Abstract
Halomonas bluephagenesis TD1.0 was engineered to produce the biofuel propane, bioplastic poly‐3‐hydroxybutyrate (PHB), and biochemicals mandelate and hydroxymandelate in a single, semi‐continuous batch fermentation under non‐sterile conditions. Multi‐product separation was achieved by segregation of the headspace gas (propane), fermentation broth ([hydroxy]mandelate) and cellular biomass (PHB). Engineering was performed by incorporating the genes encoding fatty acid photodecarboxylase (CvFAP) and hydroxymandelic acid synthase (SyHMAS) into a H. bluephagenesis hmgCAB cassette knockout to channel flux towards (hydroxy)mandelate. Design of Experiment strategies were coupled with fermentation trials to simultaneously optimize each product. Propane and mandelate titres were the highest reported for H. bluephagenesis (62 g/gDCW and 71 ± 10 mg/L respectively) with PHB titres (69% g/gDCW) comparable to other published studies. This proof‐of‐concept achievement of four easily separated products within one fermentation is a novel achievement probing the versatility of biotechnology, further elevating H. bluephagenesis as a Next Generation Industrial Biotechnology (NGIB) chassis by producing highly valued products at a reduced cost.
Halomonas bluephagenesis TD1.0 was engineered to generate multiple products propane, poly‐3‐hydroxybutyrate and (hydroxy)mandate. These compounds are easily purified due to their location in the gas, phase, cell pellet and culture supernatant, respectively. This proof of principle study shows the potential application of multi‐product biosynthesis within an industrially relevant host as a route to renewable and sustainable bio manufacturing.

INTRODUCTION
A major global challenge of the 21st century is to mitigate against climate change by reducing our production of greenhouse gases and reliance on fossil fuels (Sanz‐Hernández et al., 2019). Global initiatives call for greenhouse gas emission restrictions, waste biomaterial recycling, and for renewable and sustainable alternative feedstocks and biomaterials. Synthetic biology, through microbial and fermentation engineering, provides an attractive solution to achieve a circular economy with near or net zero energy and materials production. Therefore, sustainable routes towards bioenergy, biomaterials and fine biochemicals are currently the focus of intense study with the aim of generating cost‐effective industrial‐scaled processes (Amer, Hoeven, et al., 2020; Amer, Wojcik, et al., 2020).
The synthetic biology revolution has accelerated the development of ‘green’ routes to biologically derived chemicals and fuels by engineering microorganisms with naturally occurring or de novo enzymatic pathways (Clarke & Kitney, 2020). However, successful commercialization of biotechnological routes relies on its cost competitiveness with existing synthetic natural supply routes. A major bottleneck to attaining commercially viable synthetic biology‐based processes is the cost of microbial fermentations, which often require expensive and specialized raw materials, high energy and fresh water consumption in non‐continuous processes, and difficult downstream separation procedures (Chen & Jiang, 2018). Significant reductions in fermentation process costs could be achieved by transitioning microbial chassis to the robust halophilic industrial host Halomonas bluephagenesis (Zhang et al., 2018), which is capable of growing under non‐sterile conditions in seawater on waste biomaterials without microbial contamination (Tao et al., 2017). When cultivated under high salinity (20–150 g/L NaCl; Chen & Jiang, 2018) and alkaline pH (9–11), H. bluephagenesis was shown to grow continuously at an industrial‐scale (>1000 tonnes) for over 3 years with no decline in growth potential (Tao et al., 2017). The ever‐expanding Halomonas genetic toolbox includes the development of novel inducible and constitutive expression systems (Zhao et al., 2017) and stable genome integration strategies (Amer, Wojcik, et al., 2020; Chen et al., 2017), enabling a variety of non‐native secondary products to be generated (Amer, Wojcik, et al., 2020; Fu et al., 2014; Li et al., 2017).
A secondary approach to realizing commercially successful biotechnological applications is through the co‐expression of multiple products from the same bioprocess, with at least one of high economic value. This approach has been attempted previously in Halomonas and other organisms with studies describing the co‐production of polyhydroxyalkanoates (PHA; Liang & Qi, 2014) or algal biomass (Chandra et al., 2019; 't Lam et al., 2018) with ectoine, amino acids, biosurfactants, organic acids, pigments and proteins (Li et al., 2017; Ma et al., 2020; Yadav et al., 2021). Commercially relevant post‐fermentation downstream processing can be more efficiently achieved if the target co‐products were sequestered within separate phases of the fermentation, allowing for simple purification from each other. For example, Halomonas naturally produces PHA, which is deposited within the cellular biomass (Chen et al., 2017). Co‐expression with (hydroxy)mandelate (secreted into the aqueous supernatant; Li, Zhao, et al., 2016) and bio‐propane (eliminated into the headspace gas; Kallio et al., 2014) would achieve multi‐product biosynthesis of products that can be purified from each other using simple techniques.
Polyhydroxyalkanoates are insoluble carbon storage polymers that reversibly accumulates under conditions of nitrogen limitation and high oxygenation, with glucose being the most favourable carbon source (Johnson et al., 2010). It is a biodegradable plastic (Figure 1) that is useful as a flexible material in the production of fine chemicals (drug carriers, antibiotics and vitamins), biomedical materials (vascular grafts, scaffolds and patches) and in tissue engineering (Adeleye et al., 2020; Park et al., 2005; Ye, Huang, et al., 2018). Pilot scale studies of engineered H. bluephagenesis in a stable continuous process at a 1‐ to 5‐m3 scale yielded a P(3HB‐co‐4HB) content of 74% (Ye, Huang, et al., 2018).
FIGURE 1.

Schematic view of the recombinant Halomonas bluephagenesis pathways to PHA, propane, (hydroxy)mandelate and the degradation pathway of tyrosine. Enzymes incorporated into H. bluephagenesis TD1.0 are shows in blue, while red enzymes are targets for knock outs. Green compounds are externally fed to H. bluephagenesis. Metabolites: ACA = acetoacetate; Fum = fumarate; FumAC = fumarylacetoacetate; glucose‐6P = glucose‐6‐phosphate; HGEN = homogentisate; HPPA = 4‐hydroxy‐phenylpyruvic acid; PPA = 4‐phenylpyruvate; PHA = polyhydroxyalkanoate; PHB = polyhydroxybutyrate; 4MAC = maleylacetoacetate. Enzymes: CvFAP = fatty acid photodecarboxylase; HMAS = hydroxymendelic acid synthase; phaA = 3‐ketothiolase; phaB = acetoacetyl‐CoA reductase; phaC = PHB synthase; hmgA = homogentisate 1,2‐dioxygenase; hmgB = 4‐maleylacetoacetate isomerase; hmgC = fumarylacetoacetate hydrolase; TAT = tyrosine aminotransferase.
Hydroxymandelate is a water‐soluble compound used commercially for making compounds such as polystyrene‐like thermoplastics (Li, Zhao, et al., 2016), pharmaceutical precursors, and for use in skin care products (Debowska et al., 2015). The related compound mandelate is widely used in the production of cephalosporin antibiotics and other pharmaceuticals, and in the resolution of racemic alcohols and amines (Robinson et al., 2020; Sun et al., 2011). Both are currently derived from petroleum but can be enzymatically prepared via the shikimate pathway from the amino acids' tyrosine and phenylalanine respectively. Successful microbial production and secretion of hydroxymandelic (15.8 g/L) and mandelic acid (up to 0.97 g/L) was recently described in Escherichia coli (Li, Zhao, et al., 2016; Robinson et al., 2020; Sun et al., 2011) using the hydroxymandelic acid synthase enzyme from Streptomyces yokosukanensis (SyHMAS). However, to date (hydroxy)mandelate production in Halomonas sp. has not been demonstrated (Figure 1).
The final product is gaseous bio‐propane; the third most widely used fuel for domestic and transportation applications, with a global demand estimated to be around 300 million tonnes per annum (Johnson, 2019). It is an ideal biofuel since it can be ‘dropped‐in’ to existing fuel infrastructures, and it can be stored at low energy in a liquid state (de Jong & Jungmeier, 2015; Kallio et al., 2014). Propane production in both E. coli and H. bluephagenesis has been demonstrated using the blue‐light activated fatty acid photodecarboxylase enzyme from Chlorella variabilis (CvFAP; Heyes et al., 2020; up to 180 mg/g cells/day; Figure 1) or aldehyde deformylating oxygenase from Prochlorococcus marinus (3.4 mg/L; Kallio et al., 2014; Menon et al., 2015).
