Observations of green fluorescent protein as a fusion partner in genetically engineeredEscherichia coli: Monitoring protein expression and solubility

Development of combinatorial bioengineering using yeast cell surface display--order-made design of cell and protein for bio-monitoring

A genetic system to display proteins as their active and functional forms on the cell surface of yeast, Saccharomyces cerevisiae, has been exploited. Surface-engineered (arming) cells displaying amylase or cellulase could assimilate starch or cellulose as the sole carbon source, although S. cerevisiae can not intrinsically assimilate them. Arming cells with a green fluorescent protein (GFP) from Aequorea victoria can emit green fluorescence from the cell surface in response to the environmental conditions. From these results, we attempted to construct a system to monitor the foreign protein production in yeast by simultaneous displaying the enhanced GFP (EGFP). The expression in yeast of the Escherichia coli beta-galactosidase-encoding gene was examined as an example of intracellular production and that of the human interferon-alpha (omega, IFN-omega)-encoding gene as an example of extracellular production. Their productions and the simultaneous surface-display of EGFP as a reporter were controlled by the same promoter, GAL1. The relationship among fluorescence signals and their productions was evaluated. The surface-display system, unlike one using tag-proteins, would be able to facilitate the monitoring of native protein productions in bioprocesses using living cells in real time by the combination of promoters and GFP variants.

Lipid-Membrane Affinity of Chimeric Metal-binding Green Fluorescent Protein

The Green Fluorescent Protein (GFP) is a useful marker to trace the expression of cellular proteins. However, little is known about changes in protein interaction properties after fusion to GFP. In this study, we present evidence for a binding affinity of chimeric cadmium-binding green fluorescent proteins to lipid membrane. This affinity has been observed in both cellular membranes and artificial lipid monolayers and bilayers. At the cellular level, the presence of Cd-binding peptide promoted the association of the chimeric GFP onto the lipid membrane, which declined the fluorescence emission of the engineered cells. Binding affinity to lipid membranes was further investigated using artificial lipid bilayers and monolayers. Small amounts of the chimeric GFP were found to incorporate into the lipid vesicles due to the high surface pressure of bilayer lipids. At low interfacial pressure of the lipid monolayer, incorporation of the chimeric Cd-binding GFP onto the lipid monolayer was revealed. From the measured lipid isotherms, we conclude that Cd-binding GFP mediates an increase in membrane fluidity and an expansion of the surface area of the lipid film. This evidence was strongly supported by epifluorescence microscopy, showing that the chimeric Cd-binding GFP preferentially binds to fluid-phase areas and defect parts of the lipid monolayer. All these findings demonstrate the hydrophobicity of the GFP constructs is mainly influenced by the fusion partner. Thus, the example of a metal-binding unit used here shines new light on the biophysical properties of GFP constructs.

High-level secretion of functional green fluorescent protein from transgenic tobacco cell cultures: characterization and sensing

Green fluorescent protein (GFP) is useful for studying protein trafficking in plant cells. This utility could potentially be extended to develop an efficient secretory reporter system or to enable on-line monitoring of secretory recombinant protein production in plant cell cultures. Toward this end, the aim of the present study was to: (1) demonstrate and characterize high levels of secretion of fluorescent GFP from transgenic plant cell culture; and (2) examine the utility of GFP fluorescence for monitoring secreted recombinant protein production. In this study we expressed in tobacco cell cultures a secretory GFP construct made by splicing an Arabidopsis basic chitinase signal sequence to GFP. Typical extracellular GFP accumulation was 12 mg/L after 10 to 12 days of culture. The secreted GFP is functional and it accounts for up to 55% of the total GFP expressed. Findings from culture treatments with brefeldin A suggest that GFP is secreted by the cultured tobacco cells via the classical endoplasmic reticulum-Golgi pathway. Over the course of flask cultures, medium fluorescence increased with the secreted GFP concentrations that were determined using either Western blot or enzyme-linked immunoassay. Real-time monitoring of secreted GFP in plant cell cultures by on-line fluorescence detection was verified in bioreactor cultures in which the on-line culture fluorescence signals showed a linear dependency on the secreted GFP concentrations.

