Abstract
Cell-free biosystems comprised of synthetic enzymatic pathways would be a promising biomanufacturing platform due to several advantages, such as high product yield, fast reaction rate, easy control and access, and so on. However, it was essential to produce (purified) enzymes at low costs and stabilize them for a long time so to decrease biocatalyst costs. We studied the stability of the four recombinant enzyme mixtures, all of which originated from thermophilic microorganisms: triosephosphate isomerase (TIM) from Thermus thermophiles, fructose bisphosphate aldolase (ALD) from Thermotoga maritima, fructose bisphosphatase (FBP) from T. maritima, and phosphoglucose isomerase (PGI) from Clostridium thermocellum. It was found that TIM and ALD were very stable at evaluated temperature so that they were purified by heat precipitation followed by gradient ammonia sulfate precipitation. In contrast, PGI was not stable enough for heat treatment. In addition, the stability of a low concentration PGI was enhanced by more than 25 times in the presence of 20 mg/L bovine serum albumin or the other three enzymes. At a practical enzyme loading of 1000 U/L for each enzyme, the half-life time of free PGI was prolong to 433 h in the presence of the other three enzymes, resulting in a great increase in the total turn-over number of PGI to 6.2×109 mole of product per mole of enzyme. This study clearly suggested that the presence of other proteins had a strong synergetic effect on the stabilization of the thermolabile enzyme PGI due to in vitro macromolecular crowding effect. Also, this result could be used to explain why not all enzymes isolated from thermophilic microorganisms are stable in vitro because of a lack of the macromolecular crowding environment.
Introduction
Synthetic biology is the engineering-driven construction of increasingly complicated biological entities from simple and basic building blocks to modules to systems. Synthetic biology projects can be divided into two classes: in vivo and in vitro [1], [2]. In vitro synthetic biology is a largely unexplored, compared to living biological entity-based synthetic biology [2]–[5]. Cell-free biosystem for biomanufacturing (CFB2) is the implementation of complicated biochemical reactions by the in vitro assembly of a large number of (purified) enzymes and (biomimetic) coenzymes for the purpose of biomanufacturing rather than of fundamental research [2], [5]. CFB2 is an emerging biomanufacturing platform for the production of a variety of products, where CFB2 can do better than microorganisms and chemical catalysts. CFB2 has numerous potential applications, such as the production of hydrogen [6]–[8], of alcohols [9], of organic acids [10], [11], of jet fuel [12], of proteins [13], CO2 utilization [14], [15], enzymatic fuel cells [16], [17], and so on.
CFB2 could be economically advantageous over microbial fermentation for the production of biocommodities only when all enzymes in cell-free biosystems have total turn-over number (TTN) values of more than 107–108 mole of product per mole of enzyme and the low-cost bulk enzyme production and purification are available [2], [5]. To obtain high-stability enzymes, the discovery and utilization of thermophilic enzymes from extremophiles could be a shortcut compared to labor-intensive protein engineering and enzyme immobilization [2], [5], [18]. For example, it has been reported that numerous thermoenzymes have TTN values of more than 107 mole of product per mole of enzyme, such as Clostridium thermocellum phosphoglucomutase (PGM) [19], Thermotoga maritima ribose-5-phosphate isomerase (RpiB) [20], T. martima 6-phosphogluconate dehydrogenase (6PGDH) [21], and T. martima fructose bisphosphatase (FBP) [22]. To purify recombinant enzymes at low costs, several non-chromatographic scalable methods have been developed, such as heat precipitation [20], [21], [23], ammonium sulfate precipitation, cellulose binding module-based protein purification [24], elastin-based protein purification [25], and so on.
Not all thermophilic enzymes from thermophilic microorganisms are stable in vitro. For example, the purified phosphoglucose isomerase (PGI) from C. thermocellum was deactivated rapidly at 60°C when its mass concentrations were low [26]. It was speculated that most intracellular enzymes should be stable enough to maintain their basic metabolisms rather than to be repaired or reproduced. This difference in enzyme stability in vitro and in vivo may be explained by that most intracellular enzymes are more stable due to macromolecular crowding effects [27], [28]. It was interesting to investigate whether macromolecular effects exist or not in cell-free biosystems.