This study demonstrates the co‐production of PHA, (hydroxy)mandelate and bio‐propane within one engineered H. bluephagenesis. We show a hybrid approach combining the stable integration of constitutively expressed CvFAP and SyHMAS variants with ‘top‐up’ IPTG‐inducible plasmid‐borne SyHMAS to ensure significant titres of all products can be achieved. Additional strain engineering was performed for improved (hydroxy)mandelate production by knocking out genes involved in tyrosine degradation. Through media and fermentation optimization, this study aims to investigate the combinatorial effect of three plus product simultaneous production whilst minimizing the impact on cellular biomass production. The results demonstrate a feasible path forward for co‐production, which will require further scaled work with industrially optimized strains.
EXPERIMENTAL PROCEDURES
Strains and plasmids
All chemicals and solvents were commercially sourced and were of analytical grade or better. The organism H. bluephagenesis TD1.0 is an engineered variant of the TD01 strain previously isolated from the Aydingkol Lake in Xinjian, China (Tan et al., 2011). Cultivation was performed in high salt Luria broth (LB60; LB containing 60 g/L NaCl) pH 6.8 (conjugation) and 9.0 (recombinant enzyme expression). Minimal medium for H. bluephagenesis cultivation was a modified high salt MM63 medium pH 9 (2 g/L [NH4]2SO4, 13.6 g/L KH2PO4, 0.5 mg/L FeSO4·7H2O, 1.2 mg/L MgSO4 and 60 g/L NaCl) containing 10 g/L glucose.
A list of plasmids and genomic integrated H. bluephagenesis TD1.0 strains generated in this study can be found in Table S1 and Figure S1. The BglBrick series of vectors were obtained from Addgene (https://www.addgene.org; Lee et al., 2011). The plasmids pHal2‐T7‐FAP (IPTG)‐inducible CvFAPG462I, pSH‐CvFAPG462I, pSBR1Ks‐i‐SceI and the wild type, single (I219V) and double (I219V/S204V) variants of SyHMAS were constructed during previously published studies (Amer, Hoeven, et al., 2020; Amer, Wojcik, et al., 2020; Robinson et al., 2020). The inserts generated in this study for genomic integration contain a pKIKO‐derived chloramphenicol resistance gene flanked by FRT sequences (Amer, Hoeven, et al., 2020; Sabri et al., 2013). Further details on plasmid and medium composition can be found in the Supplementary Experimental section.
Plasmid construction in E. coli
The construction of expression plasmids containing SyHMAS variants and/or CvFAPG462I in pHal2 backbones (Table S1) were performed by PCR amplification of individual ‘parts’ (vector linearization and gene/control DNA inserts) using CloneAmp™ HiFi PCR Premix (Clontech; Raman & Martin, 2014). All oligonucleotide sequences used for plasmid construction can be found in Table S2. Each PCR product was analysed by agarose gel electrophoresis and the correct sized bands were excised and purified using the Monarch® Genomic DNA Purification Kit DNA purification kit (NEB). Plasmid assembly was performed by In‐Fusion® Cloning (Clontech), with each part containing the required 15 bp complementary overhangs for assembly in the correct order and orientation. To construct pHal2‐FAPG462I‐HMASI219V, the SyHMAS variant was inserted downstream of CvFAPG462I within the linearized plasmid pHal2‐T7‐FAP. For wild‐type and variant SyHMAS expression plasmids, pHal2‐T7‐FAP was linearized to remove the CvFAPG462I gene and the SyHMAS PCR product was inserted downstream of the T7‐like promoter.
The genome integration and knock‐out constructs in the suicide vector (pSH) vector were generated using the protocols described above (Table S1), except plasmid assembly was facilitated using the NEBuilder® HiFi Gibson Assembly Cloning Kit (New England Biolabs; Birla & Chou, 2015). To generate the base FAPG462I‐HMASI219V‐containing pSH construct, the SyHMAS single variant was inserted between the CvFAP and the chloramphenicol‐resistant (ChlR) genes of plasmid pSH‐CvFAPG402I. The selected genome integration sites were downstream of the constitutively expressed porin (Por; Li, Li, et al., 2016), iron–sulphur fumarate reductase frdB (FumR; Cecchini et al., 2002) and the universal stress protein COG0589 (COG; Tkaczuk et al., 2013). Pairs of homology arms for each of the three loci were amplified from the genomic DNA of H. bluephagenesis TD1.0 to act as upstream (HA1) and downstream (HA2) flanking DNA sequences around the CvFAPG462I‐HMASI219V‐ChlR cassette. NEBuilder assembly was performed between the CvFAPG462I‐HMASI219V‐ChlR cassette, loci HA1/HA2 fragments and a ColE1 replication origin to form the three genome integration plasmids (pPor‐FAP‐HMASI219V, pFumR‐FAP‐HMASI219V and pCOG‐FAP‐HMASI219V). To generate the hmgCAB knockout plasmid pHal2‐tet‐hmgH1H2, NEBuilder assembly was performed between the tetracycline resistance (TetR) gene from pBR322 (New England Biolabs), genome‐specific homology arms for hmgCAB and the origin of replication from pHal2. The homology arms are specific for the start of HmgC and end of HmgB from H. bluephagenesis TD1.0 genomic DNA, which is designed to replace the genomic hmgCAB with the TetR gene.
Following assembly, each plasmid was transformed into E. coli strain Stellar or NEB5α and incubated overnight on antibiotic‐selective LB agar plates. Individual colonies were picked, and small liquid cultures (10 ml) were cultivated overnight at 37°C using antibiotic‐selective LB medium. Following plasmid recovery and purification (Plasmid Purification DNA kit, ThermoFisher), each plasmid was sequenced to confirm the correct construct had been made. Sequence confirmed plasmids were conjugated into H. bluephagenesis TD1.0 for expression studies according to previously published methods (Amer, Wojcik, et al., 2020). During each cloning stage, protocols specified by the individual kit manufacturers were followed.
Genomic integration and hmgCAB knockout
Genomic insertion of FAP‐HMASI219V constructs and hmgCAB deletion were performed via homologous recombination using a previously published suicide vector protocol (Amer, Wojcik, et al., 2020). In this methodology, the pSH‐based Por/FumR/COG‐FAP‐HMASI219V constructs or the knockout pHal2‐tet‐hmgH1H2 plasmid are co‐expressed within H. bluephagenesis TD1.0 with a second kanamycin and spectinomycin‐resistant plasmid pSBR1Ks‐i‐SceI. Further details of the genome integration protocol can be found in the Supplementary Experimental section. Successful integration of the FAP‐HMASI219V cassette was seen as growth of H. bluephagenesis on chloramphenicol‐selective LB60 medium (tetracycline for successful hmgCAB − knockout). Integration was confirmed by colony PCR, genomic sequencing, and in vivo propane production after pSceI plasmid curing (Fu et al., 2014; Qin et al., 2018).
Small scale in vivo production of propane, (hydroxy)mandelate and PHB
Propane production was determined in H. bluephagenesis strains containing CvFAPG462I in the genome or on a plasmid (pHal2‐FAP‐HMASWT or I219V). Plasmid‐borne cultures (10 ml) were incubated in LB60 pH 6.8 containing 50 μg/ml spectinomycin at 30°C until the OD 600 nm reached 0.7–0.8. Protein expression was induced with 0.1 M IPTG, followed by the addition of 50 mM butyric acid (propane precursor). For H. bluephagenesis strains lacking a pHal2‐based plasmid, no spectinomycin or IPTG was added. Triplicate culture aliquots (1 ml) were sealed within 4 ml airtight glass vials and incubated at 30°C for 10 h at 180 rpm under a 455 nm LED blue light panel. Propane concentration was determined via manual headspace sampling and analysis using an Agilent 490 Micro GC (Amer, Wojcik, et al., 2020).
Mandelate and hydroxymandelate production was determined in H. bluephagenesis strains containing wild‐type or variant SyHMAS within a plasmid (pHal2‐FAP‐HMASI219V or pHal2‐HMAS variant) or encoded on the genome. Duplicate cultures (30 ml) were set up in LB60 pH 6.7 containing 50 μg/ml spectinomycin (plasmid‐based only) and supplemented with tyrosine (0–3 g/L), phenylalanine (0–3 g/L), glucose (0–30 g/L), phenylpyruvate (10–20 mM) and/or glycerol (0–10 g/L). The cultures were incubated at 30°C with 180 rpm agitation until the OD 600 nm reached 1.5, followed by induction with 0.1 M IPTG and a further 48 h incubation at 30°C. To determine the concentration of (hydroxy)mandelate, triplicate culture samples (900 μl) were mixed 1:1(v/v) with methanol and diluted 100‐fold in water. Samples were analysed for (hydroxy)mandelate concentration by LCMS (Robinson et al., 2020).
