Abstract
Metabolic engineering offers the opportunity to produce a wide range of commodity chemicals that are currently derived from petroleum or other non-renewable resources. Microbial synthesis of fatty alcohols is an attractive process because it can control the distribution of chain lengths and utilize low cost fermentation substrates. Specifically, primary alcohols with chain lengths of 12 to 14 carbons have many uses in the production of detergents, surfactants, and personal care products. The current challenge is to produce these compounds at titers and yields that would make them economically competitive. Here, we demonstrate a metabolic engineering strategy for producing fatty alcohols from glucose. To produce a high level of 1-dodecanol and 1-tetradecanol, an acyl-ACP thioesterase (BTE), an acyl-CoA ligase (FadD), and an acyl-CoA/aldehyde reductase (MAACR) were overexpressed in an engineered strain of Escherichia coli. Yields were improved by balancing expression levels of each gene, using a fed-batch cultivation strategy, and adding a solvent to the culture for extracting the product from cells. Using these strategies, a titer of over 1.6 g/L fatty alcohol with a yield of over 0.13 g fatty alcohol / g carbon source was achieved. These are the highest reported yield of fatty alcohols produced from glucose in E. coli.
Keywords: E. coli, thioesterase, acyl-CoA reductase, fatty alcohol, dodecanol, tetradecanol
Introduction
The finite nature of fossil fuels, as well as rising prices and environmental concerns, has spurred research to develop chemical production alternatives that are more sustainable. One such alternative is to use engineered microorganisms to convert renewable growth substrates (e.g. sugars) to metabolic products of interest. Using modern genetic techniques and synthetic biology approaches, microorganisms have been engineered to produce a wide variety of chemicals from renewable starting materials (Keasling 2012; Dellomonaco et al., 2010). Metabolic engineering offers the ability to tailor the flow of carbon to desired compounds and leverage the advantages of enzymatic biocatalysts (e.g. specificity, precision, complexity). If economic and productivity targets can be met, engineered microbes could play a large role in replacing the fraction of petroleum used to produce the chemical building blocks that enable current lifestyles.
In recent years, significant effort has focused on producing hydrophobic compounds via fatty acid biosynthesis for use as liquid transportation fuels or commodity chemicals (Lennen and Pfleger 2013). Aliphatic compounds such as fatty alcohols also have applications as detergents, emulsifiers, lubricants, and cosmetics. While fatty alcohols normally make up about 3-5 percent of the final formulation of these products, some such as solid anti-perspirants contain up to 25% fatty alcohols (Mudge et al., 2008). As of 2006, over 1.3 million tons of fatty alcohols were used worldwide each year (Mudge et al., 2008). As a whole, the industry represents over a 3 billion dollar market (Rupilius and Ahmad, 2006). Currently, fatty alcohols are produced either through processing natural fats and oils (oleochemicals) or from petrochemicals (e.g. crude oil, natural gas). In the oleochemical route, fatty acids or fatty acid methyl esters are released from triglycerides and hydrogenated to form fatty alcohols (Matheson 1996). In one common petrochemical route, paraffins are separated from kerosene, then converted to olefins, before being converted to fatty alcohols. As both processes require either modifications to biodiesel or petrochemical fuel stocks, microbial production of fatty alcohols from renewable sugars is a promising alternative.
Fatty alcohols can be generated by microorganisms endogenously (Fig. 1a) via reduction of fatty aldehydes that are made via reduction of acyl-thioesters (coenzyme A or acyl-carrier protein) (Reiser and Somerville 1997). Alternatively, fatty acids have been shown to be directly converted to fatty aldehydes via the action of a carboxylic acid reductase (Akhtar et al., 2013). Genes encoding long chain acyl-CoA reductase activity have been isolated from many organisms including bacteria (Reiser and Somerville 1997), insects (Liénard et al., 2010), birds (Hellenbrand et al., 2011), mammals (Cheng and Russell 2004), and protists (Teerawanichpan and Qiu, 2010). Many of these enzymes are used to synthesize fatty alcohols as precursors to wax esters. Three classes of reductases have been expressed in E. coli to produce C12-14 alcohols – reductases from soil bacteria (Reiser and Somerville, 1997; Steen et al., 2010), reductases from plants such as Arabidopsis or Simmondsia (Doan et al., 2009; Rowland and Domergue, 2012), and reductases found in marine bacteria (Willis et al., 2011; Hofvander et al., 2011). These classes differ in their ability to catalyze multiple reactions and in their substrate preference. Reductases similar to those found in Acinetobacter contain only the domain to catalyze conversion of acyl-thioesters to fatty aldehydes. Conversely, reductases from plants can catalyze both reductions, but generally do not have broad substrate specificity, preferring the dominant long acyl chains found in lipids. Reductases from marine bacteria catalyze both reductions and are active on a wide range of chain lengths.
Fig. 1. Fatty Alcohol Biosynthesis.
a.)Schematic of metabolic pathways that lead to fatty alcohols. Fatty acid biosynthesis generates acyl-acyl-carrier proteins (acyl-ACP) that are the substrates for lipid synthesis, thioesterases (TE) and acyl-CoA reductases (ACR). The fatty aldehydes produced by ACR can be reduced to primary alcohols by aldehyde reductases (AR). Expression of ACR/AR pairs leads to the formation of fatty alcohols that match the predominant acyl-ACP species (i.e. 16 carbons in E. coli). Alternatively, medium chain length alcohols can be produced by using an acyl-ACP thioesterase to produce a smaller fatty acid. Free fatty acids are then converted to acyl-CoA thioesters, by acyl-CoA synthetases (AS) and subsequently reduced by ACR to aldehydes and by AR to alcohols. b.) Conversion of exogenously fed dodecanoic acid to 1-dodecanol by E. coli strains harboring ptrc99a-MAACR (MAACR contains both ACR and AR activities). To produce 1-dodecanol, β-oxidation must be blocked (ΔfadE) and ACS (FadD) activity must be increased from native levels. c.) Expression of MAACR also results in production of 1-hexadecanol in each strain. d.) Cultures of ΔfadE pMAACR supplemented with 100 mg/L hexadecanoic acid generated 76 mg/L of hexadecanol after 24 hours, whereas cultures of ΔfadE ΔfadD pMAACR generated 10-15 mg/L of hexadecanol, equivalent to unsupplemented ΔfadE pMAACR cultures.
