Application of Computational Biology and Artificial Intelligence in Drug Design

被引:38
|
作者
Zhang, Yue [1 ,2 ,3 ]
Luo, Mengqi [1 ,4 ]
Wu, Peng [5 ]
Wu, Song [4 ]
Lee, Tzong-Yi [1 ,3 ]
Bai, Chen [1 ,3 ]
机构
[1] Chinese Univ Hong Kong, Sch Life & Hlth Sci, Sch Med, Shenzhen 518172, Peoples R China
[2] Univ Sci & Technol China, Sch Chem & Mat Sci, Hefei 230026, Peoples R China
[3] Warshel Inst Computat Biol, Shenzhen 518172, Peoples R China
[4] Shenzhen Univ, South China Hosp, Hlth Sci Ctr, Shenzhen 518116, Peoples R China
[5] Shenzhen Univ, Hlth Sci Ctr, Sch Biomed Engn, Shenzhen 518055, Peoples R China
关键词
computational biology; computer-aided drug design (CADD); artificial intelligence-aided drug design (AIDD); deep learning; MOLECULAR-DYNAMICS SIMULATIONS; PROTEIN-LIGAND BINDING; QUANTUM-MECHANICS; CHEMICAL UNIVERSE; HIGH-THROUGHPUT; MACHINE INTELLIGENCE; SCORING FUNCTION; BLIND DOCKING; FREE-ENERGY; WEB SERVER;
D O I
10.3390/ijms232113568
中图分类号
Q5 [生物化学]; Q7 [分子生物学];
学科分类号
071010 ; 081704 ;
摘要
Traditional drug design requires a great amount of research time and developmental expense. Booming computational approaches, including computational biology, computer-aided drug design, and artificial intelligence, have the potential to expedite the efficiency of drug discovery by minimizing the time and financial cost. In recent years, computational approaches are being widely used to improve the efficacy and effectiveness of drug discovery and pipeline, leading to the approval of plenty of new drugs for marketing. The present review emphasizes on the applications of these indispensable computational approaches in aiding target identification, lead discovery, and lead optimization. Some challenges of using these approaches for drug design are also discussed. Moreover, we propose a methodology for integrating various computational techniques into new drug discovery and design.
引用
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页数:35
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