CONSTRUCTION OF A LACTOBACILLUS CASEI ETHANOLOGEN
20230332187 · 2023-10-19
Inventors
Cpc classification
Y02E50/10
GENERAL TAGGING OF NEW TECHNOLOGICAL DEVELOPMENTS; GENERAL TAGGING OF CROSS-SECTIONAL TECHNOLOGIES SPANNING OVER SEVERAL SECTIONS OF THE IPC; TECHNICAL SUBJECTS COVERED BY FORMER USPC CROSS-REFERENCE ART COLLECTIONS [XRACs] AND DIGESTS
International classification
Abstract
An engineered bacterium for producing ethanol from one or more carbohydrates is disclosed. The bacterium can be made by (a) inactivating within a Lactobacillus casei bacterium one or more endogenous genes encoding a lactate dehydrogenase; or (b) introducing into a Lactobacillus casei bacterium one or more exogenous genes encoding a pyruvate decarboxylase and one or more exogenous genes encoding an alcohol dehydrogenase II; or (c) performing both steps (a) and (b). The resulting engineered bacterium produces significantly more ethanol than the wild-type Lactobacillus casei bacterium, and can be used in producing ethanol from a substrate such as biomass that includes carbohydrates.
Claims
1. A method of making ethanol comprising: culturing on a substrate comprising a carbohydrate an engineered bacterium comprising a Lactobacillus casei bacterium that includes one or more exogenous genes encoding a pyruvate decarboxylase and one or more exogenous genes encoding an alcohol dehydrogenase II, each of which is operably linked to a L. casei promoter that is highly expressed in the stationary phase, whereby the engineered bacterium produces a composition comprising ethanol.
2. The method of claim 1, wherein the engineered bacterium further includes one or more gene deletion mutations of one or more endogenous genes encoding a lactate dehydrogenase.
3. The engineered bacterium of claim 1, wherein the engineered bacterium further includes a gene deletion mutation of an endogenous gene encoding D-hydroxyisocaproate dehydrogenase.
5. The method of claim 2, wherein the gene deletion mutations comprise A L-lactate dehydrogenase 1 (ΔL-ldh1).
5. The method of claim 2, wherein the gene deletion mutations comprise A L-lactate dehydrogenase 2 (ΔL-ldh2).
6. The method of claim 1, wherein the engineered bacterium includes the gene deletion mutations Δ D-lactate dehydrogenase (ΔD-ldh) or Δ D-hydroxyisocaproate dehydrogenase (ΔD-hic).
7. The method of claim 1, wherein the exogenous gene encoding a pyruvate decarboxylase comprises the gene of Zymomonas mobilis that encodes for pyruvate decarboxylase (Pdc), and the exogenous gene encoding an alcohol dehydrogenase II comprises the gene of Zymomonas mobilis that encodes for alcohol dehydrogenase II (AdhII).
8. The method of claim 1, wherein the exogenous genes are modified to utilize codon usage for highly expressed genes in L. casei.
9. The method of claim 1, wherein the exogenous genes are introduced into the L. casei bacterium using an expression vector.
10. The method of claim 9, wherein the expression vector is an expression vector comprising the Zymomonas mobilis genes encoding for pyruvate decarboxylase (Pdc) and alcohol dehydrogenase II (Adh2) and a L. casei promoter that is highly expressed in the stationary phase.
11. The method of claim 1, wherein the strain of the Lactobacillus casei bacterium is strain 12A.
12. The method of claim 1, wherein the L. casei promoter that is highly expressed in the stationary phase is the GroEL promoter or the DnaK promoter.
13. A method of claim 1, further comprising collecting the ethanol from the composition produced by the engineered bacterium.
14. The method of claim 1, wherein the amount of ethanol in the composition produced is significantly greater than the amount of ethanol that would be produced by a Lactobacillus casei bacterium cultured on a substantially similar substrate for the same amount of time that is either (a) a wild-type Lactobacillus casei bacterium or (b) a Lactobacillus casei bacterium including one or more exogenous genes encoding a pyruvate decarboxylase and one or more exogenous genes encoding an alcohol dehydrogenase II, each of which is operably linked to a L. casei promoter that is not highly expressed in the stationary phase.
15. The method of claim 1, wherein the engineered bacterium remains cultured on the substrate after the engineered bacterium has entered into the stationary phase.
16. The method of claim 1, wherein the engineered bacterium is cultured on the substrate for greater than 21 hours.
17. The method of claim 15, wherein the amount the ethanol produced when the engineered bacterium is in the stationary phase is significantly greater than the amount of ethanol produced during the stationary phase by a Lactobacillus casei bacterium cultured on a substantially similar substrate for the same amount of time that is either (a) a wild-type Lactobacillus casei bacterium or (b) a Lactobacillus casei bacterium including one or more exogenous genes encoding a pyruvate decarboxylase and one or more exogenous genes encoding an alcohol dehydrogenase II, each of which is operably linked to a L. casei promoter that is not highly expressed in the stationary phase.
18. The method of claim 15, wherein the composition produced further comprises pyruvate, and wherein the amount of pyruvate remaining in the composition produced is significantly less than the amount of pyruvate in a composition produced by a Lactobacillus casei bacterium cultured on a substantially similar substrate for the same amount of time that is either (a) a wild-type Lactobacillus casei bacterium or (b) a Lactobacillus casei bacterium including one or more exogenous genes encoding a pyruvate decarboxylase and one or more exogenous genes encoding an alcohol dehydrogenase II, each of which is operably linked to a L. casei promoter that is not highly expressed in the stationary phase.
19. The method of claim 1, wherein the amount of ethanol in the composition produced is greater than 58% of the theoretical yield of ethanol, based on the amount of carbohydrate used.
20. The method of claim 18, wherein the amount of ethanol in the composition produced is from 79% to 89% of the theoretical yield of ethanol, based on the amount of carbohydrate used.
Description
BRIEF DESCRIPTION OF THE DRAWINGS
[0017]
[0018]
[0019]
[0020]
[0021]
[0022]
DETAILED DESCRIPTION OF THE INVENTION
I. In General
[0023] Before the present materials and methods are described, it is understood that this invention is not limited to the particular methodology, protocols, materials, and reagents described, as these may vary. It is also to be understood that the terminology used herein is for the purpose of describing particular embodiments only, and is not intended to limit the scope of the present invention which will be limited only by any later-filed nonprovisional applications.