While fatty acids have been produced with yields of greater than 0.2 g fatty acid per gram carbon source consumed (Dellomonaco et al., 2011; Zhang et al., 2012), the highest reported yields of fatty alcohols have been at least five fold lower. The work of Steen et al (Steen et al., 2010) demonstrated that fatty alcohols can be produced through overexpression of a thioesterase (‘tesA), an acyl-CoA ligase (fadD), and an acyl-CoA reductase (acr1), with titers of around 60 mg/L fatty alcohol and yields of less than 0.005 g fatty alcohol / g carbon source. Further metabolic engineering and fermentation efforts have increased the titer to ~450 mg/L, but with no significant improvement in yield (Zheng et al., 2012). Alternative strategies have led to slightly higher fatty alcohol yields from a defined carbon source. Expressing a carboxylic acid reductase and aldehyde reductase, titers have reached ~350 mg/L with a yield of 0.04 g fatty alcohol / g carbon source (Akhtar et al., 2013). Through the reversal of the fatty acid β-oxidation, yields have been achieved between 0.04 and 0.055 g fatty alcohol / g carbon source consumed (Dellomonaco et al., 2011). However, no published strategy has yet to focus on the individual tailoring of expression for the multiple enzymes required in medium chain length fatty alcohol production.
In this work, we present a strategy to improve the yield of 1-dodecanol and 1-tetradecanol from an unrelated carbon source (e.g. glucose) in E. coli. We characterized three acyl-CoA ligase and three acyl-CoA reductase enzymes in conjunction with the thioesterase BTE from Umbellularia californica to determine the impact on fatty acid consumption and fatty alcohol synthesis. Additionally, we altered individual expression levels of the thioesterase, acyl-CoA ligase, and acyl-CoA reductase to best convert sugar substrates into fatty alcohol products. Our final strain overexpressed BTE, native FadD from E. coli, and the acyl-CoA reductase (MAACR) from Marinobacter aquaeolei VT8. In a bioreactor, a titer of over 1.65 g/L fatty alcohol (1.55 g/L C12-14 alcohol) and a yield of over 0.13 g fatty alcohol / g consumed glucose (0.12 g C12-14 fatty alcohol / g consumed glucose) was achieved.
2. Materials and Methods
2.1. Bacterial strains and chromosome engineering
All bacterial strains used in this study are listed in Table 1. Single gene deletions were transferred P1 transduction of phage lysates from the collection of single gene knockouts from the National BioResource Project (NIG, Japan) (Baba et al. 2006). Chromosomal integration of a BTE expression cassette (acyl-ACP thioesterase from Umbellularia californica under the control of the IPTG inducible Ptrc promoter) was performed as described previously (Youngquist et al. 2012). All deletions and insertions were verified by colony PCR.
Table 1.
Strains and plasmids used in this study
| Strain/Plasmid | Relevant Genotype/Property | Source or Reference |
|---|---|---|
| Strains | ||
| E. coli K-12 | F- λ- ilvG- rfb-50 rph-1 | ECGSC |
| MG1655 | ||
| E. coli DH10B | F- mcrA Δ(mrr-hsdRMS-mcrBC) Φ80lacZΔM15 ΔlacX74 recA1 endA1 araD139 Δ(ara, leu)7697 galU galK λ- rpsL nupG |
Invitrogen |
| E. coli DH5α | F- Φ80lacZΔM15 Δ(acZYA-argF) U169 recA1 endA1 hsdR17
(rk-, mk+) phoA supE44 λ- thi-1 gyrA96 relA1 |
Invitrogen |
| E. coli DY330 | F- λ rph-1 INV(rrnD, rrnE) ΔlacU169 gal490 pglΔ8 λcI857 Δ(cro-bioA) |
(Yu et al., 2000) |
|
Pseudomonas
putida KT2440 |
Source for PP_0763 | ATCC 47054™ |
| MHS01 | MG1655 ΔaraBAD ΔfadE Φ(PTrc-fadD) | This work |
| MHS02 | MG1655 ΔaraBAD ΔfadE::trcBTE | This work |
| MHS03 | MG1655 ΔaraBAD ΔfadE::trcBTE Φ(PTrc-fadD) | This work |
| MHS04 | MG1655 ΔaraBAD ΔfadR ΔfadD | This work |
| DE | MG1655 ΔaraBAD ΔfadE ΔfadD | This work |
| E | MG1655 ΔaraBAD ΔfadE | (Agnew et al., 2012) |
| RL08 | MG1655 ΔaraBAD ΔfadD | (Lennen et al., 2010) |
| TY19 | MG1655 ΔaraBAD ΔfadR ΔfadE::trcBTE | This work |
| TY27 | MG1655 ΔaraBAD ΔfadD ΔfadE::trcBTE | This work |
| TY30 | MG1655 ΔaraBAD ΔfadE::trcBTE ΔfadAB::trcBTE Φ(PTrc-fadD) | This work |
| TY31 | MG1655 ΔaraBAD ΔfadE::trcBTE ΔfadAB::trcBTE | This work |
| TY32 | MG1655 ΔaraBAD ΔfadR ΔfadE::trcBTE ΔfadAB::trcBTE | This work |
| TY33 | MG1655 ΔaraBAD ΔfadD ΔfadE::trcBTE ΔfadAB::trcBTE | This work |
| TY34 | MG1655 ΔaraBAD ΔfadE::trcBTE ΔfadAB::trcBTE ΔackApta::trcBTE Φ(PTrc-fadD) | This work |
| Plasmids | ||
| pBTRKtrc | Ptrc promoter, pBBR1 origin, KanR | This work |
| pUCtrc | Ptrc promoter, pUC origin, AmpR | This work |
| pACYCtrc | Ptrc promoter, pACYC origin, CmR | This work |
| pACYC-fadD | pACYCtrc carrying fadD under Ptrc control, CmR | This work |
| pACYC-PP0763 | pACYCtrc carrying PP_0763 (P. putida) under Ptrc control, | This work |
| CmR | ||
| pACYC-fadD6 | pACYCtrc carrying fadD6 (M tuberculosis) under Ptrc control, CmR | This work |
| pTrc99A | PTrc promoter, pBR322 origin, AmpR | (Amann et al., 1988) |
