COVID-19 pandemic is one recent issue that wreaked havoc on healthcare systems, causing a shortage of healthcare workers, high demand for medicines and supplies, and increased medical expenditure due to a lack of insurance. Other issues include rising healthcare costs and care fragmentation.
Cost Containment
Payment for healthcare services has historically promoted adoption of costly and often unnecessary or inefficient...
Cost Containment
Payment for healthcare services has historically promoted adoption of costly and often unnecessary or inefficient...
6.1K


