2020
DOI: 10.1021/acs.langmuir.0c00165
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Computational Investigation of Antifouling Property of Polyacrylamide Brushes

Abstract: Antifouling materials and coatings have broad fundamental and practical applications. Strong hydration at polymer surfaces has been proven to be responsible for their antifouling property, but molecular details of interfacial water behaviors and their functional roles in protein resistance remain elusive. Here, we computationally studied the packing structure, surface hydration, and protein resistance of four poly­(N-hydroxyalkyl acrylamide) (PAMs) brushes with different carbon spacer lengths (CSLs) using a co… Show more

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Cited by 26 publications
(25 citation statements)
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References 58 publications
(71 reference statements)
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“…The longer the relaxation time is, the stronger the binding ability of antifouling membrane to water molecules is and representing the better antifouling effect. Its value can be obtained by fitting autocorrelation function [ 28 , 29 , 30 ]: where represents a binary operator, if the target molecule j remains in the initial range at time t , then , if not, then . is the total number of target molecules in the initial range defined by us, < > represents ensemble average.…”
Section: Resultsmentioning
confidence: 99%
“…The longer the relaxation time is, the stronger the binding ability of antifouling membrane to water molecules is and representing the better antifouling effect. Its value can be obtained by fitting autocorrelation function [ 28 , 29 , 30 ]: where represents a binary operator, if the target molecule j remains in the initial range at time t , then , if not, then . is the total number of target molecules in the initial range defined by us, < > represents ensemble average.…”
Section: Resultsmentioning
confidence: 99%
“…These prior studies have shown that surface density of grafted polymers resists adherence and that steric repulsion is leads to antifouling properties by blocking preventing protein adsorption sites [57][58][59] . Numerous other computational and molecular dynamics studies have shown that entropic contributions play a role in preventing biofouling 60,61 , wherein reduction in ligand mobility would lead to an entropic penalty against protein adsorption 62 Curiously, the composition of the top performing hydrogel formulations that yielded the lowest degree of platelet adhesion did not exhibit any intuitive trends, and so we utilized machinelearning analysis to identify mechanistic factors underpinning anti-biofouling activity. We first classified the copolymer hydrogels as "low platelet count" or "high platelet count" with a random forest model, which offers robustness to overfitting and the capability to evaluate relevance of data features via mean decrease of accuracy (MDA) (see Methods for technical details).…”
Section: Identifying Key Features Of Monomers For Anti-biofouling Promentioning
confidence: 99%
“…Numerous other computational and molecular dynamics studies have shown that entropic contributions play a role in preventing biofouling 63,64 , wherein reduction in ligand mobility would lead to an entropic penalty against protein adsorption 65 . Penna et al have identified the importance of ligand mobility and interfacial dynamics, highlighting a balance of hydration properties and a dynamic ligand layer that greatly affects entropic barriers associated with antifouling efficacy 66 .…”
Section: Identifying Key Features Of Monomers For Anti-biofouling Propertiesmentioning
confidence: 99%
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“…As shown in Figure 1 , biofouling usually begins with a surface film formed by organic molecules, to which different foulants attach, resulting in mixed communities that may undergo long-term changes over long periods of time ( Rosenhahn et al, 2010 ). The presence of biofouling has significant impacts in various fields, including ships’ hulls, water pipes, biosensors, filters, and in the biomedical field where it contaminates applications such as surgical products, sutures, and dressings ( Liu et al, 2020a ).…”
Section: Introductionmentioning
confidence: 99%