| ACR1 | pTrc99A carrying acr1 from Acinetobacter calCoAceticus under Ptrc control, AmpR | This work |
| FAR6 | pTrc99A carrying far6 from Arabidopsis thaliana under Ptrc
control, AmpR |
This work |
| ptrc99a-MAACR | pTrc99A carrying MAACR from Marinobacter aquaeolei under Ptrc control and fused to a maltose binding protein, AmpR |
This work |
| pBTRK-MAACR | pBTRKtrc containing MAACR | This work |
| pACYC-MAACR | pACYCtrc containing MAACR | This work |
| pUCtrc-MAACR | pUCtrc containing MAACR | This work |
2.2. Reagents and media
Enzymes were purchased from New England Biolabs (Ipswich, MA). Nucleic acid purification materials were purchased from Qiagen (Venlo, Netherlands), Promega (Madison, WI), or Thermo Scientific (Waltham, MA). Chemicals were purchased from Sigma-Aldrich (St. Louis, MO) or Fisher Scientific (Hampton, NH) unless otherwise specified. Oligonucleotides (sequences are listed in Table 2) were purchased from Integrated DNA Technologies (Coralville, IA). For all growth experiments, single colonies obtained from freezer stocks were used to inoculate 5 mL LB starter cultures grown overnight prior to the inoculation of experimental cultures. All shake flask growth experiments were performed at 30°C in a rotary shaker (250 rpm). Cultures were supplemented with appropriate antibiotics (100 μg mL−1 ampicillin and/or 50 μg mL−1 kanamycin and/or 34 μg mL−1 chloramphenicol) where necessary.
Table 2.
Oligonucleotide primers used in this study
| Primer Name | Sequence (5’ to 3’) |
|---|---|
| 1. Forward rrnb | gaaaggttttgcaccattcgatggtgtCggtgcctaatgagtgagctaac |
| 2. Reverse before lacI | gaaaggttttgcaccattcgatggtgtCggtgcctaatgagtgagctaac |
| 3. Forward before lacI | atcgaatggtgcaaaacctttc |
| 4. Reverse from rrnb to get MCS, ptrc, and lacI |
gaaacgcaaaaaggccatcc |
| 5. Gibson MAACR fwd (MAACR gib F) |
acacaggaaacagaccatCACCAACAAGGACCATAGC |
| 6. Gibson MAACR rev (MAACR gib R) |
tcatccgccaaaacagcTTATCAGTGATGGTGATGATGG |
| 7. fadD fwd | gaaaagagctcggtaccAGGAGGTATAAGAAttgaagaaggtttggcttaacc |
| 8. fadD rev | gaaaagtcgactctagattaTCAGGCTTTATTGTCCACTTTGC |
| 9. BTEack-pta_int_F | atgttaatcataaatgtcggtgtcatcatgcgctacgctcGGCATGCGTTCCTAT TCCGAAGTTCC |
| 10. BTEack-pta_int_R | agcgcaaagctgcggatgatgacgagattactgctgctgtTACATCCGCCAAA ACAGCCAAG |
| 11. PP0763 fwd | GAGAAAgagctcggtaccAGGAGGTAAAATAATGTTGCAGAC ACGCATCATC |
| 12. PP0763 rev | GAAAAGcctgcaggtctagaTTAGTGATGGTGATGGTGATGCA ACGTGGAAAGGAACGC |
| 13. rev from start of MCS (ptrc gib R) |
atggtctgtttcctgtgtg |
| 14. fwd from end of MCS (ptrc gib F) |
gctgttttggcggatgag |
| 15. MAACR qPCR fwd | ctatgtctcctcgaaatc |
| 16. MAACR qPCR rev | gaatcgtagatcttggtg |
| 17. ompA qPCR fwd | tgttgagtacgcgatcactc |
| 18. ompA qPCR rev | gttgtccggacgagtgc |
2.3. Plasmid Construction
All plasmids used in this study are listed in Table 1. Enzyme encoding genes were cloned from native sources if each had been successfully expressed in E. coli at 30°C. If not, codon-optimized variants were custom synthesized. E. coli acyl-CoA synthetase fadD was amplified by PCR from genomic DNA isolated from E. coli MG1655. Codon optimized versions of the acyl-CoA synthetase fadD6 (Accession number: WP_003900292), acyl-CoA reductase acr1 (Accession number: P94129), and acyl-CoA reductase far6 (Accession number: B9TSP7) were custom synthesized by Life Technologies (Carlsbad, CA). P. putida KT2440 genomic DNA was used as a template to PCR amplify PP_0763 (Accession number: NP_742924). MAACR (Accession number: A1U3L3) was amplified by PCR from a plasmid containing the Marinobacter aquaeolei acyl-CoA reductase generously donated by Dr. Brett Barney (University of Minnesota). Base plasmids pBTRKtrc, pACYCtrc, and pUCtrc were constructed by generating PCR products using primers 1 and 2 to amplify the antibiotic resistance marker and origin of replication from plasmids pBAD35, pBAD33, and pBAD34 (Lennen et al., 2010) respectively. Primers 3 and 4 were then used to amplify the multi-cloning site, Ptrc promoter, and lacIq region from pTrc99a. The PCR products were combined using the Gibson assembly method (Gibson et al. 2009). To construct each of the individual expression plasmids, pBTRKtrc, pACYCtrc, pTrc99a, and pUCtrc were amplified with primers 13 and 14, MAACR was amplified with primers 5 and 6. These PCR products were then combined using the Gibson assembly method to generate the constructs listed in Table 1. For the codon optimized genes acr1 and far6, pTrc99a and the vectors containing the genes were digested with Kpn I and Hind III, ligated with an analogous digest of pTrc99a using T4 DNA ligase. The same procedure was used with the codon optimized fadD6 and pACYCtrc. For the other CoA synthetases, the PCR products from fadD (7 and 8) and PP_0763 (11 and 12) were digested with Kpn I and Xba I, and ligated with digested pACYCtrc. All constructs were confirmed by DNA sequencing.
