Rational In Silico Design of Molecularly Imprinted Polymers: Current Challenges and Future Potential

被引:16
|
作者
Rajpal, Soumya [1 ,2 ]
Mishra, Prashant [1 ]
Mizaikoff, Boris [2 ,3 ]
机构
[1] Indian Inst Technol Delhi, Dept Biochem Engn & Biotechnol, New Delhi 110016, India
[2] Ulm Univ, Inst Analyt & Bioanalyt Chem, Albert Einstein Allee 11, D-89081 Ulm, Germany
[3] Hahn Schickard, Sedanstr 14, D-89077 Ulm, Germany
关键词
molecularly imprinted polymers; MIP; computational design; molecular dynamics; quantum mechanics; polymer simulations; machine learning; ML; artificial intelligence; AI; monomer screening; material design; rational design; data analysis; EXPLICIT SOLVENT MODELS; SOLID-PHASE EXTRACTION; COMPUTATIONAL DESIGN; SELECTIVE RECOGNITION; SYNTHETIC RECEPTORS; FUNCTIONAL MONOMER; GENERALIZED BORN; FREE-ENERGY; DYNAMICS; BINDING;
D O I
10.3390/ijms24076785
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
The rational design of molecularly imprinted polymers has evolved along with state-of-the-art experimental imprinting strategies taking advantage of sophisticated computational tools. In silico methods enable the screening and simulation of innovative polymerization components and conditions superseding conventional formulations. The combined use of quantum mechanics, molecular mechanics, and molecular dynamics strategies allows for macromolecular modelling to study the systematic translation from the pre- to the post-polymerization stage. However, predictive design and high-performance computing to advance MIP development are neither fully explored nor practiced comprehensively on a routine basis to date. In this review, we focus on different steps along the molecular imprinting process and discuss appropriate computational methods that may assist in optimizing the associated experimental strategies. We discuss the potential, challenges, and limitations of computational approaches including ML/AI and present perspectives that may guide next-generation rational MIP design for accelerating the discovery of innovative molecularly templated materials.
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页数:23
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