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Uridine modulates monoclonal antibody charge heterogeneity in Chinese hamster ovary cell fed-batch cultures
Bioresources and Bioprocessing volume 5, Article number: 42 (2018)
Charge heterogeneity is one of the most critical quality attributes of antibodies, which has strong influence on drug’s biological activity and safety. Finding out the key components that affecting charge variants is of great significance for establishing a competitive culture process. In this study, we first illustrated uridine’s great impacts on antibody charge heterogeneity in CHO cell fed-batch cultures.
Uridine was beneficial to cell growth and the maintenance of cell viability, which made IVCC increased by 50% and the final titer improved by 64%. However, uridine had great influences on mAb’s charge variants. In uridine added cultures, the acidic variant levels were about 9% lower than those in control cultures, while the basic variant levels were about 6% higher than those in control cultures. Further investigation found that the decrease of aggregates and glycated forms were responsible for the reduction of acidic variants. What’s more, uridine decreased the lysine variant levels.
Uridine’s addition to fed-batch promoted cell growth and the final titer, in the meanwhile, uridine decreased the acidic variants dramatically. Therefore, feeding uridine is an efficient way to control the generation of acidic charge variants in up-stream process. These findings provide new ideas and guidance for the control and optimization of antibody charge heterogeneity in culture process developments.
Monoclonal antibodies (mAbs) produced by Chinese hamster ovary (CHO) cells have been growing rapidly during the past two decades. The majority of the biopharmaceutical industry is currently using fed-batch cultures as a platform technology and CHO cells as host cells for mAb’s production. CHO cells have excellent ability to support mAb’s expressing, secreting, and post-translational modifications (PTMs) (Jayapal et al. 2007). Charge heterogeneity is an important kind of microheterogeneity caused by post-translational modifications and chemical degradations, which has significant influence on mAb’s stability, pharmacokinetics, potency, and biological activities. Sialic acid in glycosylations (Khawli et al. 2010), deamidation (Haberger et al. 2014), reduction of disulfide bond (Dillon et al. 2008) and glycation (Wei et al. 2017) are main sources of acidic variants, while incomplete clipping of lysine residues (Luo et al. 2012), proline amidation (Kaschak et al. 2011), Met/Trp oxidation (Liu et al. 2008) and cyclization of N-terminal Gln (Brorson and Jia 2014) may cause basic variants. Therefore, mAb’s charge heterogeneity is exhibited under one or several post-translational modifications. During cell culture process, changes such as scale, medium components, and process parameters may cause inconsistencies on charge heterogeneity.
Medium nutrient components, such as amino acids, vitamins, and metals ions, are very important for mAb’s charge heterogeneity. Sodium butyrate showed increased basic charge variants of mAbs (Hong et al. 2014); basic amino acids Arg and Lys can increase levels of lysine variant due to product inhibition effect of Arg and Lys on basic carboxypeptidases (Zhang et al. 2015). Metal ions in medium have significant effects on Mab’s charge heterogeneity. Lysine variants increased with the increasing of copper concentration and the decreasing of zinc concentration (Luo et al. 2012), and other investigation showed the higher copper concentration, the higher proline amidation levels were detected. It was found that the supplementation of bioflavonoid chemical family into culture media can reduce the acidic charge variants (Hossler et al. 2015).
Uridine is a kind of exogenous nucleoside added to medium, which is related with nucleotides de novo synthesis pathway. However, few reports have described the application of exogenous nucleoside addition for protein production processes especially for protein’s quality. Chen et al. illustrated that hypoxanthine and thymidine can promote initial cell growth and volumetric production of mAb without effects on long-term stability of antibody-producing CHO cells (Chen et al. 2011). Deoxyuridine were observed to increase the mAb concentration to 5.5 g/L compared with 3.3 g/L of no addition of deoxyuridine, and there were no significant differences in the specific production rate (Takagi et al. 2017). In terms of mAb’s quality, it was clarified that feeding of uridine, galactose and manganese chloride can increase the galactosylation level (Gramer et al. 2011).
Our research first illustrated uridine’s great effects on mAb’s charge heterogeneity in fed-batch culture of a Chinese hamster ovary cell line. We further investigated uridine’s effects on PTMs including glycosylation, aggregation, glycation and lysine variant.