PHA production was determined using H. bluephagenesis constructs cultivated in antibiotic selective LB60 pH 9 containing 15 g/L glucose or modified high salt MM63 medium pH 9 containing 10 g/L glucose. Cultivations requiring glucose depletion monitoring were performed in the modified high salt MM63 medium. Cultures (300 ml) in antibiotic‐selective medium were cultivated at 30°C with 180 rpm agitation, followed by the addition of 0.1 M IPTG (plasmid‐borne constructs) and/or 1.6–3.6 g/L butyric acid (for propane co‐production studies) when the culture optical density reached 0.8–1.0. The cultivation was continued, as before, and culture aliquots (25 ml) were withdrawn periodically for PHA analysis. Culture sample cell pellets were washed twice by resuspending in 5 ml water and centrifuging at 3220 g for 10 min. The washed pellet was flash frozen in liquid nitrogen and lyophilized for 12 h.
Optimization of secondary product generation using design of experiment
Optimization of (hydroxy)mandelate production was performed using a statistical (DOE) approach to evaluate multiple parameters likely to affect titres with reduced experimental effort. In this screen, all five parameters were varied, and 17 individual growth conditions were identified for comparative in vivo testing (Table S3). A second more focused screen was performed, based on the initial screen, that varied only the concentrations of glucose, tyrosine and phenylalanine (Table S4). Further details on the statistical software, models and analysis are described in the Supplementary Experimental section.
Photobioreactor cultivation of H. bluephagenesis
Photobioreactor cultivation (450 ml) was performed using a thermostatic flat panel FMT 150 (Photon Systems Instruments, Czech Republic) with optical cell density monitoring (OD 680 nm), pH and temperature control and an integral LED blue light panel (465 nm; Amer, Wojcik, et al., 2020). Cultivation was performed with H. bluephagenesis Por‐FAP‐HMASI219V hmgCAB‐ with plasmid pHal2‐HMASWT or pHal2‐HMASI219V in fed‐batch mode in LB60 pH 6.8 containing 50 μg/ml spectinomycin and 0.5 ml/L antifoam. The apparatus was pre‐equilibrated at 30°C with a 60% stirring output, constant pH control and airflow maintained at 0.3–1.25 L/min, dependent on the experiment. An overnight starter culture of H. bluephagenesis (5–10 ml) was added to achieve an initial OD 680 nm of ~0.2. The culture was maintained under ambient room light until the OD 680 nm reached 0.8–10, dependent on the experiment, followed by the addition of 0.1 M IPTG and 50 mM butyrate. One hour later, the blue LED panel was switched on (300–800 μmol photons/m2/s or μE) for cultures monitored for propane production. Illumination strategies varied from constant blue light to frequent on/off cycles, dependent on the experiment. Manual feeding of butyric acid to 45 mM was performed daily when propane titres began to drop. For fermentations with constant feeding regimes, an automatic timer pumped ~8 ml of LB60 medium containing 2.5 M sodium butyrate, 4 M glucose and 0.15 M phenylalanine every 3 h after the blue light was switched on. To mimic an extended fed‐batch fermentation, one fermentation included periodic harvesting of 250 ml of culture and refilling with LB60 pH 6.8, followed by dark cultivation for 12 h to increase the cell density. Butyric acid (18 mmol) was added to the culture and the blue light was switched back on until the propane titre had significantly fallen. The remaining fermentation parameters were maintained until the end of the cultivation (65–100 h).
Automated fermentation headspace gas monitoring was performed to quantify propane production using a Micro GC (Amer, Wojcik, et al., 2020) at 20‐min intervals after the blue light was switched on. Culture sampling (25 ml) was performed regularly, enabling the offline quantitation of PHA and (hydroxy)mandelate using methods described above. PHA samples were withdrawn at the start of a dark phase of growth and 3–4 h after a glucose feed of 20 g/L. Additional offline analyses were performed by HPLC to monitor the depletion of glucose and butyrate, and the accumulation of acetate in the culture medium, as described previously (Amer, Wojcik, et al., 2020). The optical density probe data were corrected for non‐linearity above ~0.9 and converted to an apparent OD 600 nm and DCW (for propane calculations) using the calibration curves in Figure S2. In addition, periodic culture sampling was performed to monitor the OD 600 nm using a spectrophotometer.
Analytical techniques
Recrystallization of mandelate was performed using an 85% aqueous solution (3 g in 10 ml water) contaminated with 15% hydroxymandelate (425 mg). The solution was heated to 30°C within an EasyMax 102 thermostat (Mettler Toledo) and the temperature was held for 10 min. The solution was seeded with mandelate crystals (50 mg) and the temperature was maintained for a further 10 min. Rapid cooling was performed at 0.1°C per minute until 20°C, and the temperature was maintained overnight with 500 rpm stirring. Mandelate crystals were vacuum filtered to remove the liquors, followed by freeze drying. Both the solids and liquor were analysed for mandelate and hydroxymandelate content by HPLC.
Quantitation of mandelate and hydroxymandelate was performed using an ultra‐performance liquid chromatography system (Waters Acquity UPLC H‐class) coupled to a Xevo TQ‐S triple‐quadrupole mass spectrometer (Waters Corporation, MA, USA) with an electrospray ionization source (ESI‐ mode). Compounds were separated on a Waters Acquity HSS T3 column (50 mm × 2.1 mm, 1.8 μm) using a method described previously (Robinson et al., 2020). Propane titres from small, sealed cultures and automated fermenter off gas propane detection were determined by manual headspace injection into an Agilent 490 Micro GC, containing an Al2O3/KCl column and a thermal conductivity detector (TCD; Amer, Wojcik, et al., 2020). PHA hydrolysis and methanolysis was performed by a modification of the method described previously (Ye, Hu, et al., 2018). Aqueous culture metabolites (butyrate, acetate, glucose and glycerol) were analysed by HPLC using an Agilent 1260 Infinity HPLC with a 1260 ALS autosampler, TCC SL column heater, a 1260 refractive index detector (RID). Samples were run on an Agilent Hi‐Plex H column (300 × 7.7 mm; 5 mM H2SO4) using the running conditions described previously (Amer, Hoven, et al., 2020, Amer, Wojcik, et al., 2020). In each case, sample retention times and standard curves were prepared using authentic standards. Further details of analytical methods can be found in the Supplementary Experimental section.
The relative cell viability of culture samples was determined using the CellTitre‐Glo® 2.0 kit (Promega). A modified protocol was employed where the culture was normalized to an OD 600 nm of 1. The samples were incubated with 20 μl of CellTitre‐Glo Reagent for 10 min at 37°C with 800 rpm agitation. The luminosity of quadruple aliquots (20 μl) of each sample within 384‐well white plates was measured using a BMG Labtech Clariostar plate reader. The program measured luminosity endpoint without a filter, using an emission spectrum range of 490–700.
RESULTS
PHA production by H. bluephagenesis TD1.0
To benchmark PHA production in non‐engineered H. bluephagenesis TD1.0 we generated small scale cultures in glucose enriched medium, which accumulated PHA up to 72% of cellular dry cell weight (DCW) using the native biosynthesis pathway until glucose levels had depleted to ~0.5 g/L (Figure 2A). This was followed by a rapid depolymerization of PHA, likely to provide a new carbon source for growth. This single native product strain showed comparable PHA accumulation to industrial strains of H. bluephagenesis (92% g/gDCW PHA) that had undergone engineering to overexpress the three PHA genes (phaA, phaB and phaC; Figure 1; Zhao et al., 2017).
FIGURE 2.

Effect of (A) glucose and (B) both glucose and butyrate levels on PHA accumulation in Halomonas bluephagenesis TD1.0. Cultures (300 ml) were grown in LB60 pH 6.8 containing 20 g/L glucose ±15 mM butyric acid at 30°C for 120 h. Samples were withdrawn periodically and the concentration of glucose and PHA was determined using HPLC and GC, respectively. DCW = dry cell weight. For part a, data for glucose, DCW and PHA/DCW is shown in black, green and blue, respectively. For part B, glucose, DCW, butyrate and PHA/DCW is shown in red, green, black and blue respectively.
The effect of butyrate on PHA production was investigated in the presence of glucose. This was performed as butyrate is both a propane production precursor and a secondary carbon source for H. bluephagenesis TD1.0 (Figure S3). Batch culture studies showing similar PHA titres were achieved with butyrate present (up to 72 g/gDCW (%)). This was accompanied by both glucose and butyrate depletion, with a rapid PHA depolymerization seen after butyric acid was completely consumed (glucose levels ~12 g/L; Figure 2B). Feeding in additional glucose at this stage resulted in a secondary spike of PHA production (66 g/gDCW (%)). This suggests the maintenance of high intracellular PHA levels is likely dependent on the concentration of a readily available carbon source. Therefore, a batch feed of high concentrations of glucose near the end of fermentation may trigger a boost on PHA production just prior to harvesting.
