Multivariate analysis of the process data revealed that, in late stages, runs consuming lactate had lower glucose uptake rates than those with no consumption. Using a kinetic model for the central metabolic network, we identified low glucose flux and high lactate concentration as key factors for such a metabolic shift. Simulations showed that the low glycolytic activity can be an outcome of low culture-glucose availability or inhibition of rate controlling glycolytic enzymes. Experimentally, by controlling the culture-nutrient levels in late stages of the culture, we observed reproducible shift to lactate consumption state in fedbatch-cultures of both mouse myeloma and Chinese hamster ovary cell-lines. Further, in the late stages of culture, inhibition of signaling pathways regulating glycolysis, such as AKT-mTOR, also led to lactate consumption. As the metabolic state of a culture is also often related to product quality, this strategy of robust control of metabolic shift shall enhance process robustness and improve productivity and product quality.
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