Evolution of the Computational Pharmaceutics Approaches in the Modeling and Prediction of Drug Payload in Lipid and Polymeric Nanocarriers

被引:15
作者
Abd-algaleel, Shaymaa A. [1 ]
Abdel-Bar, Hend M. [2 ]
Metwally, Abdelkader A. [3 ,4 ]
Hathout, Rania M. [3 ]
机构
[1] Egyptian Drug Author, Dept Pharmaceut, Cairo 12618, Egypt
[2] Univ Sadat City, Fac Pharm, Dept Pharmaceut, Sadat 32897, Egypt
[3] Ain Shams Univ, Fac Pharm, Dept Pharmaceut & Ind Pharm, Cairo 11566, Egypt
[4] Kuwait Univ, Hlth Sci Ctr, Dept Pharmaceut, Fac Pharm, Safat 13110, Kuwait
关键词
lipid; polymer; simulations; docking; machine learning; in-silico; MOLECULAR-DYNAMICS; IN-SILICO; SOLUBILITY PARAMETERS; DOCKING; NANOPARTICLES; DELIVERY; CHITIN; CHEMOINFORMATICS; SIMULATION; CHEMISTRY;
D O I
10.3390/ph14070645
中图分类号
R914 [药物化学];
学科分类号
100701 ;
摘要
This review describes different trials to model and predict drug payload in lipid and polymeric nanocarriers. It traces the evolution of the field from the earliest attempts when numerous solubility and Flory-Huggins models were applied, to the emergence of molecular dynamic simulations and docking studies, until the exciting practically successful era of artificial intelligence and machine learning. Going through matching and poorly matching studies with the wet lab-dry lab results, many key aspects were reviewed and addressed in the form of sequential examples that highlighted both cases.
引用
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页数:29
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