Evaluation of software sensors for on-line estimation of culture conditions in an Escherichia coli cultivation expressing a recombinant protein
2010 (English)In: JOURNAL OF BIOTECHNOLOGY, ISSN 0168-1656, Vol. 147, no 1, 37-45 p.Article in journal (Refereed) Published
Software sensors for monitoring and on-line estimation of critical bioprocess variables have mainly been used with standard bioreactor sensors, such as electrodes and gas analyzers, where algorithms in the software model have generated the desired state variables. In this article we propose that other on-line instruments, such as NIR probes and on-line HPLC, should be used to make more reliable and flexible software sensors Five software sensor architectures were compared and evaluated. (1) biomass concentration from an on-line NIR probe. (2) biomass concentration from titrant addition, (3) specific growth rate from titrant addition. (4) specific growth rate from the NIR probe, and (5) specific substrate uptake rate and by-product rate from on-line HPLC and NIR probe signals. The software sensors were demonstrated on an Escherichia colt cultivation expressing a recombinant protein, green fluorescent protein (GFP), but the results could be extrapolated to other production organisms and product proteins. We conclude that well-maintained on-line instrumentation (hardware sensors) can increase the potential of software sensors This would also strongly support the intentions with process analytical technology and quality-by-design concepts
Place, publisher, year, edition, pages
Elsevier Science B.V., Amsterdam. , 2010. Vol. 147, no 1, 37-45 p.
On-line estimation, Software sensor, Near-infrared spectrometry, PAT, QbD
National CategoryEngineering and Technology
IdentifiersURN: urn:nbn:se:liu:diva-56802DOI: 10.1016/j.jbiotec.2010.02.023ISI: 000277896200005OAI: oai:DiVA.org:liu-56802DiVA: diva2:322260