Assessment of the performance of a fed-batch cultivation from the preculture quality using an electronic nose

被引:12
作者
Cimander, C [1 ]
Bachinger, T [1 ]
Mandenius, CF [1 ]
机构
[1] Linkoping Univ, Dept Phys & Measurement Technol, Div Biotechnol, S-58183 Linkoping, Sweden
关键词
D O I
10.1021/bp010166j
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
An electronic nose, a gas-phase multisensor system, was used to monitor precultivations of a recombinant tryptophan-producing Escherichia coli strain. The electronic nose signals showed a high correlation toward the main stages of the precultivations, namely, exponential growth, oxygen-limited growth, and glucose depletion. Principal component analysis (PCA) of the electronic nose signals was performed and shown to be useful for monitoring preculture progression. More importantly, PCA also allowed a qualitative assessment of the preculture performance during subsequent fed-batch cultivations. The electronic nose signals from the precultures showed, furthermore, a high correlation to the time of phosphate limitation and the tryptophan yield coefficient of the subsequent fed-batch cultivations, which allowed an accurate prediction of these process variables using partial least squares (PLS). The results demonstrate on data from 12 cultivations how the electronic nose can be a useful tool for the assessment of inoculum quality, thereby providing means of reducing batch-to-batch variation and increasing the productivity of bioprocesses.
引用
收藏
页码:380 / 386
页数:7
相关论文
共 24 条
[1]   Identification and experimental validation of a criterion allowing prediction of cellular activity for preculture of lactic acid bacteria [J].
Amrane, A ;
Prigent, Y .
JOURNAL OF FERMENTATION AND BIOENGINEERING, 1998, 85 (03) :328-333
[2]   Monitoring cellular state transitions in a production-scale CHO-cell process using an electronic nose [J].
Bachinger, T ;
Riese, U ;
Eriksson, R ;
Mandenius, CF .
JOURNAL OF BIOTECHNOLOGY, 2000, 76 (01) :61-71
[3]   Estimation of biomass and specific growth rate in a recombinant Escherichia coli batch cultivation process using a chemical multisensor array [J].
Bachinger, T ;
Mårtensson, P ;
Mandenius, CF .
JOURNAL OF BIOTECHNOLOGY, 1998, 60 (1-2) :55-66
[4]   Electronic nose for estimation of product concentration in mammalian cell cultivation [J].
Bachinger, T ;
Riese, U ;
Eriksson, RK ;
Mandenius, CF .
BIOPROCESS ENGINEERING, 2000, 23 (06) :637-642
[5]   Searching for process information in the aroma of cell cultures [J].
Bachinger, T ;
Mandenius, CF .
TRENDS IN BIOTECHNOLOGY, 2000, 18 (12) :494-500
[6]  
BACHINGER T, IN PRESS CHEM ENG TE
[7]   DISSIMILATION OF GLUCOSE AT CONTROLLED PH VALUES BY PIGMENTED AND NON-PIGMENTED STRAINS OF ESCHERICHIA-COLI [J].
BLACKWOOD, AC ;
NEISH, AC ;
LEDINGHAM, GA .
JOURNAL OF BACTERIOLOGY, 1956, 72 (04) :497-499
[8]   Selection of variables for interpreting multivariate gas sensor data [J].
Eklöv, T ;
Mårtensson, P ;
Lundström, I .
ANALYTICA CHIMICA ACTA, 1999, 381 (2-3) :221-232
[9]   The prediction of bacteria type and culture growth phase by an electronic nose with a multi-layer perceptron network [J].
Gardner, JW ;
Craven, M ;
Dow, C ;
Hines, EL .
MEASUREMENT SCIENCE AND TECHNOLOGY, 1998, 9 (01) :120-127
[10]  
GARDNER JW, 1994, SENSOR ACTUAT B-CHEM, V18, P211