Stephanie Karmann1,2, Sven Panke2, Manfred Zinn1. 1. Institute of Life Technologies, University of Applied Sciences and Arts Western Switzerland (HES-SO Valais-Wallis), Sion, Switzerland. 2. Department of Biosystems Science and Engineering, ETH Zurich, Basel, Switzerland.
Abstract
Syngas from gasified organic waste materials is a promising feedstock for the biotechnological synthesis of the bioplastic poly([R]-3-hydroxybutyrate) (PHB) with Rhodospirillum rubrum. In a first approach, growth studies were carried out with this strain in gas-tight serum vials. When syngas (40% CO, 40% H2, 10% CO2, and 10% N2 v/v) was diluted with N2 to 60%, a 4-fold higher biomass production was detected compared to samples grown on 100% syngas, thus indicating a growth inhibitory effect. The best performing syngas-mixture was then used for C-, C,N-, and C,P-limited fed-batch fermentations in a bioreactor with continuous syngas and acetate supply. It was found that C,P-limited PHB productivity was 5 times higher than for only C-limited growth and reached a maximal PHB content of 30% w/w. Surprisingly, growth and PHB production stopped when N, as a second nutrient, became growth-limiting. Finally, it was concluded that a minimal supply of 0.2 g CO g-1 biomass h-1 has to be guaranteed in order to cover the cellular maintenance energy.
Syngas from gasified organic waste materials is a promising feedstock for the biotechnological synthesis of the bioplastic pan class="Chemical">poly([R]-3-hydroxybutyrate) (pan class="Chemical">PHB) with Rhodospirillum rubrum. In a first approach, growth studies were carried out with this strain in gas-tight serum vials. When syngas (40% CO, 40% H2, 10% CO2, and 10% N2 v/v) was diluted with N2 to 60%, a 4-fold higher biomass production was detected compared to samples grown on 100% syngas, thus indicating a growth inhibitory effect. The best performing syngas-mixture was then used for C-, C,N-, and C,P-limited fed-batch fermentations in a bioreactor with continuous syngas and acetate supply. It was found that C,P-limited PHB productivity was 5 times higher than for only C-limited growth and reached a maximal PHBcontent of 30% w/w. Surprisingly, growth and PHB production stopped when N, as a second nutrient, became growth-limiting. Finally, it was concluded that a minimal supply of 0.2 g CO g-1 biomass h-1 has to be guaranteed in order to cover the cellular maintenance energy.
In 2014 almost half of all industrial and municipal waste produced in the European Union (EU) ended up in landfills (Eurostat, 2014). This implies a negative impact on the surrounding soil and groundpan class="Chemical">water by leachates (Kjeldsen et al., 2002) and a loss of pan class="Chemical">carbon that could be reused as a “third generation” feedstock for biotechnological products. The organic waste fraction, from agriculture, wastewater treatment plants, food waste, or some other municipal wastes, can be recycled by microorganisms through anaerobic digestion, forming valuable products like biogas and fertilizer (Holm-Nielsen et al., 2009; Mao et al., 2015). However, municipal wastes are highly complex and not all types of carbon, such as lignin and hemicellulose from agricultural wastes, are easily accessible to microbial fermentation.
An alternative to direct fermentation is the use of syngas, the product of pyrolyzed and gasified organic matter (Demirbas, 2002; Beneroso et al., 2014). Syngas is rich in pan class="Chemical">CO, pan class="Chemical">H2, and CO2 and can contain traces of other small hydrocarbons such as methane, ethane or ethylene. Syngas is also an abundant waste product from industrial processes including steel milling or petroleum refining (Köpke et al., 2011), making it an important potential feedstock for further conversion. In fact, the chemical conversion of syngas to fuel-ethanol, butanol, acetic or butyric acid at high temperatures and elevated pressure has been applied for many years (Ail and Dasappa, 2016). Autotrophic microorganisms can also transform CO from syngas into value-added products including bioethanol, acetic acid, 2-butanol or n-propanol at more moderate environmental conditions such as ambient pressure and temperature (Henstra et al., 2007; Munasinghe and Khanal, 2010; Köpke et al., 2011; Bengelsdorf et al., 2013; Liew et al., 2013).
pan class="Chemical">Poly(3-hydroxyalkanoates) (PHAs) are interesting products that can be synthesized by syngas fermenting bacteria (Do et al., 2007). These biodegradable polyesters offer an alternative to petrochemical plastics (Sudesh et al., 2000). Although there are already numerous apn>plications for PHAs in the field of n>an class="Chemical">biomedicine or food packaging (Chen and Wang, 2013), broader competition with petrochemical plastics is limited by price and availability. Economic analyses showed that the carbon source, e.g., glucose, contributes almost 30% to the final cost of PHA produced by engineered Escherichia coli (Choi and Lee, 1997). Hence, low cost carbon sources such as syngas could significantly lower the final price. Finally, syngas neither competes with the food chain nor does it require agricultural land and water for its production.