To investigate macromolecular crowding effect on the in vitro enzyme mixture, the stability of the four-enzyme mixture containing Thermus thermophilus triose phosphate isomerase (TIM), T. maritima fructose bisphosphate aldolase (ALD), T. maritima FBP and C. thermocellum PGI was studied at 60°C. These four TIM, ALD, FBP, and PGI can be regarded as a biocatalytic module in the gluconeogenesis and pentose phosphate pathways (Fig. 1), which was very important for high-yield hydrogen production from sugars [6], [7], [29]. In it, TIM converts reversibly glyceraldehyde-3-phosphate (G3P) to dihydroxyacetone phosphate (DHAP) (Equation 1); ALD catalyzes the reversible aldol condensation of G3P and DHAP to fructose 1,6-bisphosphate (F16P) (Equation 2); FBP catalyses the irreversible conversion of F16P to fructose 6-phosphate (F6P) (Equation 3); and PGI reversibly converts fructose-6-phosphate (F6P) and glucose-6-phosphate (G6P) (Equation 4).
[1] |
[2] |
[3] |
[4] |
Materials and Methods
Chemicals and strains
All chemicals were regent grade, purchased from Sigma-Aldrich (St. Louis, MO) and Fisher Scientific (Pittsburgh, PA), unless otherwise noted. Avicel PH105, microcrystalline cellulose, was purchased from FMC (Philadelphia, PA). Regenerated amorphous cellulose (RAC) with a high adsorption capacity was made from Avicel [24]. The T. maritima genomic DNA was purchased from the American Type Culture Collection (Manassas, VA). E. coli BL21 Star (DE3) (Invitrogen, Carlsbad, CA) containing a protein expression plasmid was used for producing the recombinant protein. The Luria-Bertani (LB) medium was used for E. coli cell growth and recombinant protein expression supplemented with 100 µg/mL ampicillin or 50 µg/mL kanamycin. The oligonucleotides were synthesized by Integrated DNA Technologies (Coraville, IA). Liquid glucose reagent based on hexokinase/glucose-6-phosphate dehydrogenase was purchased from Pointe Scientific Inc. (Canton, MI).
Plasmid construction
The plasmids are summarized in Table 1. Plasmid pET20b-tim has an expression cassette containing the tim gene [12]. Plasmid pET28a-ald whose expression cassette contains only ald gene was kindly provided by Dr. J.J. Zhong [30]. The pCIF plasmid encoding the CBM-intein-FBP fusion protein [22] and pCIP plasmid encoding the CBM-intein-PGI fusion protein [26] were described elsewhere.
Table 1. Plasmids and purification methods.
Plasmid | Characteristics | Target protein and purification method | Ref. |
pET33b-tim | KanR, T. thermophilus triose phosphate isomerase (TtcTIM) expression cassette subcloned into pET33b. | TIM, heat treatment and ammonium sulfate precipitation. | [12] |
pET20a-ald | KanR, T. martima ALD expression cassette cloned | ALD, heat treatment and ammonium sulfate precipitation | [30] |
pCIF | AmpR, with cbm-intein-fbp expression cassette cloned (fbp gene from T. martima) | FBP, bio-specific adsorption of CBM tagged intein-FBP on RAC followed by intein self-cleavage. | [22] |
pCIP | AmpR, with cbm-intein-pgi expression cassette cloned (pgi gene from C. thermocellum) | PGI, bio-specific adsorption of CBM tagged intein-FBP on RAC followed by intein self-cleavage. | [26] |
Recombinant protein expression and purification
For the preparation of TIM and ALD, two hundred milliliters of the LB culture containing 50 µg/mL of kanamycin in 1-L Erlenmeyer flasks was incubated with a rotary shaking rate of 250 rpm at 37°C. After the absorbance (A600) reached ca. 1.2, the recombinant protein expression was induced by adding IPTG (0.1 mM, final concentration). The culture was incubated at 37°C for 4 h. The cells were harvested by centrifugation at 4°C, washed twice by 50 mM of Tris-HCl buffer (pH 7.5), and re-suspended in a 15 mL of 30 mM Tris-HCl buffer (pH 7.5) containing 0.5 M of NaCl and 1 mM of EDTA. The cell pellets were lysed by Fisher Scientific Sonic Dismembrator Model 500 (5-s pulse on and off, total 360 s, at 20% amplitude) in an ice bath. After centrifugation, the target proteins (TIM and ALD) were purified through heat treatment at 60°C for 20 min followed by gradient ammonium sulfate precipitation. The expression and purification of tag-free FBP and PGI were described previously [22], [26].