Down-regulation of acetate pathway through antisense strategy in Escherichia coli: improved foreign protein production

A problem with the use of Escherichia coli to produce foreign proteins is that although endogenously produced acetate is physiologically indispensable, it inhibits protein expression. Here we firstly employed an antisense RNA strategy as an elaborate metabolic engineering tool to partially block biosynthesis of two major acetate pathway enzymes, phosphotransacetylase (PTA) and acetate kinase (ACK). Three recombinant plasmids containing antisense genes targeting either or both of pta and ackA were constructed, and their effects on the acetate pathway and foreign protein productivity compared to control plasmid without any antisense genes were determined in E. coli BL21. Green fluorescent protein (GFP) was employed as a model foreign protein, and timing of antisense expression was controlled by using the intrinsic ackA promoter. We found that the antisense method partially reduced mRNA levels of target enzyme genes and, over time, lowered the concentration of acetate in culture media in all antisense-regulated strains. Notably, total production of GFP was enhanced 1.6- to 2.1-fold in antisense-regulated strains, even though the degree of acetate reduction was not significantly large. It was revealed that the acetate pathway has more critical roles in cellular physiology than expected in the previous reports. When the scale of culture was increased, enhancement of protein production became larger, demonstrating that this antisense strategy can be successfully applied to practical large-scale protein production processes.

Molecular simulations to determine the chelating mechanisms of various metal ions to the His-tag motif: a preliminary study

In the present study, molecular simulations were performed to investigate the chelating mechanisms of various metal ions to the His-tag motifs with various His residues. The chelation mostly involved the i and i+2 His residues for Ni(2+), Zn(2+), Cu(2+), and Co(2+), while the cooperation of 3 His residues was necessary when Fe(3+) was involved in chelation with His-tags having more than 4 His residues. Metal ion was best fitted into the pocket formed by the imidazole nitrogens while it was about equally located among these nitrogen atoms. His-tag6 was found to have little effect on the structural integrity while the target protein contains more than 68 amino acid residues. Ni(2+) interacted with the imidazole nitrogen of His3 in the beginning of chelation, and then entered into the pocket formed by His3 and His5 at 4 ns during the 10 ns molecular dynamics simulations. The fast chelating process resulted in successful application of IMAC techniques in efficient protein purification.

Ex vivo monitoring of protein production in baculovirus-infected Trichoplusia ni larvae with a GFP-specific optical probe

Trichoplusia ni larvae were infected with baculoviruses containing genes for the expression of ultraviolet optimized green fluorescent protein (GFPuv) and several product proteins. A GFP-specific optical probe was used to both excite the green fluorescent protein (lambda(ex) = 385 nm), and subsequently monitor fluorescence emission (lambda(em) = 514 nm) from outside the infected larvae. The probe's photodetector was connected to a voltmeter, which was used to quantify the amount of GFPuv expressed in infected larvae. Voltage readings were significantly higher for infected vs. uninfected larvae and, by Western analysis, linear with the amount of GFPuv produced. In addition, the probe sensitivity and range were sufficient to delineate infection efficiency and recombinant protein production for model proteins, chloramphenicol acetyltransferase and human interleukin-2. This work represents a critical step in developing an automated process for the production of recombinant proteins in insect larvae.

Monitoring of recombinant protein production using bioluminescence in a semiautomated fermentation process

On-line optimization of fermentation processes can be greatly aided by the availability of information on the physiological state of the cell. The goal of our "BioLux" research project was to design a recombinant cell capable of intracellular monitoring of product synthesis and to use it as part of an automated fermentation system. A recombinant plasmid was constructed containing an inducible promoter that controls the gene coding for a model protein and the genes necessary for bioluminescence. The cells were cultured in microfermenters equipped with an on-line turbidity sensor and a specially designed on-line light sensor capable of continuous measurement of bioluminescence. Initial studies were done under simple culture conditions, and a linear correlation between luminescence and protein production was obtained. Such specially designed recombinant bioluminescent cells can potentially be applied for model-based inference of intracellular product formation, as well as for optimization and control of recombinant fermentation processes.