[0024] As used herein and in the appended claims, the singular forms “a”, “an”, and “the” include plural reference unless the context clearly dictates otherwise. As well, the terms “a” (or “an”), “one or more” and “at least one” can be used interchangeably herein. The terms “comprising”, “including”, and “having” can be used interchangeably.
[0025] Unless defined otherwise, all technical and scientific terms used herein have the same meanings as commonly understood by one of ordinary skill in the art. Although any methods and materials similar or equivalent to those described herein can be used in the practice or testing of the present invention, the preferred methods and materials are now described. All publications and patents specifically mentioned herein are incorporated by reference for all purposes including describing and disclosing the chemicals, instruments, statistical analysis and methodologies which are reported in the publications which might be used in connection with the invention. All references cited in this specification are to be taken as indicative of the level of skill in the art. Nothing herein is to be construed as an admission that the invention is not entitled to antedate such disclosure by virtue of prior invention.
II. The Invention
[0026] We have developed a bioengineered biofuel-producing strain of Lactobacillus casei. The following characteristics make L. casei an ideal biofuels fermentation organism: ability to use lignocellulosic-derived mono- and di-saccharides; resistance to environmental stresses likely to be encountered in industrial biofuels fermentations, including high levels of biofuels, acids, and/or osmolarity; relatively simple fermentative metabolism with almost complete separation of cellular processes for biosynthesis and energy metabolism; possibility to direct metabolic flux of both pentoses and hexoses to pyruvate (allowing for construction of derivatives producing second generation biofuels (i.e. isobutanol)); the availability of established platforms for introducing and expressing foreign DNA; availability of a deep portfolio of molecular-genetic data related to L. casei ecological adaptation, genomics, transcriptomics, lipidomics, and metabolomics; the ability to secrete and display proteins, hence potential for use in consolidated bioprocessing; and designation as a GRAS (Generally Regarded As Safe) species.
[0027] L. casei 12A, a strain isolated from corn silage on the University of Wisconsin-Madison campus, was selected as the biofuels-producing parental strain, due to its alcohol resistance, carbohydrate utilization profile, and amenability to genetic manipulation.
[0028] A two pronged approach has been employed to redirect metabolic flux in L. casei 12A to ethanol. The first approach was to inactivate genes that encode enzymes which compete with the 12A pathway to ethanol. The second approach utilized the introduction of the genes from Zymomonas mobilis that encode pyruvate decarboxylase (Pdc) and alcohol dehydrogenase II (Adh2) activities (PET cassette). These genes were designed utilizing the L. casei codon usage for highly expressed genes with a constitutive L. casei promoter (phosphoglycerate mutase), synthesized, ligated with digested pTRKH2 to form pP.sub.PGM-PET), and introduced into 12A derivatives by electroporation. This two pronged approach has resulted in an L. casei 12A derivative that produces ethanol as more than 80% of its metabolic end products.
[0029] The constructed derivative of L. casei 12A produces ethanol as more than 80% of its final metabolic end products from glucose, and the path to greater than 90% conversion is clear. This is by far the greatest conversion that has been reported with a lactobacilli, and will allow us to exploit the advantages of the use of lactobacilli as biocatalysts for the production of biofuels. These advantages are further delineated below.
[0030] The specific features and advantages of the present invention will become apparent after a review of the following experimental examples. However, the invention is not limited to the specific embodiments disclosed herein.
III. Examples
Example A
[0031] This example addresses (1) what level of carbohydrate Lactobacillus casei 12A derivatives are capable of using; and (2) what level of ethanol production takes place at elevated glucose concentrations.
[0032] In the first experiment, 48 small volume (2 ml) fermentations were conducted in GC vials containing our L. casei chemically defined media to examine glucose utilization and end product formation. In parallel, these fermentations were conducted in a 96 well plate reader to monitor growth. The experimental matrix was: 3 levels of glucose (2.5, 5.0, and 10% w/v), with and without the osmoprotectants present in ACSH (0.7 mM betaine, 0.7 mM choline chloride, and 0.2 mMDL-carnitine), with and without 2.5 μg/ml erythromycin (Ery) to select for the plasmid encoded PET cassette, and four different strains. The strains utilized were: (1) an L. casei 12A derivative (12AΔL-ldh1) lacking L-lactate dehydrogenase 1 (L-ldh1), the primary fermentative lactate dehydrogenase, with pTRKH2 (empty vector control); (2) 12AΔL-ldh1 containing pPPGMPET, pTRKH2 with an insert containing the L. casei codon optimized Zymomonas mobilis genes encoding pyruvate decarboxylase (Pdc) and alcohol dehydrogenase II (Adh2) activities under the control of the L. casei phosphoglycerate mutase (pgm) promoter; (3) an L. casei 12 A derivative (12AΔL-ldh1ΔL-ldh2ΔD-hic) lacking L-ldh1, L-ldh2, and D-hydroxyisocaproate dehydrogenase (D-Hic) containing pTRKH2; and (4) 12AΔL-ldh1ΔL-ldh2ΔD-hic containing pPPGM-PET. These fermentations were conducted at 37° C. for 96 h and the media had an initial pH of 6.0.
[0033] Three of the strains (12AΔL-ldh1 (pTRKH2), 12AΔL-ldh (pP.sub.PGM-PET) and 12AΔL-ldh1ΔLldh2ΔD-hic (pP.sub.PGM-PET) reached an OD600 of greater than 1.0 within 24 h and grew at indistinguishable rates regardless of the glucose concentration, the presence or absence of either osmoprotectants, or Ery. The other strain, 12AΔL-ldh1ΔL-ldh2ΔD-hic (pTRKH2) grew poorly, never reaching an OD600 of greater than 0.05, even after 96 h, regardless of media composition; this corresponds with previous experiments and was expected, as this strain lacks an efficient mechanism to regenerate NAD+ from pyruvate.
[0034] The addition of osmoprotectants did not have a significant effect on growth of any of the strains under the conditions examined; however, the presence of the osmoprotectants did result in a reduction in lysis of strains producing ethanol in the presence of 2.5% glucose. No lysis was observed by the ethanol producing strains at the higher glucose concentrations, suggesting that the higher osmolarities induced genes that provide enhanced ethanol tolerance. The most significant finding from the growth experiments is that growth of L. casei 12A derivatives is not affected by the glucose (osmolarity) concentrations up to 10%, rather these conditions seem to enhance cell viability in stationary phase of 12A derivatives producing ethanol.