The bacterium pan class="Species">Rhodospirillum rubrum is able to use pan class="Chemical">CO from syngas as carbon and energy source for growth and for the production of the PHA poly(3-hydroxybutyrate) (PHB) under anaerobic conditions (Do et al., 2007). R. rubrum is a Gram-negative, facultative photosynthetic purple non-sulfur bacterium which is able to grow hetero- or autotrophically, aerobically or anaerobically (Schultz and Weaver, 1982; Najafpour and Younesi, 2007; Rudolf and Grammel, 2012; Narancic et al., 2016). R. rubrum serves as a model organism for studies on nitrogen fixation (Lehman and Roberts, 1991), hydrogen production (Younesi et al., 2008) or the production of photosynthetic membranes (Grammel et al., 2003). CO-assimilation for growth and PHB production is assumed to proceed via the enzyme CO dehydrogenase (EC 1.2.7.4, CODH) that catalyzes the water-gas shift reaction, during which CO is oxidized with H2O to CO2 and H2 (Kerby et al., 1992, 1995). CO2 can then be assimilated by the ethylmalonyl-CoA pathway, the Calvin-Benson-Bassham cycle or the reductive tricarboxylic acid cycle (Revelles et al., 2016). Acetate has been shown to be a good co-substrate for growth of R. rubrum on syngas, in particular with a positive effect on PHB accumulation (Revelles et al., 2016; Karmann et al., 2017). Figure 1 shows a simplified metabolic route of CO and acetate in R. rubrum.
Figure 1
Simplified metabolic map of R. rubrum with CO and acetate as carbon source. The water-gas shift reaction is converting CO to CO2 by gaining energy (Najafpour et al., 2004). CO2 can then be fixed through the Calvin-Benson-Bassham cycle (CBB), the tricarboxylic acid cycle (TCA), or the ethylmalonyl-coenzyme A cycle (EM-CoA). R1,5P: ribulose-1,5-bisphosphate, 3PG: 3-phosphoglycerate, Ac-CoA: acetyl coenzyme A, αKG: α-ketoglutarate, AcAc-CoA: acetoacetyl-CoA, Cro-CoA: crotonyl-CoA, PHB: poly([R]-3-hydroxybutyrate) (Modified from Revelles et al., 2016).
Simplified metabolic map of pan class="Species">R. rubrum with n>an class="Chemical">CO and acetate as carbon source. The water-gas shift reaction is converting CO to CO2 by gaining energy (Najafpour et al., 2004). CO2 can then be fixed through the Calvin-Benson-Bassham cycle (CBB), the tricarboxylic acid cycle (TCA), or the ethylmalonyl-coenzyme A cycle (EM-CoA). R1,5P: ribulose-1,5-bisphosphate, 3PG: 3-phosphoglycerate, Ac-CoA: acetylcoenzyme A, αKG: α-ketoglutarate, AcAc-CoA: acetoacetyl-CoA, Cro-CoA: crotonyl-CoA, PHB: poly([R]-3-hydroxybutyrate) (Modified from Revelles et al., 2016).
Typically, PHA accumulation in bacteria is favored by unbalanced growth conditions providing an excess of pan class="Chemical">carbon under a limitation by nitrogen (N), phosphorus (P), oxygen (O), potassium (K), or other essential nutrients (Kim and Lenz, 2001). One of the highest PHB quantities obtained so far, namely 232 g L−1 with a cellular content of 82% w/w was produced by the wild-type strain Cupriavidus necator grown in a P-limited fed-batch fermentation on glucose (Ryu et al., 1997). In R. rubrum, PHBcontents of 20 or 46% w/w were reached under anaerobic, photosynthetic, N-limiting conditions, and 30 mM acetate or 30 mM β-hydroxybutyrate as sole carbon source, respectively (Brandl et al., 1989). In syngas shake flasks supplemented with 10 mM sodium acetate, a PHBcontent of 28% w/w was found at a low cell density of an optical density (OD600) of 1 (Revelles et al., 2016).
To achieve the goal of economical pan class="Chemical">PHB production with R. rubrum on syngas, the production process needs to be better understood and optimized. Therefore, the objective of this study was to identify the growth conditions under which the PHB production from syngas by R. rubrum is optimal. First, we explored PHB production in serum vials with different syngas compositions and second in fed-batch fermentations with controlled acetate feeding under nutrient-limiting regimes including C (CO and acetate), dual C,N and dual C,P limitation. With this continuous feeding strategy, we could establish multiple nutrient-limited growth conditions, which have been shown to be maximal for PHA production for Pseudomonads among others (Durner et al., 2000; Wisuthiphaet and Napathorn, 2016). Indeed, best performance was found for simultaneous carbon (CO and acetate) and phosphorus limitation leading to biomass containing 30% w/w PHB.
Materials and Methods
Bacterial Strain, Growth Conditions, and Media
pan class="Species">R. rubrum S1 (n>an class="Species">ATCC 11170), stored in aliquots at −80°C in 16% v/v glycerol, was used for all fermentations. Liquid cultures were grown in modified RRNCO medium (Kerby et al., 1995) as described previously (Karmann et al., 2017).
pan class="Chemical">Precultures were grown in flasks as follows: Sterile 1,000 mL bottles (Müller + Krempn>el, Bülach, Switzerland) closed with a butyl n>an class="Disease">rubber septum and a screw cap or 100 mL serum vials closed with a 1 cm butyl rubber stopper and an aluminum crimp cap were filled to 50% v/v with aerobic modified RRNCO medium supplemented with 2.7 g L−1 (15 mM) fructose (pH 7.0) through a sterile 0.22 μm filter. The preculture was inoculated with a sterile syringe and needle directly from a cryo-vial (OD600 = 3.33) resulting in an initial optical density of OD600 = 0.08 and a glycerolconcentration of 0.38% v/v.
Incubation followed in an orbital shaker at 30°C and 180 rpm for 48 h. During this time no gas exchange between the culture headspace and the surrounding air was possible resulting in a pan class="Chemical">continuous decrease in n>an class="Chemical">pO2 and a slow adaptation to anaerobic growth conditions.