(Hydroxy)mandelate production in H. bluephagenesis TD1.0
There are no known published studies reporting (hydroxy)mandelate production in Halomonas. Prior studies of SyHMAS in E. coli generated variants I219V and S204V to increase precursor selectivity of phenylpyruvic acid (PPA) over 4‐hydroxy‐phenylpyruvic acid (HPPA), as well as improving the enantiopurity of the final product. Therefore, to benchmark (S)‐(hydroxy)mandelate production in H. bluephagenesis TD1.0, we incorporated a plasmid containing wild‐type SyHMAS and variants I219V and I219V/S204V. Cultures containing glucose or glycerol as a carbon source were supplemented with tyrosine or phenylalanine to act as precursors for hydroxymandelate and mandelate respectively. Surprisingly, H. bluephagenesis SyHMASI219V variant cultures showed only hydroxymandelate production (1.79–6.6 mg/L), even with phenylalanine supplementation (Figure 3). A separate screen of wild‐type and variant SyHMAS in H. bluephagenesis TD1.0 with tyrosine supplementation led to a significant increase in hydroxymandelate titre (43–59 mg/L) and minor mandelate production around 10‐30‐fold lower than hydroxymandelate (Figure 3 inset).
FIGURE 3.

Effect of amino acid supplementation and carbon source on hydroxymandelate production in Halomonas bluephagenesis TD1.0 with pHal2‐HMASI219V. Inset: Effect of SyHMAS variant on (hydroxy)mandelate production in the presence of 0.5 g/L tyrosine. Cultures (30 ml) were grown in LB60 pH 6.8 containing 1–3% glucose (or 1% glycerol) with or without amino acid supplementation (0.5–3 g/L Tyr or Phe). No glucose or glycerol was added to cultures in the inset. Cultures were incubated at 30°C for 48 h. (Hydroxy)mandelate concentration was determined by LCMS. Gluc = glucose; glyc = glycerol, Tyr = tyrosine, Phe = phenylalanine. Hydroxymandelate and mandelate are shown as blue and grey bars respectively.
The I219V variant generated similar hydroxymandelate titres to the wild‐type construct (28.9 ± 0.8 vs. 27.5 ± 0.7 mg/L), while the SyHMASI219V/S204V variant showed a 1.6‐fold reduction in titre (18.1 ± 1.2 mg/L; Figure 3 inset). Therefore, the SyHMASI219V variant was chosen for further study, although titres of both products are significantly lower than comparable studies in E. coli (0.8 g/L mandelate and 4.8 g/L hydroxymandelate; Robinson et al., 2020; Sun et al., 2011). We suspect phenylalanine is acting as an alternative carbon source for H. bluephagenesis when glucose levels deplete (results not shown), effectively reducing the amount available to feed through to mandelate production. However, a bioinformatics search of the TD01 genome failed to find a complete phenylalanine degradation pathway or any genes annotated as phenylalanine uptake transporters (results not shown).
Propane production in PHA‐producing H. bluephagenesis TD1.0
Propane production in H. bluephagenesis TD1.0 was achieved by incorporating the blue light dependent CvFAPG462I gene within the SyHMASI219V plasmid. Cultivations were performed within a photobioreactor, with CvFAPG462I activity switched on under illumination with either constant or cyclic (30 min on/off) blue light in the presence of butyric acid (substrate). Under constant illumination, propane production peaked around 7–10 h after induction (18.9 mg/gDCW/h), followed by a slow decline in production with culture optical density increasing (Figure 4A). This is likely due to loss of the plasmid over the extended cultivation in addition to photoinactivation of CvFAP (Heyes et al., 2020).
FIGURE 4.

Fermentative propane production of H. bluephagenesis TD1.0 expressing plasmid pHal2‐FAP‐HMASI219V under (A) constant or (B) 30‐minute cycling illumination of blue light. The culture (400 ml) was grown in LB60 pH 6.8 at 30°C containing 100 mg/ml spectinomycin. IPTG induction (0.1 mM) was performed at OD 680 nm of 0.8, with the addition of 50 mM butyrate and constant blue light (800 μmol photons/m2/s or μE) 1 h later. For panel B, the blue light was pulsed 30 min on and 30 min off. The inset shows 6 h of the data. Cultures were maintained with constant aeration (rate) and temperature for ~100 h. online headspace gas analysis for propane production was performed using a Micro GC. Propane and culture optical density are shown as green circles and grey lines, respectively. Blue light is shown schematically by blue lines. Apparent OD 600 nm = photobioreactor optical density probe data corrected for non‐linearity using the calibration curve in Figure S16.
Extended cultivation of H. bluephagenesis under high intensity blue light is likely to cause cell death (Eisenstark, 1987) as well as photoinactivation of CvFAP (Lakavath et al., 2020). To understand these factors, we measured if reduced light could improve cell viability and propane production under cyclic blue light exposure, to allow H. bluephagenesis to replenish replicating cells and active CvFAP biosynthesis during the ‘dark’ phases. However, significantly lower propane production rates were seen than during cultivation under constant blue light (max ~4 mg/gDCW/h), likely due to half the fermentation time being spent in the dark in the recovery phase where no propane can be generated (Figure 4B). Interestingly, peak propane production rates under constant illumination were four‐fold higher than comparable studies with the related PHA‐deficient H. bluephagenesis TQ10 strain(~4.2 mg/gDCW/h; Amer, Wojcik, et al., 2020). These results are encouraging as they show that cumulative propane production is not significantly impacted by high levels of PHA production. Indeed, the superior fitness and propane production rate of H. bluephagenesis TD1.0 under blue light over a PHA‐knock out TQ10 strain suggests co‐production of PHA actually improves propane production, perhaps by acting as a UV‐light protectant (Slaninova et al., 2018).
Genomic integration of propane and (hydroxy)mandelate production
To generate an industrially relevant and genetically stable multi‐product microbial host it is preferable to integrate both SyHMASI219V and CvFAPG462I directly onto the chromosome. We integrated these two genes into H. bluephagenesis TD1.0 by homologous recombination at three loci (Figure 5A). The chosen loci were downstream of the constitutively expressed porin (Por; Li, Li, et al., 2016), iron–sulphur fumarate reductase frdB (FumR; Cecchini et al., 2002) and the universal stress protein COG0589 (COG; Tkaczuk et al., 2013). Selection was based on the need to eliminate IPTG induction, with the strength of each promoter estimated from preliminary transcriptomics data of H. bluephagenesis TD1.0 from prolonged fermentations (Tsinghua University; unpublished results).
FIGURE 5.

Genomic integration of CvFAPG462V and SyHMASI219V at three sites in Halomonas bluephagenesis TD1.0. (A) Agarose gel electrophoresis of PCR reactions confirming the FAP‐HMASI219V insertion into the porin (porin), fumarate reductase (FumR) and universal stress protein COG0589 sites (COG). Positive band sizes are 4400 bp, 3300 bp, 4200 bp, respectively. Molecular mass marker M1 has band sizes of 12, 10, 8, 5, 4, 3, 2, 1.5, 1.25, 1 kbp. Marker M2 has band sizes of 10, 8, 6, 5, 4, 3, 2, 1.5, 1, 0.75 kbp. (B) Propane production of the genomic integrated constitutive FAP‐HMASI219V cassette at three loci compared to the plasmid‐borne IPTG‐inducible system. Cultures (1 ml) were grown in sealed vials overnight at 30°C under blue light. Propane headspace was measured using a Micro GC. Errors represent one standard deviation from triplicate samples. (C) Benchmark testing for (hydroxy)mandelate production in H. bluephagenesis TD1.0 containing genomic integrated por‐FAP‐HMAS or wild‐type containing plasmid pHal2‐T7‐FAP‐HMAS. Cultures (30 ml) were cultivated in LB60 medium containing 20 mM PPA, 20 mM HPPA, 3 g/L Phe, 3 g/L Tyr, or no supplementation, for 48 h at 30°C. (Hydroxy)mandelate concentration was determined by LCMS. (D) Fermentative propane and PHA production of H. bluephagenesis TD1.0 containing genomic integrated Por‐FAP‐HMASI219V. The culture (400 ml) was grown in LB60 pH 6.8 at 30°C. Butyric acid (50 mM) was added 1 h after the OD 680 nm reached 0.8, with constant blue light illumination (800 μE; 8 h until end). Cultures were maintained with constant aeration (1.25 L/min) and temperature for 174 h. Butyric acid (~10 mmol) was added periodically, as indicated by the grey circles. Online headspace gas analysis for propane production was performed using a Micro GC, while PHA estimations were performed offline using a GC.