Cell line and cell culture
A CHO cell line which produce a chimeric anti-CD20 monoclonal antibody was used in this study (Sun et al. 2013). The basal medium was a mix of two chemically defined medium purchased from Sigma-Aldrich. The feed medium 1 (FM 1) was an in-house developed animal component-free medium without uridine, while feed medium 2 (FM 2) was added 40 mM uridine based on FM 1. Seed cells were generated in 500-mL shake flasks (Corning, NY, USA) in an incubator (Thermo Fisher, OH, USA) at 5% carbon dioxide and 37 °C. Seed cells were inoculated at 1.5 × 106 cells/mL into 50-mL tubular spin using fresh basal medium in a humidified tube spin incubator supplied with 5% CO2 at 37 °C. The feed medium was added daily at 1.2% (v/v) from day 1, respectively. Sampling was performed to determine viable cell density and the supernatant was kept at − 80 °C for further analysis.
Routine analytical methods
Sampling was performed to determine viable cell density and the dead cells were distinguished using Trypan Blue dye exclusion method. The mAb concentration in supernatant was determined by Protein A HPLC assay. The specific mAb production rate (qmAb) was calculated from a plot of the cumulative mAb concentration against the integral of viable cell concentration with time (IVCC) (Yoon et al. 2003).
Protein A HPLC assay
The mAb concentration was measured using a POROS® A 20 μm (2.1 × 30 mm, Thermo) column coupled with Waters (Milford, MA) Alliance 1525 HPLC and monitored by a UV detector at 280 nm. Mobile phase A was phosphate buffered saline (PBS); while mobile phase B contained 150 mM sodium chloride, pH 2.0. The column was equilibrated by 100% A, and shifted to 100% B to elute the sample.
Purification of cell culture supernatants
The mAbs in harvest culture supernatants were purified using a 1-mL protein A affinity column (GE Healthcare). After loading the sample, the column was equilibrated by buffer A (20 mM Tris–HCl, 100 mM NaCl, pH 7.4) and washed by buffer B (20 mM Tris–HCl, 100 mM NaCl, pH 7.4); then the sample was eluted by citric acid and adjusted pH to neutral using 2 M Tris–HCl (pH 8.0). All the HPLC analysis below used mAb samples after purification.
Weak cation exchange chromatography (WCX) analysis
WCX was conducted to determine the charge variant contents of mAbs. About 50 μg purified mAb was injected into an Agilent 1260 HPLC system coupled with a ProPac® WCX-10 column, 4 mm × 250 mm (Dionex, CA, USA). Mobile phase A contained 20 mM 2-(N-morpholino)ethanesulfonic acid (MES), pH 6.5, and mobile phase B contained 150 mM sodium chloride, 20 mM MES, pH 6.5. The column temperature was set at 30 °C. A linear gradient elution from 30 to 75% B in 20 min was used at 0.9 mL/min to separate mAb charge variant with a UV detector at 280 nm. The charge variant contents were determined by calculating the percentage of total peak area.
N-Glycan profile analysis
The oligosaccharide isolation and labeling were performed as described previously (Gramer et al. 2011). In brief, N-glycans was released by N-glycosidase F (Prozyme, Hayward, CA) digest from purified sample, and the released glycans were labeled with the fluorophore 2-aminobenzamide (2AB; Prozyme). 2AB labeled glycans were bound on a TOSOH TSKgel Amide-80 (150 mm × 4.6 mm) column equilibrated in acetonitrile and eluted with a gradient of 50 mM ammonium formate, pH 4.4. It was detected on a Waters (Milford, MA) Alliance 1525 HPLC with a Multi λ fluorescence detector 2475 (excitation at 330 nm, emission at 420 nm). The amount of each structure is expressed as the percentage of total peak area. Overall galactosylation (Siemiatkoski et al. 2006) and fucosylation percentages of the complex structures were calculated as follows:
G0, G0F, G1, G1F, G2, G2F and Man5 are main glycan forms of mAb.
Size exclusion chromatography
The aggregation level of purified mAb was determined by size exclusion chromatography (SEC) using a TSK-Gel G3000SWX column, 7.8 mm × 300 mm (TOSOH, Yamaguchi, Japan) at room temperature on an Agilent 1260 HPLC system. Samples were eluted over 30 min with a 0.2 M sodium chloride and 20 mM potassium phosphate, pH 7.4 and monitored by a UV detector at 280 nm. The flow rate was 0.5 mL/min. The level of aggregation was expressed as the relative percentage of peak areas.
