生物污染
自愈水凝胶
乙二醇
共聚物
纳米技术
材料科学
聚丙烯酰胺
聚合物
生物传感器
结垢
体内
化学
化学工程
生物分子
生物医学工程
高分子化学
膜
有机化学
复合材料
生物化学
生物
医学
生物技术
作者
Doreen Chan,Jun-Chau Chien,Eneko Axpe,Louis Blankemeier,Samuel White Baker,Sarath Swaminathan,Victoria A. Piunova,Dmitry Yu. Zubarev,Caitlin L. Maikawa,Abigail K. Grosskopf,Jay D. Mann,H. Tom Soh,Eric A. Appel
标识
DOI:10.1101/2020.05.25.115675
摘要
ABSTRACT Biofouling on the surface of implanted medical devices severely hinders device functionality and drastically shortens device lifetime. Poly(ethylene glycol) and zwitterionic polymers are currently considered “gold standard” device coatings to reduce biofouling. To discover novel anti-biofouling materials, we created a combinatorial library of polyacrylamide-based copolymer hydrogels and screened their ability to prevent fouling from serum and platelet-rich plasma in a high-throughput parallel assay. We found certain non-intuitive copolymer compositions exhibit superior antibiofouling properties over current gold standard materials, and employed machine learning to identify key molecular features underpinning their performance. For validation, we coated the surfaces of electrochemical biosensors with our hydrogels and evaluated their anti-biofouling performance in vitro and in vivo in rodent models. Our copolymer hydrogels preserved device function and enabled continuous measurements of a small-molecule drug in vivo better than gold standard coatings. The novel methodology we describe enables the discovery of anti-biofouling materials that can extend the lifetime of real-time in vivo sensing devices.
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