[0035] Metabolic end product accumulation in the small volume fermentations were determined by GLBRC Enabling Technologies (HPLC-RID), and the results for L. casei 12AΔL-ldh (pP.sub.PGMPET) and 12AΔL-ldh1ΔL-ldh2ΔD-hic (pP.sub.PGM-PET) are presented in Table 1. All of the glucose was consumed in fermentations containing 2.5% (139 mM) and 5.0% (278 mM) glucose. In fermentations containing 10% (566 mM) glucose, glucose utilization ranged from 8.1 to 9.5% (459.1 to 536.4 mM). The ethanol formed in the 2.5% (139 mM) glucose fermentations ranged from 1.3 to 1.4% (219.6 to 247.6 mM), with % theoretical yields ranging from 79 to 89%. The ethanol formed in the 5.0% (278 mM) glucose fermentations ranged from 2.6 to 2.7% (438.0 to 466.0 mM), with % theoretical yields ranging from 79 to 84%. The ethanol formed in the 10% (566 mM) glucose fermentations ranged from 3.3 to 3.8% (563 to 651.5 mM), with % theoretical yields ranging from 50 to 58%. In fermentations containing 10% (556 mM) glucose, significant accumulation of pyruvate (73.2 to 92.4 mM) was observed, suggesting that pyruvate decarboxylase activity has become limiting. Under all the conditions examined, L. casei 12AΔLldh1ΔL-ldh2ΔD-hic (pP.sub.PGM-PET) produced slightly more ethanol and slightly less lactate than L. casei 12AΔl-ldh (pP.sub.PGM-PET). Possible reasons for incomplete glucose utilization in fermentations containing 10% glucose include changes in the pH of the media and increases in pressure due to conducting the fermentations in closed vials. To overcome these issues, fermentations that allow for pH control and CO.sub.2 release have been conducted.
[0036] Fermentations with 10% c glucose with osmoprotectants and Ery have been conducted in our larger scale (500 ml) fermentation equipment that allows for pH control and CO.sub.2 release with L. casei 12AΔL-ldh (pP.sub.PGM-PET) and 12AΔL-ldh1ΔL-ldh2ΔD-hic (pP.sub.PGM-PET) at 37° C., with pH maintained at 6.0. The growth and glucose utilization (enzymatic determination) results are presented in
[0037] The 19 12A derivatives that were constructed via our two-step gene replacement method are presented in Table 2, clearly demonstrating the successful construction of a variety of 12A mutants.
TABLE-US-00001 TABLE 1 Metabolic end products accumulated by L. casei 12A ethanologens during growth in a chemically defined medium (initial pH 6.0) containing a different levels of glucose, with and without osmoprotectants at 37° C. for 96 hrs. % Osmo- Glucose (mM) Products (mM) Final Ethanol Strain protectant Int Con Rem EtOH Pyr Lac Ace pH (v/v)* 12A ΔL-Ldh1 − 142.0 142.0 BQL 227.9 BQL 12.3 6.6 5.4 1.3 (pP.sub.PGM- PET) 12A ΔL-Ldh1 − 277.0 277.0 BQL 438.0 14.1 26.6 4.9 4.7 2.6 (pP.sub.PGM- PET) 12A ΔL-Ldh1 − 499.7 393.7 106.0 600.0 73.2 31.8 5.3 4.5 3.5 (pP.sub.PGM- PET) 12A ΔL-Ldh1 + 137.3 137.3 BQL 219.6 BQL 11.8 6.6 6.2 1.3 (pP.sub.PGM- PET) 12A ΔL-Ldh1 + 278.1 278.1 BQL 445.4 3.3 39.1 3.2 4.7 2.6 (pP.sub.PGM- PET) 12A ΔL-Ldh1 + 499.3 469.6 29.6 563.0 86.1 40.5 5.3 4.4 3.3 (pP.sub.PGM- PET) 12A ΔL-Ldh1/ − 142.3 142.3 BQL 247.6 BQL 7.7 8.7 7.4 1.4 ΔL-Ldh2/ΔD-Hic (pP.sub.PGM-PET) 12A ΔL-Ldh1/ − 282.6 282.6 BQL 443.5 18.3 17.9 9.1 7.2 2.6 ΔL-Ldh2/ΔD-Hic (pP.sub.PGM-PET) 12A ΔL-Ldh1/ − 508.0 401.1 106.9 625.0 91.6 22.3 11.7 6.6 3.6 ΔL-Ldh2/ΔD-Hic (pP.sub.PGM-PET) 12A ΔL-Ldh1/ + 139.5 139.5 BQL 233.2 BQL 7.6 8.0 6.1 1.4 ΔL-Ldh2/ΔD-Hic (pP.sub.PGM-PET) 12A ΔL-Ldh1/ + 280.9 280.9 BQL 466.0 18.1 15.2 8.3 6.7 2.7 ΔL-Ldh2/ΔD-Hic (pP.sub.PGM-PET) 12A ΔL-Ldh1/ + 507.9 408.9 99.0 651.5 92.4 26.0 12.4 6.8 3.8 ΔL-Ldh2/ΔD-Hic (pP.sub.PGM-PET) Abbreviations: BQL = Below Quantitative Level. Abbr: Int—initial, Con—consumed, Rem—remaining, EtOH—ethanol, Pyr—pyruvate, Lac—Lactate, Ace—acetate.
TABLE-US-00002 TABLE 2 Lactobacillus casei 12A derivatives constructed in the past 10 months in the Steele laboratory via gene replacement. Single knockouts Double knockouts Triple knockouts Quadruple knockouts ΔL-ldh1* ΔL-ldh1/ΔL-ldh2* ΔL-ldh1/ΔL-ldh2/ΔL-ldh3 ΔoadA/Δpck/Δpyc/Δfum ΔL-ldh2* ΔL-ldh1/ΔL-ldh3 ΔL-ldh1/ΔL-ldh2/ΔL-ldh4 ΔoadA/Δpck/Δpyc/Δaspal ΔL-ldh3 ΔL-ldh1/ΔL-ldh4 ΔL-ldh1/ΔL-ldh2/ΔD-ldh ΔL-ldh4 ΔL-ldh1/ΔD-ldh ΔL-ldh1/ΔL-ldh2/ΔD-hic* ΔD-ldh ΔL-ldh1/ΔD-hic ΔoadA/Δpck/Δpyc ΔD-hic ΔL-ldh1/Δpck Δals ΔoadA/Δpck Δald ΔoadA/Δpyc Δa/drc Δpyc/Δpck ΔoadA Δpyc Δpck Δaspal Abbreviations: L-ldh—L-lactate dehydrogenase, D-ldh—D-lactate dehydrogenase, D-hic—D-hydroxyisocaproate dehydrogenase, als—acetolactate synthase, ald—alpha acetolactate decarboxylase, a/drc—acetoin/diacetyl reductase, oad—oxaloacetate decarboxylase, pyc—pyruvate carboxylase, pck—phosphoenolpyruvate carboxikinase, aspal—aspartate-ammonia lyase, fum—fumarase. Asterisk—derivatives transformed with pP.sub.PGM-PET are available.
