Microbial production of sabinene—a new terpene-based precursor of advanced biofuel
© Zhang et al.; licensee BioMed Central Ltd. 2014
Received: 17 October 2013
Accepted: 3 February 2014
Published: 10 February 2014
Sabinene, one kind of monoterpene, accumulated limitedly in natural organisms, is being explored as a potential component for the next generation of aircraft fuels. And demand for advanced fuels impels us to develop biosynthetic routes for the production of sabinene from renewable sugar.
In this study, sabinene was significantly produced by assembling a biosynthetic pathway using the methylerythritol 4-phosphate (MEP) or heterologous mevalonate (MVA) pathway combining the GPP and sabinene synthase genes in an engineered Escherichia coli strain. Subsequently, the culture medium and process conditions were optimized to enhance sabinene production with a maximum titer of 82.18 mg/L. Finally, the fed-batch fermentation of sabinene was evaluated using the optimized culture medium and process conditions, which reached a maximum concentration of 2.65 g/L with an average productivity of 0.018 g h-1 g-1 dry cells, and the conversion efficiency of glycerol to sabinene (gram to gram) reached 3.49%.
This is the first report of microbial synthesis of sabinene using an engineered E. coli strain with the renewable carbon source as feedstock. Therefore, a green and sustainable production strategy has been established for sabinene.
KeywordsSabinene Geranyl diphosphate synthase Sabinene synthase Escherichia coli
Progresses in metabolic engineering and synthetic biology boost the engineering of microbes to produce advanced biofuels[1–3]. Among the bio-based fuels, terpenes, which are derived from the head-to-tail condensation of dimethylallyl pyrophosphate (DMAPP) and isopentenyl pyrophosphate (IPP), and traditionally used in flavorings, fragrances, medicines and fine chemicals[5, 6], have the potentials to serve as advanced biofuel precursors[7–9].
Sabinene (CAS: 3387-41-5), a perfume additive, is being explored as the components for the next generation aircraft fuel[7, 8]. Meanwhile, sabinene contributes to the spiciness of black pepper, is a principal component of carrot seed oil, and occurs at a low concentration in tea tree oil. Currently, sabinene is extracted from plants, which is inefficient and requires substantial expenditure of natural resources because of the low content of them. Though sabinene was found in the culture of an endophytic Phomopsis sp. as a component of its volatile organic compounds, further work need to be done for microbial production method because of the low tilter in the mixture. Consequently, green and sustainable microbial technologies, which could engineer microorganisms to convert renewable resources from biomass to biobased advanced biofuels, provided an alternative strategy[17–19].
In this paper, sabinene was significantly produced by assembling a biosynthetic pathway using the MEP or heterologous MVA pathway combining the GPP and sabinene synthase genes in an engineered E. coli strain. Subsequently, the culture medium and process conditions were optimized to enhance sabinene production. Finally, fed-batch fermentation of sabinene was evaluated using the optimized culture medium and process conditions.
Results and discussion
Characterization of sabinene by GC-MS
Screening of GPP synthases
GPP synthase, is one of the rate-limiting enzyme in the sabinene synthesis of E. coli BL21(DE3). An effective method to optimize pathway efficiency may be to use genes of rate-limiting enzymes from different organisms. In this study, GPPS enzymes from Abies grandis (GPPS2) and E. coli were evaluated to enhance the supply of GPP.
Screening of synthetic pathways for sabinene production
The hybrid exogenous MVA pathway is effective to synthesize DMAPP and IPP according to previous experimental data. The recombinant strain HB4 (E. coli harboring the MVA pathway, GPPS and sabinene synthase) and strain HB3 (E. coli harboring the native MEP pathway, GPPS synthase and sabinene synthase) were cultured to test the effect of the MVA pathway on the production of sabinene, in fermentation medium under shake-flask conditions. The sabinene titer of strain HB4 reached 44.74 mg/L after being induced by 0.25 mM IPTG for 24 h with glycerol as carbon source and beef powder as nitrogen source (Figure 3B). The titer was about 20-fold higher than that of the strain HB3 cultured at the same conditions.
