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Proceedings of the National Academy of Sciences of the United States of America logoLink to Proceedings of the National Academy of Sciences of the United States of America
. 2015 Feb 2;112(7):2222–2226. doi: 10.1073/pnas.1420663112

N2 gas is an effective fertilizer for bioethanol production by Zymomonas mobilis

Timothy A Kremer 1,1, Breah LaSarre 1,1, Amanda L Posto 1, James B McKinlay 1,2
PMCID: PMC4343144  PMID: 25646422

Significance

Recently there has been a surge in ethanol biofuel production from cellulosic feedstocks, offering more environmental benefits than conventional ethanol production from food crops. However, cellulosic feedstocks are low in nitrogen, requiring that millions of dollars be spent on nitrogen supplements to grow the ethanol-producing microbes. Zymomonas mobilis is a bacterium that has long been viewed as a potential rival to Baker’s yeast as an ethanol producer. Contrary to published remarks, we discovered that Z. mobilis can use the most abundant gas in the atmosphere, N2, as a nitrogen source and does so without detriment to the high ethanol yield. Using N2-utilizing Z. mobilis could offset much of the monetary and environmental costs of current industrial nitrogen supplements.

Keywords: Zymomonas mobilis, nitrogenase, ethanol, cellulosic, biofuel

Abstract

A nascent cellulosic ethanol industry is struggling to become cost-competitive against corn ethanol and gasoline. Millions of dollars are spent on nitrogen supplements to make up for the low nitrogen content of the cellulosic feedstock. Here we show for the first time to our knowledge that the ethanol-producing bacterium, Zymomonas mobilis, can use N2 gas in lieu of traditional nitrogen supplements. Despite being an electron-intensive process, N2 fixation by Z. mobilis did not divert electrons away from ethanol production, as the ethanol yield was greater than 97% of the theoretical maximum. In a defined medium, Z. mobilis produced ethanol 50% faster per cell and generated half the unwanted biomass when supplied N2 instead of ammonium. In a cellulosic feedstock-derived medium, Z. mobilis achieved a similar cell density and a slightly higher ethanol yield when supplied N2 instead of the industrial nitrogen supplement, corn steep liquor. We estimate that N2-utilizing Z. mobilis could save a cellulosic ethanol production facility more than $1 million/y.


Ethanol is the most heavily used biofuel in the world and until recently has been produced almost entirely from food crops (1). Last year saw a surge in cellulosic ethanol production as several commercial facilities came online, offering more favorable land use and lower CO2 emissions than conventional ethanol production from cornstarch and sugarcane (24). Even so, cellulosic ethanol is struggling to be cost-competitive against corn ethanol and gasoline (13). Efforts to lower the price of cellulosic ethanol have primarily focused on the largest cost contributors, such as plant feedstocks and the cellulase enzymes needed to degrade feedstocks into usable sugars (1). However, the industry is also estimated to spend millions of dollars on nitrogen supplements to compensate for the low nitrogen content of the cellulosic feedstocks and allow the ethanol-producing microbes to grow (59). Corn steep liquor (CSL) is an industrial supplement that serves as a source of nitrogen and vitamins. Diammonium phosphate (DAP) is another industrial nitrogen supplement. A facility that produces more than 200 million liters of ethanol per year has been estimated to incur CSL and DAP costs between $1.7 and 2.2 million/y, based on projections from bench or pilot-scale values (6, 9). Other reports estimated CSL costs between $7.7 and 18.2 million/y (5, 7, 8). Furthermore, there are projections that CSL supply cannot scale to support ethanol operations of billions of liters per year (9). Thus, a sustainable alternative nitrogen source is desired.

N2 gas is recognized as a sustainable source of nitrogen for agriculture as leguminous crops can be exploited for the symbiotic relationships they form with N2-fixing bacteria (10). In a similar vein, N2 gas could serve as an economical and environmentally benign nitrogen source for industrial fermentations. For example, more than 2,800 L of pure N2 gas could be produced onsite for as little as $0.06 (SI Appendix). However, the traditional ethanol producer, Baker’s yeast, cannot use N2 as a nitrogen source. N2 can only be used as a nitrogen source by select bacteria and archaea that have the enzyme nitrogenase.

Zymomonas mobilis is the most prolific bacterial ethanol producer and is an emerging competitor to Baker’s yeast, as it produces ethanol three to five times faster per cell, at a higher yield, and with less residual biomass (11). Furthermore, nearly all strains of Z. mobilis appear to encode nitrogenase (Table S1). However, Z. mobilis was previously deemed incapable of N2 fixation by some, although this claim was not experimentally verified (12, 13).

