Use of a Plackett–Burman statistical design to determine the effect of selected amino acids on monoclonal antibody production in CHO cells

Culture media design is central to the optimization of monoclonal antibody (mAb) production. Although general strategies do not currently exist for optimization of culture media, the combined use of statistical design and analysis of experiments and strategies based on simple material balances can facilitate culture media design. In this study, we evaluate the effect of selected amino acids on the growth rate and monoclonal antibody production of a Chinese hamster ovary DG‐44 (CHO‐DG44) cell line. These amino acids were selected based on their relative mass fraction in the specific mAb produced in this study, their consumption rate during bioreactor experiments, and also through a literature review. A Plackett–Burman statistical design was conducted to minimize the number of experiments needed to obtain statistically relevant information. The effect of this set of amino acids was evaluated during exponential cell culture (considering viable cell concentration and the specific growth rate as main output variables) and during the high cell‐density stage (considering mAb final concentration and specific productivity as relevant output variables). For this particular cell line, leucine (Leu) and arginine (Arg) had the highest negative and positive effects on cell viability, respectively; Leu and threonine (Thr) had the highest negative effect on growth rate, and valine (Val) and Arg demonstrated the highest positive impact on mAb final concentration. Results suggest the pertinence of a two‐stage strategy for amino acid supplementation, with a mixture optimized for cell growth and a different amino acid mixture for mAb production at high density. © 2011 American Institute of Chemical Engineers Biotechnol. Prog., 2011

[1]  A. Moreira,et al.  Application of Plackett‐Burman design and response surface methodology to achieve exponential growth for aggregated shipworm bacterium , 2004, Biotechnology and bioengineering.

[2]  F. Dorner,et al.  Higher expression of fab antibody fragments in a CHO cell line at reduced temperature , 2003, Biotechnology and bioengineering.

[3]  Christopher H Contag,et al.  Integrated studies of biology: multiplexed imaging assays from molecules to man and back. , 2009, Current opinion in biotechnology.

[4]  Y. Ahn,et al.  Development of a serum-free medium for the production of erythropoietin by suspension culture of recombinant Chinese hamster ovary cells using a statistical design. , 1999, Journal of biotechnology.

[5]  D. Williams,et al.  Intracellular pH of the mouse preimplantation embryo: amino acids act as buffers of intracellular pH. , 1998, Human reproduction.

[6]  L. Häggström,et al.  Defined protein and animal component‐free NS0 fed‐batch culture , 2007, Biotechnology and bioengineering.

[7]  Andrés Illanes,et al.  Specific nutrient supplementation of defined serum-free medium for the improvement of CHO cells growth and t-PA production , 2006 .

[8]  P. Amin,et al.  Use of Placket–Burman Statistical Design to Study Effect of Formulation Variables on the Release of Drug from Hot Melt Sustained Release Extrudates , 2010, AAPS PharmSciTech.

[9]  C. Emborg,et al.  Extra- and intracellular amino acid concentrations in continuous Chinese hamster ovary cell culture , 1994, Applied Microbiology and Biotechnology.

[10]  Leonard A. Smith,et al.  Developement of serum-free media in CHO-DG44 cells using a central composite statistical design , 2007, Cytotechnology.

[11]  Peifeng Chen,et al.  Effects of amino acid additions on ammonium stressed CHO cells. , 2005, Journal of biotechnology.

[12]  W. Miller,et al.  Selected amino acids protect hybridoma and CHO cells from elevated carbon dioxide and osmolality. , 2002, Biotechnology and bioengineering.

[13]  F Gòdia,et al.  Strategies for fed-batch cultivation of t-PA producing CHO cells: substitution of glucose and glutamine and rational design of culture medium. , 2004, Journal of biotechnology.

[14]  F. Gòdia,et al.  Considerations on the lactate consumption by CHO cells in the presence of galactose. , 2006, Journal of biotechnology.

[15]  M Iturralde Navarro,et al.  [Culture of animal cells]. , 1984, Medicina clinica.

[16]  D N Wheatley,et al.  Arginine deprivation, growth inhibition and tumour cell death: 3. Deficient utilisation of citrulline by malignant cells , 2003, British Journal of Cancer.

[17]  Pranav Vyas,et al.  Statistical optimization of medium components for the production of chitinase by Alcaligenes xylosoxydans , 2003 .

[18]  F. Wurm Production of recombinant protein therapeutics in cultivated mammalian cells , 2004, Nature Biotechnology.

[19]  Richard Fike,et al.  Nutrient Supplementation Strategies for Biopharmaceutical Production, Part 2 Feeding for Optimal Recombinant Protein Production , 2009 .

[20]  Connie M. Borror,et al.  An Introduction to Design of Experiments: A Simplified Approach , 2000 .

[21]  Niki S. C. Wong,et al.  Metabolomics profiling of extracellular metabolites in recombinant Chinese Hamster Ovary fed-batch culture. , 2009, Rapid communications in mass spectrometry : RCM.

[22]  Jim Rutledge An Introduction to Design of Experiments: A Simplified Approach , 2000, Technometrics.

[23]  K. Altria,et al.  Plackett-Burman experimental design in chiral analysis using capillary electrophoresis , 1994 .

[24]  H. Kallel,et al.  Development of an animal‐component free medium for vero cells culture , 2009, Biotechnology progress.

[25]  Gyun Min Lee,et al.  Development of a serum-free medium for the production of humanized antibody from chinese hamster ovary cells using a statistical design , 1998, In Vitro Cellular & Developmental Biology - Animal.

[26]  Michael Butler,et al.  Expression systems for therapeutic glycoprotein production. , 2009, Current opinion in biotechnology.

[27]  U. Trivedi,et al.  Statistical screening of medium components by Plackett-Burman design for lactic acid production by Lactobacillus sp. KCP01 using date juice. , 2007, Bioresource technology.

[28]  Alan T. Bull,et al.  Application of a statistical design to the optimization of culture medium for recombinant interferon-gamma production by Chinese hamster ovary cells , 1992, Applied Microbiology and Biotechnology.

[29]  Christopher P. Marquis,et al.  Development of Super‐CHO protein‐free medium based on a statistical design , 2007 .

[30]  G. Lee,et al.  Biphasic culture strategy for enhancing volumetric erythropoietin productivity of Chinese hamster ovary cells , 2006 .

[31]  B O Palsson,et al.  Chemical Decomposition of Glutamine in Cell Culture Media: Effect of Media Type, pH, and Serum Concentration , 1990, Biotechnology progress.

[32]  J. Lamb,et al.  Single amino acid (arginine) deprivation: rapid and selective death of cultured transformed and malignant cells , 2000, British Journal of Cancer.