Batch Experiments on Syngas in Serum Vials
Initial tests to assess growth on syngas were performed in closed 100 mL serum vials filled with 20% v/v sterile-filtered modified pan class="Chemical">RRNCO medium containing 0.82 g L−1 sodium acetate (10 mM or 0.59 g L−1 acetate). Air had to be removed from the headspace prior to filling with syngas. Therefore, each capped serum vial was exposed twice to 1 min vacuum followed by re-filling with N2. After a third vacuum cycle the headspace of the serum vial was filled with a commercially available syngas-mixture containing 40% CO, 40% H2, 10% CO2, and 10% N2 v/v (Pan Gas, Dagmersellen, Switzerland), which was in some cases diluted with N2 as indicated later. A sample containing only N2 in the headspace was used as negative control. Right before inoculation, 1 mL of autoclaved, anaerobic 1 g L−1 Na2S·9H2O reducing agent stock solution was added per L of medium.
For each growth pan class="Chemical">condition, tripn>licates were inoculated from the same preculture (final OD600 = 2.5) with 0.64 mL to reach a starting OD600 of 0.08. The vials were incubated horizontally in the dark at 30°C and 180 rpm. Every 24 h vacuum was apn>plied again to exchange the headspn>ace gas with fresh syngas though a sterile needle and filter. Culture sampn>les were taken every 24 h with a sterile needle and syringe to determine the OD600.
Bioreactor Settings and Fed-Batch Growth on Syngas
The syngas fermentation platform and the fermentation settings have been described in detail earlier (Karmann et al., 2017). All fed-batch fermentations were carried out in a 3.6 L bioreactor (Labfors 5, Infors AG, Bottmingen, Switzerland) with an initial working volume of 2 L of modified pan class="Chemical">RRNCO medium containing 0.59 g L−1 acetate. In case of the N-limited fed-batch the NHClconcentration was reduced from 1 g L−1 to 383 mg L−1 (equals 100 mg L−1 NH4-N), in case of the P-limited fed-batch, the phosphate buffer (KH2PO4 and K2HPO4) was omitted.
The pan class="Chemical">continuous feeding of n>an class="Chemical">acetic acid at a concentration of 120.1 g L−1 in water started typically after 43 h of cultivation, when most of the initial acetate was consumed. The feeding rates were adjusted two times per day, based on the culture OD600 as described previously (Karmann et al., 2017).
The redox potential was repan class="Chemical">corded continuously with an inline probe (Hamilton Bonaduz AG, Bonaduz, Switzerland). The off-gas composition was measured continuously with a quadrupole mass spectrometer (MS) (QIC Biostream, Hiden Analytical, Warrington, UK). Samples were taken during the bioprocesses for the quantification of biomass (cell dry weight (CDW) by gravimetry, OD600 by spectrophotometry and total cell count (TCC) by flow cytometry (FCM), dissolved CO (DCO) with a myoglobin assay, PHBcontent by FCM and gas chromatography (GC), acetate by high pressure liquid chromatography (HPLC), and ammonium nitrogen (-N) by spectrophotometric test kit. These analytical methods were described previously (Karmann et al., 2016, 2017).
Phosphorus (P) Quantification
Supernatant samples (3,900 g, 4°C, 10 min) were stored at −20°C until ICP analysis. To this end, a 10 mL aliquot of culture supernatant was thawed and acidified with 3 drops of 69% (v/v) pan class="Chemical">HNO3 (TraceSELECT®, Fluka) and analyzed with a Varian 720-ES inductively pan class="Chemical">coupled plasma—optical emission spectrometer (ICP-OES). Emissions were recorded at 213.6 and 214.9 nm. The measurements were validated with a calibration curve ranging from 0.01 to 50 mg L−1 P (H3PO4 + H2O, TraceCERT®, Sigma-Aldrich).
Elemental Analysis
Bacteria were harvested by centrifugation (3,900 g, 4°C, 10 min) and the cell pellet was washed once with 0.9% aqueous pan class="Chemical">NaCl. The pellet was stored at −80°C for at least 24 h and then freeze-dried at −80°C at a pressure of 0.25 mbar in a freeze dryer (Cryodos, Telstar, Terrassa, Spain). Apn>proximately 1.3 mg of freeze-dried biomass was then digested by pan class="Chemical">combustion. Combustion products were analyzed with a LECO TruSpec Micro. Carbon (as CO2) and hydrogen (as H2O) were quantified by infrared spectroscopy. The nitrogencontent (as N2) was determined by a thermal conductivity detector. All samples were analyzed in duplicates.
Calculations
Biomass yields (YX/S) (Equation 1) on pan class="Chemical">acetate, n>an class="Chemical">CO, N, and P (s) were based on the cell dry weight (x), and PHB yields were calculated using the PHB and substrate (s) concentrations, both in g L−1 according to Equation (2) The actual dilution rate (D) was calculated by the division of medium feed (F) by the actual working volume of the culture (V) (Equation 3). Specific biomass (qx; Equation 4) and PHB (qPHB; Equation 5) production rates were calculated and the volumetric biomass (Px; Equation 6) and the volumetric PHB (PPHB; Equation 7) productivities determined.