Recognizing the potential benefit of exploiting N2 as a nitrogen source for industrial ethanol production, we used comparative growth assays and examined the incorporation of 15N2 into Z. mobilis protein to determine whether Z. mobilis can use N2. Our results conclusively indicate that Z. mobilis can use N2 as a nitrogen source. Furthermore, N2 utilization did not affect the ethanol yield or normalized metabolic flux distributions. Rather, growth with N2 resulted in an increased specific ethanol production rate and a lower biomass yield in a defined medium compared with growth with NH4+. We also demonstrated that Z. mobilis can use N2 in a cellulosic feedstock-derived medium, suggesting that using N2 in lieu of industrial nitrogen supplements could save the cellulosic ethanol industry millions of dollars annually.

Results

Z. mobilis Can Use N2 as a Nitrogen Source.

The genome sequences of most Z. mobilis isolates appear to encode nitrogenase, the only known enzyme that allows prokaryotes to convert N2 into bioavailable NH4+ in a process known as N2 fixation (Table S1). To determine whether Z. mobilis can fix N2 gas, we inoculated one of the most commonly used strains, ZM4, into a chemically defined medium containing the necessary metal cofactors for nitrogenase activity: Mo and Fe. ZM4 grew when either NH4+ or N2 was provided (Fig. 1) but not when they were omitted (Ar headspace control). To verify that ZM4 growth was due to N2 and not an unknown contaminating nitrogen source, we examined whether ZM4 would assimilate N2 enriched with the heavy isotope 15N. When cultured with 15N2, ZM4 synthesized protein that predominantly contained 15N (Fig. 2 and Table S2). Adding NH4+ prevented 15N2 assimilation (Fig. 2 and Table S2), consistent with observations in other N2-fixing bacteria (14). These results provide, to our knowledge, the first conclusive experimental evidence that ZM4 can use N2 gas as a nitrogen source.

Fig. 1.

Fig. 1.

The effect of nitrogen source on ZM4 growth and metabolism. (A and B) Growth (gray squares), glucose consumption (black triangles), and ethanol production (black circles) when provided either NH4+ (A) or N2 (B) in an anaerobic defined medium. Error bars are SEM (n = 4).

Fig. 2.

Fig. 2.

Incorporation of 15N2 into cellular protein. Relative abundances for the M-57 fragment of tert-butyl-dimethylsilyl-alanine (Inset: alanine atoms in bold) normalized to the most abundant ion. Unlabeled standard, gray; ZM4 grown with 15N2 + NH4+, black; ZM4 grown with 15N2, white. The 10% residual abundance at m/z 260 (white) is due to unlabeled N2 in the test tubes (9 ± 5% of the N2) and the unlabeled inoculum (0.9 ± 0.1% of the cells). Ion species present at 261–264 m/z (black and gray) or at 262–264 m/z (white) represent natural abundances of heavy isotopes for the elements in the amino acid and derivatization agent. All 12 amino acids analyzed showed similar distributions (Table S2). Error bars are SD (n = 3).

N2 Utilization Does Not Compete Against Ethanol Production.

Nitrogenase requires four electrons and eight ATP to convert 1/2 N2 into NH4+. We therefore examined how these electron and energy demands would impact various metabolic parameters. One might expect the electron demands of N2 fixation to divert electrons away from ethanol production, as two electrons are required to synthesize ethanol from pyruvate. However, HPLC analysis of ZM4 supernatants showed that the ethanol yield was statistically similar (≥94% of the theoretical maximum) regardless of whether NH4+ or N2 was provided (Fig. 1 and Table 1). Instead, electrons were diverted away from the production of undesirable biomass, as the growth yield with N2 was half of that with NH4+ (Fig. 1 and Table 1). As a result, the ratio of ethanol to biomass during growth with N2 was over twice that observed with NH4+ (Table 1). Moreover, the specific ethanol production rate (i.e., the ethanol production rate normalized to the biomass) during growth with N2 was nearly 1.5 times that with NH4+ (Table 1).

Table 1.

Comparison of growth and metabolic parameters during growth with NH4+ vs. N2

Nitrogen source Ethanol yield (mol⋅mol glucose−1)* Growth yield (g DCW⋅mol glucose−1) Ethanol:biomass (mmol⋅g DCW−1) Sp. ethanol productivity (mmol⋅g DCW−1⋅h−1) Carbon recovery (%) Electron recovery (%)
NH4+ 1.88 ± 0.08 9.5 ± 0.2 198 ± 4 69 ± 4 100 ± 4 101 ± 4
N2 1.95 ± 0.03 4.3 ± 0.1 450 ± 17 100 ± 2 100 ± 2 102 ± 2
*

The theoretical maximum yield is 2 mol of ethanol/mol of glucose. Errors are SD (n = 4). DCW, dry cell weight.