Boronate affinity chromatography
The glycated levels of charge variants were determined by boronate affinity chromatography (BAC) (Wei et al. 2017). The samples were analyzed on an Agilent 1260 HPLC system using a TSK-Gel boronate-5PW column, 7.5 mm × 75 mm (TOSOH, Yamaguchi, Japan). The affinity-based separation was performed at room temperature with the flow rate at 1.0 mL/min. The mobile phases A was 100 mM HEPES, 25 mM Tris, 200 mM NaCl, at pH 8.6; and mobile phases B was added 500 mM sorbitol based on mobile phase A. After sample injection, the non-glycated antibodies flowed through the column in mobile phase A, and then the glycated antibodies were eluted from the resin in mobile phase B. The UV detector was set at 280 nm with an 8-nm bandwidth. The glycation level was expressed as the relative percentage of peak areas.
Results and discussion
Effect of uridine on cell growth and mAb production
Fed-batch cultures in tubular spin were carried out for 14 days with 40 mM uridine added to feed medium, while the control cultures were performed without uridine added. Feed medium was fed into culture fluid daily at 1.2% (v/v) from day 1, respectively, while the total uridine feed concentration was 6 mM. The effect of uridine on cell growth and mAb production are summarized in Fig. 1 and Table 1. Figure 1a showed viable cell density (VCD) with culture time, and Fig. 1b represented the cell viability in two different culture processes. Uridine had significant beneficial effects on cell growth and maintaining. By feeding uridine at a total concentration of 6 mM, the process peak cell density can reach 15.9 × 106 cells/mL, representing a 31% increase compared with that of the control culture (12.1 × 106 cells/mL). Cells in control culture declined rapidly since day 10, causing the viability at day 14 dropped to 7% and IVCC was 98.98 × 109 cells day/L. When feeding uridine, cell maintenance was significantly improved. Cell viability remained high (> 80%) during 14 days, leading IVCC improved by 50%. Uridine’s positive effects on cell growth and maintenance led to a much higher final titer (3.69 g/L) compared with control culture (2.25 g/L). QmAb also had a slight increase but is not significant.
Effect of uridine on mAb charge heterogeneity
As shown in Fig. 2a, great differences in acidic and basic charge variants were observed during culture process. In both cultures, acidic variants increased gradually with time extended. There was no significant difference at day 6 and day 8, but the acidic variants grown rapidly from day 10 and reached 28.9% at day 14 in control cultures. In uridine added culture, the increasing trend was quite declined so that acidic variant level maintained at a much lower level, which was 20.0% at day 14. The results indicated that feeding uridine has inhibitory effect on the generation of acidic variants.
The trend of basic variants was not consistent in two culture process (Fig. 2b). In control cultures, basic variants gradually decreased from day 8 and dropped to 22.6% day 14. However, basic variants contents in uridine added cultures was 28.7% at day 14, which almost remained unchanged from day 8. The different trend made basic variants in uridine added cultures increased significantly (p < 0.01).
Main species is the major peak shown on CEX chromatogram, which is generally determined by the contents of acidic variants and basic variants of the mAb. As uridine’s inhibitory effect on acidic variants and promotion effect on basic variants, main species content had a slight increase (2.7%) by uridine feeding. Figure 2d showed the CEX chromatograph of mAbs produced by two fed-batch cultures on day 14.
Effects of uridine on mAb’s glycosylation, aggregation and glycation
Charge heterogeneity of mAb was caused by various PTMs and degradation happened in cell culture process. We have known that uridine made acidic variants decreased and basic variants increased. In this part, we did further investigations on mAb’s glycosylation, aggregation and glycation levels to discuss the reason why uridine made acidic variants decreased, and in next part we discussed uridine’s effects on basic variants from the perspective of lysine variants.
