Recent advances in predicting protein–protein interactions with the aid of artificial intelligence algorithms
2022-04
发表期刊CURRENT OPINION IN STRUCTURAL BIOLOGY
ISSN0959-440X
EISSN1879-033X
卷号73
发表状态已发表
DOI10.1016/j.sbi.2022.102344
摘要

Protein–protein interactions (PPIs) are essential in the regulation of biological functions and cell events, therefore understanding PPIs have become a key issue to understanding the molecular mechanism and investigating the design of drugs. Here we highlight the major developments in computational methods developed for predicting PPIs by using types of artificial intelligence algorithms. The first part introduces the source of experimental PPI data. The second part is devoted to the PPI prediction methods based on sequential information. The third part covers representative methods using structural information as the input feature. The last part is methods designed by combining different types of features. For each part, the state-of-the-art computational PPI prediction methods are reviewed in an inclusive view. Finally, we discuss the flaws existing in this area and future directions of next-generation algorithms.

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收录类别SCI ; SCIE
语种英语
资助项目National Natural Science Foundation of China[82003654] ; Shanghai Science and Technology Development Funds[20QA1406400] ; Science and Technology Commission of Shanghai Municipality[
WOS研究方向Biochemistry & Molecular Biology ; Cell Biology
WOS类目Biochemistry & Molecular Biology ; Cell Biology
WOS记录号WOS:000829027900009
出版者CURRENT BIOLOGY LTD
Scopus 记录号2-s2.0-85125114558
来源库Scopus
引用统计
文献类型期刊论文
条目标识符https://kms.shanghaitech.edu.cn/handle/2MSLDSTB/161450
专题生命科学与技术学院_硕士生
免疫化学研究所_特聘教授组_蒋华良组
生命科学与技术学院_博士生
信息科学与技术学院_硕士生
免疫化学研究所_PI研究组_白芳组
共同第一作者Wu, Sanan
通讯作者Bai, Fang
作者单位
1.ShanghaiTech Univ, Shanghai Inst Adv Immunochem Studies, Shanghai, Peoples R China
2.ShanghaiTech Univ, Sch Life Sci & Technol, Shanghai, Peoples R China
3.ShanghaiTech Univ, Sch Informat Sci & Technol, Shanghai, Peoples R China
4.Chinese Acad Sci, Shanghai Inst Mat Med, Drug Discovery & Design Ctr, 555 Zuchongzhi Rd, Shanghai 201203, Peoples R China
第一作者单位免疫化学研究所;  生命科学与技术学院
通讯作者单位免疫化学研究所;  生命科学与技术学院;  信息科学与技术学院
第一作者的第一单位免疫化学研究所
推荐引用方式
GB/T 7714
Li, Shiwei,Wu, Sanan,Wang, Lin,et al. Recent advances in predicting protein–protein interactions with the aid of artificial intelligence algorithms[J]. CURRENT OPINION IN STRUCTURAL BIOLOGY,2022,73.
APA Li, Shiwei,Wu, Sanan,Wang, Lin,Li, Fenglei,Jiang, Hualiang,&Bai, Fang.(2022).Recent advances in predicting protein–protein interactions with the aid of artificial intelligence algorithms.CURRENT OPINION IN STRUCTURAL BIOLOGY,73.
MLA Li, Shiwei,et al."Recent advances in predicting protein–protein interactions with the aid of artificial intelligence algorithms".CURRENT OPINION IN STRUCTURAL BIOLOGY 73(2022).
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