Values are statistically different from the corresponding NH4+ value (t test; P < 0.001).

We used 13C-labeling studies to determine whether intermediary metabolism changed in response to growth with N2. Metabolic fluxes were estimated from measurements of glucose uptake and ethanol production, the ZM4 biomass composition (15), and amino acid labeling patterns generated by metabolic pathways that processed the 13C-labeled glucose (Table S3). The resulting flux distributions, normalized to the glucose uptake rate, were similar regardless of the nitrogen source, except for biosynthetic fluxes, which were twice as high during growth with NH4+ compared with growth with N2 (Fig. 3A and Table S4). However, absolute flux values for central metabolism were higher during growth with N2 compared with growth with NH4+ (Fig. 3 B and C and Table S4). Overall, growth with N2 in a defined medium enhanced the desirable traits of a high specific ethanol production rate with a low biomass yield while exhibiting an ethanol yield of 97.5% of the theoretical maximum (Table 1).

Fig. 3.

Fig. 3.

The effect of nitrogen source on ZM4 metabolic fluxes. (A) Linear regression analysis of net metabolic fluxes normalized to the glucose uptake rate during growth with N2 vs. NH4+. Biosynthetic fluxes are shown in the inset graph. The black line is the regression line with dashed gray lines representing the 99% CI. Central metabolic fluxes, black circles; biosynthetic fluxes, white squares. (B and C) Absolute net metabolic fluxes during growth with NH4+ (B) vs. N2 (C) determined using 13C-labeling patterns, measured extracellular fluxes, and biomass composition (15). Arrow thickness is proportional to the flux value. The thinnest arrows represent reactions with a rate of 0.83 mmol⋅g DCW−1⋅h−1 or less. All flux values with SDs are in Table S4.

Z. mobilis Uses N2 Under Simulated Industrial Conditions.

We then asked whether N2 fixation could substitute for a typical industrial nitrogen supplement, CSL, under conditions simulating the nitrogen availability in a cellulosic medium. We chose Miscanthus grass as our model cellulosic feedstock as it offers reduced greenhouse gas emissions compared with switchgrass and corn stover (16). The Miscanthus was hydrolyzed with dilute sulfuric acid, then neutralized, diluted, and supplemented with glucose to mimic the expected sugar content that would result from cellulase treatment (Materials and Methods). Although the hydrolysate without N2 provided some nitrogen for growth, cell densities were up to twice as high when N2 was provided (Fig. 4A). A nominal increase in the final cell density was supported by N2 alone, but the highest cell density was observed when the nitrogenase metal cofactors, Mo and Fe, were supplied with N2 (Fig. 4A). We determined the minimum concentrations of Mo and Fe minerals required to reach the highest cell densities in this medium to be 21 nM and 1.3 μM, respectively. Other trace elements and supplementation with the essential vitamin, pantothenate, were unnecessary to achieve the highest cell densities (Fig. 4A). The final cell density with N2 and metal cofactors was the same as that obtained with a typical industrial supplement of 1% CSL (5, 17) (Fig. 4A). The ethanol yield from the N2 + Fe + Mo condition was 97 ± 2% of the theoretical maximum, which was slightly higher than the 94 ± 1% observed with 1% CSL (t test, P < 0.05; n = 3). From these data, we conclude that N2 can effectively substitute for CSL as a growth supplement and support a high ethanol yield under these simulated industrial conditions. Although our hydrolysate medium contained sufficient pantothenate to support growth, it is possible that hydrolysates from other feedstocks may require additional pantothenate, which could be provided economically through CSL. We found that 0.01% CSL could substitute for pantothenate in supporting full growth in our defined medium (Fig. 4B). Thus, CSL could be used to provide pantothenate at 1–4% of the concentration needed to serve as a nitrogen source [0.25–1% (vol/vol) CSL].

Fig. 4.

Fig. 4.

Identification of growth-limiting nutrients. (A) ZM4 growth in Miscanthus hydrolysate. Ar (black) or N2 (white) was provided with other supplements as indicated. Final cell density represents the final OD660 when all glucose was consumed minus the initial OD660. Error bars are SD (n = 4). *Statistical difference from Ar + Te, P < 0.001; statistical difference from Ar + 1% CSL, P < 0.001. (B) Identification of the CSL concentration needed to substitute for pantothenate in the defined medium with NH4+. Error bars are SD (n = 3), *Statistical difference from Pan, P < 0.001. (A and B) Te, trace elements; Pan, calcium pantothenate; none, no supplements added (see Materials and Methods for concentrations). Statistical differences were assessed using one-way ANOVA with Dunnett’s multiple comparison post test.