Propane and (hydroxy)mandelate production were measured for each H. bluephagenesis TD1.0 strain containing an integrated CvFAPG462I‐SyHMASI219V construct (Figure 5A). The highest propane titres were seen with the construct integrated at the strong porin promoter region (pPor‐FAP‐HMASI219V; 9.61 ± 0.69 mg/L propane, <3 mg/L hydroxymandelate; Figure 5B,C). As expected, these titres are four‐fold lower than the strain expressing the equivalent plasmid‐borne construct (40.28 ± 1.89 mg/L propane), due to the decrease in copy number between a highly expressing plasmid and a single copy genomic insertion (40.28 ± 1.89 mg/L propane, 10.45 ± 2.50 mg/L hydroxymandelate). These reduced titres were obtained even in the presence of supplementation with (hydroxy)mandelate precursors phenylpyruvate, hydroxyphenyl pyruvate, phenylalanine or tyrosine.
We tested the longevity of productivity of the genome integrated H. bluephagenesis TD1.0 strain (pPor‐FAP‐HMASI219V) by monitoring propane and PHA production during a 7‐day photobioreactor cultivation with periodic feeding of butyrate and constant blue light illumination (Figure S2). We found the same characteristic propane peak rate around 2.5 h after illumination commenced (3.7 mg/gDCW/h), but unlike plasmid‐borne systems only a slow decline in average propane production rates was seen (2.3–1.1 mg/gDCW/h; Figure 5D). Throughout the fermentation spikes in propane production corresponded to butyrate feeding, with significant propane production remaining after 7 days. Moreover, PHA accumulated steadily throughout the fermentation, reaching 82% g/g DCW (Figure 5D), suggesting butyrate was acting as an alternative carbon source.
A second 16‐day semi‐continuous fed‐batch cultivation was performed with intermittent cell harvest periods (95% cell harvest for PHA with fresh medium addition and dark cultivation). Propane production spikes were seen after each ‘dark’ cultivation, averaging out to 1.0 mg/gDCW/h, with a PHA content of 64 ± 3 g/g DCW (%; Figure S5). This highlights the stability of the genome integrated system and the potential for the development of an extended continuous fermentation system. The upper time limit may be in part determined by a blue light‐induced decrease in cell viability over time in the presence of butyric acid (Figure S6). Further discussion on blue light‐induced cell viability can be found in the Supplementary Results and Discussion section.
Chassis engineering for increased (hydroxy)mandelate production
We have shown that the multiproduct engineered H. bluephagenesis TD1.0 strain generates high titres of PHA and the highest rate of propane production seen during continuous fermentations. However, (hydroxy)mandelate production is significantly lower than titres seen with optimized engineered E. coli. Therefore, in an attempt to boost (hydroxy)mandelate titres we incorporated a high copy number inducible plasmid containing the wild‐type or I219V variant of SyHMAS to the genome engineered strain (Figure 3). This strain showed high level expression of SyHMASI219V (and CvFAP; Figure S7A) and generated (S)‐hydroxymandelate with high enantiopurities (>99% ee; Figure S8). Mandelate titres (14.01 ± 0.64 mg/L) were improved compared to H. bluephagenesis TD1.0 containing only plasmid borne HMASI219V (Figure 3 inset), with similar hydroxymandelate titres (29.14 ± 3.12 mg/L).
We next sought to modify the genome of H. bluephagenesis to boost the intracellular accumulation of shikimate‐pathway precursors to further increase (hydroxy)mandelate titres. However, we were unable to identify an E. coli‐like phenylalanine and tyrosine degradation pathway targeted in previous studies (Robinson et al., 2020; Sun et al., 2011) nor a phenylalanine hydroxylase able to interconvert Phe and Tyr in the H. bluephagenesis genome. However, analogues of the Pseudomonas putida Phe and Tyr degradation pathway from homogentisate to fumarate and acetoacetate were identified (hmgCAB; Figure 1; Arias‐Barrau et al., 2004). We generated a knockout of the hmgCAB operon in H. bluephagenesis Por‐FAP‐HMASI219V (hmgCAB −; Figure S7B,C), eliminating enzymes homogentisate 1,2‐dioxygenase (hmgA), 4‐maleylacetoacetate isomerase (hmgB) and fumarylacetoacetate hydrolase (hmgC). This strain was conjugated with the pHal2‐HMAS plasmid (wild‐type and I219V variant) and showed a 2.7‐fold improvement in mandelate titres between pHal2‐HMAS WT and I219V variants (10.86 ± 3.58 and 3.99 ± 0.05 mg/L, respectively). In contrast, hydroxymandelate titres were the same between the WT and I219V variant strain (39.65 ± 9.44 and 40.41 ± 1.96 mg/L respectively). This led to an overall titre increase and change in the ratio of hydroxymandelate to mandelate from 2.1 to 10.1 when the pHal2‐HMASI219V plasmid was present.
(Hydroxy)mandelate production optimization using a DOE approach
Further optimization studies utilized a statistical design of experiment (DOE) approach to evaluate multiple parameters likely to affect titres of (hydroxy)mandelate production. Five key parameters identified from earlier scoping were varied in a 17‐culture definitive design screen (Table S3). Variables included growth temperature, optical density at induction and the concentrations of glucose (carbon source) and (hydroxy)mandelate precursors tyrosine and phenylalanine. Statistical modelling on experimentally observed hydroxymandelate titres suggested phenylalanine and tyrosine concentrations may significantly affect final titres (p‐values of 0.0122 and 0.0191 respectively; Figure S8). A second more focused screen with increased replicates was performed varying only the concentrations of glucose, tyrosine and phenylalanine (Table S4). A more precise statistical model was generated (Figure S9), predicting initial tyrosine (p‐value = 0.00002) and to a lesser degree glucose concentrations (p‐value = 0.0224) were likely to influence hydroxymandelate titres. The predicted ‘optimal’ supplemental concentrations were 4.7 and 11.6 g/L, respectively, although tyrosine would need to be supplemented throughout the fermentation to alleviate its solubility issues.
Fermentative co‐production of four products by H. bluephagenesis TD1.0
We sought to optimize the fermentation conditions for multi‐product generation by H. bluephagenesis TD1.0 Por‐FAP‐HMASI219V hmgCAB − strain with pHal2‐HMASI219V beyond proof‐of‐principle demonstration. Multiple fermentations were performed to scope feeding regime, run length and harvesting strategies along with eight other physical process parameters. Five representative runs are reported here (Table 1) and full details of the methodology, monitoring and analytics of each bioprocess run are detailed in Figures S10–S14. Process conditions held constant were culture temperature (30°C; not statistically significant by DOE) and pH maintenance between 6.6 and 7, as required for CvFAP activity.
TABLE 1.
Multi‐product fermentation of Halomonas bluephagenesis por‐FAP‐HMASI219V HmgCAB − with pHal2‐HMASWT or I219V
| Condition | Run 1 | Run 2 | Run 3 | Run 4 | Run 5 |
|---|---|---|---|---|---|
| Fermentation variables | |||||
| Plasmid HMAS variant | WT | I219V | I219V | I219V | WT |
| Induction OD 600 nm | 4.6 | 5.4 | 4.9 | 11.0 | 13.3 |
| Light (μE) | 800 | 800 | 800 | 800 | 400 |
| Aeration (L/min) | 1.25 | 0.3 | 0.48 | 1.25 | 1.25 |
| Glucose (g/L) | 30 | 0 | 3 | 10 | 0 |
| Butyrate (g/L) | 60 | 120 | 60 | 60 | 30 |
| Tyr (g/L) | 0 | 1.5 | 0.5 | 0.5 | 0.5 |
| Phe (g/L) | 1.5 | 0 | 1.5 | 0.5 | 0.5 |
| Final culture OD 600 nm | 16 | 8 | 5.6 | 17 | 17.4 |
| Run length (h) | 65 | 94 | 79 | 100 | 80 |
| Product titres | |||||
| Harvest PHA (g/gDCW %) | 70.5 (82.4) | 32.5 (32.8) | 63 (26.6) | 77.1 (67.7) | 34.9 (41.4) |
| Cumulative propane (mg/gDCW) | 29.4 | 69.0 | 116.3 | 74.1 | 65.2 |
| Hydroxymandelate (mg/gDCW) | 2.74 ± 0.35 | 8.34 ± 0.09 | 2.88 ± 0.96 | 7.93 ± 0.74 | 35.32 ± 4.95 |
| Mandelate (mg/gDCW) | 21.97 ± 0.69 | 1.92 ± 0.06 | 12.03 ± 0.81 | 19.53 ± 0.28 | 87.34 ± 2.34 |
Note: Each culture (400 ml) was grown in LB60 pH 6.8 at 30°C in a photobioreactor with constant optical density monitoring (OD 680 nm), pH control, agitation and aeration. Offline analytics for metabolite monitoring were performed using HPLC and GC. Full details of the fermentation medium, running conditions, cell viability, and monitoring/analytical data for each run can be found in Figures S10–S14. PHA data in parentheses = after 20 g/L glucose addition followed by a 3‐h incubation.
