药物配方和开发中的人工智能:应用和未来前景
Noorain1, Varsha Srivastava2, Bushra Parveen3
1Department of Pharmaceutics, School of Pharmaceutical Education and Research, Jamia Hamdard, New Delhi, 110062, India.
Current drug metabolism
|October 2, 2023
概括
人工智能 (AI) 通过增强发现,制造和交付来彻底改变药物配方和开发. 这篇评论探讨了人工智能应用,挑战和个性化医疗的未来潜力.
科学领域:
- 制药科学 制药科学
- 计算化学计算化学
- 生物技术是生物技术.
背景情况:
- 人工智能 (AI) 在制药研究中越来越重要.
- 机器学习,深度学习和神经网络是关键的人工智能技术.
- 人工智能应用范围从药物发现到药物输送和制造.
研究的目的:
- 在药物配方和开发中提供AI应用的全面概述.
- 探索人工智能在这个领域的未来前景,挑战和伦理考虑.
主要方法:
- 对人工智能技术 (机器学习,深度学习,神经网络) 的当前文献的综述.
- 分析AI在药物发现,制造,质量控制,临床试验和药物输送中的作用.
- 在常规和修改剂量形式的AI利用的汇编.
主要成果:
- 人工智能已经成功地应用于整个制药开发管道,从发现到交付.
- 在优化药物配方和预测治疗结果方面取得了重大进展.
- 挑战包括数据稀缺性,模型解释性和监管障碍.
结论:
- 人工智能承诺个性化医疗,精确准和更快的配方优化.
- 隐私,偏见和问责制等道德考虑是至关重要的.
- 人工智能已经准备好改变制药开发.
相关概念视频
Structure-Activity Relationships and Drug Design
757
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...
757
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
Issues And Trends In Healthcare Delivery System
5.7K
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...
5.7K
Drug Administration and Therapy Phases: Overview
504
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...
504
Preclinical Development: Overview
4.5K
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...
4.5K
Biopharmaceutics and Pharmacokinetics: Overview
2.1K
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...
2.1K