These results indicated that the hybrid MVA pathway caused a huge increase in sabinene production, which was accordant with the production of other terpenes using a hybrid exogenous MVA pathway in engineered E. coli strains. One reason for the inefficiency of MEP approach was the regulatory mechanisms present in the native host. This limitation was also confirmed by experiments on isoprene production using the MEP or MVA pathway[23, 25]. It is because the hybrid exogenous MVA pathway is effective to synthesize DMAPP and IPP, which are the precursors of GPP. Consequently, we hypothesized that the engineered strain with the hybrid exogenous MVA pathway could further enhance the production of sabinene. Therefore, the strain HB4 harboring the hybrid exogenous MVA pathway was chosen for further experiments.
Optimization of fermentation medium and culture conditions
Fermentation medium and culture conditions play a vital role in the formation, concentration and yield of the end product, and they also provide data for fed-batch fermentation. Optimizing fermentation medium and culture conditions for strains can make the fed-batch fermentation easy to get higher quality and quantity products. In this study, the one-factor-at-a-time method, which is based on the classical method of changing one independent variable while fixing all others[27, 28], is applied to optimize medium components as well as process conditions. The four most important factors, carbon source, organic nitrogen source, induction temperature, and inducer concentration were optimized to improve sabinene production, using the strain HB4.
Effect of organic nitrogen source on sabinene production
Effect of carbon source on sabinene production
The source of carbon is the main feedstock in most fermentation media; therefore, finding efficient and cheap carbon source for sabinene production is important. In this study, mostly used carbon source glucose and glycerol were applied to investigate the effect of carbon source on sabinene production. As is shown in Figure 4B, the glycerol permitted a little higher sabinene production than glucose. The highest concentration of sabinene was 41.45 mg/L, which was about 2.03 times as much as that of glucose as carbon source.
Effect of induction temperature on sabinene production
In this study, the induction temperatures of 25°C, 28°C, 31°C, 34°C and 37°C were tried to increase sabinene production. As is shown in Figure 4C, the maximum sabinene production was observed at 31°C, at 71.50 mg/L with beef power as nitrogen source and glycerol as carbon source. It was about 2 times greater than that observed at 25°C (36.12 mg/L), and 37°C (36.19 mg/L). The enzyme expression, cell growth and product formation should be balanced in a successful control of cultivation temperature. Because low temperatures decrease the inclusion bodies in genetically engineered E. coli, the activities of recombinant enzymes can be enhanced by low induction temperatures (25°C or 30°C)[30, 31]. Hence, the optimal induction temperature for sabinene production was around 31°C.
Effect of inducer concentration on sabinene production
To optimize the inducer concentration, various IPTG concentrations, ranging from 0.05 mM to 1 mM, were tested. The production of sabinene reached a maximum of 82.18 mg/L at the IPTG concentration of 0.1 mM, which was about 2.45 times greater than those observed at 1.0 mM (33.14 mg/L). The level of IPTG used can be varied to adjust the extent of the metabolic burden imposed on the cell, which can result in reduced growth rates, cell yields, protein expression, and plasmid stability[33, 34].
Therefore, the most suitable medium was using beef powder and glycerol as the nitrogen and carbon source, respectively, and optimal culture temperature for sabinene production was 31°C at the concentration of 0.1 mM IPTG using the engineered strain HB4.
Toxicity of commercial sabinene to E. coli
The toxicity of products to the hosts is common in biosynthesis of biofuels and chemicals[3, 35]. Expression of efflux pumps, heat shock proteins, membrane modifying proteins, and activation of general stress response genes all can improve tolerance of the hosts[2, 3, 36]. Furthermore, in situ product removal and membrane technology both can be used in the production of sabinene to get high titers.