Overall, we found a positive correlation between total glucose addition and PHA concentration (Table 1), particularly when glucose concentrations were high during harvesting (run 1: 70.5 g/gDCW (%) PHA; Figure S10). The lowest PHA titres (32.5 g/gDCW (%)) were seen when no glucose was added to the medium. These results are not surprising given that glucose (or excess simple carbon source presence) is a known stimulus for PHA production (Jendrossek & Pfeiffer, 2014).
Increased titres of mandelate were correlated with the supplementation of Phe, with a less noticeable effect (and final titre) seen between hydroxymandelate and Tyr (Table 1). Increasing the aeration rate appeared to correlate with higher mandelate, but not hydroxymandelate titres. Induction at a higher OD 600 nm increased the production of mandelate and hydroxymandelate combined, especially when the light intensity was halved. There was also an apparent negative correlation between (hydroxy)mandelate production and butyrate concentration (Table 1).
Cumulative propane production showed an apparent correlation with glucose concentration (Table 1). Propane levels increased with glucose concentrations between 0 and 3 g/L (max 116.3 mg/gDCW), then systematically decreased with excess glucose (up to 30 g/L) down to 29.5 mg/gDCW. Other process conditions did not seem to impact propane titres significantly, likely due to its rapid removal from the culture via the fermentation exhaust gas shortly after its formation.
In summary, optimization parameters for elevated multi‐product titre were identified as: (i) induction at a high optical density, (ii) high oxygenation, (iii) reduction in light exposure, (iv) reduction in butyric acid feeding, (v) regular feeding of Phe or Tyr dependent on the desired product, (vi) reduction in glucose feeding during the main fermentation followed by a spike prior to harvesting, and (vii) utilizing a semi‐continuous fed batch approach. We combined these parameters and performed a sixth fermentation to make all four compounds (Figure 6; Figure S15). This included two consecutive batch runs with 95% culture harvesting followed by fresh medium addition and a 6‐h dark harvest period for biomass accumulation in the absence of propane production. At the start of each batch, we supplemented both Phe and Tyr for (hydroxy)mandelate, glucose for PHA and culture growth and butyric acid for propane production. An additional glucose feed was performed close to each harvest to maximize PHA accumulation.
FIGURE 6.

Fermentative production of propane, PHA, mandelate, and hydroxymandelate by H. bluephagenesis Por‐FAP‐HMASI219V HmgCAB − with pHal2‐HMASI219V. The culture (400 ml) was grown in LB60 pH 6.8 at 30°C with 1.25 L/min aeration. The fermentation consisted of two batches with a dark harvest period at 70 hours and 126 hours. In the first and second batch after OD 600 nm reached 9 and 5.6 respectively, butyric acid (25 mM) was added and the blue light (400 μE) was switched on 1 h later. During harvest ~350 culture was removed for PHA harvesting, with % PHA shown as orange diamonds. At this time fresh LB60, antibiotic, glucose, tyrosine and phenylalanine were added to allow the culture to grow. Between harvests the culture was maintained with butyric acid (25 mM) twice daily. Offline analytics for metabolite monitoring were performed using HPLC and GC. (A) Propane and culture optical density are shown as green and grey circles, respectively. The timing of the blue light is shown schematically as a blue line, with dark phases shown as gaps. (B) HPLC analysis of glucose, acetate and butyrate throughout the fermentation. (C) Mandelate (magenta squares) and hydroxymandelate (blue squares) titres and (D) PHA production during fermentation. Apparent OD 600 nm = photobioreactor optical density probe data corrected for non‐linearity using the calibration curve in Figure S16.
Polyhydroxyalkanoates titres of 69 g/gDCW (%) were achieved after the second culture harvest, similar to batch culture studies. Propane production showed the characteristic early spike after illumination, followed by a typical slow decline (1.53 mg/gDCW/h dropping to 0.33 mg/gDCW/h after 5 days; Figure 6). Mandelate production dominated over hydroxymandelate and showed titres close to the maximal achieved by H. bluephagenesis to date (71.63 + 10.03 mg/L). Therefore, while small differences in some product titres are seen in this combined fermentation process, overall, we saw a general maintenance of productivity compared to each compound titre generated in isolation.
Downstream processing of (hydroxy)mandelate
Key to our proof‐of‐concept cost‐effective multi‐product process is the ease of separation of each product post fermentation to minimize downstream processing costs. Propane (gas) and PHA (insoluble cellular component) are easily separated using industry standard procedures, however, both mandelate and hydroxymandelate are secreted into the culture supernatant. Therefore, to separate soluble mandelate and hydroxymandelate from the supernatant, we tested a simple and cost‐effective selective recrystallization method from water (Xiao et al., 2020). Using concentrations similar to those found during fermentation, we achieved a purity of mandelate to hydroxymandelate from 85% to 94% after only one round of recrystallization. Therefore, simple and low‐cost techniques are available to purify the desired compound post fermentation, with iterative rounds of recrystallization likely to improve the purity further.
DISCUSSION
We hoped to minimize co‐production complexity through picking chemical targets that could be easily separated, that had minimal competition for pathway intermediates, and that required minimal genetic modification to maintain host health and growth rates. These requirements were met by selecting native PHA production, recruiting the Shikimate pathway for (hydroxy)mandelate production (just one recombinant enzyme step) and the addition of one‐step bio‐propane production with a waste organic carbon feed. We found PHA and propane co‐production was convenient and reliable, but that optimization of all four products could lead to situations where parameters increasing the production of one compound reduced another. Therefore, the main challenge of this study was to establish (hydroxy)mandelate production in H. bluephagenesis TD1.0 and optimize the fermentation system to minimize any impact co‐production of multiple products had on each individual titre.
PHA production
We found high titres of PHA (up to 72 g/gDCW %) occurred when cells were harvested under high and steady glucose conditions. This is consistent with the knowledge that PHA production is generally stimulated by the presence of high levels of carbon source (high carbon to nitrogen ratio), with rapid depolymerization when available carbon sources were depleted (Figure 2). In addition, we found that butyrate supplementation also influenced PHA production, presumably by acting as a secondary carbon source.
A glucose feed in carbon depleted cultures 2 h prior to harvesting was found to be ineffective at significantly increasing PHA accumulation (Figures S10–S15) suggesting maintenance of a significant level of glucose throughout the fermentation is more critical. Butyrate depletion was seen at rates higher than propane production, appearing to correlate with PHA accumulation. This suggests butyrate acts as a secondary carbon source for H. bluephagenesis TD1.0 and must be maintained at high concentrations to ensure enough is available to act as propane precursor. Scoping of butyrate as the single precursor for both compounds warrants further investigation as an inexpensive alternative carbon source to glucose.
Propane production
This study demonstrates the highest levels of bio‐propane production to date within a Halomonas species. It was encouraging to find that the wild‐type TD1.0 produces higher propane titre and cell density than a PHA‐deficient strain, suggesting PHA production leads to healthier, more metabolically active cells. PHA may also act as a protective barrier from UV radiation, maintaining cell viability and ability to replenish the photobiocatalyst throughout an extended fermentation. As propane levels never accumulate within the photobioreactor (expelled in the exhaust gas) any impact of fermentation conditions likely impacts the functional expression and maintenance of activity of CvFAPG462I. As exposure of blue light is generally cytotoxic, a more suitable approach to prolonged fermentations may be to alternate between a constant illuminated fed‐batch cultivation and periodic harvesting, feeding and ‘dark’ fermentation cycles to replenish the live cells (and active CvFAPG462I). This periodic harvest, replenish and light cycles should reduce the costs associated with an alternative full harvest and reload, provided the time spent replenishing the biocatalyst does not significantly reduce the overall yields of propane.
Genome integration of CvFAPG462I led to a prolonged high propane production over 7 days and allowed extended (28 day) productive fermentations to be possible in the absence of antibiotics. Further studies are required in more customized scaled photobioreactors to determine if this process is scalable, to ensure sufficient light penetration is possible to balance photocatalyst activation (propane production) with the detrimental effects on cell viability and culture growth.
