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Characterisation of metabolic burden in Pseudomonas putida reveals precursor limitation in heterologous lycopene production.

BACKGROUND: The introduction of heterologous pathways into microbial hosts often imposes a metabolic burden on the cell, arising from three major physiological constraint layers: competition for gene expression resources, limited precursor availability and flux distribution, and insufficient energy and redox supply. Although Pseudomonas putida KT2440 is considered a robust and metabolically versatile production host, it remains unclear which of these constraint layers primarily limits heterologous terpenoid production in this organism. Here, lycopene biosynthesis was used as a model system to systematically dissect these three potential sources of metabolic burden. RESULTS: A capacity-monitoring system revealed no clear reduction in transcriptional or translational capacity across the tested strains and cultivation conditions, indicating that general gene expression capacity was not the primary limiting factor. Instead, lycopene production depended strongly on promoter architecture and plasmid backbone, showing that regulatory design shaped pathway performance. Enhancing precursor supply by introducing a heterologous mevalonate (MVA) pathway substantially increased product titres, identifying precursor availability from the native MEP pathway as the dominant bottleneck. This conclusion was independently supported by exogenous mevalonate supplementation, which further increased lycopene accumulation but also revealed saturation at higher concentrations, suggesting that downstream pathway balance or enzyme capacity became limiting once precursor supply was relieved. Under controlled bioreactor conditions, lycopene titres increased from approximately 1 mg/L to nearly 25 mg/L, indicating that process conditions further modulate production performance, suggesting an additional contribution of process-dependent energy and redox constraints. CONCLUSION: Metabolic burden during heterologous lycopene production in P. putida is governed primarily by precursor availability rather than by limitations in general gene expression capacity. Regulatory properties of the vector system strongly influence pathway performance, while controlled cultivation conditions can further improve production by alleviating additional process-dependent constraints. Together, these findings provide a systematic framework for distinguishing constraint layers and guiding the optimisation of heterologous terpenoid production systems.

Lycopene↗

The metabolic burden of the PGK1 and ADH2 promoter systems for heterologous xylanase production by Saccharomyces cerevisiae in defined medium.

Five recombinant S. cerevisiae strains were cultivated under identical conditions to quantify the molecular basis of the metabolic burden of heterologous gene expression, and to evaluate mechanisms for the metabolic burden. Two recombinant S. cerevisiae strains, producing Trichoderma reesei xylanase II under control of either the PGK1 or ADH2 promoters, were compared quantitatively with three references strains, where either the heterologous xylanase II (XYN2) gene, or the heterologous gene and the promoter and terminator were omitted from the recombinant plasmid. Neither the replication of multiple copies of the 2-microm-based YEp352 plasmid nor the replication the foreign XYN2 gene represented a metabolic burden to the cell, as the growth of the host organism was not affected. The inclusion of a glycolytic promoter on the recombinant plasmid, however, reduced the maximum specific growth rate (12% to 15%), biomass yield on glucose (8% to 11%), and specific glucose consumption rate (6% to 10%) of the recombinant strains. The presence of the heterologous XYN2 gene on the recombinant plasmid caused a further reduction in the maximum specific growth rate (11% to 14%), biomass yield (4%), and specific glucose consumption rate (12%) of the host strain during active gene expression, which was dictated by the regulatory characteristics of the promoter utilized. The metabolic effect of foreign gene expression was disproportionally large, with respect to on the amount of heterologous protein produced. This was most likely due to an increased energetic demand for the expression of a foreign gene and/or a competition for limiting amounts of transcription or translation factors, biosynthetic precursors or metabolic energy.

Alcohol Dehydrogenase↗

Maintenance of a Pseudomonas fluorescens plasmid in heterologous hosts: metabolic burden as a more reliable variable to predict plasmid instability.

The stability of a large, multiresistance plasmid, pSCL of P. fluorescens CAS102 was studied in Pseudomonas putida and E. coli under various non-stress conditions. Both the strains lost the plasmid within 25 days when repeatedly subcultured in LB broth without any antibiotic. The transformants survived in sterile soil and water without any marked reduction in the viability. In sterile soil, P. putida lost 93% and E. coli, 98% of their plasmid containing population in 30 days, while in sterile water the plasmid loss was 92.5% and 97% respectively. The two variables, viz. the efficiency of plasmid-partitioning during cell division and measurement of relative specific growth rates of plasmid-plus and plasmid-minus cells which are used to predict plasmid instability cannot be used to predict plasmid loss during starvation. The utility of a third variable, viz. the metabolic burden due to plasmid maintenance in predicting plasmid instability in different hosts is discussed. The rate of plasmid loss was found to be comparatively faster in E. coli than in P. putida. The biosynthetic burden due to plasmid maintenance was also more in E. coli than in P. putida when compared to the plasmid-plus and plasmid-minus cells of the two strains which was evident from the increased nutrient uptake rates (glucose, O2, and amino acid) and increased protein content of the plasmid-plus cells of E. coli. From the results, a correlation could be found between the degree of metabolic burden and the rate of plasmid loss. The reliability of metabolic burden, to predict plasmid instability versus the relative specific growth rates is discussed.

