Abstract:Chinese hamster ovary (CHO) cells are the primary platform for commercial expression of recombinant therapeutic proteins. Obtaining maximum production from the expression platform requires optimal cell culture medium (and associated nutrient feeds). We have used metabolite profiling to define the balance of intracellular and extracellular metabolites during the production process of a CHO cell line expressing a recombinant IgG4 antibody. Using this metabolite profiling approach, it was possible to identify nut… Show more
“…LC was performed by a hydrophilic interaction chromatography (HILIC) on a zwitterionic column with polymer matrix (ZIC pHILIC, 5 µm polymeric, PEEK 150 × 2.1 mm, SeQuant). Matrix effects and potential metabolite degradation were compensated by adding internal standards represented by commercially available uniformly 13 C-labeled algae extracts (Sigma Aldrich, 487945-1G) to the thawed samples before further preparation for LC-MS measurements. The internal standard contained the 13 C species of all analyzed metabolites.…”
Section: Analytics Of Cell Extractsmentioning
confidence: 99%
“…Matrix effects and potential metabolite degradation were compensated by adding internal standards represented by commercially available uniformly 13 C-labeled algae extracts (Sigma Aldrich, 487945-1G) to the thawed samples before further preparation for LC-MS measurements. The internal standard contained the 13 C species of all analyzed metabolites. The quantification was done by performing an external calibration based on the 12 C/ 13 C-ratios for each metabolite.…”
Section: Analytics Of Cell Extractsmentioning
confidence: 99%
“…Whole cells are quenched in ice-cold methanol [13], spun down in ice-cold phosphate buffer or saline solution [14], simultaneously filtered and quenched [15] or exposed to heat [16]. In addition to the well-known problems of leakage [17,18], temperature induced degradation of metabolites or interactions with filter materials [19], these protocols only yield averaged, cellular metabolite levels.…”
Mammalian cells show a compartmented metabolism. Getting access to subcellular metabolite pools is of high interest to understand the cells' metabolomic state. Therefore a protocol is developed and applied for monitoring compartment-specific metabolite and nucleotide pool sizes in Chinese hamster ovary (CHO) cells. The approach consists of a subtracting filtering method separating cytosolic components from physically intact mitochondrial compartments. The internal standards glucose-6-phosphate and cis-aconitate were chosen to quantify cytosolic secession and mitochondrial membrane integrity. Extracts of related fractions were studied by liquid chromatography-isotope dilution mass spectrometry for the absolute quantification of a subset of glycolytic and tricarboxylic acid cycle intermediates together with the adenylate nucleotides ATP, ADP and AMP. The application of the protocol revealed highly dynamic changes in the related pool sizes as a function of distinct cultivation periods of IgG1 producing CHO cells. Mitochondrial and cytosolic pool dynamics were in agreement with anticipated metabolite pools of independent studies. The analysis of adenosine phosphate levels unraveled significantly higher ATP levels in the cytosol leading to the hypothesis that mitochondria predominantly serve for fueling ATP into the cytosol where it is tightly controlled at physiological adenylate energy charges about 0.9.
