生物污染
自愈水凝胶
材料科学
生物传感器
纳米技术
聚丙烯酰胺
高分子科学
高分子化学
生物
膜
生物化学
作者
Doreen Chan,Jun‐Chau Chien,Eneko Axpe,Louis Blankemeier,Samuel W. Baker,Sarath Swaminathan,Victoria A. Piunova,Dmitry Yu. Zubarev,Caitlin L. Maikawa,Abigail K. Grosskopf,Joseph L. Mann,H. Tom Soh,Eric A. Appel
标识
DOI:10.1002/adma.202109764
摘要
Biofouling on the surface of implanted medical devices and biosensors 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, a combinatorial library of polyacrylamide-based copolymer hydrogels is created, and their ability is screened to prevent fouling from serum and platelet-rich plasma in a high-throughput parallel assay. It is found that certain nonintuitive copolymer compositions exhibit superior anti-biofouling properties over current gold-standard materials, and machine learning is used to identify key molecular features underpinning their performance. For validation, the surfaces of electrochemical biosensors are coated with hydrogels and their anti-biofouling performance in vitro and in vivo in rodent models is evaluated. The copolymer hydrogels preserve device function and enable continuous measurements of a small-molecule drug in vivo better than gold-standard coatings. The novel methodology described enables the discovery of anti-biofouling materials that can extend the lifetime of real-time in vivo sensing devices.
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