Drug Resistance, Multiple↗

Trade-off between segregational stability and metabolic burden: a mathematical model of plasmid ColE1 replication control.

A model of ColE1 copy number control has been developed where molecular details of replication are connected both to segregational stability and metabolic burden. Efficient replication control reduces copy number variation and increases segregational stability for a given average copy number. Copy number variation is predicted to depend on the type of inhibition mechanism as well as RNA I and RNA II turnover rate constants. It is shown that when both RNA I and RNA II transcription frequencies and the rate constant for degradation of free RNA I are very large, a hyperbolic inhibition mechanism must compensate with a 1.4 times greater average copy number to obtain the same segregational stability as an exponential inhibition mechanism. How sensitively the replication frequency responds to changes in RNA I concentration depends on the type of inhibition mechanism and the number of attempts to form an RNA II replication primer per plasmid and cell cycle. If RNA I is too stable, it will not follow changes in plasmid concentration closely, and when the transcription frequency for RNA I is only slightly higher than for RNA II, RNA I concentration becomes randomized. In both these cases, the proportionality between the single cell RNA I and plasmid concentrations is lost and this impairs copy number control. Thresholds in the rate for degradation of free RNA I as well as in RNA I and RNA II transcription frequencies have been computed, where an increase in these rate constants has a negligible effect on segregational stability but a corresponding decrease leads to segregational disaster. This indicates that there exists a well defined optimal set of rate constants where the regulation system works well without excessive metabolic load. A number of new experiments are suggested to address features of particular importance for the evolution of ColE1 copy number control.

DNA Replication↗

IS2-mediated re-arrangement of the promoter sequence suppresses metabolic burden of the recombinant plasmid.

Recombinant plasmid pKA18 of the high expression bacterial system for penicillin amidase ('penicillin G acylase') bears the 3' end region of IS2 element. The IS2 sequence replaces the -35 region of promoter of pga and extends up to TAGTAT box at position -10 of the promoter region. It therefore forms a hybrid promoter of pga ppgaHT. A natural promoter ppgaWT was not detected on any recombinant plasmid isolated from recombinant strains of Escherichia coli constitutively producing penicillin amidase. PCR fragments carrying both types of promoters were cloned into the promoter-probe vector pET2 to compare their transcriptional activity: the activity of ppgaWT was 5x higher than that of ppgaHT. The same nucleotide "G" localized 28 nucleotides upstream of the translation start point was identified as the respective transcription start point of both mRNAs. An attempt was made to place the pga gene cloned on a plasmid under the control of the natural promoter: not a single clone expressing penicillin amidase was found among 150 transformants. High transcriptional activity of the natural promoter together with high pga gene dosage could result in a deleterious metabolic burden of the periplasmic enzyme.

Base Sequence↗

On-line estimation of the metabolic burden resulting from the synthesis of plasmid-encoded and heat-shock proteins by monitoring respiratory energy generation.

Human basic fibroblast growth factor (hFGF-2) was produced in high-cell density cultures of recombinant Escherichia coli using a temperature-inducible expression system. The synthesis rates of proteins were followed by two-dimensional gel electrophoresis of the (35)S-methionine-labeled proteom. After temperature induction of hFGF-2 synthesis, the rate of total protein synthesis per biomass increased by a factor of three, mainly as a result of the additional synthesis of hFGF-2 and heat-shock proteins. The synthesis rates of heat-shock proteins and constitutive plasmid-encoded proteins increased after the temperature upshift also in the control strain without hFGF-2 gene but followed time profiles different from the producing strain. The energy demand for the extra synthesis of plasmid-encoded and heat-shock proteins resulted in an elevated respiratory activity and, consequently, in a reduction of the growth rate and the biomass yield. A procedure was developed to relate the energy demand for the additional synthesis of these proteins to the generation of energy in the respiratory pathway. Specific energy production was estimated based on on-line measurable rates of oxygen consumption, or carbondioxide evolution and growth, respectively. In this way, the metabolic burden resulting from the synthesis of plasmid-encoded and heat-shock proteins was quantified from on-line accessible data.