Fed-batch culture of the engineered strains
The maximum cell density of the engineered strain reached only about 14, four hours after being induced with IPTG, with a sabinene titer of no more than 0.5 g/L, which was rather low for the fed-batch fermentation of E. coli strains. The main reason for the low cell mass of E. coli strain may lie in the retardation of cell growth resulting from toxicity of the product, which was proved by the experiment of toxicity. Meanwhile, overexpression of many heterologous genes may be another reason. To resolve the above-mentioned problems, many possible improvements can be achieved to enhance sabinene production. One approach is to optimize the fermentation process by increasing cell density to elevate the yield of products[38, 39], using in situ product removal, membrane technology or dissociation of growth or cell mass formation from product formation to reduce the toxicity of sabinene. Another approach is engineering of the host including: employing a chromosome integration technique to decrease the cell growth burden on the host that results from overexpression of heterologous genes, expression of efflux pumps, heat shock proteins, membrane modifying proteins, and activation of general stress response genes to improve tolerance of the host to sabinene[2, 3, 36].
In this study, sabinene was significantly produced by assembling a biosynthetic pathway using the MEP or heterologous MVA pathway combining the GPP and sabinene synthase genes in an engineered E. coli strain. Subsequently, the culture medium and process conditions were optimized to enhance sabinene production. Finally, we also evaluated the fed-batch fermentation of sabinene using the optimized culture medium and process conditions, sabinene reached a maximum concentration of 2.65 g/L with an average productivity of 0.018 g/h/g dry cells, and the conversion efficiency of glycerol to sabinene (gram to gram) reached 3.49%. As far as we know, this is the first report of biosynthesis of sabinene using an engineered E. coli strain with the renewable carbon source as feedstock. Therefore, a green and sustainable production strategy has been provided for sabinene from renewable sources in E. coli.
Methods and materials
Plasmids, bacterial strains, and growth conditions
Plasmids and strains used in this study
P15A origin; CmR; PT7
ColE1 origin; AmpR; Ptrc
pUC origin; AmpR; PT7
ColE1 origin; AmpR; Ptrc:: ERG12-ERG8-ERG19-IDI1
P15A origin; CmR; PT7:: SabS1
P15A origin; CmR; PT7::IspA
P15A origin; CmR; PT7::IspA-SabS1
P15A origin; CmR; PT7:: GPPS2
P15A origin; CmR; PT7:: GPPS2-SabS1
P15A origin; CmR; PT7:: mvaE-GPPS2-SabS1
P15A origin; CmR; PT7::mvaE-mvaS-GPPS2-SabS1
E. coli BL21(DE3)
E. coli B dcm ompT hsdS(rB - mB -) gal
E. coli DH5α
deoR, recA1, endA1, hsdR17(rk-, mk+), phoA, supE44, λ-, thi-1, gyrA96, relA1
E. coli BL21(DE3) harboring pHB1
E. coli BL21(DE3) harboring pHB3
E. coli BL21(DE3) harboring pHB5
E. coli BL21(DE3) harboring pHB7 and pTrcLower
Biosensor equipped with glucose oxidase membrane electrodes (Shandong Academy of Sciences, Jinan, China) was applied to determine the concentration of glucose.
The experiments were carried out according to standard protocols. Polymerase chain reaction (PCR) was performed using Pfu DNA polymerase (TaKaRa, Dalian, China) according to the manufacturer’s instructions.
