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Understanding Membrane Protein Drug Targets in Computational Perspective
- Source :
- Current Drug Targets. 20:551-564
- Publication Year :
- 2019
- Publisher :
- Bentham Science Publishers Ltd., 2019.
-
Abstract
- Membrane proteins play crucial physiological roles in vivo and are the major category of drug targets for pharmaceuticals. The research on membrane protein is a significant part in the drug discovery. The biological process is a cycled network, and the membrane protein is a vital hub in the network since most drugs achieve the therapeutic effect via interacting with the membrane protein. In this review, typical membrane protein targets are described, including GPCRs, transporters and ion channels. Also, we conclude network servers and databases that are referring to the drug, drug-target information and their relevant data. Furthermore, we chiefly introduce the development and practice of modern medicines, particularly demonstrating a series of state-of-the-art computational models for the prediction of drug-target interaction containing network-based approach and machine-learningbased approach as well as showing current achievements. Finally, we discuss the prospective orientation of drug repurposing and drug discovery as well as propose some improved framework in bioactivity data, created or improved predicted approaches, alternative understanding approaches of drugs bioactivity and their biological processes.
- Subjects :
- 0301 basic medicine
Drug
Computer science
media_common.quotation_subject
Clinical Biochemistry
Computational biology
Machine Learning
03 medical and health sciences
Drug Delivery Systems
0302 clinical medicine
Drug Discovery
Humans
Molecular Targeted Therapy
Ion channel
media_common
G protein-coupled receptor
Pharmacology
Computational model
Drug discovery
Computational Biology
Membrane Proteins
Drug repositioning
030104 developmental biology
Membrane protein
030220 oncology & carcinogenesis
Molecular Medicine
Neural Networks, Computer
Biological network
Protein Binding
Subjects
Details
- ISSN :
- 13894501
- Volume :
- 20
- Database :
- OpenAIRE
- Journal :
- Current Drug Targets
- Accession number :
- edsair.doi.dedup.....f9ba897ac56991c1d43d6129faf2d516
- Full Text :
- https://doi.org/10.2174/1389450120666181204164721