Electrophoresis, Gel, Two-Dimensional↗

The metabolic burden of diabetes and dyslipidaemia in chronic kidney disease.

Hyperglycaemia induces mitochondrial superoxide production, increases oxidative stress, and leads to activation of the acute-phase response. Hyperglycaemia, impaired renal function, and uraemia cause inflammatory and oxidative processes. Advanced oxidation protein products and advanced glycation end products are formed, leading to subsequent cytokine release. This promotes alterations in lipoprotein metabolism, composition, and function. These changes result in a highly atherogenic environment, perpetuating the vicious cycle of accelerated atherogenesis. The terminal pathway is an elevation of C-reactive protein, a biomarker of both overall and cardiovascular outcome.

Diabetes Mellitus↗

Characterization of the metabolic burden on Escherichia coli DH1 cells imposed by the presence of a plasmid containing a gene therapy sequence.

The presence of a plasmid, containing gene sequences for DNA immunotherapy that are not expressed in microbial culture, imposed a degradation in bioreactor performance in cultures of the host E. coli strain. Significant decreases in growth rate (24%) and biomass yield (7%) and a corresponding increase in overflow metabolism were observed in a strain containing a therapeutic sequence (a hepatitis B antigen under the control of a CMV promotor). The observed increase in overflow metabolism was incorporated into a Metabolic Flux Analysis (MFA) model (as acetate secretion). Metabolic flux analysis revealed an increase in TCA cycle flux, consistent with an increased respiration rate observed in plasmid-containing cells. These effects are thought to result from increased ATP synthesis requirements (24%) arising from the expression of the Kanr plasmid marker gene whose product accounted for 18% of the cell protein of the plasmid-containing strain. These factors will necessitate significantly higher aeration and agitation rates or lower nutrient feed rates in high-density cultures than would be expected for plasmid-free cultures.

Base Sequence↗

Amino acid content of recombinant proteins influences the metabolic burden response.

Recombinant protein production in Escherichia coli often results in a dramatic cellular stress response best characterized by a decrease in overall cell fitness. We determined that the primary sequence (the amino acid sequence) of the recombinant protein alone plays an important role in mitigating this response. To do so, we created two polypeptides, modeled after the 39-40 amino acid Defensin class of proteins, which contained exclusively the five least (PepAA; His, Trp, Tyr, Phe, Met), or most (PepCO: Ala, Glu, Gln, Asp, Asn) abundant amino acids in E. coli. We determined that overexpression of PepAA resulted in a drastic decrease in growth rate compared to overexpression of PepCO, our model Defensin protein MGD-1, or the 26 amino acid polypeptide contained within the pET-3d vector backbone. We further determined, using Affymetrix E. coli gene chips, that differences among the whole-genome transcriptional responses of these model systems were best characterized by altered expression of genes whose products are involved in translation, transport, or metabolic functions as opposed to stress response genes. Based on these results, we confirmed that translation efficiency was significantly reduced in cells overexpressing PepAA compared with the other model polypeptides evaluated.

Amino Acid Sequence↗

Evidence for a significant myocardial contribution to total metabolic burden during hypothermic cardiopulmonary bypass: a study of continuously measured oxygen consumption and arterial lactate levels in pigs.

OBJECTIVE: We assessed the causes of imbalance of oxygen transport by continuously measuring oxygen consumption (VO2) during hypothermic cardiopulmonary bypass (CPB) in pigs. METHODS: Six pigs (17.2+/-1.6 kg) underwent hypothermic (32 degrees C) CPB for 180 min with 120 min of aortic crossclamping (ACC). An AMIS 2000 mass spectrometer was adapted for the on-line measurement of VO2. Arterial lactate was measured at the beginning of CPB, the end of hypothermia, before and 10 min after ACC release, 20 min later, and at the end of CPB. RESULTS: Arterial lactate increased from 1.8+/-0.7 to 5.1+/-1.8 mmol/L during CPB. Hypothermia reduced VO2 by 0.63+/-0.29 mlmin/kg per degrees C, but lactate increased to 4.2+/-1.5 mmol/L (p <0.05). The most rapid rise of VO2 and lactate occurred during the first 10 min after ACC removal, accounting for 26% and 68%, respectively, of the total rise during rewarming. CONCLUSIONS: Inadequate tissue oxygenation persists throughout hypothermic CPB. The rise in systemic VO2 and lactate immediately after ACC release may reflect inadequate oxygen transport within the myocardium during ischemia and manifest on reperfusion. This simple technique may be used to provide important information regarding the dynamic balance of systemic and myocardial oxygen transport during ischemia-reperfusion.