Identification of factors impeding the production of a single-chain antibody fragment in Escherichia coliby comparing in vivo and in vitro expression

The atrazine-specific single-chain variable antibody fragments (scFv) K411B was produced by expression in either the cytoplasm or the periplasm of Escherichia coli BL21(DE3). For periplasmic production, the pelB leader was N-terminally fused to scFv, whereas the unfused variant resulted in cytoplasmic expression. The extent of protein accumulation differed significantly. Expression of scFv with leader was 2.3 times higher than that of the protein without leader. This was further investigated by generating the respective translation profiles using coupled in vitro transcription/translation assays, the results of which were in agreement. This comparative approach was also applied to functionality: Periplasmic expression and in vitro expression resulted in only 10% correctly folded scFv, indicating that the oxidizing environment of the periplasm did not increase proper folding. Thus, the data obtained in vitro confirmed the findings observed in vivo and suggested that the discrepancy in expression levels was due to different translation efficiencies. However, the in vivo production of scFv with enhanced green fluorescent protein (EGFP) fused C-terminally (scFv-EGFP) was only successful in the cytoplasm, although in vitro the expression with and without the leader rendered the same production profile as for scFv. This indicated that neither the translation efficiency nor the solubility but other factors impeded periplasmic expression of the fusion protein.

Functional display of foreign protein on surface ofEscherichia coli using N-terminal domain of ice nucleation protein

We investigated the ability of the N-terminal domain of InaK, an ice nucleation protein from Pseudomonas syringae KCTC1832, to act as an anchoring motif for the display of foreign proteins on the Escherichia coli cell surface. Total expression level and surface display efficiency of green fluorescent protein (GFP) was compared following their fusion with either the N-terminal domain of InaK (InaK-N), or with the known truncated InaK containing both N- and C-terminal domains (InaK-NC). We report that the InaK-N/GFP fusion protein showed a similar cell surface display efficiency ( approximately 50%) as InaK-NC/GFP, demonstrating that the InaK N-terminal region alone can direct translocation of foreign proteins to the cell surface and can be employed as a potential cell surface display motif. Moreover, InaK-N/GFP showed the highest levels of total expression and surface display based on unit cell density. InaK-N was also successful in directing cell surface display of organophosphorus hydrolase (OPH), confirming its ability to act as a display motif.

Integrated bioprocessing in Saccharomyces cerevisiae using green fluorescent protein as a fusion partner

In this study, we examine the use of green fluorescent protein (GFP) for monitoring a hexokinase (HXK)-GFP fusion protein in Saccharomyces cerevisiae for various events including expression, degradation, purification, and localization. The fusion, HXK-EK-GFP-6 x His, was constructed where the histidine tag (6 x His) would allow for convenient affinity purification, and the enterokinase (EK) cleavage site would be used for separation of HXK from GFP after affinity purification. Our results showed that both HXK and GFP remained active in the fusion and, more importantly, that there was a linear correlation between HXK activity and GFP fluorescence. Enterokinase cleavage studies revealed that both GFP fluorescence intensity and HXK activity remained unchanged after separation of the fusion proteins, which indicated that fusion of GFP did not cause structural alteration of HXK and thus did not affect the enzymatic activity of HXK. We also found that degradation of the fusion protein occurred, and that degradation was limited to HXK with GFP remaining intact in the fusion. Confocal microscopy studies showed that while GFP was distributed evenly in the yeast cytosol, HXK-GFP fusion followed the correct localization of HXK, which resulted in a di-localization of both cytosol and the nucleus. GFP proved to be a useful fusion partner that may lead to the possibility of integrating the bioprocesses by quantitatively following the entire process visually.

In vitro protein-polysaccharide conjugation: tyrosinase-catalyzed conjugation of gelatin and chitosan

The enzyme tyrosinase was used for the in vitro conjugation of the protein gelatin to the polysaccharide chitosan. Tyrosinases are oxidative enzymes that convert accessible tyrosine residues of proteins into reactive o-quinone moieties. Spectrophotometric and dissolved oxygen studies indicate that tyrosinase can oxidize gelatin and we estimate that 1 in 5 gelatin chains undergo reaction. Oxidized tyrosyl residues (i.e., quinone residues) can undergo nonenzymatic reactions with available nucleophiles such as the nucleophilic amino groups of chitosan. Ultraviolet/visible, (1)H-NMR, and ir provided chemical evidence for the conjugation of oxidized gelatin with chitosan. Physical evidence for conjugation was provided by dynamic viscometry, which indicated that tyrosinase catalyzes the sol-to-gel conversion of gelatin/chitosan mixtures. The gels formed from tyrosinase-catalyzed reactions were observed to differ from gels formed by cooling gelatin. In contrast to gelatin gels, tyrosinase-generated gels had different thermal behavior and were broken by the chitosan-hydrolyzing enzyme chitosanase. These results demonstrate that tyrosinase can be exploited for the in vitro formation of protein-polysaccharide conjugates that offer interesting mechanical properties.

