Vaccine design and development: Exploring the interface with computational biology and AI

被引:1
|
作者
Panchariya, Darshan C. [1 ]
Karthic, Anandakrishnan [2 ]
Singh, Surya Pratap [3 ]
Mani, Ashutosh [4 ]
Chawade, Aakash [5 ]
Kushwaha, Sandeep [1 ]
机构
[1] Natl Inst Anim Biotechnol, Hyderabad, India
[2] Serum Inst India Res Fdn, Pune, Maharashtra, India
[3] UR Adv Therapeut Pvt Ltd, Hyderabad, India
[4] Motilal Nehru Natl Inst Technol, Prayagraj, India
[5] Swedish Univ Agr Sci, Alnarp, Sweden
关键词
Artificial intelligence; clinical trials; computational biology; future vaccines; immunoinformatics; machine learning; vaccine design and development; B-CELL EPITOPES; WEB SERVER; MOLECULAR-DYNAMICS; SOFTWARE PACKAGE; MHC-BINDING; PREDICTION; DATABASE; MEMBRANE; PROTEINS; TOOL;
D O I
10.1080/08830185.2024.2374546
中图分类号
R392 [医学免疫学]; Q939.91 [免疫学];
学科分类号
100102 ;
摘要
Computational biology involves applying computer science and informatics techniques in biology to understand complex biological data. It allows us to collect, connect, and analyze biological data at a large scale and build predictive models. In the twenty first century, computational resources along with Artificial Intelligence (AI) have been widely used in various fields of biological sciences such as biochemistry, structural biology, immunology, microbiology, and genomics to handle massive data for decision-making, including in applications such as drug design and vaccine development, one of the major areas of focus for human and animal welfare. The knowledge of available computational resources and AI-enabled tools in vaccine design and development can improve our ability to conduct cutting-edge research. Therefore, this review article aims to summarize important computational resources and AI-based tools. Further, the article discusses the various applications and limitations of AI tools in vaccine development.
引用
收藏
页码:361 / 380
页数:20
相关论文
共 50 条
  • [31] IMPLEMENTATION OF AI TECHNIQUES FOR INTELLIGENT INTERFACE DEVELOPMENT
    KOLSKI, C
    LESTRUGEON, E
    TENDJAOUI, M
    ENGINEERING APPLICATIONS OF ARTIFICIAL INTELLIGENCE, 1993, 6 (04) : 295 - 305
  • [32] Systems biology approaches to new vaccine development
    Oberg, Ann L.
    Kennedy, Richard B.
    Li, Peter
    Ovsyannikova, Inna G.
    Poland, Gregory A.
    CURRENT OPINION IN IMMUNOLOGY, 2011, 23 (03) : 436 - 443
  • [33] Systems biology applied to vaccine and immunotherapy development
    Buonaguro, Luigi
    Wang, Ena
    Tornesello, Maria Lina
    Buonaguro, Franco M.
    Marincola, Francesco M.
    BMC SYSTEMS BIOLOGY, 2011, 5
  • [34] COMPUTATIONAL VACCINOLOGY AND EPITOPE VACCINE DESIGN BY IMMUNOINFORMATICS
    Khalili, Saeed
    Jahangiri, Abolfazl
    Borna, Hojat
    Zanoos, Kobra Ahmadi
    Amani, Jafar
    ACTA MICROBIOLOGICA ET IMMUNOLOGICA HUNGARICA, 2014, 61 (03) : 285 - 307
  • [35] Computational tools for epitope vaccine design and evaluation
    He, Linling
    Zhu, Jiang
    CURRENT OPINION IN VIROLOGY, 2015, 11 : 103 - 112
  • [36] THE EFFECT OF MOLECULAR-BIOLOGY ON VACCINE DEVELOPMENT
    ROBINSON, AJ
    NEW ZEALAND VETERINARY JOURNAL, 1986, 34 (04) : 41 - 42
  • [37] IMMUNOLOGY AND MOLECULAR-BIOLOGY - VACCINE DEVELOPMENT
    PERRIN, LH
    MACH, B
    THERAPEUTISCHE UMSCHAU, 1986, 43 (02) : 148 - 154
  • [38] Biology as a starting point for tribological interface design
    Spencer, Nicholas D.
    Lee, Seunghwan
    Perry, Scott S.
    ABSTRACTS OF PAPERS OF THE AMERICAN CHEMICAL SOCIETY, 2006, 231
  • [39] Exploring the intersection of biology and design for product innovations
    Malshe, Ajay P.
    Bapat, Salil
    Rajurkar, Kamlakar P.
    Liu, Ang
    Linares, Jean-Marc
    CIRP ANNALS-MANUFACTURING TECHNOLOGY, 2023, 72 (02) : 569 - 592
  • [40] Development and Application of Computational Methods in Biology and Medicine
    Huang, Zunnan
    Gu, Ruo-Xu
    CURRENT MEDICINAL CHEMISTRY, 2019, 26 (42) : 7534 - 7536