Animals↗

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.

Bacterial Proteins↗

A genome-wide transcriptional analysis of producer and non-producer NS0 myeloma cell lines.

'Genome-wide' or 'global' gene expression profiling provides a powerful approach to the characterization of a cell's transcriptional state. Such technology has been used in animal cell culture to create genome-wide snapshots of transcriptional activity in response to environmental factors or cellular triggers under bioprocessing conditions. Furthermore, it allows us to have a fundamental understanding of genetic mechanisms involved in recombinant protein production. One such mechanism adversely affecting the growth of recombinant bacteria is the increased metabolic burden resulting from the maintenance of plasmid copy number and heterologous protein expression. There have also been some reports on the effect of metabolic burden in mammalian cell systems. In the present study, we have used a mouse array representing 6400 genes to assess the expression profile of a WT (wild-type) mouse plasmacytoma cell line, NS0 WT, and a GS (glutamine synthetase)-NS0 6A1-100 cell line expressing chimaeric monoclonal antibody. The producer cells did not exhibit a slower growth as the result of any metabolic burden, but showed differences in metabolic activity. Gene expression profiling revealed that the producer cell line was selected for a higher expression of chromosomal genes, genes for zinc-finger proteins as well as cell-cycle-related events. On the other hand, protein synthesis is greater and ribosomal genes were more expressed in the WT cells. A possible shift from expressing antigen presenting proteins to recombinant protein could also be seen. Hence, gene expression profiling suggests that the effect of the metabolic burden in slowing growth can be mostly negated in producer cell lines by careful clonal selection, where stable transfected cells are selected for both high productivity as well as high growth rates.

Animals↗

Relationship between pretreatment level of plasma Epstein-Barr virus DNA, tumor burden, and metabolic activity in advanced nasopharyngeal carcinoma.

PURPOSE: Plasma Epstein-Barr virus DNA (pEBV DNA) is an important prognostic marker in nasopharyngeal carcinoma (NPC). This study tested the hypotheses that pEBV DNA reflects tumor burden and metabolic activity by evaluating its relationship with tumor volume and 18F-fluorodeoxyglucose (18F-FDG) uptake in NPC. METHODS AND MATERIALS: Pre-treatment pEBV DNA analysis, 18F-FDG positron emission tomography-computed tomography scan (PET-CT) and magnetic resonance imaging (MRI) of the head and neck were performed in 57 patients. Net volume (cm3) of the primary tumor (T(vol)) and regional nodes (N(vol)) were quantified on MRI. 18F-FDG uptake was expressed as the maximum standardized uptake value (SUV(max)) at the primary tumor (T(suv)) and regional nodes (N(suv)). Lesions with SUV(max) > or = 2.5 were considered malignant. Relationship between SUV(max), natural logarithm (log) of pEBV DNA, and square root (sq) of MRI volumes was analyzed using the Wilcoxon test. A linear regression model was constructed to test for any interaction between variables and disease stage. RESULTS: Log-pEBV DNA showed significant correlation with sq-T(vol) (r = 0.393), sq-N(vol) (r = 0.452), total tumor volume (sq-Total(vol) = T(vol) + N(vol), r = 0.554), T(suv) (r = 0.276), N(suv) (r = 0.434), and total SUV(max) (Total(suv) = T(suv) + N(suv), r = 0.457). Likewise, sq-T(vol) was correlated to T(suv) (r = 0.426), and sq-N(vol) with N(suv) (r = 0.651). Regression analysis showed that only log-pEBV DNA was significantly associated with sq-Total(vol) (p < 0.001; parameter estimate = 8.844; 95% confidence interval = 3.986-13.703), whereas Sq-T(vol) was significantly associated with T(suv) (p = 0.002; parameter estimate = 3.923; 95% confidence interval = 1.498-6.348). CONCLUSION: This study supports the hypothesis that cell-free plasma EBV DNA is a marker of tumor burden in EBV-related NPC.

Adult↗

Low-copy plasmids can perform as well as or better than high-copy plasmids for metabolic engineering of bacteria.