Discussion

In this study, we provided definitive evidence that Z. mobilis ZM4 can use N2 gas in place of NH4+ and the industrial nitrogen supplement, CSL. Remarkably, ZM4 exhibited a rigid metabolism dedicated to ethanol production even during N2 fixation (Fig. 3A and Table 1). One might expect the two processes to be at odds, as both ethanol production and N2 fixation have large electron demands. Instead, carbon and electrons were diverted away from biosynthesis, resulting in a biomass yield during N2 fixation that was half that during growth with NH4+ (Fig. 3A and Table 1).

It is tempting to speculate that N2 fixation resulted in a lower growth yield but not a lower ethanol yield due to ATP limitation. In addition to being an electron-intensive process, N2 fixation also uses eight ATP to convert 1/2 N2 into NH4+. Z. mobilis catabolizes glucose exclusively via the Entner–Doudoroff pathway, which yields only one ATP per glucose consumed. Thus, the additional energetic burden from nitrogenase activity may detract from the ATP available for other biosynthetic reactions. However, other groups have noted that Z. mobilis growth yields are typically even lower than would be expected from one ATP per glucose (18, 19). From these observations of low growth yields, a model of Z. mobilis metabolism has emerged wherein the glycolytic rate exceeds that of biosynthetic reactions and that Z. mobilis actually uses ATP-dissipating futile cycles (18, 19). Our observations of N2-fixing Z. mobilis presented herein are analogous to those observed in nitrogen- and phosphorous-limited continuous cultures in which limitation of resources other than glucose resulted in lower biomass yields but higher specific glucose consumption and ethanol production rates (18). Thus, a more likely explanation for our results is that nitrogen limitation imposed by N2 fixation led to a lower biosynthetic rate and exaggerated the uncoupling between glycolytic and biosynthetic reactions.

We also demonstrated that ZM4 will use N2 in lieu of CSL in a cellulosic hydrolysate medium. The costs of nitrogen supplements required to produce ethanol from cellulosic feedstocks have not received much attention, likely because they are widely considered to be inexpensive relative to feedstock and cellulase. Even so, these supplements are estimated to cost an ethanol production facility well over a million dollars per year (59). Based on technoeconomic analyses and publically available prices, we estimate that the combined material costs of N2, Mo, and Fe could be 10–29% of the cost of traditional supplements (Table 2). Thus, using N2-fixing Z. mobilis could offer nearly $2 million in prospective savings per ethanol plant per year compared with one of the more conservative estimates of CSL and DAP costs (Table 2, scenario 2). Savings could be even higher if compared against estimates that put annual CSL costs between $7.7 and 18.2 million per plant (5, 7, 8). However, such high CSL and DAP costs are unexpected as they would be on par with cellulase in one report (5). Cellulase is more commonly considered to be one of the major costs of cellulosic ethanol production (1). Nonetheless, it is evident from comparing these reports that the prices of CSL and DAP can vary widely. Using Z. mobilis with onsite N2 generation could therefore also insulate the price of ethanol from fluctuations in CSL and DAP prices.

Table 2.

Comparison of the estimated costs of traditional nitrogen supplements vs. N2 gas

Scenario 1 (ref. 9) Scenario 2 (ref. 6)
Supplement Cost (¢ 10−3 g−1)* Cost in medium (¢ 10−3 L−1) Annual cost (MM$/facility) Cost (¢ 10−3 g−1)* Cost in medium (¢ 10−3 L−1) Annual cost (MM$/facility)
CSL 5.5 13.8 0.55 17.7 44.3 1.95
DAP 96.5 31.8 1.18 15.5 5.1 0.21
Total (CSL + DAP) 45.6 1.73 49.4 2.16
Alternative scenario
 N2 3.4–11.9 3.6–12.6 3.4–11.9 3.6–12.6
 Sodium molybdate dihydrate 2,640.0 0.07 2,640.0 0.07
 Iron sulfate heptahydrate 2,050.0 0.72 2,050.0 0.72
Total (N2 + Mo + Fe) 4.4–13.4 0.17–0.51 4.4–13.4 0.19–0.59
*

Price sources are available in SI Appendix.

Cost in medium is based on the amounts of supplements used in either the scenarios referenced or in this study. For detailed calculations, see SI Appendix.