2.4. Culturing conditions
For experiments where dodecanoic acid was supplied exogenously (Fig. 1, 2, 3), each strain was cultured in 50 mL LB starting with an inoculum at optical density (OD600) of 0.02. At OD600 0.2, cultures were induced with 1 mM isopropyl β-D-thiogalactopyranoside (IPTG) and supplemented with either 40 (for alcohol production studies) or 50 μL (for dodecanoic acid consumption studies) of a 250 mg/mL solution of dodecanoic acid in ethanol (initial [dodecanoic acid] = 200 or 250 mg/L). After induction, cultures were incubated at 30°C with shaking and 2.5 mL culture samples were taken at either 2.5, 7, 9, and 11 or 4, 8, 12, and 24 hours after induction for dodecanoic acid consumption and alcohol production studies, respectively. Culture samples were processed for FAME analysis as described previously (Agnew et al. 2012).
Fig. 2. Comparison of Acyl-CoA Synthetases.
E. coli MHS04 (ΔfadR ΔfadD) harboring one of four acyl-CoA synthetase expression plasmids (medium copy, Ptrc) was fed dodecanoic acid. The rate of consumption was fastest for the strain expressing FadD. The control strain carried the empty pACYCtrc plasmid. The error bars represent standard deviations from biological triplicate shake flask cultures.
Fig. 3. Comparison of Acyl-CoA Reductases.
a.) The titer of 1-dodecanol produced by E. coli MHS01 (ΔfadE Φ[PTrc-fadD]) when dodecanoic acid is exogenously supplied in the media. Each strain harbored one of three plasmids – pTRC99A, pTRC99A-ACR1, or pTRC99A-MAACR. The error bars represent standard deviations from biological triplicate shake flask cultures.
For fatty alcohol production experiments (Fig. 4, 5), each strain was inoculated to an OD600 of 0.02 in 50 mL LB + 0.4% glycerol and induced with 1 mM IPTG at an OD600 of 0.2. Following induction, cultures were incubated with shaking at 30°C for 48 hours. Culture samples of 2.5 mL were taken at 24 and 48 hours for fatty alcohol and FAME analysis. To determine the fraction of fatty alcohol associated with cells, an additional 10 mL sample from the 48 hour timepoint was centrifuged at 4000 × g for 10 min and the resulting cell pellet was resuspended to 10 mL in 1× PBS. After repeating the process, 2.5 mL of the resuspended cell pellet was taken for fatty alcohol and FAME analysis.
Fig. 4. Optimization of MAACR Expression.
The combined titers of 1-dodecanol and 1-tetradecanol as well as residual dodecanoic and tetradecanoic acid were measured for a.) E. coli MHS03 (ΔfadE::trcBTE Φ(PTrc-fadD)) and b.) different copy number vectors. The Empty plasmid was ptrc99a. c.) The plasmid copy number determined by qPCR (relative to ompA) increases from left to right. Plasmids conferring resistance to ampicillin were present in fewer copies after 24 hours likely due to the loss of ampicillin over time. In all but the lowest copy number plasmid, high titers of FFA were observed. The highest alcohol titers were achieved when MAACR was expressed on a low copy vector, independent of the number of copies of BTE. Error bars represent standard deviation of biological triplicate shake flask cultures.
Fig. 5. Optimization of FadD Expression.
a.) Dodeccanol and b.) tetradecanol production as a function of the relative expression level of acyl-CoA synthetase (fadD) in E. coli strains harboring pBTRK-MAACR compared to native expression (TY31). Error bars represent standard deviation from biological triplicate shake flask cultures.