Glycosylation is one of the most important post-translational modifications of monoclonal antibody, which plays a crucial role on pharmacokinetics, thermal stability, immunogenicity, and biological activity of drugs. Sialic acid is an acidic monosaccharide derivative that constitutes the end of sugar chain, which will cause the formation of acidic charge variants. It has also been reported that galactosylation change of mAb may lead to acidic charge variants, although the reason was not clear (Yan et al. 2009; Yang et al. 2014). The glycosylation was detected to consider its influence on charge variants. Figure 3 shows the contents of glycoforms under two fed-batch cultures at day 14. G0, G0F, and G1F were three major glycoforms of mAbs. The difference was mainly reflected on the G0F and Man5 glycoforms. The G0F content in control culture was 59.7%, while the G0F content in uridine added culture decreased to 52.3%. Man5 content was 8.5% in uridine added culture, which increased about 70% compared with control culture. Galactosylation and Fucosylation levels can be calculated. Fucosylation level decreased from 78.4 to 69.3% by feeding uridine (Table 2). Galactose and fucose are neutral sugars, so they could not change net charge directly, but their influence on mAb’s structure may change mAb’s surface charge. The content of sialic acid was too low (< 1%), so not discussed here.
Aggregate is a kind of protein polymer formed by covalent bond or intermolecular force among antibody molecular. Aggregation happened in cell culture process may influence charge heterogeneity by changing antibody’s surface charge characteristics. Therefore, the levels of aggregate in the antibody were detected by size exclusion chromatography. Aggregate level in uridine added culture was lower than that in control culture (Fig. 4a). Uridine reduced aggregates by 48% at day 14. Aggregates’ effect on charge variants is specific due to the different amino acid sequence and secondary structure of various antibody molecules. Some research found that aggregates in basic variants were more than that in acidic variants (Gandhi et al. 2012; Khawli et al. 2010; Zhang et al. 2011). However, our previous studies showed that acidic variants contained more aggregates than basic variants (3.6% vs 0.3%), which indicated that aggregates may relate with the formation of acidic charge variants in this cell line. Therefore, the reduction of aggregates may be one of the reasons why uridine made acidic variants inhibited.
Glycation of antibody is a kind of non-enzymatic reaction happened in the presence of reduced sugars. Glycation reaction will neutralize the positive charge on antibody surface, resulting in the generation of acidic variants. As can be seen from Fig. 4b, during fed-batch culture process, glycated level increased gradually. At day 14, the glycated level was 25.0% and 19.3% in control culture and uridine added culture. Therefore, reduction of aggregates contents and glycated level attributed to the decreasing of acidic variants when feeding uridine.
Effect of uridine feeding on mAb’s lysine variation
Lysine variation is a kind of basic variants caused by incomplete cleavage of C-terminal lysine residues, which can be cleaved by carboxypeptidases in vivo and vitro. Lysine variation was further investigated to determine the sources of basic variants. As can be seen in Fig. 5a, lysine variant contents in uridine added culture were about 50% of those in control culture from day 8 to day 14, indicating that enzyme digestion of C-terminal lysine residue was more effective in uridine added culture. This result is not consistent with the higher basic variants contents caused by uridine, suggesting that higher basic variants in uridine added culture mainly came from other modifications.
Figure 5b showed that other basic variants maintained at a high level in uridine added culture, which reached 25.2% at day 14. However, in control culture, other basic variants contents gradually decreased since day 6, and dropped to 11.8% at day 14, which was significantly lower than those in uridine added culture (p < 0.01). The contents of other basic variants are of great importance in monoclonal production practice in which lysine residues can be removed in purification steps. From this perspective, uridine’s negative impacts on basic variants were more considerable for fed-batch culture process development. Other basic variants may caused by proline amidation, which is a further modification followed by lysine cleavage. As C-terminus of the heavy chain usually ends with the –P–G–K (proline–glycine–lysine) sequence, the exposed glycine would be further removed and proline would be amidated after the cleavage of lysine, resulting in the generation of basic variants. Therefore, other basic variants increased as lysine variants decreased may due to proline amidation, and the further characterization work by peptide map is ongoing.
The study we performed was in fed-batch culture process, and uridine was added into cell culture fluid daily since day 1 at a total concentration of 6 mM. To fully understand uridine’s effects on mAb’s charge heterogeneity, we did further studies to investigate uridine’s feed concentration and feed time (Additional files 1, 2). We found that uridine’s effects on cell growth and mAb’s charge variants were related with feed concentration (feed daily since day 1). At 0.6 mM feed concentration, mAb’s acidic species decreased from 28.9 to 22.7%, while basic species increased from 22.6 to 23.3% compared with control condition (Fig. S2 in Additional file 3), which indicated that uridine’s effects was weakened under this concentration. What’s more, uridine’s promotion effect on cell growth was declined obviously (Additional file 4).