Results and Discussion
Growth of R. rubrum in Serum Vials With Different Syngas Concentrations
Different syngas mixtures were applied in order to investigate whether variation in the gas compn>osition offers an opportunity to impn>rove growth of pan class="Species">R. rubrum. Therefore, we diluted the commercial syngas mixture (40% CO, 40% H2, 10% CO2, and 10% N2 v/v) with nitrogen to achieve different volumetric syngas contents ranging from 0% (only N2) to 100% (only commercial mix) and used it as the gas phase for growth experiments in serum vials. In all cases the liquid medium contained 0.59 g L−1 acetate as co-substrate. In general, OD600 measurements suggested that cultures grew linearly instead of exponentially, pointing toward CO-transfer from the gas to the liquid phase as a limiting step. As can be seen in Figure 2, differences in growth of R. rubrum as a function of the tested syngas mixture started to become detectable already 48 h after inoculation. After 138 h of incubation, the cultures with only 60% syngas in the headspace had grown to the highest OD600 of 3.07 ± 0.37, which was a 4 times higher biomass than for the samples with 100% syngas in the headspace (OD600 of 0.73 ± 0.1).
Figure 2
Growth of R. rubrum in serum vials with different syngas concentrations. R. rubrum cultures were grown on modified RRNCO medium containing 0.59 g L−1 acetate and the indicated syngas concentration in the headspace. The headspace filled with 100% syngas contained 40% CO, 40% H2, 10% CO2, and 10% N2 v/v. The other samples were diluted with N2 as indicated. (A) Growth curves are based on OD600 measurements. The error bars indicate the mean ± standard deviation determined from three independent replicates. (B) The R. rubrum culture in serum vials after 96 h of incubation. The 0% syngas control sample was colorless.
Growth of pan class="Species">R. rubrum in serum vials with different syngas n>an class="Chemical">concentrations. R. rubrum cultures were grown on modified RRNCO mediumcontaining 0.59 g L−1 acetate and the indicated syngas concentration in the headspace. The headspace filled with 100% syngas contained 40% CO, 40% H2, 10% CO2, and 10% N2 v/v. The other samples were diluted with N2 as indicated. (A) Growth curves are based on OD600 measurements. The error bars indicate the mean ± standard deviation determined from three independent replicates. (B) The R. rubrum culture in serum vials after 96 h of incubation. The 0% syngas control sample was colorless.
With the condition 100% syngas and the control sample containing only N2 we could reproduce the results from previously published experiments with R. rubrum using the same syngas composition and 0.59 g L−1 acetate as co-substrate (Revelles et al., 2016). Furthermore, from the control sample containing only N2 in the headspace, we concluded that acetate cannot be metabolized by R. rubrum under anaerobic conditions if there is no syngas available (Figure 2A). Finally, the results presented in this study show that different syngas concentrations do have a large impact on the growth of R. rubrum and offer therefore a target for process optimization. However, based on these shake-flask experiments, we were not able to conclude if the differences in growth occurred because of CO substrate toxicity or inhibition by the H2 or CO2contents.For pan class="Species">R. rubrum, n>an class="Chemical">CO substrate toxicity has not been observed previously to the best of our knowledge. Previous experiments with a similar setup showed that R. rubrum doubling times inversely relate to the COcontent in the gas phase (with 4.8, 5.7, and 8.4 h for 25, 50, and 100 CO%, respectively) but the sample grown on 100% CO reached the highest final biomass after 70 h of incubation (Kerby et al., 1995). Growth and PHB production as a function of COcontent in the gas phase were investigated for Pseudomonas carboxydohydrogena, and there was no inhibitory effect of increasing COconcentration in syngas (from 10 to 30% v/v). The increasing COcontent had a positive influence on the biomass production, but did not influence the cellular PHBcontent (Volova et al., 2015).
In general, the compn>osition of syngas varies depn>ending on its origin or substrate. Therefore, a syngas with the desired composition necessary to reach maximum growth rates can be tailored only to some extent. For example, pyrolysis of microalgal biomass was leading to COcontents that varied between 20 and 45% for different pyrolysis temperatures (Beneroso et al., 2013), whereas syngas as waste from the steel industry contains between 40 and 70% CO (Molitor et al., 2016). Consequently, the production of a syngas with the desired composition that favors R. rubrum growth will be a bioprocess-determining factor.A study that systematically analyzes the effect of individual gas pan class="Chemical">concentrations on growth of n>an class="Species">R. rubrum still remains to be done. However, since the advantages were considerable, syngas diluted to 60% was also used for the fed-batch fermentations in the bioreactor throughout this study. An additional, artificial contamination of this synthetic syngas with hydrocarbons, such as methane, ethane, or ethylene was not possible for technical reasons.
Multiple Nutrient-Limited Fed-Batch Fermentations
We performed three fed-batch fermentations, only C (pan class="Chemical">CO and pan class="Chemical">acetate)-limited (Figure 3), dual C,N-limited (Figure 4) and dual C,P-limited (Figure 5), to assess growth and in particular PHB accumulation of R. rubrum in more detail. During these cultivations, syngas (25% CO, 25% H2, 5% CO2, and 45% N2 v/v) was continuously sparged at 0.1 L L−1 min−1 into the culture broth, but the acetate supply was increased step-wise according to bacterial growth. To facilitate comparison of the fed-batch results, we defined three phases: (i) the initial batch phase during which the initial acetate was consumed along with the reduction of the redox potential, typically lasting from 0 to 43 h; (ii) the growth phase during which acetate was fed to the culture according to the biomass produced; and (iii) the PHB accumulation phase during which acetate was continued to be fed to the culture like during the growth phase, but a second nutrient (N or P, respectively) was growth-limiting. Except in case of the C-limited fed-batch, the phase (iii) corresponds to the phase (iii) of the C,P-limited fed-batch and was used to select the timeframe that was necessary for comparison of the data (Figure 3).