Example B
[0038] This example shows the analysis of the data we obtained from the fermentations with 10% glucose with osmoprotectants and Ery that were conducted in our larger scale (500 ml) fermentation equipment with Lactobacillus casei 12AΔL-ldh (pP.sub.PGM-PET) and 12AΔL-ldh1ΔLldh2ΔD-hic (pP.sub.PGM-PET) at 37° C., with pH maintained at 6.0. We could only accommodate three fermentation vessels at a time. Therefore, only the 12AΔL-ldh (pP.sub.PGM-PET) fermentation was conducted in duplicate.
[0039] The growth, glucose utilization, and ethanol production shown by these strains are presented in
[0040] The metabolic end products formed and glucose utilized as a function of time for these fermentations is presented in Tables 3 and 4. 12AΔL-ldh1 (pP.sub.PGM-PET) will be the focus of this discussion, due to its higher productivity. This 12A derivative utilized 504.5 mM glucose (9.1%) glucose in 96 h and produced 934.7 mM of “pyruvate-derived” metabolic end products, which is 87.4% of the theoretical yield from glucose. Ethanol was produced at a level of 771.3 mM (4.5%), which was 82.5% of the metabolic end-products.
[0041] The second most abundant metabolic end product was pyruvate, which was present at 110.1 mM after 96 h. Pyruvate accumulation began at approximately 21 h, at the same time, ethanol as a percentage of the total metabolic end products began to decrease (% ethanol in total), suggesting that pyruvate decarboxylase activity becomes limiting at that time. This corresponds to the entry of this organism into stationary phase, suggesting that the L. casei phosphoglycerate mutase (pgm) promoter used to drive expression of the PET cassette is poorly expressed in stationary phase. It is highly likely that pyruvate accumulation can be overcome by utilizing a L. casei promoter highly expressed in stationary phase. If the pyruvate, which had accumulated after 96 h in the 12AΔL-ldh1 (pPPGM-PET) fermentation, had been converted to ethanol, a total of 881.4 mM (5.14%) ethanol would have been produced. Additionally, the rate of glucose utilization would have been even higher, as pyruvate accumulation is known to inhibit glycolysis.
[0042] It is difficult to directly compare our results to what is known concerning other biocatalysts, due to differences in media and fermentation equipment utilized. However, the results obtained in these L. casei 12AΔL-ldh1 (pP.sub.PGM-PET) fermentations are most similar to the Escherichia coli GLBRCE1 synthetic hydrolysate fermentations reported by Schwalbach et al. (2012, AEM 78:3442) in E. coli. GLBRCE1 converted 338 mM glucose into 477 mM ethanol, an ethanol yield of 70.5% of the theoretical maximum. L. casei 12AΔL-ldh1 (pP.sub.PGM-PET) converted 504.5 mM glucose into 771.3 mM ethanol, an ethanol yield of 76.4% of the theoretical maximum.
TABLE-US-00003 TABLE 3 Metabolic end products formed and glucose consumption by Lactobacillus casei 12A ΔL-Ldh1 (pP.sub.PGM-PET) at 37° C. in a chemically defined media containing 10% glucose with pH maintained at 6.0. % % Ethanol:Lactate Time Glucose (mM) Products (mM) % Ethanol Ethanol ratio (hr) Rem Con Total EtOH Pyr Lac Ace yield in total (v/v) (mM:mM) 0 534.9 BQL 12.5 11.1 0.0 0.1 1.2 1.2 89.2 0.1 85 1 540.6 BQL 22.7 12.0 0.0 5.4 5.3 2.1 52.7 0.1 2 2 545.2 BQL 24.0 12.8 0.0 5.5 5.7 2.2 53.4 0.1 2 3 544.8 BQL 19.2 12.8 0.0 2.5 3.8 1.8 67.0 0.1 5 4 536.5 BQL 21.5 15.0 0.0 2.3 4.2 2.0 70.0 0.1 7 5 531.4 BQL 33.5 27.1 0.0 1.3 5.0 3.1 81.0 0.2 20 6 544.4 BQL 28.2 21.7 0.0 0.9 5.6 2.6 77.0 0.1 15 7 542.2 BQL 36.8 29.4 0.0 1.8 5.7 3.4 79.8 0.2 17 8 551.2 BQL 42.3 34.4 0.0 2.1 5.8 4.0 81.3 0.2 16 9 539.9 BQL 51.2 42.8 0.0 2.7 5.8 4.8 83.5 0.2 16 10 535.1 BQL 67.0 58.1 0.0 3.3 5.6 6.3 86.7 0.3 18 11 513.9 21.0 74.9 66.1 0.0 3.6 5.2 7.0 88.2 0.4 18 12 521.1 13.8 90.6 82.5 0.0 2.9 5.2 8.5 91.0 0.5 28 13 512.8 22.1 105.1 96.8 0.0 3.4 4.9 9.8 92.1 0.6 29 14 506.3 28.7 124.5 116.1 0.0 3.9 4.4 11.6 93.3 0.7 29 15 490.8 44.1 140.0 131.7 0.0 4.4 4.0 13.1 94.0 0.8 30 16 481.5 53.5 158.7 150.1 0.0 4.9 3.7 14.8 94.6 0.9 31 17 463.4 71.5 175.4 166.6 0.0 5.4 3.4 16.4 95.0 1.0 31 18 439.5 95.4 196.7 187.6 0.0 5.9 3.2 18.4 95.4 1.1 32 19 442.9 92.0 223.0 213.2 0.0 6.7 3.1 20.8 95.6 