Non-destructive monitoring of rpoS promoter activity as stress marker for evaluating cellular physiological status

To monitor the extent of cellular physiological stress, the activity of the rpoS promoter was evaluated as a marker of the stress pathway. A reporter plasmid was constructed by inserting the GFPuv gene under the rpoS promoter and used to transform Escherichia coli cells. The fluorescence of the GFPuv protein was measured in intact cells in a non-destructive manner. The physiological status of the cells could be conveniently monitored using the rpoS-GFPuv reporter gene with respect to the cellular growth phase and to elevated ethanol and NaCl concentrations as two examples of environmental stress factors. Comparison of the response of different E. coli strains demonstrated an essential role of the relA gene in the induction of the rpoS-GFPuv reporter gene.

GFP-visualized immobilized enzymes: degradation of paraoxon via organophosphorus hydrolase in a packed column

A versatile gene-fusion technique for immobilizing and visualizing biologically active enzymes which includes from the N to C-termini, an affinity histidine tag, the green fluorescent protein (GFP), a proteolytic enzyme (enterokinase, EK) cleavage site and the enzyme of interest, were developed. Specifically, the organophosphorus hydrolase was bound to the affinity (His(6))-reporter(GFP)-EK fusion elements. Organophosphorus hydrolase (OPH) is capable of degrading a variety of pesticides and nerve agents. In the case of immobilized OPH, paraoxon was rapidly degraded when pumped through a packed column. In reaction mixtures containing CHES buffer at pH 6.9, a continual decay in OPH activity was observed and importantly, this was monitored by GFP fluorescence. This decay in activity was fully restored, along with fluorescence, upon washing with PBS buffer. Many subsequent experiments were performed at varied pH and in different background buffer solutions. In all cases when there was OPH activity there was also marked fluorescence from the GFP fusion partner. Likewise, when OPH activity was lost, so was GFP fluorescence and, importantly, both were regenerated when washed in the presence of the kosmotropic salt, phosphate. Recently, Waldo et al. (1999) showed that GFP fluorescence from whole cells indicated the extent of proper folding of normally aggregated proteins designed via directed evolution. The present work demonstrates an application wherein GFP fluorescence indicates stability and activity of its fusion partner.

Quorum signaling via AI-2 communicates the "Metabolic Burden" associated with heterologous protein production in Escherichia coli

Recent reports have shown that bacterial cell-cell communication or quorum sensing is quite prevalent in pathogenic Escherichia coli, especially at high cell density; however, the role of quorum sensing in nonpathogenic E. coli is less clear and, in particular, there is no information regarding the role of quorum sensing in overexpression of plasmid-encoded genes. In this work, it was found that the activity of a quorum signaling molecule, autoinducer-2 (AI-2), decreased significantly following induction of several plasmid-encoded genes in both low and high-cell-density cultures of E. coli. Furthermore, we show that AI-2 signaling level was linearly related to the accumulation level of each protein product and that, in general, the highest rates of recombinant protein accumulation resulted in the greatest attenuation of AI-2 signaling. Importantly, our findings demonstrate for the first time that recombinant E. coli communicate the stress or burden of overexpressing heterologous genes through the quorum-based AI-2 signaling pathway.

Perspectives of immobilized-metal affinity chromatography

Immobilized Metal-Affinity Chromatography (IMAC) represents a relatively new separation technique that is primarily appropriate for the purification of proteins with natural surface-exposed histidine residues and for recombinant proteins with engineered histidine tags or histidine clusters. Because the method has gained broad popularity in recent years, the main recent developments in the field of new sorbents, techniques and possible applications are discussed in this article. Advantages of the method and new prospects are described as well as the problems and concerns that appear when the method is to be used for production of pharmaceutical-grade proteins.

Enhancement of organophosphorus hydrolase yield in Escherichia coli using multiple gene fusions

It was previously shown that organophosphorus hydrolase (OPH) expression and purification could be tracked by fluorescence of green fluorescent protein (GFP) when synthesized as an N-terminal fusion with GFP (Cha et al., 2000; Wu et al., 2000). In order to enhance OPH productivity while utilizing the advantage of the reporter protein (GFP), two copies of OPH were cloned in tandem following the gfp(uv) gene (e.g., GFP-OPH(n=2)). Both anti-GFP and anti-OPH Western blots demonstrated that a higher yield was achieved in comparison to the one copy fusion (GFP-OPH). Importantly, the fusion protein was still fluorescent as determined via microscopy. In contrast, a fusion containing two copies of OPH without GFP, and an operon fusion of two OPHs with two independent ribosomal binding sites, did not result in a higher yield than one OPH expressed alone.