Values for scenarios 1 and 2 were taken from the corresponding references for scenarios 1 and 2 (see SI Appendix for details). Values for the alternative scenario were calculated using values from the corresponding reference scenario according to the following equation:
TotalannualcostAlternative=TotalcostinmediumAlternative÷TotalcostinmediumReferenced×TotalAnnualcostReferenced

Although our cost estimates are encouraging (Table 2), they are based on material cost estimates alone and assume direct scaling of our small-scale fermentation values. Other factors contributing to the price of ethanol must also be considered. For example, it is currently unclear whether the level of fermenter agitation assumed in one report (9) would dissolve sufficient N2 for Z. mobilis or whether higher agitation rates would be required and incur higher electricity costs. Another consideration is how a potentially longer fermentation time when using N2 as opposed to traditional nitrogen supplements (Fig. 1) would impact ethanol costs. One technoeconomic analysis of Z. mobilis in corn stover hydrolysate estimated that doubling the fermentation time from 1.5 to 3 d would add only 1¢/gal to the minimum ethanol selling price, whereas CSL and DAP contribute 3.12¢/gal (SI Appendix) (6). Furthermore, in a simultaneous saccharification and fermentation scenario, less cellulase would be needed to match the velocity of a slower fermentation (6) (SI Appendix). Because cellulases are estimated to account for 13% of the ethanol selling price on average (1), decreasing cellulase loading could provide substantial cost savings. Further investigation into how N2-utilizing Z. mobilis could be integrated with industrial practices is clearly required to fully appreciate any economic benefits. Such efforts could identify cost savings beyond our material estimates in Table 2.

In addition to the economic benefits, N2-utilizing Z. mobilis offers potential environmental benefits. For example, using N2 could eliminate the weekly transportation of tanker loads of CSL (6) and potentially eliminate residual soluble nitrogen from CSL in waste effluent. It would also be beneficial if N2 was to replace or offset DAP supplements. DAP production relies on ammonia from the Haber-Bosch process, which is notoriously energy intensive (20).

Our discovery that Z. mobilis can use N2 gas as a nitrogen source without sacrificing the ethanol yield recommends further investigation into how N2-utilizing Z. mobilis can be integrated and optimized for cellulosic ethanol production on a larger scale. Genomic evidence suggests that N2 fixation is likely a conserved trait among Z. mobilis strains (Table S1). One strain, ATCC 29192, appears to have additional N2 fixation versatility, encoding an Fe-nitrogenase in addition to Mo-nitrogenase (21). Several other biofuel-producing bacteria, including butanol-producing Clostridia, are also capable of N2 fixation (22). Thus, the economic and environmental benefits of N2 fixation could extend beyond cellulosic ethanol to the production of next-generation biofuels.

Materials and Methods

Chemicals.

13C-Glucose and 15N2 were purchased from Cambridge Isotope Laboratories (Tewskbury, MA). All other chemicals were purchased from Sigma-Aldrich (St. Louis, MO) or Fisher Scientific (Waltham, MA).

Cultures and Growth Conditions.

Z. mobilis ZM4 was obtained from the ARS Culture Collection (nrrl.ncaur.usda.gov/). Cultures were grown in 10-mL volumes in 27-mL anaerobic test tubes or in 60-mL volumes in 160-mL serum vials at 30 °C. Media were made anaerobic by bubbling with either N2 or Ar and sealed as previously described (23). Test tubes were laid flat, and serum vials were left upright. All cultures were shaken at 300 rpm.

The defined medium (ZYMM) contained Na2HPO4 (5.75 mM), KH2PO4 (7 mM), NaCl (8.6 mM), and trace elements 0.1% (vol/vol). The trace elements solution contained nitrilotriacetic acid (20 g/L), MgSO4 (28.9 g/L), CaCl2·2 H2O (6.67 g/L), (NH4)6Mo7O24·4 H2O (18.5 mg/L), FeSO4·7 H2O (198 mg/L), and Metals 44 solution (24) [0.1% (vol/vol)]. After autoclaving, the following supplements were added (final concentrations): calcium pantothenate (105 nM), MgSO4 (1 mM), and CaCl2 (0.1 mM). When CSL was added to ZYMM calcium pantothenate was omitted (Fig. 4B). ZYMM was supplemented with either NH4Cl (10 mM) or a 100% N2 headspace. When NH4Cl was omitted, NaCl (10 mM) was provided to maintain similar osmotic conditions.