1.2 32 20 419.4 115.5 235.4 225.5 0.0 7.0 2.8 22.0 95.8 1.3 32 21 414.8 120.1 258.5 247.6 0.4 7.8 2.7 24.2 95.8 1.4 32 22 402.2 132.7 275.1 263.0 1.1 8.4 2.7 25.7 95.6 1.5 31 23 389.1 145.8 292.6 278.7 2.1 9.2 2.5 27.3 95.3 1.6 30 24 412.0 122.9 297.6 281.5 3.4 9.8 2.8 27.8 94.6 1.6 29 25 375.9 159.0 336.1 318.4 4.4 10.8 2.5 31.4 94.7 1.9 29 26 357.3 177.6 353.2 332.4 5.7 11.8 3.3 33.0 94.1 1.9 28 27 343.8 191.1 363.0 339.7 7.8 12.4 3.1 33.9 93.6 2.0 27 28 339.7 195.2 387.7 362.0 9.4 13.3 2.9 36.2 93.4 2.1 27 29 336.6 198.3 411.0 382.9 10.5 14.3 3.2 38.4 93.2 2.2 27 30 318.4 216.5 411.7 383.1 11.1 14.7 2.9 38.5 93.0 2.2 26 32 292.4 242.5 451.8 421.5 12.9 15.1 2.3 42.2 93.3 2.5 28 34 289.7 245.2 481.8 445.1 16.3 17.4 2.9 45.0 92.4 2.6 26 44 221.6 313.3 588.7 533.1 29.3 22.8 3.4 55.0 90.6 3.1 23 50 187.2 347.7 656.5 584.7 41.6 25.7 4.4 61.4 89.1 3.4 23 58 151.4 383.5 714.0 623.4 56.3 28.5 5.8 66.7 87.3 3.6 22 66 118.6 416.3 768.6 664.1 65.3 31.5 7.7 71.8 86.4 3.9 21 70 99.9 435.0 813.2 691.8 78.8 33.4 9.2 76.0 85.1 4.0 21 74 92.2 442.7 827.3 702.8 81.3 33.8 9.4 77.3 85.0 4.1 21 82 62.4 472.5 873.8 744.0 81.1 36.8 11.9 81.7 85.1 4.3 20 90 44.1 490.8 913.8 764.4 97.8 38.3 13.2 85.4 83.7 4.5 20 96 30.4 504.5 934.7 771.3 110.1 39.3 14.1 87.4 82.5 4.5 20
TABLE-US-00004 TABLE 4 Metabolic end products formed and glucose consumption by Lactobacillus casei 12A ΔL-Ldh1/ΔL-Ldh2/ΔD-Hic (pP.sub.PGM-PET) at 37° C. in a chemically defined media containing 10% glucose with pH maintained at 6.0. % Ethanol % Ethanol:Lactate Time Glucose (mM) Products (mM) % in total Ethanol ratio (hr) Rem Con Total EtOH Pyr Lac Ace yield product (v/v) (mM:mM) 0 575.3 BQL 13.3 13.3 0.0 0.0 0.0 1.2 100.0 0.1 — 1 557.1 18.3 12.9 12.9 0.0 0.0 0.0 1.1 100.0 0.1 — 2 553.1 22.3 12.7 12.5 0.0 0.0 0.2 1.1 98.1 0.1 — 3 566.0 9.3 15.2 14.5 0.0 0.0 0.6 1.3 96.0 0.1 — 4 541.8 33.6 16.7 15.2 0.0 0.0 1.5 1.5 90.9 0.1 — 5 548.8 26.5 21.7 18.7 0.0 0.0 3.0 1.9 86.2 0.1 — 6 543.2 32.1 25.8 21.0 0.0 0.0 4.9 2.2 81.2 0.1 — 7 551.2 24.1 31.6 25.5 0.0 0.0 6.1 2.7 80.6 0.1 — 8 554.9 20.4 36.8 30.6 0.0 0.0 6.2 3.2 83.1 0.2 — 9 551.3 24.0 45.6 38.5 0.0 1.1 6.0 4.0 84.4 0.2 36 10 532.7 42.6 55.5 48.7 0.0 0.9 5.9 4.8 87.6 0.3 53 11 532.3 43.0 64.5 57.7 0.0 1.1 5.8 5.6 89.4 0.3 54 12 544.0 31.3 76.6 70.6 0.0 0.0 6.1 6.7 92.1 0.4 — 13 536.6 38.7 87.7 82.1 0.0 0.0 5.6 7.6 93.6 0.5 — 14 519.6 55.8 101.5 93.7 0.0 2.6 5.2 8.8 92.3 0.5 36 15 510.2 65.1 111.9 107.0 0.0 0.0 4.9 9.7 95.7 0.6 — 16 513.9 61.4 134.2 125.5 0.0 3.8 4.8 11.7 93.6 0.7 33 17 474.2 101.1 134.7 130.7 0.0 0.0 3.9 11.7 97.1 0.8 — 18 485.3 90.0 167.7 158.3 0.0 5.5 3.9 14.6 94.4 0.9 29 19 463.7 111.6 179.9 170.4 0.0 5.9 3.5 15.6 94.8 1.0 29 20 462.1 113.2 199.4 189.4 0.0 6.8 3.2 17.3 95.0 1.1 28 21 459.0 116.3 218.4 207.8 0.0 7.6 3.0 19.0 95.1 1.2 27 22 451.9 123.5 236.9 224.9 0.7 8.6 2.8 20.6 94.9 1.3 26 23 426.3 149.0 238.0 235.8 0.0 0.0 2.3 20.7 99.0 1.4 — 24 380.6 194.7 314.8 299.9 3.5 9.4 1.9 27.4 95.3 1.8 32 25 426.0 149.3 295.3 279.1 3.6 10.4 2.2 25.7 94.5 1.6 27 26 384.5 190.8 297.1 283.3 2.5 9.6 1.7 25.8 95.3 1.7 29 27 365.0 210.3 301.5 289.6 0.5 9.6 1.8 26.2 96.1 1.7 30 28 371.3 204.1 331.6 317.2 1.7 11.0 1.6 28.8 95.7 1.9 29 29 360.5 214.8 339.2 320.3 5.6 10.9 2.3 29.5 94.4 1.9 29 30 332.9 242.4 341.2 326.4 2.9 10.9 1.0 29.7 95.7 1.9 30 32 333.5 241.8 395.1 375.6 5.8 12.5 1.2 34.3 95.1 2.2 30 34 296.7 278.6 381.7 363.9 5.3 12.1 0.4 33.2 95.3 2.1 30 44 272.5 302.8 520.6 480.5 22.4 14.4 3.2 45.2 92.3 2.8 33 50 245.1 330.2 578.6 527.3 30.5 16.6 4.2 50.3 91.1 3.1 32 58 216.0 359.4 627.0 564.1 39.4 17.6 5.8 54.5 90.0 3.3 32 66 194.1 381.3 681.0 606.2 49.2 18.3 7.2 59.2 89.0 3.5 33 70 175.2 400.1 700.5 618.2 54.8 19.5 8.0 60.9 88.3 3.6 32 74 169.5 405.8 706.8 622.6 56.7 19.2 8.3 61.4 88.1 3.6 32 82 149.8 425.5 712.2 639.6 63.1 0.0 9.5 61.9 89.8 3.7 — 90 141.0 434.3 752.9 672.0 70.1 0.0 10.8 65.4 89.3 3.9 — 96 126.6 448.7 774.2 663.3 79.0 21.1 10.7 67.3 85.7 3.9 31 Abbreviations in Tables: Rem, Remaining; Con, consumed; EtOH, ethanol; Pyr, pyruvate, Lac, lactate; Ace, acetate. % yield = (mM Total product/(2 × mM initial Glucose)) × 100% Ethanol = (mmol/L ethanol × 46.068 g/mol)/(1000 mg/g) × (1000 ml/L/100 ml) × (0.789 g/ml).
