High-Throughput Assessment and Modeling of a Polymer Library Regulating Human Dental Pulp-Derived Stem Cell Behavior

被引:17
|
作者
Ghaemi, Soraya Rasi [1 ]
Delalat, Bahman [1 ,2 ,3 ]
Gronthos, Stan [5 ]
Alexander, Morgan R. [6 ]
Winkler, David A. [2 ,4 ,5 ,7 ]
Hook, Andrew L. [6 ]
Voelcker, Nicolas H. [1 ,2 ,3 ,8 ]
机构
[1] Univ South Australia, Future Ind Inst, ARC Ctr Excellence Convergent Bionano Sci & Techn, Mawson Lakes, SA 5095, Australia
[2] CSIRO, Mfg, Clayton, Vic 3168, Australia
[3] Monash Univ, Monash Inst Pharmaceut Sci, Drug Delivery Disposit & Dynam, Parkville, Vic 3052, Australia
[4] Monash Univ, Monash Inst Pharmaceut Sci, Med Chem, Parkville, Vic 3052, Australia
[5] Univ Adelaide, Fac Hlth & Med Sci, Adelaide Med Sch, Adelaide, SA 5005, Australia
[6] Univ Nottingham, Adv Mat & Healthcare Technol, Nottingham NG7 2RD, England
[7] La Trobe Univ, La Trobe Inst Mol Sci, Biochem & Genet, Bundoora, Vic 3086, Australia
[8] Melbourne Ctr Nanofabricat, Victorian Node Australian Natl Fabricat Facil, Clayton, Vic 3168, Australia
关键词
high-throughput screening; microarray; biomaterials; regenerative medicine; quantitative structure-property relationships modelling; MULTIVARIATE-ANALYSIS; DESCRIPTOR SELECTION; BIOMATERIALS; PREDICTION; REGRESSION; DISCOVERY; GROWTH;
D O I
10.1021/acsami.8b12473
中图分类号
TB3 [工程材料学];
学科分类号
0805 ; 080502 ;
摘要
The identification of biomaterials that modulate cell responses is a crucial task for tissue engineering and cell therapy. The identification of novel materials is complicated by the immense number of synthesizable polymers and the time required for testing each material experimentally. In the current study, polymeric biomaterial-cell interactions were assessed rapidly using a microarray format. The attachment, proliferation, and differentiation of human dental pulp stem cells (hDPSCs) were investigated on 141 homopolymers and 400 diverse copolymers. The copolymer of isooctyl acrylate and 2-(methacryloyloxy)ethyl acetoacetate achieved the highest attachment and proliferation of hDPSC, whereas high cell attachment and differentiation of hDPSC were observed on the copolymer of isooctyl acrylate and trimethylolpropane ethoxylate triacrylate. Computational models were generated, relating polymer properties to cellular responses. These models could accurately predict cell behavior for up to 95% of materials within a test set. The models identified several functional groups as being important for supporting specific cell responses. In particular, oxygen-containing chemical moieties, including fragments from the acrylate/acrylamide backbone of the polymers, promoted cell attachment. Small hydrocarbon fragments originating from polymer pendant groups promoted cell proliferation and differentiation. These computational models constitute a key tool to direct the discovery of novel materials within the enormous chemical space available to researchers.
引用
收藏
页码:38739 / 38748
页数:10
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