Miscanthus × giganteus was grown without fertilizer at the Energy Biosciences Institute (Urbana, IL). It was harvested, dried, and chopped in December 2013. Miscanthus hydrolysate medium was prepared as previously described (25) with some modifications. Briefly, 100 g of grass was hydrolyzed in 1% H2SO4 for 1 h at 121 °C. Solids were removed using Whatman filter paper. The pH of the hydrolysate was adjusted to 10 with Ca(OH)2 and then heated to 50 °C for 30 min. After cooling, the pH was adjusted to 6 using H3PO4. Precipitate was removed using Whatman filter paper. The filtrate was then filter sterilized using a 0.2-μm filter. The hydrolysate was diluted 1:1 with water before use, as this was necessary for consistent growth. Various supplements were added as indicated in the text or else at the following final concentrations: trace elements [0.1% (vol/vol)], (NH4)6Mo7O24·4 H2O (21 nM), FeSO4·7 H2O (2.5 μM), and calcium pantothenate (105 nM). CSL was clarified before use by centrifugation at 16,000 × g for 5 min. The diluted hydrolysate contained 25 mM of glucose and 56 mM of xylose. Additional glucose was added to raise the concentration to 75 mM in 10 mL. Two additional glucose supplements of 500 μmol each were later added during the fermentation to simulate the total amount of sugar expected if cellulases were used to liberate additional glucose and if a strain capable of xylose utilization were used (26). These additions were made whenever the OD660 values stopped increasing. Gas was expelled at each glucose addition to lower the pressure in the tubes as a safety precaution. Tubes were flushed with either N2 or Ar as appropriate after each addition of glucose.

To introduce 15N2 gas, a stir bar was inserted into the neck of the 15N2-containing breakseal flask and then a sampling port was attached to the neck. The sampling port consisted of a 5-mL tuberculin syringe, with the plunger replaced by a rubber stopper (Geo-Microbial Technologies) that was connected to the breakseal flask neck by rubber tubing. The stir bar was then used to break the seal. Anaerobic culture tubes were evacuated with a vacuum pump. For each addition of gas to an anaerobic culture tube, the breakseal flask was overpressurized with 15 mL of Ar using a syringe to displace the 15N2 into the sampling port. Fifteen milliliters of the resulting 15N2/Ar mixture was then transferred to the evacuated test tube via syringe.

Analytical Procedures.

Cell density was assayed by optical density at 660 nm using a Genesys 20 visible spectrophotometer (Thermo-Fisher). Dry cell weights (DCW) were determined as previously described (27). Optical densities were converted into DCW using our experimentally determined conversion factors of 516 mg DCW/L/OD660 for cultures grown with NH4+ and 423 mg DCW/L/OD660 for cultures grown with N2. Electron recoveries were calculated based on available electrons as previously described (28), assuming an elemental biomass composition of CH1.125O0.531N0.214 (molecular mass: 24.625 g/mol) (29). Glucose and ethanol were quantified using a Shimadzu HPLC as previously described (30). Isotopic enrichments (13C or 15N) in amino acids were determined by GC-MS (Agilent) as previously described (27) at the Indiana University Mass Spectrometry Facility.

13C-Metabolic Flux Analysis.

Metabolic fluxes were estimated from the glucose uptake rate, the ethanol production rate, the biomass composition for Z. mobilis ZM4 (15), and mass isotopomer distributions from parallel labeling experiments (i.e., using 100% [1-13C]glucose in one experiment and a mixture of 80% unlabeled and 20% uniformly labeled glucose in the other). Mass isotopomer distributions were corrected for natural isotopic abundances using IsoCor software (31). Flux estimates were made using 13CFLUX2 (32) software with the nag_opt_nlp optimizer found in the Numerical Algorithms Group C library (www.nag.com/numeric/CL/CLdescription.asp) as previously described (33). Data from parallel labeling experiments were fit to a single metabolic model as previously described (34).

Supplementary Material

Supplementary File
pnas.1420663112.sapp.pdf (129.7KB, pdf)
Supplementary File
pnas.201420663SI.pdf (59.2KB, pdf)

Acknowledgments

We thank C. Beeson, T. Voigt, and A. Wycislo (University of Illinois) for Miscanthus samples. We thank Prof. D. Kearns for critical comments. This work was funded by an Oak Ridge Associated Universities Ralph E. Powe Junior Faculty Enhancement Award, the Office of Science Biological and Environmental Research program, US Department of Energy Grant DE-SC0008131, and the College of Arts and Sciences at Indiana University.

Footnotes

Conflict of interest statement: The authors have a patent pending related to this material.

This article is a PNAS Direct Submission.

