Parallel experimental design and multivariate analysis provides efficient screening of cell culture media supplements to improve biosimilar product quality

被引:30
作者
Bruhlmann, David [1 ,2 ]
Sokolov, Michael [3 ]
Butte, Alessandro [3 ]
Sauer, Markus [2 ]
Hemberger, Juergen [4 ]
Souquet, Jonathan [1 ]
Broly, Herve [1 ]
Jordan, Martin [1 ]
机构
[1] Merck Biopharma, Biotech Proc Sci, Route Fenil 25, CH-1804 Corsier Sur Vevey, Switzerland
[2] Julius Maximilians Univ, Biozentrum, Dept Biotechnol & Biophys, Wurzburg, Germany
[3] Swiss Fed Inst Technol, Inst Chem & Bioengn, Dept Chem & Appl Biosci, Zurich, Switzerland
[4] Univ Appl Sci, Inst Biochem Engn & Analyt, Giessen, Germany
关键词
CHO cell culture; high-throughput; DoE; antibody glycosylation; multivariate analysis; sequential process development; ANTIBODY N-GLYCOSYLATION; FED-BATCH CULTURES; PROTEIN; TECHNOLOGY; PERFORMANCE; ATTRIBUTES; PREDICTION; FRAMEWORK; TOOLS;
D O I
10.1002/bit.26269
中图分类号
Q81 [生物工程学(生物技术)]; Q93 [微生物学];
学科分类号
071005 ; 0836 ; 090102 ; 100705 ;
摘要
Rational and high-throughput optimization of mammalian cell culture media has a great potential to modulate recombinant protein product quality. We present a process design method based on parallel design-of-experiment (DoE) of CHO fed-batch cultures in 96-deepwell plates to modulate monoclonal antibody (mAb) glycosylation using medium supplements. To reduce the risk of losing valuable information in an intricate joint screening, 17 compounds were separated into five different groups, considering their mode of biological action. The concentration ranges of the medium supplements were defined according to information encountered in the literature and in-house experience. The screening experiments produced wide glycosylation pattern ranges. Multivariate analysis including principal component analysis and decision trees was used to select the best performing glycosylation modulators. Subsequent D-optimal quadratic design with four factors (three promising compounds and temperature shift) in shake tubes confirmed the outcome of the selection process and provided a solid basis for sequential process development at a larger scale. The glycosylation profile with respect to the specifications for biosimilarity was greatly improved in shake tube experiments: 75% of the conditions were equally close or closer to the specifications for biosimilarity than the best 25% in 96-deepwell plates. Biotechnol. Bioeng. 2017;114: 1448-1458. (c) 2017 Wiley Periodicals, Inc.
引用
收藏
页码:1448 / 1458
页数:11
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