“…LC was performed by a hydrophilic interaction chromatography (HILIC) on a zwitterionic column with polymer matrix (ZIC pHILIC, 5 µm polymeric, PEEK 150 × 2.1 mm, SeQuant). Matrix effects and potential metabolite degradation were compensated by adding internal standards represented by commercially available uniformly 13 C-labeled algae extracts (Sigma Aldrich, 487945-1G) to the thawed samples before further preparation for LC-MS measurements. The internal standard contained the 13 C species of all analyzed metabolites.…”
Section: Analytics Of Cell Extractsmentioning
confidence: 99%
“…Matrix effects and potential metabolite degradation were compensated by adding internal standards represented by commercially available uniformly 13 C-labeled algae extracts (Sigma Aldrich, 487945-1G) to the thawed samples before further preparation for LC-MS measurements. The internal standard contained the 13 C species of all analyzed metabolites. The quantification was done by performing an external calibration based on the 12 C/ 13 C-ratios for each metabolite.…”
Section: Analytics Of Cell Extractsmentioning
confidence: 99%
“…Whole cells are quenched in ice-cold methanol [13], spun down in ice-cold phosphate buffer or saline solution [14], simultaneously filtered and quenched [15] or exposed to heat [16]. In addition to the well-known problems of leakage [17,18], temperature induced degradation of metabolites or interactions with filter materials [19], these protocols only yield averaged, cellular metabolite levels.…”
Mammalian cells show a compartmented metabolism. Getting access to subcellular metabolite pools is of high interest to understand the cells' metabolomic state. Therefore a protocol is developed and applied for monitoring compartment-specific metabolite and nucleotide pool sizes in Chinese hamster ovary (CHO) cells. The approach consists of a subtracting filtering method separating cytosolic components from physically intact mitochondrial compartments. The internal standards glucose-6-phosphate and cis-aconitate were chosen to quantify cytosolic secession and mitochondrial membrane integrity. Extracts of related fractions were studied by liquid chromatography-isotope dilution mass spectrometry for the absolute quantification of a subset of glycolytic and tricarboxylic acid cycle intermediates together with the adenylate nucleotides ATP, ADP and AMP. The application of the protocol revealed highly dynamic changes in the related pool sizes as a function of distinct cultivation periods of IgG1 producing CHO cells. Mitochondrial and cytosolic pool dynamics were in agreement with anticipated metabolite pools of independent studies. The analysis of adenosine phosphate levels unraveled significantly higher ATP levels in the cytosol leading to the hypothesis that mitochondria predominantly serve for fueling ATP into the cytosol where it is tightly controlled at physiological adenylate energy charges about 0.9.
“…The dead cell population (X D , Equation 12) is calculated by accounting for the specific death rate (k d ) of the viable cells and the lysis specific rate (k lys ) of the dead cells. The specific death rate (Equation 13) is linked to the extracellular substrate concentrations, particularly glutamate as this is an essential amino acid for the GS system [50]. The glutamate affinity death parameter (k dGlu ) and the exponential factor (q), define the sensitivity of the cell death to glutamate depletion.…”
Section: Cyclins Growth Functionsmentioning
confidence: 99%
“…Recently, metabolic flux analysis (MFA) has become a key tool for the study of mammalian cell cultures aiming at improving productivity and product quality. These studies [11][12][13][14] provide valuable insight on cell behaviour and assist in understanding cell metabolism. However, they neglect the intrinsic heterogeneity (e.g.…”
Mammalian cell cultures are intrinsically heterogeneous at different scales (molecular to bioreactor). The cell cycle is at the centre of capturing heterogeneity since it plays a critical role in the growth, death, and productivity of mammalian cell cultures. Current cell cycle models use biological variables (mass/volume/age) that are non-mechanistic, and difficult to experimentally determine, to describe cell cycle transition and capture culture heterogeneity. To address this problem, cyclins-key molecules that regulate cell cycle transitionhave been utilized. Herein, a novel integrated experimental-modelling platform is presented whereby experimental quantification of key cell cycle metrics (cell cycle timings, cell cycle fractions, and cyclin expression determined by flow cytometry) is used to develop a cyclin and DNA distributed model for the industrially relevant cell line, GS-NS0. Cyclins/DNA synthesis rates were linked to stimulatory/inhibitory factors in the culture medium, which ultimately affect cell growth. Cell antibody productivity was characterized using cell cyclespecific production rates. The solution method delivered fast computational time that renders the model's use suitable for model-based applications. Model structure was studied by global sensitivity analysis (GSA), which identified parameters with a significant effect on the model output, followed by re-estimation of its significant parameters from a control set of batch experiments. A good model fit to the experimental data, both at the cell cycle and viable cell density levels, was observed. The cell population heterogeneity of disturbed (after cell arrest) and undisturbed cell growth was captured proving the versatility of the modelling approach. Cell cycle models able to capture population heterogeneity facilitate in depth understanding of these complex systems and enable systematic formulation of culture strategies to improve growth and productivity. It is envisaged that this modelling approach will pave the model-based development of industrial cell lines and clinical studies.PLOS Computational Biology |
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