深度学习用于下一代传染病疫苗的研发
Manojit Bhattacharya1, Yi-Hao Lo2,3, Srijan Chatterjee4
1Department of Zoology, Fakir Mohan University, Vyasa Vihar, Balasore, Odisha 756020, India.
Molecular therapy. Nucleic acids
|July 11, 2025
概括
人工智能 (AI) 和深度学习 (DL) 正在通过快速,经济高效的表位选择和结构设计来彻底改变疫苗开发. 这些计算工具加速了下一代疫苗的开发.
科学领域:
- 计算生物学和生物信息学
- 疫苗学和免疫学 疫苗学和免疫学
- 医学中的人工智能
背景情况:
- 基因组学时代已经改变了疫苗开发,计算机科学发挥了关键作用.
- 计算机辅助的表位选择对合理的疫苗设计至关重要.
- 人工智能 (AI),特别是深度学习 (DL),正在迅速推进疫苗开发战略.
研究的目的:
- 审查现代疫苗设计策略的发展历史.
- 讨论免疫信息学和DL模型在疫苗开发中的整合.
- 突出DL辅助表位图和疫苗构造开发的最新进展和工具.
主要方法:
- 审查免疫信息学和DL模型用于识别T细胞和B细胞表位.
- 对疫苗构建开发策略的分析,包括链接剂和辅助剂.
- 检查用于疫苗结构特征的生物信息学和免疫信息学工具.
主要成果:
- 基于DL的策略正在显著加速表位预测和疫苗设计.
- 有各种基于DL的工具可用于表位图绘制和疫苗构建开发.
- 连接生物信息学和DL方法的综合框架对于有效的疫苗开发至关重要.
结论:
- 在DL的协助下,疫苗开发提供了快速且具有成本效益的解决方案.
- 这些计算方法正在重塑下一代疫苗设计的格局.
- 持续整合人工智能和生物信息学将推动未来的疫苗学创新.
相关概念视频
Microorganisms in Medicine and Therapeutics
349
Microorganisms play a fundamental role in vaccine development, gene therapy, and therapeutic production. Their biological properties are harnessed to advance medicine and public health. Beyond immunization, microorganisms contribute to gut health, antibiotic synthesis, and genetic disease treatment.Live Attenuated and Inactivated VaccinesLive attenuated vaccines, such as the measles, mumps, and rubella (MMR) vaccine, utilize weakened forms of pathogens to closely resemble natural infections.
349
Vaccinations
45.3K
Overview
45.3K
Development of Immunocompetence
453
The initiation of cell-mediated immunity can be observed as early as the third month of fetal growth, with active antibody-mediated immunity following approximately one month later.
The initial cells that migrate from the fetal thymus settle within the skin and epithelial tissues lining the mouth, digestive tract, and in females, the uterus and vagina. These cells, including skin-based dendritic cells, serve as antigen-presenting cells, playing a key role in T cell activation.
Subsequent T...
The initial cells that migrate from the fetal thymus settle within the skin and epithelial tissues lining the mouth, digestive tract, and in females, the uterus and vagina. These cells, including skin-based dendritic cells, serve as antigen-presenting cells, playing a key role in T cell activation.
Subsequent T...
453
Active versus Passive Immunity
4.2K
Immunity, along with the ability to limit pathogen growth to prevent significant body tissue damage, can be gained either by (1) actively developing an immune response within the individual after exposure to a pathogen or after getting vaccinated or (2) passively transferring immune components from an immune individual to one who is nonimmune. Both these forms of immunity can be found naturally and in medical practices.
Active Immunity
Active immunity refers to the resistance one develops...
Active Immunity
Active immunity refers to the resistance one develops...
4.2K