Bioreactor experiments were performed in a 3-L stirred bioreactor (Applikon Biotechnology, Inc., Schiedam, Netherlands), using a 1 L working volume. Temperature was maintained at 30°C using a heat blanket (Applikon, model number M3414) and cooling water. Reactor temperature, pH and dissolved oxygen (DO2) were monitored using specific probes (Applikon). Carbon dioxide and oxygen off-gas levels were monitored using a Blusens BlueInOne Ferm (Blusens, Herten, Germany). Reactor pH was maintained at 7.00±□0.01 by the addition of 10% (v/v) NH4OH or 1 M HCl solutions. Agitation was provided by a single impeller with the stir speed set between 240-320 rpm. Stirrer speed was varied to ensure the DO2 content did not decrease below 40% saturation in order to maintain an aerobic environment (Becker et al., 1997; Tseng et al.,1996). The air inflow rate was maintained at 1.0 L/min.
Bioreactor experiments were performed using a phosphate limited MOPS minimal media recipe (Youngquist et al., 2013). Cultures were inoculated to an OD600 of 0.04 using a culture of E. coli MHS03, TY30, or TY34 containing pBTRK-MAACR grown to an OD600 >2 in MOPS minimal media (Neidhardt et al., 1974) supplemented with 0.7% glucose overnight. Bioreactor starting media was MOPS minimal media supplemented with 0.7% glucose, 0.276 mM potassium sulfate, and 9.5 mM ammonium chloride but containing only 370 μM K2HPO4. Cultures were induced with 1 mM IPTG at OD600 0.2. Each experiment was performed using a discontinuous fed-batch where a bolus of 2 g glucose (10 mL of a 20% (w/v) glucose solution) was added at 18, 24, 30, 42, and 48 hours post-induction. In three experiments, 20 mL dodecane was added to the culture 6 hours after induction to provide a sink for fatty alcohols. For all experiments, CO2 off-gas levels and pH were measured continuously and culture samples (10 mL) were taken periodically prior to glucose additions to determine OD600, as well as the concentrations of glucose, acetate, fatty alcohols, and fatty acids.
2.5. Fatty acid and fatty alcohol extraction and characterization
FAME analysis was performed on 2.5 mL of culture, supernatant, or resuspended washed cell pellet as described previously (Lennen et al., 2010). Analysis of fatty alcohols followed the same procedure except 20 μL of 10 mg/mL pentadecanol in ethanol was added to the chloroform methanol mix as an internal standard in addition to the fatty acid internal standards.
To quantify plasmid copy number (Figure 4) cells were collected (500 μl) at OD600 0.4 as well as at 24 hours post-induction. Collected cells were centrifuged at 16,000 × g for 1 minute, snap frozen in liquid nitrogen, and stored at -80°C. In preparation for quantitative PCR, cell pellets were resuspended in 50 μl of nuclease-free water for the 0.4 OD600 samples and 500 μl of water for the 24 hour samples. One microliter of cell suspension was used directly in a quantitative PCR reaction using Bio-Rad iQ SYBR green supermix (Bio-Rad, Hercules, CA). Primers were used for amplifying plasmid based MAACR and chromosomal ompA. SYBR green fluorescence was measured over time with a CFX real-time thermocycler (Bio-Rad). Threshold cycle (Ct) values were calculated by regression analysis using Bio-Rad CFX manager software. Plasmid copy numbers of experimental samples were determined by establishing a standard curve for both the MAACR and ompA genes using purified pUC19-MAACR and TY30 genomic DNA, respectively.
For RNA samples, 1 mL of culture at an OD600 of 0.8 was centrifuged at 8000× g for 3 minutes at 4°C. The supernatant was quickly removed and then the cell pellet was snap frozen in a dry ice ethanol bath for 5 minutes before storing the samples at −80°C until further processing. RNA was isolated using an RNeasy mini kit (QIAgen). Residual DNA was digested using the Ambion DNA-freeTM Kit (Applied Biosystems). The corresponding cDNA was synthesized using the GoScriptTM Reverse Transcription System (Promega) following manufacturer’s instructions. To run the qPCR, the Maxima SYBR Green/Fluorescein qPCR Master Mix (Thermo Scientific) was used. Primers were designed for amplifying both a 100 bp region of fadD and a 100 bp region of rrsA to act as a reference for normalization of samples (Kobayashi et al., 2006).
3. Results
3.1. Establishing production of 1-dodecanol in E. coli
Fatty alcohol production was established in E. coli by heterologous expression of enzymes that catalyze reduction of acyl-thioesters and the resulting fatty aldehydes. In addition, two modifications of the E. coli MG1655 chromosome were necessary to produce 1-dodecanol from exogenously fed dodecanoic acid (Fig. 1b). First, β-oxidation was blocked to prevent consumption of the exogenously fed free fatty acid. Small amounts of 1-dodecanol was produced when this objective was accomplished by deleting fadE (encoding enoyl-CoA reductase). Second, acyl-CoA synthetase (FadD) activity was essential for converting the exogenous lauric acid to the corresponding acyl-CoA thioester, a substrate for the heterologously expressed acyl-CoA/ACP reductase (i.e. MAACR from Marinobacter aquaeolei VT8 in Fig. 1b). Unexpectedly, the ΔfadE strain only converted 18% of the lauric acid fed to the culture. The fractional conversion of lauric acid to 1-dodecanol was increased when the levels of FadD were elevated by replacing the native PfadD with the strong, IPTG inducible Ptrc promoter. In all strains, small amounts of 1-hexadecanol (15-20% of the endogenous hexadecanoic acid content) were produced, demonstrating the activity of MAACR towards both native C16 acyl-ACPs and C12-acyl-CoAs derived from exogenous lauric acid.