This article contains supporting information online at www.pnas.org/lookup/suppl/doi:10.1073/pnas.1420663112/-/DCSupplemental.

References

  • 1.Chovau S, Degrauwe D, Van der Bruggen B. Critical analysis of techno-economic estimates for the production cost of lignocellulosic bio-ethanol. Renew Sustain Energy Rev. 2013;26:307–321. [Google Scholar]
  • 2.Peplow M. Cellulosic ethanol fights for life. Nature. 2014;507(7491):152–153. doi: 10.1038/507152a. [DOI] [PubMed] [Google Scholar]
  • 3.Service RF. Renewable Energy. Cellulosic ethanol at last? Science. 2014;345(6201):1111. doi: 10.1126/science.345.6201.1111. [DOI] [PubMed] [Google Scholar]
  • 4.Solomon BD, Barnes JR, Halvorsen KE. Grain and cellulosic ethanol: History, economics, and energy policy. Biomass Bioenergy. 2007;31(6):416–425. [Google Scholar]
  • 5.Dutta A, Dowe N, Ibsen KN, Schell DJ, Aden A. An economic comparison of different fermentation configurations to convert corn stover to ethanol using Z. mobilis and Saccharomyces. Biotechnol Prog. 2010;26(1):64–72. doi: 10.1002/btpr.311. [DOI] [PubMed] [Google Scholar]
  • 6.Aden A, et al. 2002 Lignocellulosic biomass to ethanol process design and economics utilizing co-current dilute acid prehydrolysis and enzymatic hydrolysis for Corn Stover (Golden, CO). Available at www.nrel.gov/docs/fy02osti/32438.pdf. Accessed December 2014.
  • 7.Humbird D, Aden A. 2009 Biochemical production of ethanol from Corn Stover: 2008 state of technology model. Available at www.nrel.gov/biomass/pdfs/46214.pdf. Accessed December 2014.
  • 8.Aden A. 2008 Biochemical production of ethanol from Corn Stover: 2007 state of technology model. Available at energy.gov/sites/prod/files/2014/03/f14/43205.pdf. Accessed December 2014.
  • 9.Humbird D, et al. 2011 Process design and economics for biochemical conversion of lignocellulosic biomass to ethanol. Available at www.nrel.gov/docs/fy11osti/47764.pdf. Accessed December 2014.
  • 10.Jensen ES, Hauggaard-Nielsen H. How can increased use of biological N2 fixation in agriculture benefit the environment? Plant Soil. 2003;252(1):177–186. [Google Scholar]
  • 11.Jeffries TW. Ethanol fermentation on the move. Nat Biotechnol. 2005;23(1):40–41. doi: 10.1038/nbt0105-40. [DOI] [PubMed] [Google Scholar]
  • 12.Sootsuwan K, Lertwattanasakul N, Thanonkeo P, Matsushita K, Yamada M. Analysis of the respiratory chain in Ethanologenic Zymomonas mobilis with a cyanide-resistant bd-type ubiquinol oxidase as the only terminal oxidase and its possible physiological roles. J Mol Microbiol Biotechnol. 2008;14(4):163–175. doi: 10.1159/000112598. [DOI] [PubMed] [Google Scholar]
  • 13.Yang S, et al. Transcriptomic and metabolomic profiling of Zymomonas mobilis during aerobic and anaerobic fermentations. BMC Genomics. 2009;10:34. doi: 10.1186/1471-2164-10-34. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 14.Dixon R, Kahn D. Genetic regulation of biological nitrogen fixation. Nat Rev Microbiol. 2004;2(8):621–631. doi: 10.1038/nrmicro954. [DOI] [PubMed] [Google Scholar]
  • 15.Lee KY, Park JM, Kim TY, Yun H, Lee SY. The genome-scale metabolic network analysis of Zymomonas mobilis ZM4 explains physiological features and suggests ethanol and succinic acid production strategies. Microb Cell Fact. 2010;9:94. doi: 10.1186/1475-2859-9-94. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 16.Hudiburg TW, Davis SC, Parton W, Delucia EH. 2014. Bioenergy crop greenhouse gas mitigation potential under a range of management practices. GCB Bioenergy, 10.1111/gcbb.12152. [Google Scholar]
  • 17.Lawford HG, Rousseau JD. Corn steep liquor as a cost-effective nutrition adjunct in high-performance Zymomonas ethanol fermentations. Appl Biochem Biotechnol. 1997;63-65:287–304. doi: 10.1007/BF02920431. [DOI] [PubMed] [Google Scholar]