Then we feed uridine from day 1 to day 6, and from day 7 to day 12 at the same total concentration (6 mM). The results showed that feed time would also influence uridine’s effects. Feeding uridine in late phase was more beneficial on charge heterogeneity, which made basic species better controlled (Fig. S4 in Additional file 5). In conclusion, uridine’s effects on cell growth and charge variants were related with its feed strategy, and these findings can provide more choices for process optimization.
Our study found uridine’s effects on charge variants for the first time. Uridine was beneficial to the maintenance of cell viability, which made IVCC increased by 50%, and the final titer improved by 64%, but the charge variants distribution was quite changed. When adding uridine in feed medium, acidic variants decreased from 28.9 to 20.0%, while the basic increased from 22.6 to 28.7% at day 14. By further investigation, we found that uridine decreased the level of aggregates and glycation forms, which might be the main cause for the increased basic variant level. Uridine decreased the lysine variants, suggesting that higher basic variant level was caused by other basic variants. Although uridine led to the increase of basic variants, its beneficial effects on cell growth and acidic variants should be well considered in up-stream process developments. Uridine’s adding concentration can be further optimized combined with specific process requirements.
Chinese hamster ovary
- q mAb :
specific mAb production rate
integral of viable cell concentration with time
phosphate buffered saline
cation exchange chromatograophy
size exclusion chromatograophy
boronate affinity chromatograophy
viable cell density
Brorson K, Jia AY (2014) Therapeutic monoclonal antibodies and consistent ends: terminal heterogeneity, detection, and impact on quality. Curr Opin Biotechnol 30:140–146
Chen F, Fan L, Wang J, Zhou Y, Ye Z, Zhao L, Tan W-S (2011) Insight into the roles of hypoxanthine and thydimine on cultivating antibody-producing CHO cells: cell growth, antibody production and long-term stability. Appl Microbiol Biotechnol 93:169–178. https://doi.org/10.1007/s00253-011-3484-z
Dillon T et al (2008) Structural and functional characterization of disulfide isoforms of the human IgG2 subclass. J Biol Chem 283:16206
Gandhi S, Ren D, Xiao G, Bondarenko P, Sloey C, Ricci MS, Krishnan S (2012) Elucidation of degradants in acidic peak of cation exchange chromatography in an IgG1 monoclonal antibody formed on long-term storage in a liquid formulation. Pharm Res 29:209–224. https://doi.org/10.1007/s11095-011-0536-0
Gramer MJ et al (2011) Modulation of antibody galactosylation through feeding of uridine, manganese chloride, and galactose. Biotechnol Bioeng 108:1591–1602. https://doi.org/10.1002/bit.23075
Haberger M et al (2014) Assessment of chemical modifications of sites in the CDRs of recombinant antibodies. mAbs 6:327
Hong JK, Lee SM, Kim KY, Lee GM (2014) Effect of sodium butyrate on the assembly, charge variants, and galactosylation of antibody produced in recombinant Chinese hamster ovary cells. Appl Microbiol Biotechnol 98:5417–5425. https://doi.org/10.1007/s00253-014-5596-8
Hossler P et al (2015) Cell culture media supplementation of bioflavonoids for the targeted reduction of acidic species charge variants on recombinant therapeutic proteins. Biotechnol Prog 31:1039–1052. https://doi.org/10.1002/btpr.2095
Jayapal KP, Wlaschin KF, Hu WS, Yap MGS (2007) Recombinant protein therapeutics from CHO cells—20 years and counting. Chem Eng Prog 103:40–47
Kaschak T et al (2011) Characterization of the basic charge variants of a human IgG1: effect of copper concentration in cell culture media. mAbs 3:577–583. https://doi.org/10.4161/mabs.3.6.17959
Khawli LA et al (2010) Charge variants in IgG1: isolation, characterization, in vitro binding properties and pharmacokinetics in rats. mAbs 2:613–624. https://doi.org/10.4161/mabs.2.6.13333
Liu H, Gaza-Bulseco G, Faldu D, Chumsae C, Sun J (2008) Heterogeneity of monoclonal antibodies. J Pharm Sci 97:2426–2447. https://doi.org/10.1002/jps.21180