3.2. Impact of various acyl-CoA synthetase on consumption of lauric acid
Given the dependence of 1-dodecanol conversion on acyl-CoA synthetase activity, the impact of three candidate synthetases on dodecanol production was examined by determining the rates of lauric acid consumption in E. coli MHS04 (ΔfadD, ΔfadR). Deletion of fadR removed repression of enzymes involved in β-oxidation (Dirusso et al., 1992) and increased the likelihood that acyl-CoA synthesis was the rate limiting step in lauric acid consumption. FadD and two alternative acyl-CoA synthetases were cloned into a medium copy plasmid and expressed from the Ptrc promoter. The second acyl-CoA synthetase gene, fadD6 from M. Tuberculosis was chosen because it has high activity toward C12 fatty acids and is soluble even when highly expressed (Arora et al., 2005). A third acyl-CoA synthetase, PP_0763 from Pseudomonas putida, was selected because of its ability to activate C12 fatty acids and enhance medium chain length PHA production (Agnew et al., 2012; Wang et al., 2012). While each of the CoA synthetases conferred the ability to consume 250 mg/L lauric acid within 12 hours (Fig. 2), the strain expressing fadD was able to consume over 90% of the fed fatty acid within 8 hours. Each of the other ligases took at least 11 hours to reach the same mark. Based on this data, FadD was selected as the acyl-CoA synthase for the fatty alcohol production pathway.
3.3. Selection of acyl-CoA reductase
Once fadD was selected as the acyl-CoA ligase, it became necessary to determine the acyl-CoA reductase best suited for the conversion of C12 acyl-CoAs into fatty alcohols. Genes coding for three different types of acyl-CoA reductases (acr1 from Acinetobacter calcoaceticus (Reiser and Somerville 1997), far6 from Arabidopsis thaliana (Doan et al. 2009), and MAACR from Marinobacter aquaeolei VT8 (Willis et al., 2011)) were tested to see which allowed for the highest conversion of free fatty acids to fatty alcohols. Heterologous expression of a codon-optimized variant of far6 failed to produce 1-dodecanol when cultures were fed dodecanoic acid (data not shown). Conversely, heterologous expression of both acr1 and MAACR resulted in conversion of exogenous dodecanoic acid to 1-dodecanol. In these experiments, acyl-CoA reductases were expressed from medium copy plasmids harboring the IPTG inducible Ptrc promoter in strain MHS01 (ΔfadE Φ[PTrc-fadD]). MAACR facilitated the fastest conversion of dodecanoic acid to 1-dodecanol (Fig. 3), with 80% of the initial fed dodecanoic acid had been converted to dodecanol within 12 hours after induction. One advantage of MAACR is its ability to also reduce dodecanaldehyde, by-passing endogenous aldehyde reductase activity and minimizing production of potentially toxic intermediates. Thus, MAACR was chosen as the acyl-CoA reductase for future alcohol production experiments.
3.4. Determining optimal expression levels of acyl-CoA synthesis and reduction under conditions of endogenous fatty acid production
In order to use sugars as a feedstock for alcohol production, the medium chain length thioesterase (BTE) from Umbellularia californica (Voelker and Davies 1994) was heterologously expressed in E. coli to endogenously produce C12 and C14 free fatty acids for subsequent conversion to the corresponding alcohols. A family of fatty acid producing strains were constructed by inserting a DNA cassette containing BTE under the control of the IPTG inducible Ptrc promoter into various genomic loci (fadE, fadAB, and ackA-pta). Increasing BTE copy number (up to 3 copies) has been shown to increase free fatty acid titers (Youngquist et al. 2012). In effort to balance the expression of the downstream reductive activities with fatty acid production, the acyl-CoA reductase from M. aquaeolei, MAACR, was cloned onto a series of plasmids (origins of replication: pBBr1, pACYC, pBR322, and pUC) that were determined to have copy numbers of 1.74±0.12, 7.26±1.33, 14.52±1.93, and 56.37±19.94 (relative to ompA) at OD600 of 0.4. Each MAACR plasmid was expressed in either MHS03 (1× BTE) or TY30 (2× BTE) to identify the optimal level of gene expression for each activity. Each strain contained elevated acyl-CoA synthetase activity in the form of a Ptrc-fadD chromosomal cassette.
Strains expressing MAACR from the low copy number pBBr1 origin plasmid produced the most fatty alcohols (Fig. 4), while strains with the high copy number pUC origin plasmid produced the least. Additionally, the strains containing the pUC origin plasmid displayed significantly impaired growth compared to the other strains (data not shown), suggesting a high metabolic burden associated with over-expression of MAACR. Surprisingly, there was small difference in final fatty alcohol titer between the same plasmid expressed in either the MHS03 or TY30 strain.
To optimize the level of acyl-CoA synthetase activity, a family of strains was constructed to vary fadD expression. E. coli TY33 (ΔfadD), TY31 (native fadD), and TY30 (ΦPtrc-fadD), were transformed with pBTRK-MAACR and either pACYCtrc or pACYC-fadD. Expression of fadD was quantified by qPCR using RNA samples isolated at an OD600 of 0.8. The fadD promoter replacement resulted in the maximum production of both 1-dodecanol and 1-tetradecanol (Fig. 5). The promoter replacement increased fadD levels by 46 ± 10 fold while expression from a medium copy plasmid increased expression by 1000 ± 200 fold relative to fadD under its native promoter on the chromosome.
3.5. Endogenous production of dodecanol and tetradecanol from glucose
To determine fatty alcohol yield, strains MHS03 (1× BTE), TY30 (2× BTE), and TY34 (3× BTE) each containing pBTRK-MAACR were cultivated in MOPS minimal media using glucose as a carbon source in controlled bioreactors. To simulate a fed batch, a bolus of 2 g glucose was added on five separate occasions. After 120 hours the final fatty alcohol titer was 280, 470, and 1185 mg/L for the MHS03, TY30, and TY34 versions, respectively, with over 90% coming from 1-dodecanol and 1-tetradecanol (Fig. 6). Based on the amount of glucose consumed by these cultures, the resulting yields were 0.031, 0.040, and 0.097 g fatty alcohol per g glucose consumed for the MHS03, TY30, and TY34 strains expressing MAACR, respectively.