  • 18.Jones C, Doelle H. Kinetic control of ethanol production by Zymomonas mobilis. Appl Microbiol Biotechnol. 1991;35(1):4–9. doi: 10.1007/BF00172713. [DOI] [PubMed] [Google Scholar]
  • 19.Kalnenieks U. Physiology of Zymomonas mobilis: Some unanswered questions. Adv Microb Physiol. 2006;51:73–117. doi: 10.1016/S0065-2911(06)51002-1. [DOI] [PubMed] [Google Scholar]
  • 20.Erisman JW, Sutton MA, Galloway J, Klimont Z, Winiwarter W. How a century of ammonia synthesis changed the world. Nat Geosci. 2008;1(10):636–639. [Google Scholar]
  • 21.Kouvelis VN, et al. Genome sequence of the ethanol-producing Zymomonas mobilis subsp. pomaceae lectotype strain ATCC 29192. J Bacteriol. 2011;193(18):5049–5050. doi: 10.1128/JB.05273-11. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 22.Rosenblum ED, Wilson PW. Fixation of isotopic nitrogen by Clostridium. J Bacteriol. 1949;57(4):413–414. [PMC free article] [PubMed] [Google Scholar]
  • 23.Gordon GC, McKinlay JB. Calvin cycle mutants of photoheterotrophic purple nonsulfur bacteria fail to grow due to an electron imbalance rather than toxic metabolite accumulation. J Bacteriol. 2014;196(6):1231–1237. doi: 10.1128/JB.01299-13. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 24.Cohen-Bazire G, Sistrom WR, Stanier RY. Kinetic studies of pigment synthesis by non-sulfur purple bacteria. J Cell Physiol. 1957;49(1):25–68. doi: 10.1002/jcp.1030490104. [DOI] [PubMed] [Google Scholar]
  • 25.Sedlak M, Ho NWY. Production of ethanol from cellulosic biomass hydrolysates using genetically engineered Saccharomyces yeast capable of cofermenting glucose and xylose. Appl Biochem Biotechnol. 2004;113-116:403–416. doi: 10.1385/abab:114:1-3:403. [DOI] [PubMed] [Google Scholar]
  • 26.Brosse N, Dufour A, Meng X, Sun Q, Ragauskas A. Miscanthus: A fast-growing crop for biofuels and chemicals production. Biofuels. Bioprod Biorefining. 2012;6(5):580–598. [Google Scholar]
  • 27.McKinlay JB, Shachar-Hill Y, Zeikus JG, Vieille C. Determining Actinobacillus succinogenes metabolic pathways and fluxes by NMR and GC-MS analyses of 13C-labeled metabolic product isotopomers. Metab Eng. 2007;9(2):177–192. doi: 10.1016/j.ymben.2006.10.006. [DOI] [PubMed] [Google Scholar]
  • 28.McKinlay JB, Harwood CS. Carbon dioxide fixation as a central redox cofactor recycling mechanism in bacteria. Proc Natl Acad Sci USA. 2010;107(26):11669–11675. doi: 10.1073/pnas.1006175107. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 29.Posten C. Modelling of the metabolism of Zymomonas mobilis growing on a defined medium. Bioprocess Eng. 1989;4(5):217–222. [Google Scholar]
  • 30.McKinlay JB, Zeikus JG, Vieille C. Insights into Actinobacillus succinogenes fermentative metabolism in a chemically defined growth medium. Appl Environ Microbiol. 2005;71(11):6651–6656. doi: 10.1128/AEM.71.11.6651-6656.2005. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 31.Millard P, Letisse F, Sokol S, Portais J-C. IsoCor: Correcting MS data in isotope labeling experiments. Bioinformatics. 2012;28(9):1294–1296. doi: 10.1093/bioinformatics/bts127. [DOI] [PubMed] [Google Scholar]
  • 32.Weitzel M, et al. 13CFLUX2—high-performance software suite for 13C-metabolic flux analysis. Bioinformatics. 2013;29(1):143–145. doi: 10.1093/bioinformatics/bts646. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 33.McKinlay JB, et al. Non-growing Rhodopseudomonas palustris increases the hydrogen gas yield from acetate by shifting from the glyoxylate shunt to the tricarboxylic acid cycle. J Biol Chem. 2014;289(4):1960–1970. doi: 10.1074/jbc.M113.527515. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 34.Schwender J, Shachar-Hill Y, Ohlrogge JB. Mitochondrial metabolism in developing embryos of Brassica napus. J Biol Chem. 2006;281(45):34040–34047. doi: 10.1074/jbc.M606266200. [DOI] [PubMed] [Google Scholar]

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