Construction of a mini-intein fusion system to allow both direct monitoring of soluble protein expression and rapid purification of target proteins

Affinity purification of recombinant proteins has been facilitated by fusion to a modified protein splicing element (intein). The fusion protein expression can be further improved by fusion to a mini-intein, i.e. an intein that lacks an endonuclease domain. We synthesized three mini-inteins using overlapping oligonucleotides to incorporate Escherichia coli optimized codons and allow convenient insertion of an affinity tag between the intein (predicted) N- and C-terminal fragments. After examining the splicing and cleavage activities of the synthesized mini-inteins, we chose the mini-intein most efficient in thiol-induced N-terminal cleavage for constructing a novel intein fusion system. In this system, green fluorescent protein (GFP) was fused to the C-terminus of the affinity-tagged mini-intein whose N-terminus was fused to a target protein. The design of the system allowed easy monitoring of soluble fusion protein expression by following GFP fluorescence, and rapid purification of the target protein through the intein-mediated cleavage reaction. A total of 17 target proteins were tested in this intein-GFP fusion system. Our data demonstrated that the fluorescence of the induced cells could be used to measure soluble expression of the intein fusion proteins and efficient intein cleavage activity. The final yield of the target proteins exhibited a linear relationship with whole cell fluorescence. The intein-GFP system may provide a simple route for monitoring real time soluble protein expression, predicting final product yields, and screening the expression of a large number of recombinant proteins for rapid purification in high throughput applications.

Mapping stress-induced changes in autoinducer AI-2 production in chemostat-cultivated Escherichia coli K-12

Numerous gram-negative bacteria employ a cell-to-cell signaling mechanism, termed quorum sensing, for controlling gene expression in response to population density. Recently, this phenomenon has been discovered in Escherichia coli, and while pathogenic E. coli utilize quorum sensing to regulate pathogenesis (i.e., expression of virulence genes), the role of quorum sensing in nonpathogenic E. coli is less clear, and in particular, there is no information regarding the role of quorum sensing during the overexpression of recombinant proteins. The production of autoinducer AI-2, a signaling molecule employed by E. coli for intercellular communication, was studied in E. coli W3110 chemostat cultures using a Vibrio harveyi AI-2 reporter assay (M. G. Surrette and B. L. Bassler, Proc. Natl. Acad. Sci. USA 95:7046-7050, 1998). Chemostat cultures enabled a study of AI-2 regulation through steady-state and transient responses to a variety of environmental stimuli. Results demonstrated that AI-2 levels increased with the steady-state culture growth rate. In addition, AI-2 increased following pulsed addition of glucose, Fe(III), NaCl, and dithiothreitol and decreased following aerobiosis, amino acid starvation, and isopropyl-beta-D-thiogalactopyranoside-induced expression of human interleukin-2 (hIL-2). In general, the AI-2 responses to several perturbations were indicative of a shift in metabolic activity or state of the cells induced by the individual stress. Because of our interest in the expression of heterologous proteins in E. coli, the transcription of four quorum-regulated genes and 20 stress genes was mapped during the transient response to induced expression of hIL-2. Significant regulatory overlap was revealed among several stress and starvation genes and known quorum-sensing genes.

Green fluorescent protein as a secretory reporter and a tool for process optimization in transgenic plant cell cultures

Green fluorescent protein (GFP) is an attractive reporter for bioprocess monitoring. Although expression of GFP in plants has been widely reported, research on the use of GFP in plant cell cultures for bioprocess applications has been limited. In this study, the suitability of GFP as a secretory reporter and a useful tool in plant cell bioprocess optimization was demonstrated. GFP was produced and secreted from suspension cells derived from tobacco that was transformed with a binary vector containing mgfp5-ER cDNA, a modified GFP for efficient sorting to the endoplasmic reticulum, under control of the CaMV 35S promoter. For cell line gfp-13, extracellular and intracellular GFP accumulated to 15.4 and 29.4 mg x 1(-1), respectively. Extracellular GFP accounted for 30.9% of the total extracellular protein. The molecular mass of extracellular GFP was nearly identical to that of a recombinant GFP standard, indicating cleavage of the signal sequence. Neomycin phosphotransferase II, a cytosolic selection marker, was found almost exclusively in cellular extracts with less than 2% in the extracellular medium. These results suggest that extracellular GFP is most likely the result of secretion rather than nonspecific leakage from cells. Furthermore, medium fluorescence intensity correlated nicely with extracellular GFP concentration supporting the use of GFP as a quantitative secretory reporter. During the batch cultivation, culture GFP fluorescence also followed closely with cell growth. A medium feeding strategy was then developed based on culture GFP fluorescence that resulted in improved biomass as well as GFP production in a fed-batch culture.