Fig. 6. Production of Fatty Alcohols in Co-Culture.
a.)Final observed fatty alcohol titer breakdown in strains MHS03 (1 copy of BTE), TY30 (2 copies of BTE), and TY34 (3 copies of BTE) harboring pBTRK-MAACR after being run in a stirred bioreactor. OL refers to the presence of a dodecane overlayer added during fermentations b.) The titer of fatty alcohol produced from E. coli TY34 pBTRK-MAACR fed-batch cultivations is plotted as a function of time. c.) The relative quantity of metabolic products, as percentage of fed carbon, shows large percentages going to CO2, acetate, biomass, and fatty alcohols. d.) The off-gas [CO2] suggests that a metabolic steady state is achieved ~30 h post induction. e.) Co-culturing E. coli with dodecane increases the amount of fatty alcohol found outside the cell. f.) Glucose consumption was nearly linear over the fed-batch portion of the culture.
In each experiment, a slight white sludgy material (assumed to be fatty alcohol) was deposited on the bioreactor wall. This material prevented an accurate timecourse of fatty alcohol production from being taken. To by-pass the problem, 20 mL of dodecane was added to the fermentation 6-h after induction. Three replicates of TY34 containing pBTRK-MAACR were run in controlled bioreactor fermentations with the dodecane emulsion. The addition of dodecane allowed for an accurate timecourse of fatty alcohol production to be taken and increased the final fatty alcohol titers to 1.65 g/L (0.134 g alcohol/g glucose consumed, Fig. 6a). Samples were taken to monitor biomass, CO2, acetate, free fatty acids, and other excreted metabolites (Fig. 6b, 6c, 6d, 6f). Analysis of these samples led to a carbon balance accounting for 86% of the carbon, with elevated levels of acetate and CO2 being produced.
Separate samples for the supernatant and cell pellet were taken at the last time point of each bioreactor run to determine if the addition of dodecane allowed for an increased transport of fatty alcohols to the extracellular medium. Less than 5% of the free fatty acids and fatty alcohols were found in the cell pellet fraction from cultures grown in co-culture (Fig. 6c). In contrast approximately 60% of the fatty alcohol species were found in the cell pellet fraction.
4. Discussion
4.1. Selection of Acyl-CoA Reductases
The selection of an acyl-CoA reductase influences fatty alcohol production in multiple ways. Biosynthesis of specific chain length fatty alcohols requires cleavage and reduction of the corresponding acyl-thioester (-CoA or -ACP) to a fatty aldehyde. The distribution of chain lengths for most fatty alcohol producers matches the strain’s fatty acid profile, indicating that the reductase activity/affinity is not strong (or at least weaker than that of fatty acid elongation) for shorter chain substrates. Conversely, thioesterases are known to have high activity on a wide range of acyl-thioester chain lengths depending on the specific enzyme. The disadvantage of utilizing thioesterases for fatty alcohol production is the need to reactivate the acyl-chain for reduction. If acyl-ACP reductases could be engineered to have stronger activities towards specific acyl-ACPs, higher yields could be achieved. Similar efforts to engineer chain length specificity in thioesterases has been reported in the patent literature (Yuan et al., 1999) and could guide acyl-ACP reductase engineering.
Here, expression of the dual-activity acyl-CoA reductase, MAACR, led to the highest fatty alcohol productivity. It is likely that substrate channeling between the acyl-ACP and fatty aldehyde reduction domains prevented release of the reactive, potentially toxic, aldehyde intermediate. If novel, high-activity acyl-CoA reductases are identified, fusion (or incorporation into a complex via a protein scaffold) of aldehyde reductases could have similar benefits (Dueber et al. 2009). Alternatively, separate enzymes could be targeted to microcompartments to sequester the aldehydes from the cytoplasm. Many bacteria use this strategy to avoid the toxicity of aldehyde intermediates and/or increase the local concentration of substrates when enzymes have weak activity (Sampson and Bobik 2008; Frank et al., 2013). While this strategy is promising, the microcomparments would need to be engineered to transport the substrates (e.g. acyl-ACP) and products.
4.2. Balancing Expression of CoA Synthetase and Acyl-CoA Reductase
One of the metabolic engineering objectives in this study was to tailor the expression levels of the acyl-CoA synthetase and acyl-CoA reductase to balance the overall conversion between fatty acid and fatty alcohol. The optimal levels of acyl-CoA synthetase and acyl-CoA reductase that maintain balanced activity could be determined from knowledge of the in vivo kinetic parameters (kcat, Km), if known. Based on in vitro experiments, the specific activity and Km for fadD conversion of lauric acid to lauryl-CoA are 2,630 nmol/min/mg protein and 1.6 μM, respectively (Kamedas and Nunn 1981). For the conversion of lauryl-CoA to the aldehyde intermediate, the specific activity of MAACR in vitro is 34 nmol/min/mg enzyme and the Km is 4 μM (the specific activity for the second step, aldehyde to alcohol, is two orders of magnitude higher) (Willis et al., 2011). These values suggest that the kcat/Km ratio is about 100 fold higher for the acyl-CoA synthetase step than the reductase step. Optimal production of fatty alcohols occurred with MAACR on a low copy (~2:1 ratio to genomic DNA) plasmid using the same promoter as the chromosomal Ptrc-fadD cassette (Lennen et al., 2010). Overexpression of MAACR decreased fatty alcohol titer, placing an upper limit on acyl-CoA reductase activity. This observation could be attributed to metabolic burden of protein overexpression or improper folding of MAACR expressed at a high level. Prior studies have shown that soluble overexpression of MAACR is problematic without addition of an N-terminal maltose binding protein (Willis et al., 2011), which was used in this study. Figure 5 shows that a 45 fold decrease in fadD transcript levels, between that controlled by Ptrc promoter and the native promoter, resulted in only a 50% decrease in fatty alcohol titer. This result suggests that further strain optimization could be achieved by decreasing fadD expression. This strategy is consistent with the optimal ratio of MAACR and FadD levels predicted by their relative in vitro kinetics.
