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遗传算法作为海绵细胞培养基开发的优化工具。

Genetic algorithm as an optimization tool for the development of sponge cell culture media.

作者信息

Munroe Stephanie, Sandoval Kenneth, Martens Dirk E, Sipkema Detmer, Pomponi Shirley A

机构信息

Bioprocess Engineering, Wageningen University & Research, Wageningen, Netherlands.

Harbor Branch Oceanographic Institute, Florida Atlantic University, Boca Raton, FL, USA.

出版信息

In Vitro Cell Dev Biol Anim. 2019 Mar;55(3):149-158. doi: 10.1007/s11626-018-00317-0. Epub 2019 Feb 11.

Abstract

Sponges are rich sources of novel natural products. Production in cell cultures may be an option for supply of these compounds but there are currently no sponge cell lines. Because there is a lack of understanding about the precise conditions and nutritional requirements that are necessary to sustain sponge cells in vitro, there has yet to be a defined, sponge-specific nutrient medium. This study utilized a genetic algorithm approach to optimize the amino acid composition of a commercially available basal cell culture medium in order to increase the metabolic activity of cells of the marine sponge Dysidea etheria. Four generations of the algorithm were carried out in vitro in wet lab conditions and an optimal medium combination was selected for further evaluation. When compared to the basal medium control, there was a twofold increase in metabolic activity. The genetic algorithm approach can be used to optimize other components of culture media to efficiently optimize chosen parameters without the need for detailed knowledge on all possible interactions.

摘要

海绵是新型天然产物的丰富来源。在细胞培养中生产这些化合物可能是一种供应选择,但目前还没有海绵细胞系。由于对在体外维持海绵细胞所需的精确条件和营养需求缺乏了解,目前还没有一种明确的、针对海绵的营养培养基。本研究采用遗传算法方法来优化市售基础细胞培养基的氨基酸组成,以提高海洋海绵埃氏软海绵(Dysidea etheria)细胞的代谢活性。该算法在湿实验室条件下进行了四代体外实验,并选择了最佳培养基组合进行进一步评估。与基础培养基对照相比,代谢活性提高了两倍。遗传算法方法可用于优化培养基的其他成分,以有效优化选定参数,而无需详细了解所有可能的相互作用。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/2450/6407725/d450accf8f8e/11626_2018_317_Fig1_HTML.jpg

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