Large scale microarray profiling and coexpression network analysis of CHO cells identifies transcriptional modules associated with growth and productivity

被引:63
作者
Clarke, Colin [1 ]
Doolan, Padraig [1 ]
Barron, Niall [1 ]
Meleady, Paula [1 ]
O'Sullivan, Finbarr [1 ]
Gammell, Patrick [2 ]
Melville, Mark [3 ]
Leonard, Mark [3 ]
Clynes, Martin [1 ]
机构
[1] Dublin City Univ, Natl Inst Cellular Biotechnol, Dublin 9, Ireland
[2] Pfizer Inc, Biomfg Sci Grp, Dublin 22, Ireland
[3] Pfizer Inc, Bioproc R&D, Andover, MA USA
基金
爱尔兰科学基金会;
关键词
Chinese hamster ovary; Gene expression; Microarray; Coexpression analysis; Growth rate; Cell-specific productivity; PROTEIN; EXPRESSION; COMPLEX; CULTURE; GENES; CYCLOHYDROLASE; LOCALIZATION; SYNTHASE; SUBUNITS; TARGET;
D O I
10.1016/j.jbiotec.2011.07.011
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 [微生物学]; 090105 [作物生产系统与生态工程];
摘要
Weighted gene coexpression network analysis (WGCNA) was utilised to explore Chinese hamster ovary (CHO) cell transcriptome patterns associated with bioprocess relevant phenotypes. The dataset set used in this study consisted of 295 microarrays from 121 individual CHO cultures producing a range of biologics including monoclonal antibodies, fusion proteins and therapeutic factors; non-producing cell lines were also included. Samples were taken from a wide range of process scales and formats that varied in terms of seeding density, temperature, medium, feed medium, culture duration and product type. Cells were sampled for gene expression analysis at various stages of the culture and bioprocess-relevant characteristics including cell density, growth rate, viability, lactate, ammonium and cell specific productivity (Qp) were determined. WGCNA identified six distinct clusters of co-expressed genes, five of which were found to have associations with bioprocess variables. Two coexpression clusters were found to be associated with culture growth rate (1 positive and 1 negative). In addition, associations between a further three coexpression modules and Qp were observed (1 positive and 2 negative). Gene set enrichment analysis (GSEA) identified a number of significant biological processes within coexpressed gene clusters including cell cycle, protein secretion and vesicle transport. In summary, the approach presented in this study provides a novel perspective on the CHO cell transcriptome. (C) 2011 Elsevier B.V. All rights reserved.
引用
收藏
页码:350 / 359
页数:10
相关论文
共 58 条
[1]
ERp44, a novel endoplasmic reticulum folding assistant of the thioredoxin family [J].
Anelli, T ;
Alessio, M ;
Mezghrani, A ;
Simmen, T ;
Talamo, F ;
Bachi, A ;
Sitia, R .
EMBO JOURNAL, 2002, 21 (04) :835-844
[2]
Fluorescence in situ hybridization mapping of the α and β subunits (HADHA and HADHB) of human mitochondrial fatty acid β-oxidation multienzyme complex to 2p23 and their evolution [J].
Aoyama, T ;
Wakui, K ;
Orii, KE ;
Hashimoto, T ;
Fukushima, Y .
CYTOGENETICS AND CELL GENETICS, 1997, 79 (3-4) :221-224
[3]
Initial transcriptome and proteome analyses of low culture temperature-induced expression in CHO cells producing erythropoietin [J].
Baik, JY ;
Lee, MS ;
An, SR ;
Yoon, SK ;
Joo, EJ ;
Kim, YH ;
Park, HW ;
Lee, GM .
BIOTECHNOLOGY AND BIOENGINEERING, 2006, 93 (02) :361-371
[4]
Tmp21 and p24A, two type I proteins enriched in pancreatic microsomal membranes, are members of a protein family involved in vesicular trafficking [J].
Blum, R ;
Feick, P ;
Puype, M ;
Vandekerckhove, J ;
Klengel, R ;
Nastainczyk, W ;
Schulz, I .
JOURNAL OF BIOLOGICAL CHEMISTRY, 1996, 271 (29) :17183-17189
[5]
NUTRITIONAL FOLATE-DEFICIENCY IN CHINESE-HAMSTER OVARY CELLS .1. CHARACTERIZATION OF THE PLEIOTROPIC RESPONSE AND ITS MODULATION BY NUCLEIC-ACID PRECURSORS [J].
BORMAN, LS ;
BRANDA, RF .
JOURNAL OF CELLULAR PHYSIOLOGY, 1989, 140 (02) :335-343
[6]
Predicting cell-specific productivity from CHO gene expression [J].
Clarke, Colin ;
Doolan, Padraig ;
Barron, Niall ;
Meleady, Paula ;
O'Sullivan, Finbarr ;
Gammell, Patrick ;
Melville, Mark ;
Leonard, Mark ;
Clynes, Martin .
JOURNAL OF BIOTECHNOLOGY, 2011, 151 (02) :159-165
[7]
Do long-chain Acyl-CoA synthetases regulate fatty acid entry into synthetic versus degradative pathways? [J].
Coleman, RA ;
Lewin, TM ;
Van Horn, CG ;
Gonzalez-Baró, MR .
JOURNAL OF NUTRITION, 2002, 132 (08) :2123-2126
[8]
The Apo and ternary complex structures of a chemotherapeutic target: Human glycinamide ribonucleotide transformylase [J].
Dahms, TES ;
Sainz, G ;
Giroux, EL ;
Caperelli, CA ;
Smith, JL .
BIOCHEMISTRY, 2005, 44 (29) :9841-9850
[9]
The expression of mitochondrial methylenetetrahydrofolate dehydrogenase-cyclohydrolase supports a role in rapid cell growth [J].
Di Pietro, E ;
Wang, XL ;
MacKenzie, RE .
BIOCHIMICA ET BIOPHYSICA ACTA-GENERAL SUBJECTS, 2004, 1674 (01) :78-84
[10]
Transcriptional profiling of gene expression changes in a PACE-transfected CHO DUKX cell line secreting high levels of rhBMP-2 [J].
Doolan, Padraig ;
Melville, Mark ;
Gammell, Patrick ;
Sinacore, Martin ;
Meleady, Paula ;
McCarthy, Kevin ;
Francullo, Linda ;
Leonard, Mark ;
Charlebois, Timothy ;
Clynes, Martin .
MOLECULAR BIOTECHNOLOGY, 2008, 39 (03) :187-199