4.3. Improving Fatty Alcohol Yield
Implementation of the metabolic engineering strategy described above generated a strain that produced the highest reported yield (0.134 g/g) and titer of fatty alcohols (1.65 g/L fatty alcohols, with 77% and 17% being C12 and C14 species, respectively) from glucose. Previous studies that leveraged native fatty acid biosynthesis pathways produced fatty alcohol titers of up to ~450 mg/L C12-14 fatty alcohols with yields less than 0.01 g fatty alcohol / g carbon source (Steen et al. 2010; Zheng et al. 2012). Alternative pathways in E. coli have yielded up to ~350 mg/L fatty alcohols and yields up to 0.05 g fatty alcohol / g carbon source (Akhtar et al., 2013; Dellomonaco et al., 2011). Based on theoretical yields, E. coli is capable of producing 0.32 g 1-dodecanol per g glucose fed. As current yields are much less than theoretical, further optimization and metabolic engineering efforts are needed to improve yield. However, current yields of combined C12-14 fatty acids and fatty alcohols are similar to that seen in a corresponding FFA producing strain (Youngquist et al., 2013), indicating that efforts should focus on redirecting carbon flux toward fatty acid biosynthesis (Lennen and Pfleger 2012) rather than the conversion to fatty alcohol. The carbon balance on the bioreactor (Fig. 6) indicates that a significant amount of fed carbon is going to carbon dioxide production. Therefore, decreasing flux to CO2 production could lead to improved fatty alcohol titers. Similarly, a small percentage of carbon flux ended in the secretion of acetate (Fig. 6). Given that TY34 is ΔackAΔpta, it is likely that the observed acetate was generated by the pyruvate oxidation pathway that concurrently generates proton motive force, as it is coupled to the electron transport chain (Abdel-Hamid et al., 2001). Deletion of poxB would eliminate acetate production through this pathway and potentially increase fatty alcohol yields (Zha et al. 2009; Peng Xu et al. 2013). Other studies have successfully achieved higher yields of fatty acids by overexpressing genes fabZ (Ranganathan et al. 2012) or fadR (Zhang et al. 2012). Similar manipulations employed in conjunction with this metabolic engineering strategy could lead to fatty alcohol production at yields closer to the theoretical limit.
The high yield and titer reported above was achieved by cultivating strain E. coli TY34 pBTRK-MAACR in a 1-L working volume using a fed-batch strategy. One interesting observation from this experiment was the consistent production of fatty alcohols and consumption of glucose (Fig. 6) during a prolonged stationary phase (>96 hours). Such a result may be expected due to the unique qualities of phosphate starvation, in which metabolic activity in the cell remains high despite no further cell growth (Ballesteros et al., 2001). During stationary phase a specific productivity of 0.016 g fatty alcohol/gDCW/h was observed and a glucose consumption rate of 0.11 g glucose/gDCW/h. A better understanding of metabolism and regulation under these conditions will help guide efforts to maintain the stability of producing strains and maximize the time strains can spend in the production phase.
5. Conclusions
Escherichia coli was engineered to produce 1-dodecanol and 1-tetradecanol from glucose. Cultivation of the strain in a bioreactor with 10% dodecane achieved the highest reported titer (1.65 g/L) and yield (0.134 g fatty alcohol / g glucose) from a minimal glucose based media to date. The key steps to optimize this fatty alcohol producing strain were selection of FadD from E. coli as the acyl-CoA synthetase and MAACR from M. aquaeolei VT8 as the acyl-CoA reductase. In addition, overexpression of these two enzymes was found to be detrimental to fatty alcohol productivity. The optimal expression levels were found by replacing the native PfadD promoter with a stronger inducible promoter (Ptrc) and expressing MAACR from a low copy vector. The yields observed were nearly equivalent to the yield of free fatty acids in past work (Youngquist et al, 2013), suggesting that the strain may be capable of higher yields if free fatty acid production could be increased. Future work will aim to reduce the flux to other products that compete with flux to fatty alcohols.
Highlights.
Metabolic engineering of Escherichia coli to produce 1-dodecanol and 1-tetradecanol
Demonstrated tailoring of individual gene expression levels to improve production
Highest reported yield (>0.13 g/g) of fatty alcohols on an unrelated carbon source
Demonstrated constant production in prolonged stationary phase
Successfully increased extracellular fraction of product by co-culturing with dodecane
6. Acknowledgements
This work was funded by the DOE Great Lakes Bioenergy Research Center (GLBRC; DOE Office of Science BER DE-FC02-07ER64494) and the National Science Foundation (CBET-1149678). The authors are grateful to Brett Barney, Zachariah Harris, Mick McGee, and Daniel Mendez-Perez for their contributions.
Abbreviations
- ACL
acyl CoA ligase
- ACR
acyl CoA reductase
- PCR
polymerase chain reaction
- BTE
Umbellularia californica thioesterase
- MAACR
Marinobacter aquaeolei VT8 ACR
- GC/MS
Gas Chromatography Mass Spectrometry
- Cx
fatty acid or alcohol species containing x number of carbon atoms
Footnotes
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