Construction of plasmids for GPP synthase screening
Primers used in this study
Sequence (5′ → 3′)
The geranyl diphosphate synthase gene (GPPS2, GenBank No. AF513112) from Abies grandis and sabinene synthase gene (SabS1, GenBank No. ABH07678.1) from Salvia pomifera were analyzed by online software (http://www.genscript.com/cgi-bin/tools/rare_codon_analysis) and optimized to the preferred codon usage of E. coli (http://www.jcat.de/). The codon-optimized GPPS2 gene and SabS1 gene were synthesized by Generay Company with plasmid pGH as the vector (pGH-GPPS2 and pGH-SabS1). The SabS1 gene fragment was obtained by digestion of pGH-SabS1 with Bgl II and Xho I and then cloned into the corresponding sites of pACYCDuet-1 to create pHB1.The GPPS2 gene fragment was obtained by digestion of pGH-GPPS2 with Nde I and Bgl II and then cloned into the corresponding sites of pACYCDuet-1 to create pHB4. The SabS1 gene fragment was obtained by digesting pGH-SabS1 with Bgl II and Xho I and was ligated into the corresponding sites of pHB4 to construct pHB5.
Construction of plasmids for the whole pathway of sabinene synthesis
As mentioned above, E. coli BL21(DE3) has its native MEP pathway to form IPP and DMAPP. Therefore, the MEP pathway for sabinene synthesis was constructed by harboring the plasmid pHB1 to introduce the exogenous sabinene synthase. Furthermore, to enhance the metabolic flux into GPP by catalyzing the conversion of DMAPP and IPP, the GPP synthase (IspA or GPPS2) was overexpressed or introduced.
E. coli BL21(DE3) harboring pHB7 and pTrcLower was constructed to form the MVA pathway for sabinene synthesis. The mvaE (Genbank: AF290092) was amplified with the primer mvaE-F and mvaE-R from genomic DNA of Enterococcus faecalis (ATCC 700802D-5) and then cloned into pHB5 and with restriction enzymes Nco I and Bam HI, creating pHB6. The mvaS (Genbank: AF290092) was amplified from genomic DNA of E. faecalis (ATCC 700802D-5) with the primer mvaS-F and mvaS-R and cloned into pHB6 and with restriction enzymes Sac I and Pst I, creating pHB7. The ERG12, ERG8, ERG19 and IDI1 genes from S. cerevisiae (ATCC 204508) were cloned into pTrcHis2B (Invitrogen, Carlsbad, CA) using a method of successive hybridization to yield pTrcLower.
Characterization of sabinene by GC-MS
The E. coli strain was inoculated in 50 ml of fermentation medium containing 34 μg/mL Cm and then cultured at 37°C with shaking at 180 rpm. When the OD600 of the bacterial culture reached 0.6-0.9, the cells were induced by IPTG at a final concentration of 0.25 mM for 24 h. Then, the off-gas samples were taken from the headspace of the sealed cultures and analyzed by GC-MS.
Products characterization was carried out by capillary GC-MS using an Agilent 5975C system chromatograph. A HP-INNOWAX capillary column (30 m × 0.25 mm × 0.25 μm, Agilent, Palo Alto, CA, USA) was used, with helium as the carrier gas at a flow rate of 1 ml min-1. The following oven temperature program was carried out: 40°C for 1 min, increase of 4°C/min to 70°C, then programmed from 70°C to 250°C at 25°C/min, where it was held for 5 min. The injector temperature was maintained at 250°C; ion source temperature 230°C; EI 70 eV; mass range 35-300 m/z. suitable amount of samples were injected in split injection mode with a 20:1 split ratio. Peak identification was based on the relative retention time and total ion mass spectral comparison with the external standard.
Quantification of sabinene by gas chromatography (GC)
The different strains were inoculated in 50 ml of fermentation medium containing 34 μg/mL Cm and/or 100 μg/mL Amp and then cultured under the conditions mentioned above. Finally, the off-gas samples were taken from the headspace of the sealed cultures and analyzed by GC.
The GC analysis was performed on an Agilent 7890A equipped with a flame ionization detector (FID). The separation of sabinene was performed using an HP-INNOWAX column (25 m × 250 μm × 0.2 μm). The linear velocity was 1 ml/min with N2 as carrier gas. The oven temperature was initially held at 50°C for 1 min, increased at 5°C/min to 100°C to 250°C, and finally held at 250°C for 5 min. The temperatures of injector and detector were held at 250°C and 260°C, respectively. The peak area was converted into sabinene concentration in comparison with a standard curve plotted with a set of known concentrations of sabinene which was bought from Sigma-Aldrich.
