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生物材料最佳表面形貌的进化设计

Evolutionary design of optimal surface topographies for biomaterials.

作者信息

Vasilevich Aliaksei, Carlier Aurélie, Winkler David A, Singh Shantanu, de Boer Jan

机构信息

Institute for Complex Molecular Systems and Department of Biomedical Engineering, Eindhoven University of Technology, Eindhoven, The Netherlands.

MERLN Institute for Technology-Inspired Regenerative Medicine, Department of Cell Biology-Inspired Tissue Engineering, Maastricht University, Maastricht, The Netherlands.

出版信息

Sci Rep. 2020 Dec 17;10(1):22160. doi: 10.1038/s41598-020-78777-2.

Abstract

Natural evolution tackles optimization by producing many genetic variants and exposing these variants to selective pressure, resulting in the survival of the fittest. We use high throughput screening of large libraries of materials with differing surface topographies to probe the interactions of implantable device coatings with cells and tissues. However, the vast size of possible parameter design space precludes a brute force approach to screening all topographical possibilities. Here, we took inspiration from Nature to optimize materials surface topographies using evolutionary algorithms. We show that successive cycles of material design, production, fitness assessment, selection, and mutation results in optimization of biomaterials designs. Starting from a small selection of topographically designed surfaces that upregulate expression of an osteogenic marker, we used genetic crossover and random mutagenesis to generate new generations of topographies.

摘要

自然进化通过产生许多基因变体并将这些变体置于选择压力之下,来解决优化问题,从而实现适者生存。我们利用高通量筛选具有不同表面形貌的大量材料库,来探究可植入设备涂层与细胞和组织之间的相互作用。然而,可能的参数设计空间规模巨大,排除了对所有形貌可能性进行蛮力筛选的方法。在这里,我们从自然中获得灵感,使用进化算法来优化材料表面形貌。我们表明,材料设计、生产、适应性评估、选择和突变的连续循环会导致生物材料设计的优化。从一小部分上调成骨标志物表达的形貌设计表面开始,我们使用基因交叉和随机诱变来生成新一代的形貌。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/cfc2/7746696/1bef736b8dfb/41598_2020_78777_Fig1_HTML.jpg

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