(Hydroxy)mandelate production
This is the first published example of (S)‐(hydroxy)mandelate production in Halomonas. We found that purified wild‐type SyHMAS and I219V variant generated (S)‐hydroxymandelate with high enantiopurity, but with overall titres reduced compared to in vivo E. coli studies using these enzymatic variants. We suspect a factor limiting (hydroxy)mandelate production is a low flux through the shikimate pathway and utilization of Tyr/Phe as carbon sources in Halomonas. We produced genetic knockouts to increase intracellular pathway precursors Phe and Tyr by generating a hmgCAB − knockout strain. We also incorporated stable genome integration with an additional enzyme ‘boost’ plasmid and performed multiple DOE(s) to adjust fermentation process conditions. Despite these efforts, we were unable to achieve E. coli‐like titres of (hydroxy)mandelate, but have provided a proof‐of‐principle demonstration of production in Halomonas by incorporating only one recombinant enzyme. Therefore, further improvements are needed to evolve this ‘proof of principle’ demonstration to achieving titres exceeding those observed by multi‐knockout recombinant E. coli system.
CONCLUSIONS
Multi‐product fermentation has the potential to maximize profits and minimize costs, by utilizing all nutrients in a feedstock, obviating energy and power spent on multiple reactors, and producing multiple sellable value‐added products. We have achieved the production of four products: a gaseous biofuel, two soluble extracellular biochemicals, and a cell‐bound bioplastic PHB. Due to the inherent phase uniqueness of most of the products, their separation is simplified. Propane is collected from the headspace and can be liquified for transport or used directly as fuel using existing infrastructures. PHA is harvested from the cell mass after centrifugation from the broth. Finally, (hydroxy)mandelate is extracted from the liquid phase, with re‐crystallization as a viable purification technique for separation of the two soluble products.
This study has highlighted H. bluephagenesis TD1.0 as a suitable chassis to produce high levels of PHA and demonstrated the highest reported titres of bio‐propane. Realization of the commercial viability of this multiproduct bioproduction processes will necessitate an increase in titre of (hydroxy)mandelate, or the substitution with another high‐value water‐soluble product of high titre. Strategies for increased productivity could be achieved by optimization of scaled fermentation conditions. Chassis redesign is also key to improving recombinant enzyme expression and knockdown of competing pathways.
Additional considerations are needed for scaled co‐production strategies utilizing photocatalysts, including balancing light stimulation of chemical production with catalyst poisoning, cell growth and viability. We envision a scaled process that would require a multi‐stage approach, involving initial biomass production in a standard low‐cost medium in the absence of light. This would be followed by the addition of propane and (hydroxy)mandelate precursors and blue light illumination until cell viability and/or biocatalyst activity is significantly affected. A steady glucose feed would be supplied to initiate and maintain a high PHA concentration throughout the fermentation. Periodic harvests and feeding and cultivation in the absence of light would replenish biocatalyst‐containing cells depleted by illumination without the need of a costly full harvest and reload.
Overall, this study has shown that the co‐production of multiple valuable biomolecules is possible within one fermentation. The selection of easily separatable high‐value products of high titre is key to tipping the balance of microbial bioproduction strategies towards commercial viability. This approach could boost further study and investment into the extensive library of proof‐of‐principle, yet low titre bioproduction routes, supporting the evolving bioeconomy with cost‐competitive sustainable and renewable routes towards chemicals and fuels.
AUTHOR CONTRIBUTIONS
Nigel S. Scrutton, Guo‐Qiang Chen, Helen Park and Helen S. Toogood conceived of initial objective to create multiple products in a fermentation. Nigel S. Scrutton, Guo‐Qiang Chen and Helen Park selected target compounds. Helen Park performed experimental work. Helen Park and Helen S. Toogood analysed and compiled experimental results, and drafted the manuscript.
CONFLICT OF INTEREST
Nigel S. Scrutton and Helen S. Toogood have affiliations with C3 Biotechnologies Ltd, which has commercial interests in production of gaseous hydrocarbon fuels.
Supporting information
Appendix S1
ACKNOWLEDGEMENTS
We thank Dr Mohamed Amer, Dr Matthew Faulkner, Dr Robin Hoeven, Dr Jonathan Wilkes, Dr Cunyu Yan and Dr Aisling Ní Cheallaigh for technical and computational assistance and supply of initial DNA constructs. This is a contribution from the EPSRC/BBSRC UK Future Biomanufacturing Research Hub (EP/S01778X/1). Helen Park was funded by a dual PhD scholarship from the University of Manchester and Tsinghua University.
Park, H. , Toogood, H.S. , Chen, G‐Q. & Scrutton, N.S. (2023) Co‐production of biofuel, bioplastics and biochemicals during extended fermentation of Halomonas bluephagenesis . Microbial Biotechnology, 16, 307–321. Available from: 10.1111/1751-7915.14158
DATA AVAILABILITY STATEMENT
All experimental data pertinent to a review of the manuscript are contained within the manuscript.
REFERENCES
- Adeleye, A.T. , Odoh, C.K. , Enudi, O.C. , Banjoko, O.O. , Osiboye, O.O. , Toluwalope Odediran, E. et al. (2020) Sustainable synthesis and applications of polyhydroxyalkanoates (PHAs) from biomass. Process Biochemistry, 96, 174–193. [Google Scholar]
- Amer, M. , Hoeven, R. , Kelly, P. , Faulkner, M. , Smith, M.H. , Toogood, H.S. et al. (2020) Renewable and tuneable bio‐LPG blends derived from amino acids. Biotechnology for Biofuels, 13, 125. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Amer, M. , Wojcik, E.Z. , Sun, C. , Hoeven, R. , Hughes, J.M.X. , Faulkner, M. et al. (2020) Low carbon strategies for sustainable bio‐alkane gas production and renewable energy. Energy & Environmental Science, 13, 1818–1831. [Google Scholar]
- Arias‐Barrau, E. , Olivera, E.R. , Luengo, J.M. , Fernández, C. , Galán, B. , García, J.L. et al. (2004) The homogentisate pathway: a central catabolic pathway involved in the degradation of L‐phenylalanine, L‐tyrosine, and 3‐hydroxyphenylacetate in Pseudomonas putida . Journal of Bacteriology, 186, 5062–5077. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Birla, B.S. & Chou, H.H. (2015) Rational design of high‐number dsDNA fragments based on thermodynamics for the construction of full‐length genes in a single reaction. PLoS One, 10, e0145682. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Cecchini, G. , Schröder, I. , Gunsalus, R.P. & Maklashina, E. (2002) Succinate dehydrogenase and fumarate reductase from Escherichia coli . Biochimica et Biophysica Acta, Bioenergetics, 1553, 140–157. [DOI] [PubMed] [Google Scholar]
- Chandra, R. , Iqbal, H.M.N. , Vishal, G. , Lee, H.‐S. & Nagra, S. (2019) Algal biorefinery: a sustainable approach to valorize algal‐based biomass towards multiple product recovery. Bioresource Technology, 278, 346–359. [DOI] [PubMed] [Google Scholar]
- Chen, G.‐Q. & Jiang, X.‐R. (2018) Next generation industrial biotechnology based on extremophilic bacteria. Current Opinion in Biotechnology, 50, 94–100. [DOI] [PubMed] [Google Scholar]
- Chen, X. , Yin, J. , Ye, J. , Zhang, H. , Che, X. , Ma, Y. et al. (2017) Engineering Halomonas bluephagenesis TD01 for non‐sterile production of poly(3‐hydroxybutyrate‐co‐4‐hydroxybutyrate). Bioresource Technology, 244, 534–541. [DOI] [PubMed] [Google Scholar]
- Clarke, L. & Kitney, R. (2020) Developing synthetic biology for industrial biotechnology applications. Biochemical Society Transactions, 48, 113–122. [DOI] [PMC free article] [PubMed] [Google Scholar]
- de Jong, E. & Jungmeier, G. (2015) Biorefinery concepts in comparison to petrochemical refineries. In: Pandey, A. , Höfer, R. , Larroche, C. , Taherzadeh, M. & Nampoothiri, M. (Eds.) Industrial biorefineries and white biotechnology. Amsterdam: Elsevier, pp. 3–33. [Google Scholar]