Activity Assays
The activity assay of all enzymes was conducted by based on initial reaction velocities. For TIM assay, G3P was the substrate and DHAP was the product. The product DHAP was measured by using glycerol 3-phophate dehydrogenase (GPDH) in the presence of NADH and the consumption of NADH was measured at 340 nm. Because thermophilic glycerol-3-phophate dehydrogenase was not available and NADH was not stable at high temperatures, thermophilic TIM activity was measured by using a discontinuous means. Specifically, the generation of DHAP by using TIM was measured on 2 mM of G3P in 100 mM HEPES buffer (pH 7.5) containing 10 mM MgCl2 and 0.5 mM MnCl2 at 60°C. The reaction was stopped by addition of 5.8 M HClO4 (final, 0.65 M) and keep 5 min in an ice-water bath followed by addition of 5 M KOH until pH ∼7. After centrifugation of the mixture, the supernatants were mixed with 0.2 mM NADH in 50 mM NADH containing GPDH. The consumption of NADH was measured at 340 nm.
The ALD activity was measured by a continuous cascade reaction along with sufficient TIM, FBP, and PGI. G3P and DHAP were substrates and F16P was the product. After the cascade reactions, the reactions were stopped by the addition of HClO4 [31]. The final product of G6P was measured by the liquid enzymatic glucose reagent at 37°C for 3 min. The absorbance was read at 340 mM with a reference of the blank ALD solution [31].
FBP and PGI activities were measured as described elsewhere [22], [26].
Thermostability assays
In the experiments for determining the half-life time of PGI, the residual PGI activities in the absence or presence of the other protein additives (e.g., 20 mg/L of BSA or of the other three enzymes -- TIM: ALD: FBP unit ratio of 5∶1∶1) were measured after the incubation in a 100 mM HEPES buffer (pH 7.5) containing 10 mM MgCl2 and 0.5 mM MnCl2 at 60°C. The product G6P was measured by the enzymatic glucose kit as described above.
In the experiments for determining the half-life time of the four-enzyme mixture at a concentration of 20, 123 or 617 mg/L, the TIM:ALD:FBP:PGI unit ratio was 5∶1∶1∶1. The residual activities of the four enzyme mixture were measured based on the formation of G6P from G3P (Fig. 1) in a 100 mM HEPES buffer (pH 7.5) containing 10 mM MgCl2 and 0.5 mM MnCl2 at 60°C.
Other Assays
Mass concentration of soluble protein was measured by the Bio-Rad modified Bradford protein kit with bovine serum albumin as a standard protein. 12% SDS-PAGE was performed in the Tris–glycine buffer as described elsewhere.
Results
Low-cost purification of ALD and TIM
One of the obstacles to the economic viability of CFB2 could be high cost of protein purification. Because most E. coli cellular proteins deactivated at elevated temperature, recombinant thermophilic proteins expressed in E. coli can be purified by heat precipitation. Figure 2A presents the SDS-PAGE analysis for the ALD purification before and after heat treatment at 60°C for 10 to 60 min. E. coli BL 21 cells produced a large amount of soluble ALD regardless of the induction of IPTG or lactose (Lane 1 and 2). After heat treatment and centrifugation, most cellular proteins were removed but some minor bands remained. Alternatively, gradient ammonium sulfate precipitation was commonly used as the first step for protein purification. As shown in Figure 2B, ALD in the crude cell lysate was precipitated by using ammonia sulfate more than 72% (Lanes 3 and 4) but not by ammonia sulfate less than 57.6%. A combination of both methods resulted in high-purity ALD: heat pretreatment of ALD-containing cell lysate at 60°C for 20 min; the addition of 57.6% ammonia sulfate, which removed remaining E. coli cellular proteins; and the addition of more ammonia sulfate to 80% (final concentration) to precipitate ALD (Fig. 2C, Lane 4).