Luo J, Zhang J, Ren D, Tsai WL, Li F, Amanullah A, Hudson T (2012) Probing of C-terminal lysine variation in a recombinant monoclonal antibody production using Chinese hamster ovary cells with chemically defined media. Biotechnol Bioeng 109:2306–2315. https://doi.org/10.1002/bit.24510
Siemiatkoski J, Lyubarskaya Y, Houde D, Tep S, Mhatre R (2006) A comparison of three techniques for quantitative carbohydrate analysis used in characterization of therapeutic antibodies. Carbohydr Res 341:410–419. https://doi.org/10.1016/j.carres.2005.11.024
Sun Y-T, Zhao L, Ye Z, Fan L, Liu X-P, Tan W-S (2013) Development of a fed-batch cultivation for antibody-producing cells based on combined feeding strategy of glucose and galactose. Biochem Eng J 81:126–135. https://doi.org/10.1016/j.bej.2013.10.012
Takagi Y, Kikuchi T, Wada R, Omasa T (2017) The enhancement of antibody concentration and achievement of high cell density CHO cell cultivation by adding nucleoside. Cytotechnology 69:511–521. https://doi.org/10.1007/s10616-017-0066-7
Wei B, Berning K, Quan C, Zhang YT (2017) Glycation of antibodies: modification, methods and potential effects on biological functions. mAbs 9:586–594. https://doi.org/10.1080/19420862.2017.1300214
Yan B et al (2009) Succinimide formation at Asn 55 in the complementarity determining region of a recombinant monoclonal antibody IgG1 heavy chain. J Pharm Sci 98:3509–3521. https://doi.org/10.1002/jps.21655
Yang JM et al (2014) Investigation of the correlation between charge and glycosylation of IgG1 variants by liquid chromatography–mass spectrometry. Anal Biochem 448:82–91. https://doi.org/10.1016/j.ab.2013.11.020
Yoon SK, Kim SH, Lee GM (2003) Effect of low culture temperature on specific productivity and transcription level of anti-4–1BB antibody in recombinant Chinese hamster ovary cells. Biotechnol Prog 19:1383–1386
Zhang T, Bourret J, Cano T (2011) Isolation and characterization of therapeutic antibody charge variants using cation exchange displacement chromatography. J Chromatogr A 1218:5079–5086. https://doi.org/10.1016/j.chroma.2011.05.061
Zhang X, Tang H, Sun YT, Liu X, Tan WS, Fan L (2015) Elucidating the effects of arginine and lysine on a monoclonal antibody C-terminal lysine variation in CHO cell cultures. Appl Microbiol Biotechnol 99:6643–6652. https://doi.org/10.1007/s00253-015-6617-y
HN performed the research experiments and wrote the manuscript. JW helped in the experiments and manuscript writing. ML and MC helped in the experiments. XL, LZ and WST guided both authors during the experiments and manuscript preparation. LF promoted this manuscript. All authors read and approved the final manuscript.
This work was supported by The State Key Laboratory of Bioreactor Engineering, East China University of Science and Technology (ECUST).
The authors declare that they have no competing interests.
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Additional file 2: Fig. S1. Effects of uridine’s feed concentration on cell growth and cell viability. a Viable cell density; b cell viability. Blank diamond control cultures; Blank circle 0.6 mM uridine fed; Blank triangle 6 mM uridine fed; Blank square 30mM uridine fed. The error bars indicate the standard deviations from three independent experiments.
Additional file 4: Fig. S3. Effects of uridine’s feed time on cell growth and cell viability. a Viable cell density; b cell viability. Blank diamond control cultures; Blank triangle feed from day 1 to day 13; Blank square 6 feed from day 1 to day 6; Blank circle feed from day 7 to day 12. The total feed concentrations were 6 mM. The error bars indicate the standard deviations from three independent experiments.
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Niu, H., Wang, J., Liu, M. et al. Uridine modulates monoclonal antibody charge heterogeneity in Chinese hamster ovary cell fed-batch cultures. Bioresour. Bioprocess. 5, 42 (2018). https://doi.org/10.1186/s40643-018-0228-2
- Charge heterogeneity
- Chinese hamster ovary cells
- Medium components
- Monoclonal antibody