- Debowska, R. , Kaszuba, A. , Michalak, I. , Dzwigałowska, A. , Czanita, C. , Jakimiuk, E. et al. (2015) Evaluation of the efficacy and tolerability of mandelic acid‐containing cosmetic formulations for acne skin care. Dermatology Review, 4, 316–321. [Google Scholar]
- Eisenstark, A. (1987) Mutagenic and lethal effects of near‐ultraviolet radiation (290‐400 nm) on bacteria and phage. Environmental and Molecular Mutagenesis, 10, 317–337. [DOI] [PubMed] [Google Scholar]
- Fu, X.‐Z. , Tan, D. , Aibaidula, G. , Wu, Q. , Chen, J.‐C. & Chen, G.‐Q. (2014) Development of Halomonas TD01 as a host for open production of chemicals. Metabolic Engineering, 23, 78–91. [DOI] [PubMed] [Google Scholar]
- Heyes, D.J. , Lakavath, B. , Hardman, S.J.O. , Sakuma, M. , Hedison, T.M. & Scrutton, N.S. (2020) Photochemical mechanism of light‐driven fatty acid photodecarboxylase. ACS Catalysis, 10, 6691–6696. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Jendrossek, D. & Pfeiffer, D. (2014) New insights in the formation of polyhydroxyalkanoate granules (carbonosomes) and novel functions of poly(3‐hydroxybutyrate). Environmental Microbiology, 16, 2357–2373. [DOI] [PubMed] [Google Scholar]
- Johnson, E. (2019) Process technologies and projects for BioLPG. Energies, 12, 250. [Google Scholar]
- Johnson, K. , Kleerebezem, R. & van Loosdrecht, M.C. (2010) Influence of the C/N ratio on the performance of polyhydroxybutyrate (PHB) producing sequencing batch reactors at short SRTs. Water Research, 44, 2141–2152. [DOI] [PubMed] [Google Scholar]
- Kallio, P. , Pásztor, A. , Thiel, K. , Akhtar, M.K. & Jones, P.R. (2014) An engineered pathway for the biosynthesis of renewable propane. Nature Communications, 5, 4731. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Lakavath, B. , Hedison, T.M. , Heyes, D.J. , Shanmugam, M. , Sakuma, M. , Hoeven, R. et al. (2020) Radical‐based photoinactivation of fatty acid photodecarboxylases. Analytical Biochemistry, 600, 113749. [DOI] [PubMed] [Google Scholar]
- Lee, T.S. , Krupa, R.A. , Zhang, F. , Hajimorad, M. , Holtz, W.J. , Prasad, N. et al. (2011) BglBrick vectors and datasheets: a synthetic biology platform for gene expression. Journal of Biological Engineering, 5, 15–17. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Li, F.F. , Zhao, Y. , Li, B.Z. , Qiao, J.‐J. & Zhao, G.‐R. (2016) Engineering Escherichia coli for production of 4‐hydroxymandelic acid using glucose–xylose mixture. Microbial Cell Factories, 15, 90. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Li, T. , Elhadi, D. & Chen, G.‐Q. (2017) Co‐production of microbial polyhydroxyalkanoates with other chemicals. Metabolic Engineering, 43, 29–36. [DOI] [PubMed] [Google Scholar]
- Li, T. , Li, T. , Ji, W. , Wang, Q. , Zhang, H. , Chen, G.‐Q. et al. (2016) Engineering of core promoter regions enables the construction of constitutive and inducible promoters in Halomonas sp. Biotechnology Journal, 11, 219–227. [DOI] [PubMed] [Google Scholar]
- Liang, Q. & Qi, Q. (2014) From a co‐production design to an integrated single‐cell biorefinery. Biotechnology Advances, 32, 1328–1335. [DOI] [PubMed] [Google Scholar]
- Ma, H. , Zhao, Y. , Huang, W. , Zhang, L. , Wu, F. , Ye, J. et al. (2020) Rational flux‐tuning of Halomonas bluephagenesis for co‐production of bioplastic PHB and ectoine. Nature Communications, 11, 3313. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Menon, N. , Pásztor, A. , Menon, B.R.K. , Kallio, P. , Fisher, K. , Akhtar, M.K. et al. (2015) A microbial platform for renewable propane synthesis based on a fermentative butanol pathway. Biotechnology for Biofuels, 8, 61. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Park, S.J. , Choi, J.I. & Lee, S.P. (2005) Short‐chain‐length polyhydroxyalkanoates: synthesis in metabolically engineered Escherichia coli and medical applications. Journal of Microbiology and Biotechnology, 15, 206–215. [Google Scholar]
- Qin, Q. , Ling, C. , Zhao, Y. , Yang, T. , Yin, J. , Guo, Y. et al. (2018) CRISPR/Cas9 editing genome of extremophile Halomonas spp. Metabolic Engineering, 47, 219–229. [DOI] [PubMed] [Google Scholar]
- Raman, M. & Martin, K. (2014) One solution for cloning and mutagenesis: in‐fusion® HD cloning plus. Nature Methods, 11, iii–v. [Google Scholar]
- Robinson, C.J. , Carbonell, P. , Jervis, A.J. , Yan, C. , Hollywood, K.A. , Dunstan, M.S. et al. (2020) Rapid prototyping of microbial production strains for the biomanufacture of potential materials monomers. Metabolic Engineering, 60, 168–182. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Sabri, S. , Steen, J.A. , Bongers, M. , Nielsen, L.K. & Vickers, C.E. (2013) Knock‐in/Knock‐out (KIKO) vectors for rapid integration of large DNA sequences, including whole metabolic pathways, onto the Escherichia coli chromosome at well‐characterised loci. Microbial Cell Factories, 12, 60. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Sanz‐Hernández, A. , Esteban, E. & Garrido, P. (2019) Transition to a bioeconomy: perspectives from social sciences. Journal of Cleaner Production, 224, 107–119. [Google Scholar]
- Slaninova, E. , Sedlacek, P. , Mravec, F. , Mullerova, L. , Samek, O. , Koller, M. et al. (2018) Light scattering on PHA granules protects bacterial cells against the harmful effects of UV radiation. Applied Microbiology and Biotechnology, 102, 1923–1931. [DOI] [PubMed] [Google Scholar]
- Sun, Z. , Ning, Y. , Liu, L. , Liu, Y. , Sun, B. , Jiang, W. et al. (2011) Metabolic engineering of the L‐phenylalanine pathway in Escherichia coli for the production of S‐ or R‐mandelic acid. Microbial Cell Factories, 10, 71. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 't Lam, G.P. , Vermuë, M.H. , Eppink, M.H.M. , Wijffels, R.H. & van den Berg, C. (2018) Multi‐product microalgae biorefineries: from concept towards reality. Trends in Biotechnology, 36, 216–227. [DOI] [PubMed] [Google Scholar]
- Tan, D. , Xue, Y.‐S. , Aibaidula, G. & Chen, G.‐Q. (2011) Unsterile and continuous production of polyhydroxybutyrate by Halomonas TD01. Bioresource Technology, 102, 8130–8136. [DOI] [PubMed] [Google Scholar]
- Tao, W. , Lv, L. & Chen, G.‐Q. (2017) Engineering Halomonas species TD01 for enhanced polyhydroxyalkanoates synthesis via CRISPRi. Microbial Cell Factories, 16, 48. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Tkaczuk, K.L. , Shumilin, I.A. , Chruszcz, M. , Evdokimova, E. , Savchenko, A. & Minor, W. (2013) Structural and functional insight into the universal stress protein family. Evolutionary Applications, 6, 434–449. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Xiao, Y. , Zhang, Z. , Wang, Y. , Gao, B. , Chang, J. & Zhu, D. (2020) Two‐stage crystallization combining direct succinimide synthesis for the recovery of succinic acid from fermentation broth. Frontiers in Bioengineering and Biotechnology, 7, 471. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Yadav, B. , Talan, A. , Tyagi, R.D. & Drogui, P. (2021) Concomitant production of value‐added products with polyhydroxyalkanoate (PHA) synthesis: a review. Bioresource Technology, 337, 125419. [DOI] [PubMed] [Google Scholar]
- Ye, J. , Hu, D. , Che, X. , Jiang, X.‐R. , Li, T. , Chen, J.‐C. et al. (2018) Engineering of Halomonas bluephagenesis for low cost production of poly(3‐hydroxybutyrate‐co‐4‐hydroxybutyrate) from glucose. Metabolic Engineering, 47, 143–152. [DOI] [PubMed] [Google Scholar]
- Ye, J. , Huang, W. , Wang, D. , Chen, F. , Yin, J. , Li, T. et al. (2018) Pilot scale‐up of poly(3‐hydroxybutyrate‐co‐4‐hydroxybutyrate) production by Halomonas bluephagenesis via cell growth adapted optimization process. Biotechnology Journal, 13, 1800074–1800010. [DOI] [PubMed] [Google Scholar]
- Zhang, X. , Lin, Y. & Chen, G.‐Q. (2018) Halophiles as chassis for bioproduction. Advanced Biosystems, 2, 1800088. [Google Scholar]
- Zhao, H. , Zhang, H.M. , Chen, X. , Li, T. , Wu, Q. , Ouyang, Q. et al. (2017) Novel T7‐like expression systems used for Halomonas . Metabolic Engineering, 39, 128–140. [DOI] [PubMed] [Google Scholar]
Associated Data
This section collects any data citations, data availability statements, or supplementary materials included in this article.
Supplementary Materials
Appendix S1
Data Availability Statement
All experimental data pertinent to a review of the manuscript are contained within the manuscript.
