TY - JOUR
T1 - High-throughput analysis of animal cell cultures using two-dimensional fluorometry
AU - Teixeira, Ana Palma
AU - Duarte, Tiago M.
AU - Oliveira, Rui
AU - Carrondo, Manuel J. T.
AU - Alves, Paula M.
N1 - Funding Information:
The authors would like to thank John Birch and Richard Alldread (Lonza) for providing the cells and the ELISA protocol used in this study. João Cascalheira (Bioptica, Portugal) and António Roldão (IBET-ITQB) are also gratefully acknowledge for fruitful discussions related to fluorescence spectroscopy. Financial support was provided by Fundação para a Ciência e Tecnologia (FCT), Portugal (PTDC/EBB-EBI/102750/2008) and MIT-Portugal Program.
PY - 2011/2/10
Y1 - 2011/2/10
N2 - We report a new method which combines fluorescence spectroscopy at microtiter plate scale with multivariate statistical analysis for rapid and high-throughput analysis of secreted recombinant protein and viable cell growth in animal cell cultures. The potential of the method is demonstrated by application to cultures of three Chinese Hamster Ovary (CHO) cell clones with distinct IgG4 antibody yields. Supernatant samples collected throughout culture time were analysed by two-dimensional fluorometry; significant changes were observed in the regions of tryptophan, metabolic cofactors and vitamins. Partial least squares regression was then used to correlate the entire fluorescence map with measured concentrations of antibody and viable cells. For both target variables, a model was calibrated with representative data from the two less productive clones and validated with data from the best producer clone; this allowed viable cell density to be predicted for the validation clone with an average error of 10%; even better, the secreted antibody could be predicted with an average error of 7%, proving the predictive capacity of the model beyond the calibration region. All the main spectral regions were required to establish the best correlations for both targeted variables. In conclusion, this method effectively analyzes cellular productivity in 96-well plate format, shortening the time spent in early phases of bioprocess development.
AB - We report a new method which combines fluorescence spectroscopy at microtiter plate scale with multivariate statistical analysis for rapid and high-throughput analysis of secreted recombinant protein and viable cell growth in animal cell cultures. The potential of the method is demonstrated by application to cultures of three Chinese Hamster Ovary (CHO) cell clones with distinct IgG4 antibody yields. Supernatant samples collected throughout culture time were analysed by two-dimensional fluorometry; significant changes were observed in the regions of tryptophan, metabolic cofactors and vitamins. Partial least squares regression was then used to correlate the entire fluorescence map with measured concentrations of antibody and viable cells. For both target variables, a model was calibrated with representative data from the two less productive clones and validated with data from the best producer clone; this allowed viable cell density to be predicted for the validation clone with an average error of 10%; even better, the secreted antibody could be predicted with an average error of 7%, proving the predictive capacity of the model beyond the calibration region. All the main spectral regions were required to establish the best correlations for both targeted variables. In conclusion, this method effectively analyzes cellular productivity in 96-well plate format, shortening the time spent in early phases of bioprocess development.
KW - 2D fluorometry
KW - Cellular productivity
KW - Chemometric methods
KW - High-throughput analysis
UR - http://www.scopus.com/inward/record.url?scp=79151480241&partnerID=8YFLogxK
U2 - 10.1016/j.jbiotec.2010.11.015
DO - 10.1016/j.jbiotec.2010.11.015
M3 - Article
C2 - 21115075
SN - 0168-1656
VL - 151
SP - 255
EP - 260
JO - Journal of Biotechnology
JF - Journal of Biotechnology
IS - 3
ER -