Example C
[0043] Screening strains of L. casei for biofuels relevant phenotypes and genes. Our laboratory has a culture collection contains approximately 60 strains of L. casei isolated from green plant material (i.e. corn silage), cheese, wine, and humans. The eleven strains with genome sequences were screened for the ability to utilize 60 different carbohydrates, including numerous carbohydrates present in lignocellulosic feed stocks. Individual strains were able to grow on between 17 and 26 different substrates. The strains isolated from corn silage (12A and 32G) grew on the greatest number of substrates. Nine gene clusters potentially involved in cellobiose utilization and one gene cluster involved in xylose utilization were identified.
[0044] The eleven strains with genomic information were also screened for alcohol tolerance (ethanol, 1-propanol, 1-butanol, and 2-methyl-1-butanol), growth in AFEX-pretreated corn stover hydrolysate (ACSH), and transformation (electroporation) efficiency. L. casei 12A exhibited the greatest tolerance to the biofuels examined. For example, when grown in the presence of 10% ethanol, it reached a final cell density 40% of that it attained in the absence of ethanol. Of the 11 strains examined for growth in corn stover hydrolysate, 3 of these strains (ATCC 334, 21-1, and 12A) grew significantly better, reaching a final optical density at 600 nm of approximately 2.0 within 28 h. Five L. casei strains were examined for transformation efficiency with pTRKH2 (O'Sullivan and Klaenhammer 1993). L. casei 12A exhibited a frequency (approximately 5×10.sup.5 transformants per ug of pTRKH2) at least 50-fold higher than that observed with any of the other strains examined. Based upon the results from these analyses, L. casei 12A was selected as the biofuel producing parental strain.
[0045] Completing the L. casei 12A genome. For further information regarding the L. casei 12A genome, see Broadbent, et al., BMC Genomics 2012, 13:533, which is incorporated by reference herein. To enhance the depth of genomic sequence coverage of 12A, genomic DNA was prepared and submitted to the Joint Genome Institute (JGI) for genome sequencing. A draft genome of L. casei 12A with approximately 500× coverage assembled into 397 scaffolds was received from JGI. This genome assembly was subsequently merged with the previous 23×454-generated paired end genome assembly in collaboration with personnel from DuPont Inc. (Madison, WI), yielding a genome assembly with 19 ordered contigs. We have generated PCR amplicons across all 19 gaps, and have sequenced 10 of these amplicons.
[0046] L. casei metabolic models. We have developed a genome-scale metabolic model for L. casei ATCC334 (the neotype strain) and 12A using the ModelSEED database and the genome annotation from RAST. We have modified the draft L. casei 12A model from ModelSEED using the following processes: 1) thermodynamically infeasible cycles were removed, 2) elementally imbalanced metabolic reactions were corrected; and 3) model predictions for amino acid requirements were compared against experimental growth phenotypes determined in a lactobacilli chemically defined medium (CDM) described by Christensen and Steele (J. Bacteriol. 185 (2003): 3297-3306). Inconsistencies were corrected by the addition or deletion of some reactions.
[0047] Redirecting metabolic flux in L. casei 12A to ethanol. The development of a method to inactivate genes in L. casei was a requirement for the construction of a L. casei strain capable of converting lignocellulosic biomass to ethanol. An efficient gene replacement method based on the introduction of pCJK47-based constructs (Kristich et al. 2007) via a 12A optimized electroporation protocol was developed.
[0048] A two pronged approach was employed to redirect metabolic flux in L. casei 12A to ethanol. The first approach is to inactivate genes that encode enzymes which compete with the 12A pathway to ethanol, which has acetyl-CoA as an intermediate. There are a large number of genes that encode enzymes potentially involved in anaerobic pyruvate metabolism in L. casei. We have inactivated 9 of these genes: pyruvate-formate lyase (Pfl), the four L-lactate dehydrogenases (L-ldh1, Lldh2, L-ldh3, and L-ldh4), D-lactate dehydrogenase (D-ldh), D-hydroxyisocaproate dehydrogenase (DHic), acetolactate synthase (Als), and oxaloacetate decarboxylase (OadA). Additionally, 5 derivatives lacking two or three of the dehydrogenases have been constructed. Characterization of the end product distribution these mutants is presented in Table 5. The highest level of metabolic redirection to ethanol achieved to date using this approach, is 21%, achieved with the 12A ΔL-ldh1ΔL-ldh2ΔD-hic derivative. It is interesting to note that this derivative also accumulates pyruvate.
[0049] The second approach utilized to direct metabolic flux in 12A towards ethanol was the introduction of the genes from Zymomonas mobilis that encode pyruvate decarboxylase (Pdc) and alcohol dehydrogenase II (Adh2) activities (PET cassette). These genes were designed utilizing the L. casei codon usage for highly expressed genes with a constitutive L. casei promoter (phosphoglycerate mutase), synthesized by GeneArt, ligated with digested pTRKH2 (pPGM-PET), and introduced into 12A derivatives by electroporation. Characterization of the end product distribution of two of these derivatives has been completed and is presented in Table 5. The highest level of metabolic redirection to ethanol achieved to date using this approach is 85.3%, achieved with the 12A ΔL-ldh1ΔL-ldh2 (pP.sub.pgm-PET) derivative. It is interesting to note that 12A derivatives with pP.sub.pgm-PET grow more rapidly than their corresponding strains, suggesting that ethanol is less inhibitory to 12A derivatives than lactate.