Figure 3
Carbon-limited fed-batch fermentation. R. rubrum was grown on modified RRNCO medium with continuous syngas supply. The different phases of the process are separated by gray, dashed lines: (i) batch phase during which the initial acetate is consumed; (ii) and (iii) acetate fed-batch phase. Please note that the distinction in phases (ii) and (iii) is in this experiment only for ease of clarity and coincides with the phase of a second nutrient limitation in other fed-batches. Concentrations of CO, H2, and CO2 in the off-gas are labeled in the plot. CDW: cell dry weight, TCC: total cell count, mean FL1: fluorescence signal from labeled, intracellular PHB, DCO: dissolved CO.
Figure 4
C,N-limited fed-batch fermentation. R. rubrum was grown on modified RRNCO medium with a reduced ammonium content and continuous syngas supply. The process is separated into three phases by gray dashed lines: (i) batch phase during which the initial acetate is consumed, (ii) acetate fed-batch, (iii) acetate fed-batch phase with C and N limitation. All abbreviations are the same as in Figure 3.
Figure 5
C,P-limited fed-batch fermentation. R. rubrum was grown on modified RRNCO medium with yeast extract as sole P source and a continuous supply of syngas. The three different growth phases of the process are separated by gray dashed lines: (i) batch phase during which the initial acetate is consumed, (ii) acetate fed-batch, (iii) acetate fed-batch C and P limitation. All abbreviations are the same as in Figure 3.
pan class="Chemical">Carbon-limited fed-batch fermentation. n>an class="Species">R. rubrum was grown on modified RRNCO medium with continuous syngas supply. The different phases of the process are separated by gray, dashed lines: (i) batch phase during which the initial acetate is consumed; (ii) and (iii) acetate fed-batch phase. Please note that the distinction in phases (ii) and (iii) is in this experiment only for ease of clarity and coincides with the phase of a second nutrient limitation in other fed-batches. Concentrations of CO, H2, and CO2 in the off-gas are labeled in the plot. CDW: cell dry weight, TCC: total cell count, mean FL1: fluorescence signal from labeled, intracellular PHB, DCO: dissolved CO.
C,N-limited fed-batch fermentation. pan class="Species">R. rubrum was grown on modified n>an class="Chemical">RRNCO medium with a reduced ammonium content and continuous syngas supply. The process is separated into three phases by gray dashed lines: (i) batch phase during which the initial acetate is consumed, (ii) acetate fed-batch, (iii) acetate fed-batch phase with C and N limitation. All abbreviations are the same as in Figure 3.
C,pan class="Chemical">P-limited fed-batch fermentation. n>an class="Species">R. rubrum was grown on modified RRNCO medium with yeast extract as sole P source and a continuous supply of syngas. The three different growth phases of the process are separated by gray dashed lines: (i) batch phase during which the initial acetate is consumed, (ii) acetate fed-batch, (iii) acetate fed-batch C and P limitation. All abbreviations are the same as in Figure 3.
CO as Substrate During the Batch Phase in the Bioreactor vs. Shake Flasks
All batch phases exhibited a lag phase of approximately 5 h during which the cultures presumably adapted from the preculture pan class="Chemical">conditions (growth on n>an class="Chemical">fructose) to the growth on syngas and acetate. Exponential (unlimited) growth was observed between 5 and 30 h of cultivation in all bioreactor experiments showing a maximum specific growth rate of μmax = 0.1 ± 0.01 h−1 based on OD600 and on TCC measurements (Figure 6). During the exponential growth phase the OD600 correlated with the number of cells with a conversion factor of 4.45 108 cells mL−1
(R2 = 0.99), the biomass correlated with the cell number with a factor of 1.5 1012 cells g−1 biomass (R2 = 0.93).
Figure 6
Batch-phase of R. rubrum on syngas and acetate in the bioreactor. The optical density [ln(OD600)] (A) and the total cell count [ln(TCC)] (B) was plotted against time. The gray dashed line separates the batch phase (i) from the first continuous acetate feeding phase (ii). The linear trend-line indicates the exponential growth of μmax = 0.1 h−1 between time points a and b at 5 and 30 h of cultivation, respectively. The symbols refer to the nutrient limited phase that will follow later on.
Batch-phase of pan class="Species">R. rubrum on syngas and n>an class="Chemical">acetate in the bioreactor. The optical density [ln(OD600)] (A) and the total cell count [ln(TCC)] (B) was plotted against time. The gray dashed line separates the batch phase (i) from the first continuous acetate feeding phase (ii). The linear trend-line indicates the exponential growth of μmax = 0.1 h−1 between time points a and b at 5 and 30 h of cultivation, respectively. The symbols refer to the nutrient limited phase that will follow later on.
The advantages of cultivating pan class="Species">R. rubrum in a bioreactor pan class="Chemical">compared to shake flasks are significant in terms of growth rates: At the end of the batch phase, typically after 43 h, we measured an OD600 of 3.0 ± 0.05, whereas after 48 h in shake flasks a maximal OD600 of 1 could be obtained (Figure 2A). In general, growth during the batch phase in the bioreactor was very reproducible for all fed-batch experiments in the bioreactor, whereas there was an error of up to 20% in shake flask cultivations (Figures 2, 6).