Optimization of fermentation medium and process
Optimization of fermentation medium was performed in shake-flask experiments in triplicate series of 600 ml sealed shake flasks containing 50 ml of fermentation medium incubated with the strain HB4. Amp (100 μg/mL) and Cm (34 μg/mL) were added when it was necessary. E. coli strains were cultured in the broth for initial production of sabinene and incubated in a gyratory shaker incubator at 37°C and 180 rpm. When the OD600 reached 0.6-0.9, IPTG was added to a final concentration of 0.25 mM, and the culture was further incubated at 30°C for 24 h. Then, 1 ml of gas sample from the headspace of the sealed cultures was quantified as described previously. Concentrations of synthesized sabinene were calculated by converting the GC peak area into milligrams of sabinene via a calibration curve.
Effect of organic nitrogen source
The shake-flask cultures were incubated in initial medium with different organic nitrogen sources (5 g/L): beef extract (solarbio), beef powder (MDBio, Inc), tryptone (Beijing AoBoXing Bio-Tech Co., Ltd) or yeast extract powder (Beijing AoBoXing Bio-Tech Co., Ltd)) at the above-mentioned culture conditions, and the sabinene products were detected.
Effect of carbon source
Carbon source is the main feedstock in fermentation. Therefore, the commonly used carbon sources (glucose and glycerol, 20 g/L) were screened in shake-flask with the nitrogen-optimized initial medium, at the above-mentioned culture conditions.
Effect of induction temperature
The E. coli strain was inoculated in 50 ml of optimized fermentation medium and cultured with shaking at 180 rpm. The shake-flask cultures were incubated at different induction temperatures (25°C, 28°C, 31°C, 34°C or 37°C), when the OD600 of the bacterial culture reached 0.6-0.9, for 24 h in a final concentration of 0.5 mM, and the sabinene products were quantified.
Effect of IPTG concentration
The shake-flask culture was incubated in different inducer (IPTG) concentrations (0.05 mM, 0.1 mM, 0.25 mM, 0.5 mM or 1 mM) at the optimized temperature for 24 h, and the sabinene products were measured.
Toxicity of commercial sabinene to E. coli
Where IR = Inhibition rate (100%); OD 600s = OD600 of sample; OD 600C = OD600 of control at the same time as the sample.
The strain HB4 harboring pHB7 and pTrcLower was inoculated to 5 ml of LB medium (Amp 100 μg/mL, Cm 34 μg/mL, 37°C, 180 rpm), and then 100 ml fresh LB medium with corresponding antibiotics was inoculated with the 5 ml overnight cultures, which were used to inoculate a 5-L fermentor (BIOSTAT Bplus MO5L, Sartorius, Germany) containing 2 L of optimized fermentation medium (Amp 100 μg/mL, Cm 34 μg/mL). The temperature was maintained at 37°C firstly, and then 30°C after induced. The pH was maintained at 7.0 via automated addition of ammonia, and foam development was prohibited with 1% Antifoam 204. The stirring speed was first set at 400 rpm and then linked to the dissolved oxygen (DO) concentration to maintain a 20% saturation of DO, the flow velocity of air was 1.5 L/min. The expression of heterogenous genes for sabinene production was initiated at an OD600 of 11 by adding IPTG at a final concentration of 0.15 mM, and IPTG was supplemented every 8 h. During the course of fermentation, the 40% glycerol was fed at a rate 4 g/L/h. Then, sabinene accumulation was measured every 60 min by GC as described above. Meanwhile, the growth of the bacterial culture was determined by measuring the OD600 with the spectrophotometer, and the dry cell weight was calculated according to the coefficient (one OD600 unit corresponded to 0.43 g/L of dry cell weight).
