疫苗设计和开发:探索与计算生物学和人工智能的接口
Ananya1, Darshan C Panchariya1, Anandakrishnan Karthic2
1National Institute of Animal Biotechnology, Hyderabad, India.
International reviews of immunology
|July 10, 2024
概括
计算生物学和人工智能 (AI) 加快了用于药物设计和疫苗开发的生物数据分析. 本综述强调了促进人类和动物福利研究的关键人工智能工具和资源.
科学领域:
- 计算生物学是一种计算生物学.
- 生物信息学是一种生物信息学.
- 人工智能在生命科学中的应用
背景情况:
- 生物数据分析越来越复杂,需要先进的计算技术.
- 人工智能 (AI) 和计算资源对于处理大规模生物数据至关重要.
- 应用范围包括基因组学,药物设计和用于人类和动物福利的疫苗开发.
研究的目的:
- 审查生物数据分析的基本计算资源.
- 总结适用于疫苗开发的基于人工智能 (AI) 的工具.
- 讨论AI在疫苗设计中的应用和局限性.
主要方法:
- 对计算生物学资源的文献综述.
- 在生物科学中对人工智能 (AI) 工具的调查.
- 分析AI在疫苗开发中的应用.
主要成果:
- 确定关键的计算资源和人工智能工具.
- 展示AI在加速疫苗设计和开发中的作用.
- 概述当前的人工智能应用及其影响.
结论:
- 计算生物学和人工智能在现代生物研究中具有变革性的作用.
- 人工智能工具为提高疫苗开发效率和有效性提供了巨大的潜力.
- 了解AI的能力和局限性对于未来的进步至关重要.
相关概念视频
01:51Vaccinations
44.3K
Overview
44.3K
01:30Cancer Vaccines
350
Cancer treatment vaccines are a rapidly evolving field that offers a promising approach to immunotherapy. Unlike traditional vaccines that prevent diseases, cancer treatment vaccines are designed to treat existing cancers by stimulating the immune system to recognize and attack cancer cells.
Cancer vaccines come in two categories: preventive (prophylactic) and treatment (active). Preventive vaccines, such as the Human Papillomavirus (HPV) vaccine, protect against viruses that cause certain...
Cancer vaccines come in two categories: preventive (prophylactic) and treatment (active). Preventive vaccines, such as the Human Papillomavirus (HPV) vaccine, protect against viruses that cause certain...
350
02:50Conjugated Proteins
18.3K
Simple proteins and protein complexes contain only amino acids. In contrast, many other proteins, called conjugated proteins, covalently bond with non-protein moieties.
Nucleoproteins are protein complexes that contain nucleic acids, categorized as deoxyribonucleoproteins (DNPs) or ribonucleoproteins (RNPs) respectively. The nucleosome is a typical example of a DNP where nuclear DNA is associated with histone proteins. The major antigen for the Covid-19 virus SARS-CoV is an RNP that is critical...
Nucleoproteins are protein complexes that contain nucleic acids, categorized as deoxyribonucleoproteins (DNPs) or ribonucleoproteins (RNPs) respectively. The nucleosome is a typical example of a DNP where nuclear DNA is associated with histone proteins. The major antigen for the Covid-19 virus SARS-CoV is an RNP that is critical...
18.3K