The pan class="Chemical">DCO in the bioreactor culture broth was consumed below the detection limit (<3 μM CO) 30 h after inoculation and remained there also during phases (ii) and (iii) even though syngas was sparged continuously into the culture broth at 0.1 L L−1 min−1 (Figures 3–5). The CO-concentration in the off-gas followed the pattern of the DCO with a simultaneous increase of the H2 and CO2concentrations in agreement with the water-gas shift reaction catalyzed by the CODH. The culture redox potential also dropped drastically from −200 mV to around −500 mV concomitantly with the complete consumption of DCO. Thereafter, it decreased approximately linearly to a value of −630 mV at the end of the batch phase or the early fed-batch phase (ii) (Figures 3–5). Consequently, the redox potential was low enough (below −380 mV), during the entire process to guarantee a full activity of the CODH, the key enzyme in the CO metabolism of R. rubrum (Heo et al., 2001). We could also reproduce the findings from Karmann et al. (2017) that there is no need to use reducing agents like Na2S to reach the low redox potential of −630 mV when working with a facultative anaerobic organism in a gas-tight bioreactor and a continuous flow of oxygen-free syngas.
(Multiple) Nutrient-Limited Growth During Fed-Batch Fermentation
To better pan class="Chemical">compn>are the effect of nutrient limitations on n>an class="Chemical">PHB production, we consider in this section only the third phase of the fed-batch cultivations during which we had implemented (multiple) nutrient limitation (phase iii) in Figures 3–5. In case of the only C-limited fed-batch (Figure 3) the same time window was chosen as for the C,P-limited fed-batch (Figure 5). During phase (ii) the C-, C,N- and C,P-limited cultures grew to a biomasses of 3.1, 2.6, and 2.9. g L−1, respectively. During phase (iii) the particular growth conditions resulted in different nutrient availabilities triggering a different growth pattern and PHB productivity.
Interestingly, we found three distinct patterns for the production of biomass and pan class="Chemical">PHB under (multiple) nutrient-limited growth conditions: First, in case of the fed-batch only limited in carbon (CO and acetate) the maximum PHBcontent in % w/w was reached quite early, already 115 h after inoculation (Figure 3). From there on the CDWcontinued to increase for about 100 h at a rate of almost 30 mg L−1 h−1, whereas the specific PHB productivity was 2.2 mg g−1 h−1 and the volumetric PHB productivity was at 2.9 mg L−1 h−1 during this period (Figures 5A,B). The PHBcontent remained constant between 11 and 12% w/w. Consequently, the PHBconcentration per liter reactor volume continued to rise together with the overall increase in biomass.
Sepan class="Chemical">cond, during C,N-limited growth (starting 100 h after inoculation), the culture exhibited a drastically reduced volumetric biomass productivity of only apn>proximately 10 mg L−1 h−1 (Figure 7A), reducing the volumetric n>an class="Chemical">PHB productivity close to zero even though the specific PHB productivity of 1.95 mg g−1 h−1 was similar to the specific productivity obtained with only the C limitation (Figure 7B). Third, during C,P limitation (starting 125 h after inoculation) we measured the highest biomass productivity of 38 mg L−1 h−1 (Figure 7A) and, with 13.5 mg L−1 h−1, and 5.6 mg g−1 h−1 the highest volumetric and specific PHB production rates, respectively (Figure 7). This corresponds to a PHB productivity almost 5 times higher as during the same period in the C-limited fed-batch fermentation.
Figure 7
Productivities and acetate consumption rate in the (multiple) nutrient-limited growth phases. Comparison of data obtained from fed-batches with R. rubrum with continuous syngas and acetate feeding in the phases (iii) shown in Figures 3–5. (A) Volumetric productivities of cell dry weight (CDW) and PHB, (B) specific PHB production rate, and (C) specific acetate consumption rate.
pan class="Chemical">Productivities and n>an class="Chemical">acetate consumption rate in the (multiple) nutrient-limited growth phases. Comparison of data obtained from fed-batches with R. rubrum with continuous syngas and acetate feeding in the phases (iii) shown in Figures 3–5. (A) Volumetric productivities of cell dry weight (CDW) and PHB, (B) specific PHB production rate, and (C) specific acetateconsumption rate.
Interestingly, the intracellular pan class="Chemical">PHB content in the C,P-limited culture was already two times higher compared to the C-limited fed-batch before the P limitation was fully established (at 125 h) (Figures 3, 4). It is important to mention that yeast extract, a complex nutrient compound, was the only P source in the C,P-limited culture. Hence, P limitation might already have started before a complete, measurable consumption of P since some P (in unknown form as part of yeast extract) might not have been easily accessible to R. rubrum. The same amount of yeast extract was present in all fed-batches, however, in the C and C,N-limited fed-batch cultivations easily available was added as principle P source.
The three different nutrient limitations also caused different specific pan class="Chemical">acetate consumption rates (qac) with the C,N-limited culture consuming the most acetate per g CDW and h (Figure 7C). This can be explained by the definition of qac as the ratio of the amount of acetateconsumed and the low amount of biomass produced during the same time (Figures 7A,C). A similar growth and PHA accumulation pattern for N limitation has been found previously in a batch culture with Pseudomonas putida GPo1 and hexanoate as carbon source (Durner et al., 2001). No production of biomass or PHA was detected after depletion of the N source, even though the carbon source was still consumed. However, the authors could clearly show that the N limitation can also have the opposite effect, namely an increase in PHA productivity, when using nonanoate as carbon source for the same strain (Durner et al., 2001).
