药物开发中的人工智能:改变配方和创新
Dushyant1, Smita Narwal1, Vishakha Saini1
1Global Research Institute of Pharmacy, Radaur, Yamuna Nagar, 135133, Haryana, India.
Current drug discovery technologies
|August 28, 2025
概括
人工智能 (AI) 通过分析药物发现和优化配方的生物数据来彻底改变药物开发. 人工智能提高效率,预测药物特性,并个性化医疗,改善患者的治疗效果和简化研究.
科学领域:
- 制药科学
- 计算生物学
- 药物开发
背景情况:
- 人工智能和机器学习为制药研究提供了变革的潜力.
- 人工智能的进步使复杂的生物数据能够进行复杂的分析.
研究的目的:
- 审查AI在制药技术中的多样化应用.
- 突出AI在药物发现,配方和测试中的作用.
- 强调人工智能对简化研发的影响.
主要方法:
- 使用人工智能算法对生物数据 (蛋白质学,基因组) 的分析.
- 经典机器学习在实验设计中的应用.
- 对药物动力学和毒性的预测建模.
- 人工智能驱动的个性化医疗策略.
主要成果:
- 人工智能有助于有效识别药物点和预测治疗相互作用.
- 机器学习有助于优化化合物,减少对动物试验的依赖.
- 人工智能增强了药物配方,剂型设计和输送系统.
- 个性化医疗方法可以提高患者的治疗效果.
结论:
- 人工智能显著有利于制药技术,优化从发现到交付的过程.
- 人工智能整合简化了研究和开发,有可能降低成本和时间表.
- 持续投资人工智能有助于改善患者护理和加速药物开发.
相关概念视频
Drug Administration and Therapy Phases: Overview
737
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...
737
Drug Discovery: Overview
8.7K
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...
8.7K
Structure-Activity Relationships and Drug Design
1.0K
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...
1.0K
Preclinical Development: Overview
4.8K
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...
4.8K
Issues And Trends In Healthcare Delivery System
5.8K
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...
5.8K
Biopharmaceutics and Pharmacokinetics: Overview
2.5K
Understanding drugs, drug products, and their performance in pharmaceutical science is pivotal. Drugs, whether simple molecules or complex compounds, are designed to interact with the body's biological systems to diagnose, treat, or prevent diseases. Drug products include various delivery systems such as tablets, capsules, injections, and inhalers. The performance of these drug products is gauged by their ability to deliver the active ingredient to the desired site of action at the...
2.5K