Where Qs = specific production rate (g/h/g dry cells); s = sabinene concentration (g/L); t = cultivation time (h), and x = biomass (g/L).
Where Y = conversion efficiency (gram to gram, 100%); G s = weight of sabinene (g); G g = weight of glycerol (g).
Geranyl diphosphate synthase
Polymerase chain reaction
Gas chromatography-mass spectrography
We greatly appreciate the financially support from the Qingdao Applied Basic Research Program (No. 12-1-4-9-(3)-jch), National Key Technology R&D Program (No. 2012BAD32B06), National High Technology Research and Development Program of China (863 Program, No. SS2013AA050703-2), National Natural Science Foundation of China (No. 21202179, 21376255), Knowledge Innovation Program of the Chinese Academy of Sciences (Y112131105).
- Peralta-Yahya PP, Keasling JD: Advanced biofuel production in microbes. Biotech J. 2010, 5: 147-162. 10.1002/biot.200900220. 10.1002/biot.200900220.View Article
- Piper PW: The heat shock and ethanol stress responses of yeast exhibit extensive similarity and functional overlap. FEMS Microbiol Lett. 1995, 134: 121-127. 10.1111/j.1574-6968.1995.tb07925.x.View Article
- Jiang X, Zhang H, Yang J, Liu M, Feng H, Liu X, Cao Y, Feng D, Xian M: Induction of gene expression in bacteria at optimal growth temperatures. Appl Microbiol Biotechnol. 2013, 97 (12): 5423-5431. 10.1007/s00253-012-4633-8.View Article
- Behr A, Johnen L: Myrcene as a natural base chemical in sustainable chemistry: a critical review. ChemSusChem. 2009, 2: 1072-1095. 10.1002/cssc.200900186.View Article
- Brown HC, Ramachandran PV: Asymmetric reduction with chiral organoboranes based on. alpha.-pinene. Accounts Chem Res. 1992, 25: 16-24. 10.1021/ar00013a003. 10.1021/ar00013a003.View Article
- Kirby J, Keasling JD: Biosynthesis of plant isoprenoids: perspectives for microbial engineering. Annu Rev Plant Biol. 2009, 60: 335-355. 10.1146/annurev.arplant.043008.091955.View Article
- Ryder JA: Patent US 7, 935, 156 B2 - Jet fuel compositions and methods of making and using same. 2011
- Rude MA, Schirmer A: New microbial fuels: a biotech perspective. Curr Opin Microbiol. 2009, 12: 274-281. 10.1016/j.mib.2009.04.004.View Article
- Chen H-T, Lin M-S, Hou S-Y: Multiple-copy-gene integration on chromosome of Escherichia coli for beta-galactosidase production. Korean J Chem Eng. 2008, 25: 1082-1087. 10.1007/s11814-008-0177-0.View Article
- Steinbüchel A: Production of rubber-like polymers by microorganisms. Curr Opini Microbiol. 2003, 6: 261-270. 10.1016/S1369-5274(03)00061-4.View Article
- Reiling KK, Yoshikuni Y, Martin VJJ, Newman J, Bohlmann J, Keasling JD: Mono and diterpene production in Escherichia coli. Biotechnol Bioeng. 2004, 87: 200-212. 10.1002/bit.20128.View Article
- Carter OA, Peters RJ, Croteau R: Monoterpene biosynthesis pathway construction in Escherichia coli. Phytochemistry. 2003, 64: 425-433. 10.1016/S0031-9422(03)00204-8.View Article
- Peralta-Yahy PP, Ouellet M, Chan R, Mukhopadhyay A, Keasling JD, Lee TS: Identification and microbial production of a terpene-based advanced biofuel. Nat commun. 2011, 2: 483-View Article
- Bokinsky G, Peralta-Yahya PP, George A, Holmes BM, Steen EJ, Dietrich J, Lee TS, Tullman-Ercek D, Voigt CA, Simmons BA, Keasling JD: Synthesis of three advanced biofuels from ionic liquid-pretreated switchgrass using engineered Escherichia coli. Proc Natl Acad Sci U S A. 2011, 108: 19949-19954. 10.1073/pnas.1106958108.View Article
- Chang MCY, Keasling JD: Production of isoprenoid pharmaceuticals by engineered microbes. Nat Chem Biol. 2006, 2: 674-681. 10.1038/nchembio836.View Article