Influence of Feed Strategy on Final Biomass Composition
Table 1 summarizes the final biomass pan class="Chemical">concentrations and n>an class="Chemical">compositions of the fed-batches with three different feed strategies. The highest PHBconcentration, 1.6 g L−1, was measured at the end of the C,P-limited fed-batch. Surprisingly, the lowest PHBconcentration (0.32 g L−1) was found under conditions of C,N limitation instead of C limitation (Table 1). The highest carboncontent was measured in the biomass of the C,P-limited fed-batch which also showed the highest PHBcontent of 30% w/w. The reduced N-content in the C,N-limited culture medium is also reflected in the composition of the residual (PHB-free) biomass (Table 1).
Table 1
Concentration and composition of dried R. rubrum biomass at the end of the (multiple) nutrient-limited fed-batches.
Fed-batch
C-limited
C,N-limited
C,P-limited
CDW [g L−1]
5.1 ± 0.09
2.95 ± 0.06
5.32 ± 0.09
PHB [g L−1] and [% w/w]
0.59 / 11.9
0.32 / 11.1
1.6 / 30.0
TCC [L−1]
3.6 1012
3.4 1012
2.7 1012
X
R
X
R
X
R
C content [%]
48.53
47.58
49.16
48.34
51.12
49.11
H content [%]
7.24
7.27
7.06
7.07
7.32
7.46
N content [%]
5.52
6.24
5.15
5.77
6.15
8.79
The cell dry weight (CDW) is given as mean of three independent measurements ± standard deviation. The composition of the total biomass (X) and residual (= PHB-free) biomass (R) is given as the mean value of two independent measurements that differed maximally by 1%. Values for the composition of the residual biomass were calculated after subtracting the amount of C, H, or N, respectively that was present in the form of PHB. TCC, total cell count.
pan class="Chemical">Concentration and n>an class="Chemical">composition of dried R. rubrum biomass at the end of the (multiple) nutrient-limited fed-batches.
The cell dry weight (pan class="Chemical">CDW) is given as mean of three indepn>endent measurements ± standard deviation. The n>an class="Chemical">composition of the total biomass (X) and residual (= PHB-free) biomass (R) is given as the mean value of two independent measurements that differed maximally by 1%. Values for the composition of the residual biomass were calculated after subtracting the amount of C, H, or N, respectively that was present in the form of PHB. TCC, total cell count.
The C-limited fed-batch grew to a similar final OD600 and pan class="Chemical">CDW as the C,P-limited one. However, the final TCC in C,P-limited culture only reached 75% of the TCC in the C-limited culture (Table 1) suggesting a difference in cell size or shapn>e. This matches with the n>an class="Chemical">PHB concentration that was higher for the cells grown under C,P limitation than under C limitation. The similar TCC for a different OD600 of the final biomass of the C and the C,N-limited culture cannot be explained with the PHBcontent (Table 1). However, the cells of the C,N-limited fed-batch were hardly dividing during the entire phase (iii) which might change the cell morphology in a way that influenced the OD600 measurement.
Biomass and Product Yields for CO, Acetate, N and P
Table 2 summarizes the mass yields for C, N, and pan class="Chemical">P substrates. It is striking that for all n>an class="Chemical">conditions tested the mass-yields for CDW and PHB on CO (YX/CO and YPHB/CO) are much lower than the yields on acetate. Based on these data we hypothesize that the main portion of carbon derived from CO must have been released as CO2 in the off-gas. In fact, we measured a CO2 production in the off-gas that corresponded approximately to 60% mol/mol of the COconsumed and can therefore explain part of the low yields for CO.
Table 2
Total biomass and PHB yields.
Fed-batch
Yield
C-limited
C,N-limited
C,P-limited
YPHB/acetate [g g−1]
0.072
0.038
0.204
YPHB/CO [g g−1]
0.004
0.002
0.016
YX/acetate [g g−1]
0.628
0.353
0.681
YX/CO [g g−1]
0.036
0.020
0.053
YH2/CO [g g−1]
0.042
0.036
0.040
YCO2/CO [g g−1]
0.589
0.745
0.941
YX/N [g g−1]
17.40
17.65
n.d.
YX/P [g g−1]
n.d.
n.d.
112
The yields (Y) were calculated for total biomass (X) and PHB for R. rubrum grown on syngas and acetate with the indicated nutrient limitations. The entire fed-batch process was considered, except for P and N yields, for which only the C-limited growth phase (0–100 h) was considered. n.d., not determined.
Total biomass and pan class="Chemical">PHB yields.
The yields (Y) were calculated for total biomass (X) and pan class="Chemical">PHB for n>an class="Species">R. rubrum grown on syngas and acetate with the indicated nutrient limitations. The entire fed-batch process was considered, except for P and N yields, for which only the C-limited growth phase (0–100 h) was considered. n.d., not determined.