Reliable quantification of in vitro synthesized green fluorescent protein: comparison of fluorescence activity and total protein levels

At any time in vitro or in vivo expressed unlabeled proteins have to be quantified it is difficult to find a reliable method, especially with nonpurified samples. Quantification via protein activity can result in too low levels if the proteins analyzed tend to aggregate into inactive forms. Here, wild-type green fluorescent protein (GFPwt) was expressed in high amounts in vitro using the Rapid Translation System 500 based on Escherichia coli lysates. Fluorescent activity was determined in dependence of oxygen and compared to total protein levels. In the presence of low amounts of oxygen only 16% of the whole GFPwt amounts were detectable via determination of fluorescence activity. A reliable method to easily quantify whole protein levels even without specific antibodies and without purification steps by simple sodium dodecyl sulfate-polyacrylamide gel electrophoresis (SDS-PAGE) and Coomassie blue staining is described.

All solid-state GFP sensor

An all-solid-state green fluorescent protein (GFP) sensor for GFP measurement was developed. It is immune to interference from ambient light and works with standard flow-through cuvettes. The sensor is practically insensitive to the scattered excitation light encountered in microbial suspensions. It has a range of 0.0002-1 g/L (7.4 x 10(-9) - 3.7 x 10(-5) M) with limit of detection 0.00019 g/L (7.0 x 10(-9) M). The sensor could be used with a UV or blue light emitting diode (LED) as a light source, depending on required sensitivity, selectivity, and background levels. Its very low cost makes it useful in a variety of applications. This article describes the construction and validation of the sensor both off- and on-line in fermentation processes.

Green fluorescent protein in Saccharomyces cerevisiae: real-time studies of the GAL1 promoter

Green fluorescent protein (GFP) was used to study the regulation of the galactose-inducible GAL1 promoter in yeast Saccharomyces cerevisiae strains. GFP was cloned into the pGAL110 vector and transformed into the yeast strains. Time course studies comparing culture fluorescence intensity and GFP concentration were conducted along with on-line monitoring of GFP expression. Our results demonstrated that GFP fluorescence could be used as a quantifiable on-line reporter gene in yeast strains. The effect of an integrated GAL10p-GAL4 transcription cassette was investigated. Induction time studies showed that there was no significant difference in GFP expression level by adding galactose at different culture times. A wide range of galactose concentrations was used to study the initial galactose concentration effect on GFP expression kinetics. A minimum of 0.05 g/L galactose doubled the GFP fluorescence signal as compared to the control, whereas 0.1 g/L gave the highest specific GFP yield. A simple analytical model was proposed to describe GFP expression kinetics based on the experimental results. In addition, this GFP-based approach was shown to have potential use for high-throughput studies. The use of GFP as a generic tool provided important insights to the GAL expression system and has great potential for further process optimization applications.

Framework for online optimization of recombinant protein expression in high-cell-density Escherichia coli cultures using GFP-fusion monitoring

A framework for the online optimization of protein induction using green fluorescent protein (GFP)-monitoring technology was developed for high-cell-density cultivation of Escherichia coli. A simple and unstructured mathematical model was developed that described well the dynamics of cloned chloramphenicol acetyltransferase (CAT) production in E. coli JM105 was developed. A sequential quadratic programming (SQP) optimization algorithm was used to estimate model parameter values and to solve optimal open-loop control problems for piecewise control of inducer feed rates that maximize productivity. The optimal inducer feeding profile for an arabinose induction system was different from that of an isopropyl-beta-D-thiogalactopyranoside (IPTG) induction system. Also, model-based online parameter estimation and online optimization algorithms were developed to determine optimal inducer feeding rates for eventual use of a feedback signal from a GFP fluorescence probe (direct product monitoring with 95-minute time delay). Because the numerical algorithms required minimal processing time, the potential for product-based and model-based online optimal control methodology can be realized.