- Singh SK, Strobel GA, Knighton B, Geary B, Sears J, Ezra D: An endophytic Phomopsis sp. possessing bioactivity and fuel potential with its volatile organic compounds. Microb Ecol. 2011, 61: 729-739. 10.1007/s00248-011-9818-7.View Article
- Schmidt-Dannert C, Umeno D, Arnold FH: Molecular breeding of carotenoid biosynthetic pathways. Nat Biotechnol. 2000, 18: 750-753. 10.1038/77319.View Article
- Clomburg JM, Gonzalez R: Biofuel production in Escherichia coli: the role of metabolic engineering and synthetic biology. Appl Microbiol Biotechnol. 2010, 86: 419-434. 10.1007/s00253-010-2446-1.View Article
- Leonard E, Lim K-H, Saw P-N, Koffas MAG: Engineering central metabolic pathways for high-level flavonoid production in Escherichia coli. Appl Environ Microbiol. 2007, 73: 3877-3886. 10.1128/AEM.00200-07.View Article
- Burke C, Croteau R: Geranyl diphosphate synthase from Abies grandis: cDNA isolation, functional expression, and characterization. Arch Biochem Biophys. 2002, 405: 130-136. 10.1016/S0003-9861(02)00335-1.View Article
- Yan YC, Liao J: Engineering metabolic systems for production of advanced fuels. J Ind Microbiol Biotechnol. 2009, 36: 471-479. 10.1007/s10295-009-0532-0.View Article
- Fujisaki S, Nishino T, Katsuki H: Isoprenoid synthesis in Escherichia coli. Separation and partial purification of four enzymes involved in the synthesis. J Biochem. 1986, 99: 1327-1337.
- Yang J, Xian M, Su S, Zhao G, Nie Q, Jiang X, Yanning Z, Liu W: Enhancing production of bio-isoprene using hybrid MVA pathway and isoprene synthase in E. coli. PloS One. 2012, 7: e33509- 10.1371/journal.pone.0033509.View Article
- Martin VJJ, Pitera DJ, Withers ST, Newman JD, Keasling JD: Engineering a mevalonate pathway in Escherichia coli for production of terpenoids. Nat Biotechnol. 2003, 21: 796-802. 10.1038/nbt833.View Article
- Zhao Y, Yang J, Qin B, Li Y, Sun Y, Su S, Xian M: Biosynthesis of isoprene in Escherichia coli via methylerythritol phosphate (MEP) pathway. Appl Microbiol Biotechnol. 2011, 90: 1915-19922. 10.1007/s00253-011-3199-1.View Article
- Schmidt FR: Optimization and scale up of industrial fermentation processes. Appl Microbiol Biotechnol. 2005, 68: 425-435. 10.1007/s00253-005-0003-0.View Article
- Ahamad M, Panda B, Javed S, Ali M: Production of mevastatin by solid-state fermentation using wheat bran as substrate. Res J Microbiol. 2006, 1: 443-447.View Article
- Alexeeva YV, Ivanova EP, Bakunina IY, Zvaygintseva TN, Mikhailov VV: Optimization of glycosidases production by Pseudoalteromonas issachenkonii KMM 3549T. Lett Appl Microbiol. 2002, 35: 343-346. 10.1046/j.1472-765X.2002.01189.x.View Article
- Torija MJ, Beltran G, Novo M, Poblet M, Rozès N, Guillamón JM, Mas A: Effect of the nitrogen source on the fatty acid composition of Saccharomyces cerevisiae. Food Microbiol. 2003, 20: 255-258. 10.1016/S0740-0020(02)00091-6.View Article
- Hunke S, Betton J-M: Temperature effect on inclusion body formation and stress response in the periplasm of Escherichia coli. Mol Microbiol. 2003, 50: 1579-1589. 10.1046/j.1365-2958.2003.03785.x.View Article
- Groota NS, Ventura S: Effect of temperature on protein quality in bacterial inclusion bodies. FEBS Lett. 2006, 580: 6471-6476. 10.1016/j.febslet.2006.10.071.View Article
- Donovan R, Robinson C, Glick B: Review: optimizing inducer and culture conditions for expression of foreign proteins under the control of thelac promoter. J Ind Microbiol Biotechnol. 1996, 16: 145-154.
