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.
机构:
Mayo Clin, Mayo Vaccine Res Grp, Rochester, MN 55905 USA
Mayo Clin, Dept Hlth Sci Res, Div Biomed Stat & Informat, Rochester, MN USAMayo Clin, Mayo Vaccine Res Grp, Rochester, MN 55905 USA
Oberg, Ann L.
Kennedy, Richard B.
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机构:
Mayo Clin, Mayo Vaccine Res Grp, Rochester, MN 55905 USA
Mayo Clin, Dept Med, Rochester, MN USA
Mayo Clin, Program Translat Immunovirol & Biodef, Rochester, MN USAMayo Clin, Mayo Vaccine Res Grp, Rochester, MN 55905 USA
Kennedy, Richard B.
Li, Peter
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机构:
Mayo Clin, Mayo Vaccine Res Grp, Rochester, MN 55905 USA
Mayo Clin, Dept Hlth Sci Res, Div Biomed Stat & Informat, Rochester, MN USAMayo Clin, Mayo Vaccine Res Grp, Rochester, MN 55905 USA
Li, Peter
Ovsyannikova, Inna G.
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机构:
Mayo Clin, Mayo Vaccine Res Grp, Rochester, MN 55905 USA
Mayo Clin, Dept Med, Rochester, MN USA
Mayo Clin, Program Translat Immunovirol & Biodef, Rochester, MN USAMayo Clin, Mayo Vaccine Res Grp, Rochester, MN 55905 USA
Ovsyannikova, Inna G.
Poland, Gregory A.
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机构:
Mayo Clin, Mayo Vaccine Res Grp, Rochester, MN 55905 USA
Mayo Clin, Dept Med, Rochester, MN USA
Mayo Clin, Program Translat Immunovirol & Biodef, Rochester, MN USAMayo Clin, Mayo Vaccine Res Grp, Rochester, MN 55905 USA
机构:
Scripps Res Inst, Dept Immunol & Microbial Sci, La Jolla, CA 92037 USAScripps Res Inst, Dept Immunol & Microbial Sci, La Jolla, CA 92037 USA
He, Linling
Zhu, Jiang
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Scripps Res Inst, Dept Immunol & Microbial Sci, La Jolla, CA 92037 USA
Scripps Res Inst, Ctr HIV AIDS Vaccine Immunol & Immunogen Discover, La Jolla, CA 92037 USA
Scripps Res Inst, Dept Integrat Struct & Computat Biol, La Jolla, CA 92037 USAScripps Res Inst, Dept Immunol & Microbial Sci, La Jolla, CA 92037 USA
机构:
Guangdong Med Univ, Dongguan Sci Res Ctr, Guangdong Prov Key Lab Med Mol Diagnost, Dongguan 523808, Guangdong, Peoples R China
Guangdong Med Univ, Inst Marine Biomed Res, Zhanjiang 524023, Guangdong, Peoples R ChinaGuangdong Med Univ, Dongguan Sci Res Ctr, Guangdong Prov Key Lab Med Mol Diagnost, Dongguan 523808, Guangdong, Peoples R China
Huang, Zunnan
Gu, Ruo-Xu
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Univ Calgary, Dept Biol Sci, 2500 Univ Dr NW, Calgary, AB T2N 1N4, CanadaGuangdong Med Univ, Dongguan Sci Res Ctr, Guangdong Prov Key Lab Med Mol Diagnost, Dongguan 523808, Guangdong, Peoples R China