[0050] These results suggest that the two pronged approach is effective for redirecting 12A metabolic flux to ethanol.
TABLE-US-00005 TABLE 5 Growth, substrate consumption, and metabolic end products formed by Lactobacillus casei 12A and derivatives during growth in a chemically defined media at 37° C. for 48 hrs. Concentration (mM) Growth Substrate Metabolic End Products EtOH/ Max T Utilization.sup.a (% of total).sup.b Yield Lac Derivative OD
(h) Glc Cit Total L-lac D-lac EtOH Ace Pyr (%).sup.c ratio.sup.d 12A 1.05 8.1 51.5 0.6 112.2 105.4, 3.3, 1.4, 2.1, BQL 108 0.0 (94) (3) (1) (2) 12A ΔL-ldh1 1.28 7.0 52.6 11.5 87.0 42.3, 28.2, 16.5, BQL BQL 68 0.2 (49) (32) (19) 12A ΔL-ldh2 1.01 8.3 53.1 5.8 111.8 105.0, 3.2, 1.6, 2.0, BQL 95 0.0 (94) (3) (1) (2) 12A ΔL-ldh3 1.02 8.0 52.7 9.0 110.2 103.0, 3.2, 2.1, 1.9, BQL 90 0.0 (94) (3) (2) (2) 12A ΔD-ldh 1.02 7.7 51.9 BQL 112.4 103.5, 5.4, 1.1, 2.4, BQL 108 0.0 (92) (5) (1) (2) 12A ΔD-hic 1.26 7.9 51.5 BQL 112.0 109.7, BQL 0.5, 1.8, BQL 109 0.0 (98) (1) (2) 12A ΔL-ldh1/ 1.26 7.1 52.8 15.0 86.7 32.1, 42.6, 12.0, BQL BQL 64 0.2 ΔD-ldh (37) (49) (14) 12A ΔL-ldh1/ 1.11 9.7 51.2 13.9 79.8 64.9, BQL 14.9, BQL BQL 61 0.2 ΔD-hic (81) (19) 12A ΔL-ldh1/ 0.93 9.4 52.5 10.3 71.4 BQL 51.5, 18.6, BQL 1.3, 57 0.4 ΔL-ldh2/ΔD-ldh (72) (26) (2) 12A ΔL-ldh1/ 0.52 31.3 21.7 12.8 36.1 0.6, 0.4, 7.6, 7.2, 20.3, 52 7.6 ΔL-ldh2/ΔD-hic (2) (1) (21) (20) (56) 12A (pTRKH2) 1.01 13.2 52.5 BQL 108.9 100.4, 7.6, BQL 0.9, BQL 104 0.0 (92) (7) (1) 12A (pPGM-PET) 0.95 6.79 51.3 8.2 95.1 14.8, 13.2, 58.1, 9.0, BQL 80 2.1 (16) (14) (61) (10) 12A ΔL-ldh1 1.11 11.3 52.3 2.7 87.7 41.6, 34.0, 12.1, BQL BQL 80 0.2 (pTRKH2) (47) (39) (14) 12A ΔL-ldh1 1.03 6.8 51.0 16.3 102.1 2.7, 5.0, 84.5, 9.8, BQL 76 10.9 (pPGM-PET) (3) (5) (83) (10) 12A ΔL-ldh1/ 1.01 7.9 50.9 16.0 100.2 0.7, 5.1, 85.3, 9.1, BQL 75 14.7 ΔL-ldh2 (1) (5) (85) (9) (pPGM-PET) .sup.aReported by the initial concentration of glucose or citrate subtracted by the final concentration of the respective compound at 48 hrs. .sup.bIn parenthesis, metabolic end product distribution by % of total. .sup.cCalculated by percentage of total metabolic end products produced/2 × (glucose + citrate) in mmoles. .sup.dExpressed as molar ratio, where lactate is the summation of both the L- and D- forms. Abbreviations: BQL = below quantifiable level; NA = not applicable; Glu = glucose; Cit = citrate; Lac = lactate; ETOH = ethanol; Ace = acetate; Pyr = pyruvuate.
indicates data missing or illegible when filed
Example D
Conversion of a Lactic Acid Bacterium Lactobacillus casei 12A to an Ethanologen
[0051] Lactobacillus casei 12A was selected as the biofuels parental strain based upon its alcohol tolerance (grows in the presence of >10% ethanol), carbohydrate utilization, and relatively high transformation efficiency. This organism metabolizes hexoses through the Embden-Meyerhof-Parnas pathway and converts pyruvate to lactate via a variety of different enzymes; including four L-lactate dehydrogenases (Ldh), one D-Ldh, and one D-hydroxyisocaproate dehydrogenase.
[0052] Essential characteristics of organisms to be utilized for microbial production of ethanol from plant biomass include the ability to secrete enzymes, transport glucose and xylose, metabolize glucose and xylose to ethanol, as well as have sufficient ethanol tolerance to make the fermentation economically viable. It is unlikely an organism capable of meeting all of these criteria will be isolated from nature. Therefore, rational strategies to engineer strains for the industrial production of ethanol from plant biomass are preferred. The following characteristics make L. casei 12A an ideal Gram-positive species for research in this area: [0053] Designation as a GRAS (Generally Regarded As Safe) species. [0054] Established platforms for introducing and expressing foreign DNA. [0055] Relatively simple fermentative metabolism with almost complete separation of cellular processes for biosynthesis and energy metabolism. [0056] Resistance to environmental stress, including high concentrations of acids and biofuels [0057] Ability to use lignocellulosic carbohydrates. [0058] Ability to secrete and display proteins, hence potential for use in consolidated bioprocessing.
[0059] We pursued two strategies concurrently to redirect L. casei 12A fermentation to ethanol. The first strategy involved inactivation of enzymes that consume pyruvate under anaerobic conditions without producing ethanol, including the D-Ldh; four L-Ldhs; D-(D-Hic); acetolactate synthase (Als); and oxaloacetate decarboxylase (Oad). This approach has been used to inactivate L-ldh1, L-ldh2, and D-hic, as well as to construct the L-ldh1/L-ldh2, double mutant. The highest level of ethanol formation was observed with the ΔL-ldh1/ΔL-ldh2 double mutant, which produces ethanol as 14% of its metabolic end products.