Multicopy plasmids are often chosen for the expression of recombinant genes in Escherichia coli. The high copy number is generally desired for maximum gene expression; however, the metabolic burden effects that usually result from multiple plasmid copies could prove to be detrimental for maximum productivity in certain metabolic engineering applications. In this study, low-copy mini-F plasmids were compared to high-copy pMB1-based plasmids for production of two metabolites in E. coli: polyphosphate (polyP) and lycopene derived from isopentenyl diphosphate (IPP). The stationary-phase accumulation of polyP on a per cell basis was enhanced approximately 80% when either high- or low-copy plasmids were used, from 120 micromol/g DCW without augmented polyP kinase (PPK) activity to approximately 220 micromol/g DCW. The cell density of the high-copy plasmid-containing culture at stationary phase was approximately 24% lower than the low-copy culture and 30% lower than the control culture. This difference in cell density is likely a metabolic burden effect and resulted in a lower overall product concentration for the high-copy culture (approximately 130 micromol/L culture) relative to the low-copy culture (approximately 160 micromol/L culture). When the gene for DXP (1-deoxy-D-xylulose 5-phosphate) synthase, the first enzyme in the IPP mevalonate-independent biosynthetic pathway, was expressed from the tac promoter on multicopy and low-copy plasmids, lycopene production was enhanced two- to threefold over that found in cells expressing the chromosomal copy only. Cell growth and lycopene production decreased substantially when isopropyl beta-D-thiogalactosidase (IPTG) was added to the high-copy plasmid-containing culture, suggesting that overexpression of DXP synthase was a significant metabolic burden. In the low-copy plasmid-containing culture, no differences in cell growth or lycopene production were observed with any IPTG concentrations. When dxs was placed under the control of the arabinose-inducible promoter (P(BAD)) on the low-copy plasmid, the amount of lycopene produced was proportional to the arabinose concentration and no significant changes in cell growth resulted. These results suggest that low-copy plasmids may be useful in metabolic engineering applications, particularly when one or more of the substrates used in the recombinant pathway are required for normal cellular metabolism.

Acid Anhydride Hydrolases↗

Growth-rate recovery of Escherichia coli cultures carrying a multicopy plasmid, by engineering of the pentose-phosphate pathway.

Expression of plasmid-encoded genes in bacteria is the most common strategy for the production of specific proteins in biotechnological processes. However, the synthesis of plasmid-encoded proteins and plasmid-DNA replication often places a metabolic load (metabolic burden) into the cell's biochemical capacities that usually reduces the growth rate of the producing culture (Glick BR. Biotechnol Adv 1995;13:247-261). This metabolic burden may be related to a limited capacity of the cell to supply the extra demand of building blocks and energy required to replicate plasmid DNA and express foreign multicopy genes. Some of these required blocks are intermediaries of the pentose phosphate (PP) pathway, e.g., ribose-5-phosphate, erythrose-4-phosphate. Due to the important impact of metabolic burden on biotechnological processes, several groups have worked on developing strategies to overcome this problem, like reduction of plasmid copy number (Seo JH, Bailey JE. Biotechnol Bioeng 1985;27:1668-1674; Jones KL, Kim S, Keasling JD. Metab Eng 2000;3:328-338), chromosomal insertion of the gene which product is desired, or changing the plasmid-coded antibiotic resistance gene (Hong Y, Pasternak JJ, Glick BR. Can J Microbiol 1995;41:624-628). However, few efforts have been attempted to overcome the reduction of growth rate due to protein over-expression, by modifying central metabolic pathways (Chou C-H, Bennett GN, San KY. Biotechnol Bioeng 1994;44:952-960). We constructed a high-copy number plasmid carrying the gene for glucose-6-phosphate dehydrogenase, zwf, under the control of an inducible trc promoter (pTRzwf04 plasmid). By transforming a wild-type strain and inducing with IPTG, it was possible to recover growth-rate from 0.46 h(-1) (uninduced) to 0.64 h(-1) (induced). The same transformation in an Escherichia coli zwf(-), allows a growth-rate recovery from 0.43 h(-1) (uninduced) to 0.62 h(-1) (induced). We also studied this effect as part of a laboratory-scale biotechnology process: production of a recombinant insulin peptide by co-transforming E. coli JM101 strain with pTRzwf07, a low-copy-number plasmid that carries the same inducible construction as pTRzwf04, and with the pTEXP-MMRPI vector that carries a TrpLE-proinsulin hybrid gene. In this system, production of TrpLE-proinsulin strongly reduces growth rate; however, overexpression of zwf gene recovers with a growth rate from 0.1 h(-1) in the TrpLE-proinsulin induced strain, to 0.37 h(-1) when both zwf and TrpLE-proinsulin genes were induced. In this paper, we show that the engineering of the pentose phosphate pathway by modulation of the zwf gene expression level partially overcomes the possible bottleneck for the supply of building blocks and reducing power synthesized through the PP pathway, that are required for plasmid replication and plasmid-encoded protein expression.

Cell Proliferation↗