- Bentley WE, Mirjalili N, Andersen DC, Davis RH, Kompala DS: Plasmid‒encoded protein: the principal factor in the “metabolic burden” associated with recombinant bacteria. Biotechnol Bioeng. 1990, 35: 668-681. 10.1002/bit.260350704.View Article
- Glick BR: Metabolic load and heterologous gene expression. Biotechnol Adv. 1995, 13: 247-261. 10.1016/0734-9750(95)00004-A.View Article
- Dunlop MJ: Engineering microbes for tolerance to next-generation biofuels. Biotechnol Biofuels. 2011, 4: 32- 10.1186/1754-6834-4-32.View Article
- Holtwick R, Meinhardt F, Keweloh H: cis-trans isomerization of unsaturated fatty acids: cloning and sequencing of the cti gene from Pseudomonas putida P8. Appl Environ Microbiol. 1997, 63: 4292-4297.
- Ataei SA, Vasheghani-Farahani E: In situ separation of lactic acid from fermentation broth using ion exchange resins. J Ind Microbiol Biotechnol. 2008, 35: 1229-1233. 10.1007/s10295-008-0418-6.View Article
- Wang D, Li Q, Song Z, Zhou W, Su Z, Xing J: High cell density fermentation via a metabolically engineered Escherichia coli for the enhanced production of succinic acid. J Chem Technol Biotechnol. 2011, 86: 512-518. 10.1002/jctb.2543. 10.1002/jctb.2543.View Article
- Chen N, Huang J, Feng Z, Yu L, Xu Q, Wen T: Optimization of fermentation conditions for the biosynthesis of L-Threonine by Escherichia coli. Appl Biochem Biotechnol. 2009, 158: 595-604. 10.1007/s12010-008-8385-y.View Article
- Yang J, Zhao G, Sun Y, Zheng Y, Jiang X, Liu W, Xian M: Bio-isoprene production using exogenous MVA pathway and isoprene synthase in Escherichia coli. Bioresour Technol. 2012, 104: 642-647.View Article
- Sambrook J, Russell DW: Molecular cloning: a laboratory manual. 2001, Cold Spring Harbor: Cold Spring Harbor Laboratory Press, 3
- Jiang X, Yang J, Zhang H, Zou H, Wang C, Xian M: In vtro assembly of multiple DNA fragments using successive hybridization. PLoS ONE. 2012, 7: e30267- 10.1371/journal.pone.0030267.View Article
- Kolb B: Headspace sampling with capillary columns. J Chromatogr A. 1999, 842: 163-205. 10.1016/S0021-9673(99)00073-4.View Article
- Tashiro Y, Takeda K, Kobayashi G, Sonomoto K, Ishizaki A, Yoshino S: High butanol production by Clostridium saccharoperbutylacetonicum N1-4 in fed-batch culture with pH-stat continuous butyric acid and glucose feeding method. J Biosci Bioeng. 2004, 98: 263-268.View Article
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