[0060] Our second strategy for increasing flux to ethanol involved expressing ethanol producing enzymes. A codon optimized “PET” cassette comprised of the Zymomonas mobilis genes encoding pyruvate decarboxylase (Pdc) and alcohol dehydrogenase (Adh2) was constructed, and placed under the control of the L. casei 12A pgm promoter, pgm ribosomal binding site and kdgR transcriptional terminator. When this construct was introduced into L. casei 12A, ethanol made up 61% of metabolic end products formed. When introduced into L. casei 12A (ΔL-ldh1), ethanol was the dominant product observed (91% of metabolic end productions). Results from this analysis indicate that the two approaches are complementary and demonstrate that redirecting metabolic flux in L. casei from lactate to an alcohol can be readily achieved.
[0061] The general strategy that was used to redirect metabolic flux in L. casei 12A from lactic acid to ethanol is illustrated in detail in
TABLE-US-00006 TABLE 6 Fermentation products of L. casei 12A and mutants with and without pTRKH2 or pPGM-PET growth in CDM for 48 hrs. Ethanol L-Lactate D-Lactate Derivative (%) (%) (%) 12A 0.0 95.0 5.0 12A ΔL-ldh1 6.0 49.0 45.0 12A ΔL-ldh2 0.0 96.0 4.0 12A ΔD-hic 0.0 71.0 29.0 12A ΔL-ldh1ΔL-ldh2 14.0 34.0 52.0 12A(pTRKH2) 0.0 95.0 5.0 12A (Ppgm-PET) 61.0 34.0 1.0 12A ΔL-ldh1(pTRKH2) 13.0 47.0 40.0 12A ΔL-ldh1(Ppgm-PET) 90.9 1.5 1.5 Note: L. casei 12A mutants were grown in MRS from glycerol stock for 24 hrs at 37° C. then transferred to MRS and incubated for an additional 18 hrs. CDM containing 50 mM glucose was inoculated and incubated in GC vials for 48 hrs at 37° C. At the 48-hr time point, supernanant was drawn off and submitted to GLBRC enabling technologies for fermentation by-product analysis via HPLC-RID.
[0062] Conclusions. Inactivation of L-Ldh1 reduced flux towards L-lactate and enhanced flux towards D-lactate and ethanol. Inactivation of L-Ldh2 increased these changes in metabolic flux.
[0063] In L. casei 12A with the PET cassette, ethanol made up 61% of metabolic end products formed, while 91% of metabolic end productions were directed to ethanol when the PET cassette was introduced into L. casei 12A ΔL-ldh1.
[0064] The two pronged strategy, inactivating genes encoding enzymes that produce lactic acid and introducing the PET cassette, effectively converted L. casei 12A from producing lactate as its main metabolic product to producing ethanol as its main metabolic end product.
REFERENCES
[0065] Cai, H., Thompson, R. L., Broadbent, J. R., and Steele, J. L. (2009). Genome Sequence and Comparative Genome Analysis of Lactobacillus casei: Insights into their Niche-associated Evolution. Genome Biol. and Evol. 1:239-257. [0066] Duong, T., Miller, M. J., Barrangou, R., Azcarate-Peril, M. A., and Klaenhammer, T. R. (2010). Construction of vectors for inducible and constitutive gene expression in Lactobacillus. Microbiol Biotech, 4(3): 357-367. [0067] Kristich, C. J., Chandler, J. R., and Dunny, G. M. (2007). Development of a host-genotype-independent counterselectable marker and a high-frequency conjugative delivery system and their use in genetic analysis of Enterococcus faecalis. Plasmid 57:131-144.
Example E
Use of Alternate Promoter
[0068] In the previous examples, a first generation Lactobacillus casei ethanologen was created by a two pronged approach to redirect metabolic flux in L. casei 12A from lactate to ethanol. The first prong was to inactivate genes encoding lactate dehydrogenases, enzymes which compete with the 12A pathway to ethanol. The second prong was the introduction of the genes from Zymomonas mobilis that encode pyruvate decarboxylase (Pdc) and alcohol dehydrogenase II (Adh2) activities (PET cassette). These genes were designed utilizing the L. casei codon usage for highly expressed genes and placed under the control of L. casei phosphoglycerate mutase promoter, thought to be a constitutively expressed promoter.
[0069] This approach was highly successful, resulting in a strain that utilized 504.5 mM glucose (9.1%) glucose in 96 h and produced 934.7 mM of “pyruvate-derived” metabolic end products, which is 92.6% of the theoretical yield from 504.5 mM glucose in a 500 ml fermentation vessel under anaerobic conditions at 37° C. in a defined media with 540 mM glucose. Ethanol was produced at a level of 771.3 mM (4.5%), which was 82.5% of the metabolic end-products. The second most abundant metabolic end product was pyruvate which was present at 110.1 mM after 96 h.
[0070] Pyruvate accumulation began at approximately 21 h. At the same time, ethanol as a percentage of the total metabolic end products began to decrease (% ethanol in total), suggesting that pyruvate decarboxylase activity becomes limiting at that time. This corresponds to the entry of this organism into stationary phase, suggesting that the L. casei phosphoglycerate mutase (pgm) promoter used to drive expression of the PET cassette is poorly expressed in stationary phase. It is highly likely that pyruvate accumulation can be overcome by utilizing a L. casei promoter highly expressed in stationary phase.
[0071] Accordingly, this prophetic example discloses the next generation L. casei ethanologen, having the PET cassette placed under the control of a promoter that is highly expressed in stationary phase. For example, either the GroEL or DnaK promoters, as they have been demonstrated to be highly expressed in a related organism, L. plantarum, when this organism was exposed to ethanol (Gyu et al. 2012). The anticipated result from such a construct would be that the 110.1 mM pyruvate that was observed to accumulate in the previous fermentation (see above) would be converted to ethanol. This would then yield 881.4 (110.1+771.3) mM of ethanol, or 87.4% of the theoretical yield from 504.5 mM glucose.
REFERENCES
[0072] Lee, S. G., K. W. Lee, T. H. Park, J. Y. Park, N. S. Han, and J. H. Kim. 2012. Proteomic analysis of proteins increased or reduced by ethanol of Lactobacillus plantarum ST4 isolated from makgeolli, traditional Korean rice wine. J. Microbiol. Biotechnol. 22:516-525.