Torres Mauro, Hawke Ellie, Hoare Robyn, Scholey Rachel, Pybus Leon P, Young Alison, Hayes Andrew, Dickson Alan J
Manchester Institute of Biotechnology, Faculty of Science and Engineering, University of Manchester, Manchester, UK; Department of Chemical Engineering, University of Manchester, Manchester, UK.
Manchester Institute of Biotechnology, Faculty of Science and Engineering, University of Manchester, Manchester, UK; Department of Chemical Engineering, University of Manchester, Manchester, UK.
Metab Eng. 2025 Mar;88:25-39. doi: 10.1016/j.ymben.2024.12.001. Epub 2024 Dec 4.
Lactate metabolism plays a critical role in mammalian cell bioprocessing, influencing cellular performance and productivity. The transition from lactate production to consumption, known as lactate metabolic shift, is highly beneficial and has been shown to extend culture lifespan and enhance productivity, yet its molecular drivers remain poorly understood. Here, we have explored the mechanisms that underpin this metabolic shift through two case studies, illustrating environmental- and genetic-driven factors. We characterised these study cases at process, metabolic and transcriptomic levels. Our findings indicate that glutamine depletion coincided with the timing of the lactate metabolic shift, significantly affecting cell growth, productivity and overall metabolism. Transcriptome analysis revealed dynamic regulation the ATF4 pathway, involved in the amino acid (starvation) response, where glutamine depletion activates ATF4 gene and its targets. Manipulating ATF4 expression through overexpression and knockdown experiments showed significant changes in metabolism of glutamine and lactate, impacting cellular performance. Overexpression of ATF4 increased cell growth and glutamine consumption, promoting a lactate metabolic shift. In contrast, ATF4 downregulation decreased cell proliferation and glutamine uptake, leading to production of lactate without any signs of lactate shift. These findings underscore a critical role for ATF4 in regulation of glutamine and lactate metabolism, related to phasic patterns of growth during CHO cell culture. This study offers unique insight into metabolic reprogramming during the lactate metabolic shift and the molecular drivers that determine cell status during culture.
乳酸代谢在哺乳动物细胞生物加工过程中起着关键作用,影响细胞性能和生产力。从乳酸生成到消耗的转变,即乳酸代谢转变,是非常有益的,并且已被证明可以延长培养寿命并提高生产力,但其分子驱动因素仍知之甚少。在这里,我们通过两个案例研究探索了支撑这种代谢转变的机制,阐明了环境和基因驱动因素。我们在过程、代谢和转录组水平上对这些研究案例进行了表征。我们的研究结果表明,谷氨酰胺消耗与乳酸代谢转变的时间相吻合,显著影响细胞生长、生产力和整体代谢。转录组分析揭示了参与氨基酸(饥饿)反应的ATF4途径的动态调控,其中谷氨酰胺消耗激活ATF4基因及其靶标。通过过表达和敲低实验操纵ATF4表达,显示谷氨酰胺和乳酸代谢发生显著变化,影响细胞性能。ATF4的过表达增加了细胞生长和谷氨酰胺消耗,促进了乳酸代谢转变。相反,ATF4的下调降低了细胞增殖和谷氨酰胺摄取,导致乳酸生成而没有任何乳酸转变的迹象。这些发现强调了ATF4在调节谷氨酰胺和乳酸代谢中的关键作用,这与CHO细胞培养过程中的阶段性生长模式有关。这项研究为乳酸代谢转变期间的代谢重编程以及决定培养过程中细胞状态的分子驱动因素提供了独特的见解。