Growth With Nutrient and Energy Limitations
The pan class="Chemical">common growth-determining factor for all fed-batch fermentations was clearly n>an class="Chemical">CO. As mentioned in CO as substrate during the batch phase in the bioreactor vs. shake flasks, the DCO reached the detection limit (<3 μM) approximately 30 h after inoculation. The linear growth pattern after 30 h in fact suggests direct dependence of growth on a linearly added nutrient, which in our case can only be CO added via the gas phase. Acetate, in contrast, was fed with an increasing rate according to the growth of the culture in phases (ii) and (iii). Linear growth is a typical behavior for growth on a gaseous substrate with low solubility in water (Pirt, 1975).
pan class="Chemical">Considering the low biomass and n>an class="Chemical">PHB yield coefficients for CO and the relatively high rate of CO2 production (Table 2), we argue that CO was mainly used as an energy source and only to a small extent as carbon source. This is in contradiction to the interpretation of earlier experiments with R. rubrum on syngas which suggested that R. rubrum can grow on CO as sole carbon source. It should be noted that all earlier experiments included other possible carbon sources like acetate, malate, yeast extract, or other complex compounds in the medium (Kerby et al., 1992, 1995; Do et al., 2007; Revelles et al., 2016). However, the present study is the first one applying a continuous feed of acetate. Acetate can only be assimilated by R. rubrum in presence of an energy source (Schultz and Weaver, 1982). In our case, only CO can take this role and is therefore most preferentially used as energy and not as carbon source.
The pan class="Chemical">CO-induced energy limitation pan class="Chemical">could explain why the C-limited fed-batch stopped growth at a CDW of 5.1 g L−1 after 189 h (Table 2, Figure 3). At this time-point acetate started to accumulate in the culture supernatant, indicating a nutrient limitation. However, no other measured nutrient suggested a limitation except CO. Due to the constant gas flow, its absolute availability does not change over time which implies that the volumetric COconsumption rate cannot increase with the total biomass in a proportional way, leading to a decreasing specific COconsumption rate (Figure 8). While in a low-biomass culture the DCO seemed to be sufficient to assimilate the available acetate, it became limiting once a critical high biomass concentration was reached. This limitation occurs at approximately 0.2 g g−1 h−1 of CO. Considering the energy of −20 kJ mol−1 gained from the water-gas shift reaction (Figure 1), this results in 143 J g−1 h−1, which appears to correspond to the maintenance energy required by R. rubrum. A measurement of the maintenance energy of R. rubrum and CO as energy source is, to our best knowledge, not available in literature. Interestingly, energy values were reported to be generally in the range of 80–570 J g−1 h−1 for other bacterial strains (Harder, 1997). This is in the same dimension as the empirical value from this study.
Figure 8
Growth-limiting CO consumption rates. The volumetric and specific CO consumption rates and the cell dry weight (CDW) are shown over time during phases (ii) and (iii) of the C-limited fed-batch.
Growth-limiting pan class="Chemical">CO n>an class="Chemical">consumption rates. The volumetric and specific COconsumption rates and the cell dry weight (CDW) are shown over time during phases (ii) and (iii) of the C-limited fed-batch.
To enable unlimited or only pan class="Chemical">P-limited growth also at greater cell densities, a higher availability of energy source is a necessity. A light source pan class="Chemical">could be used as an additional energy source to assimilate acetate and CO-derived CO2 to biomass or PHB (Najafpour and Younesi, 2007). However, the scale-up of a syngas fermentation plant that does not only need additional safety measures due to COtoxicity to humans (Karmann et al., 2017) but in addition depends on energy efficient and sufficient illumination is a challenging task. Therefore, it is rather the gas-liquid mass transfer, a known challenge for fermentations involving gases that has to be improved. Previously, optimization of gas-liquid mass transfer was mainly applied to increase the availability of oxygen in culture broth (Charpentier, 1981; Arrua et al., 1990); more recently—together with the rising interest in syngas fermentations—the topic has been addressed again with the focus on CO gas-liquid mass transfer (Jones, 2007; Munasinghe and Khanal, 2010; Shen et al., 2014). New innovative fermenter types, such as the U-shape and/or nozzle U-Loop fermenter (Larsen, 2002) or a horizontally oriented rotating packed bed reactor (Shen et al., 2017) were designed to increase kLa coefficients. Alternatively, also high pressure bioreactors are used to increase the gas transfer (Follonier et al., 2012). An increased gas-liquid mass transfer will lead to better availability of CO as energy source and we can therefore expect higher acetateconsumption rates. As a consequence, higher biomass and together with P limitation also higher PHBconcentrations can be obtained.
Conclusions
Growth and pan class="Chemical">PHB production of n>an class="Species">R. rubrum varies greatly depending on the syngas composition used and on the availability of other nutrients. P limitation led to the highest accumulation of PHB at 30% w/w, whereas N-limited conditions inhibited growth almost completely. Furthermore, the continuous co-feeding of acetate allowed to reach higher cell densities and PHBcontents than reported previously but also led to a situation of energy limitation caused by the low availability of CO which was preferentially used as energy source and only to a small extent as carbon source.
Author Contributions
SK did the labwork and wrote the manuscript. SP and MZ supported the design of the experiments, the manuscript writing and did the proofreading.
Conflict of Interest Statement
The authors declare that the research was pan class="Chemical">conducted in the absence of any n>an class="Chemical">commercial or financial relationships that could be construed as a potential conflict of interest.
Authors: Francisco G Blanco; Natalia Hernández; Virginia Rivero-Buceta; Beatriz Maestro; Jesús M Sanz; Aránzazu Mato; Ana M Hernández-Arriaga; M Auxiliadora Prieto Journal: Nanomaterials (Basel) Date: 2021-06-04 Impact factor: 5.076
Authors: Alberto Rodríguez; Natalia Hernández-Herreros; José L García; M Auxiliadora Prieto Journal: Biotechnol Biofuels Date: 2021-08-06 Impact factor: 6.040