Similar to ALD, thermophilic TIM was purified by heat precipitation at 60°C for 20 min and 50% saturated ammonium sulfate precipitation that removed other proteins (results not shown). Tag-free FBP and PGI were purified based on affinity adsorption of cellulose-binding-module-containing proteins on cellulose followed by intein self-cleavage, as described previously [22], [26]. All four purified enzymes are shown in Figure 3. The molecular weights of TIM, ALD, FBP and PGI were 28.0, 34.9, 28.6 and 49.3 kDa, respectively, in good agreement with SDS-PAGE results (Fig. 3). The specific activities of TIM, ALD, FBP and PGI were 3500, 1.78, 18.7 and 1900 U/mg protein, respectively. Approximately 125 mg of the purified TIM and 210 mg of the purified ALD were obtained per liter of the culture growing on the LB media, and their respective purification yields were 31.8% and 36.6%.
Stability of PGI enhanced greatly by other proteins
It was found that the thermostablity of PGI strongly depend on its mass concentration (Fig. 4) but not for TIM, ALD, and FBP (data not shown). The half-life time of PGI decreased greatly at 60°C when its mass concentration decreased from 20, 0.6 and 0.017 mg/L. The half-life time of thermo-inactivation was approximately 19 h at 20 mg/L while those of PGI were 2.9 and 1.9 h at 0.6 and 0.017 mg/L, respectively.
It was well-known that the addition of other proteins (e.g., BSA) or other macromolecules could increase the half-life time of unstable proteins. The addition of 20 mg/L BSA into a 0.017 mg/L PGI solution resulted in a great enhancement in half-life time from 1.9 to 86 h by 45-fold (Fig. 5). The addition of 20 mg/L of three enzymes (i.e., TIM, ALD and FBP) also prolonged the half-life time of 0.017 mg/L PGI to 52 h. Both 20 mg/L BSA and three-enzyme mixture stabilized the PGI longer than 20 mg/L PGI only (t1/2 = 19 h). This difference in half-life time by the addition of the BSA or other three-enzymes might be caused by different hydrophobic interactions among the surface of the proteins [32], [33]. This result suggested that macromolecular crowding effects might be of importance to keep labile enzymes stable in the cells while low concentration purified enzymes were not stable in vitro.
Prolonged life-time for the optimized four-enzyme cocktail
To further investigate the thermostability of the enzyme mixture that converted G3P to G6P, TIM, ALD, FBP and PGI were mixed at the unit ratio of 5∶1∶1∶1 at their working concentration ranges from 20 to 617 mg/L. The activities of ALD, FBP and PGI were the same, ensuring a constant flux among them at a minimal use of enzyme loading; while TIM activity was five times the others so that there was enough DHAP and G3P for the formation of F16P. The lumped half-life time of the enzyme mixture of 20 mg/L was 154 h (Fig. 6). The lumped half-life times of the four-enzyme mixture were increased 60 and 180% when the mass concentration was increased to 123 and 617 mg/L, respectively. Because of the presence of the other proteins, the half-life time of PGI was 433 h at the total enzyme loading of 617 mg/L (i.e., 1.43, 562, 53.5 and 0.53 mg/L of TIM, ALD, FBP and PGI, respectively), resulting in a great increase in TTN values from ∼2×107 to 6.2×109 mole product per mole of enzyme. These results implied that enzyme stability strongly depends on its environmental macromolecular concentration.
Discussion
Cell-free biosystems comprised of synthetic enzymatic pathways has numerous industrial benefits: fewer unit operations, less reactor volume and higher volumetric and space-time yield, shorter cycle times and less waste generation, compared to single reactions in cascade [2], [5], [34]. The use of thermophilic enzymes at mesophilic temperatures enables to prolong enzymes' life-time and save enzyme costs greatly. It is relatively easy to over-express recombinant proteins from thermophilic organisms in mesophilic hosts like E. coli and purify them by using heat precipitation, such as TIM and ALD (Fig. 2). However, not all thermophilic enzymes (e.g., PGI) were stable enough for heat treatment. Although PGI can be stabilized greatly by enzyme immobilization [26], the presence of insoluble adsorbent decreases efficient reactor volume [35] and could reduce mass transfer on the surface of solid adsorbent [36]. This study clearly suggested that the presence of other proteins had a strong synergetic effect on the stabilization of the thermolabile PGI. Also, this result could be used to explain why not all enzymes originated from thermophilic microorganisms are stable in vitro because of a lack of the macromolecular crowding environment [27].
