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Identification of the pivotal role of glutamate in enhancing insect cell growth using factor analysis

机译:使用因子分析鉴定谷氨酸在增强昆虫细胞生长中的关键作用

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Although the insect cell/baculovirus system is an important expression platform for recombinant protein production, our understanding of insect cell metabolism with respect to enhancing cell growth capability and productivity is still limited. Moreover, different host insect cell lines may have different growth characteristics associated with diverse product yields, which further hampers the elucidation of insect cell metabolism. To address this issue, the growth behaviors and utilization profiles of common metabolites among five cultured insect cell lines (derived from two insect hosts, Spodoptera frugiperda and Spodoptera exigua) were investigated in an attempt to establish a metabolic framework that can interpret the different cell growth behaviors. To analyze the complicated metabolic dataset, factor analysis was introduced to differentiate the crucial metabolic variations among these cells. Factor analysis was used to decompose the metabolic data to obtain the underlying factors with biological meaning that identify glutamate (a metabolic intermediate involved in glutaminolysis) as a key metabolite for insect cell growth. Notably, glutamate was consumed in significant amounts by fast-growing insect cell lines, but it was produced by slow-growing lines. A comparative experiment using cells grown in culture media with and without glutamine (the starting metabolite in glutaminolysis) was conducted to further confirm the pivotal role of glutamate. The factor analysis strategy allowed us to elucidate the underlying structure and inter-correlation between insect cell growth and metabolite utilization to provide some insights into insect cell growth and metabolism, and this strategy can be further extended to large-scale metabolomic analysis.Electronic supplementary materialThe online version of this article (doi:10.1007/s10616-013-9637-4) contains supplementary material, which is available to authorized users.
机译:尽管昆虫细胞/杆状病毒系统是重组蛋白生产的重要表达平台,但是我们对昆虫细胞代谢在增强细胞生长能力和生产力方面的理解仍然有限。此外,不同的宿主昆虫细胞系可能具有与多种产品产量相关的不同生长特征,这进一步阻碍了昆虫细胞代谢的阐明。为了解决这个问题,研究了五个培养的昆虫细胞系(来源于两个昆虫寄主,Spodoptera frugiperda和Spodoptera exigua)中常见代谢产物的生长行为和利用概况,以试图建立可以解释不同细胞生长的代谢框架。行为。为了分析复杂的代谢数据集,引入了因子分析以区分这些细胞之间的关键代谢变异。因子分析被用来分解代谢数据以获得具有生物学意义的潜在因子,这些潜在因子将谷氨酸(参与谷氨酰胺分解的代谢中间产物)确定为昆虫细胞生长的关键代谢产物。值得注意的是,谷氨酸被快速生长的昆虫细胞系大量消耗,但它是由缓慢生长的细胞系产生的。进行了比较实验,该实验使用在有和没有谷氨酰胺(谷氨酰胺分解中的起始代谢产物)的培养基中生长的细胞,以进一步证实谷氨酸的关键作用。因子分析策略使我们能够阐明昆虫细胞生长与代谢物利用之间的潜在结构和相互关系,从而为昆虫细胞的生长和代谢提供一些见识,并且该策略可以进一步扩展到大规模代谢组学分析。本文的在线版本(doi:10.1007 / s10616-013-9637-4)包含补充材料,可供授权用户使用。

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