Although it was easy for cell-free biosystems to achieve high product yields [7], [8], [12], it was essential to decrease biocatalyst cost to competitive levels. Enzyme costs are strongly correlated to enzyme product costs and their stability, which was represented by total turn-over number (TTN) (TTN = kcat/kd) [37]. Industrial bulk enzyme production costs have been reduced to approximately $10 per kg, such as cellulase, protease, and so on. It was estimated that enzyme costs in cell-free biosystems would be minimal (e.g., $0.01/kg product) when all enzymes have TTN values of 107–108 [5], [12]. Although free PGI only was not stable enough for meeting the above TTN thresholds, PGI mixed with the other enzymes had TTN value of more than 109 mole of product per mole of PGI, suggesting that there was no further efforts for stabilizing free PGI under their reaction conditions (e.g., 617 mg/L enzyme containing 5000 U/L TIM, 1000 U/L ALD, 1000 U/L FBP and 1000 U/L PGI) [7], [12].
In conclusion, simple low-cost purification method of thermophilic enzymes (i.e., TIM and ALD) was studied by a combination of heat treatment and ammonium sulfate precipitation. The free PGI was not stable while its stability was greatly enhanced in the presence of other enzymes possibly due to in vitro macromolecule crowding effects. This synergic stability effect induced by a number of enzymes could be very useful in cell-free biosystems for biomanufacturing.
Funding Statement
This work was supported by the Biological Systems Engineering Department of Virginia Tech, and partially supported Shell by GameChanger Program, the CALS Biodesign and Bioprocessing Research Center, and NSF SBIR I grant to PZ. SM was partially supported by the ICTAS Scholar Program. The funders had no role in study design, data collection and analysis, decision to publish, or preparation of the manuscript.
References
- 1. Benner SA, Sismour AM (2005) Synthetic biology. Nat Rev Genet 6: 533–543. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 2. Zhang Y-HP (2010) Production of biocommodities and bioelectricity by cell-free synthetic enzymatic pathway biotransformations: Challenges and opportunities. Biotechnol Bioeng 105: 663–677. [DOI] [PubMed] [Google Scholar]
- 3. Forster AC, Church GM (2007) Synthetic biology projects in vitro. Genome Res 17: 1–6. [DOI] [PubMed] [Google Scholar]
- 4. Meyer A, Pellaux R, Panke S (2007) Bioengineering novel in vitro metabolic pathways using synthetic biology. Curr Opin Microbiol 10: 246–253. [DOI] [PubMed] [Google Scholar]
- 5. Zhang Y-HP, Sun J-B, Zhong J-J (2010) Biofuel production by in vitro synthetic pathway transformation. Curr Opin Biotechnol 21: 663–669. [DOI] [PubMed] [Google Scholar]
- 6. Zhang Y-HP, Evans BR, Mielenz JR, Hopkins RC, Adams MWW (2007) High-yield hydrogen production from starch and water by a synthetic enzymatic pathway. PLoS One 2: e456. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 7. Ye X, Wang Y, Hopkins RC, Adams MWW, Evans BR, et al. (2009) Spontaneous high-yield production of hydrogen from cellulosic materials and water catalyzed by enzyme cocktails. ChemSusChem 2: 149–152. [DOI] [PubMed] [Google Scholar]
- 8.del Campo JSM, Rollin J, Myung S, Chun Y, Chandrayan S, et al.. (2013) High-Yield Production of Dihydrogen from Xylose by Using a Synthetic Enzyme Cascade in a Cell-Free System. Angew Chem Int Ed: DOI: 10.1002/ange.201300766. [DOI] [PubMed]
- 9. Guterl J-K, Garbe D, Carsten J, Steffler F, Sommer B, et al. (2012) Cell-free metabolic engineering - Production of chemicals via minimized reaction cascades. ChemSusChem 5: 2165–2172. [DOI] [PubMed] [Google Scholar]
- 10. Ye X, Honda K, Sakai T, Okano K, Omasa T, et al. (2012) Synthetic metabolic engineering-a novel, simple technology for designing a chimeric metabolic pathway. Microb Cell Fact 11: 120. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 11. Ye X, Honda K, Morimoto Y, Okano K, Ohtake H (2013) Direct conversion of glucose to malate by synthetic metabolic engineering. J Biotechnol 164: 34–40. [DOI] [PubMed] [Google Scholar]
- 12. Wang Y, Huang W, Sathitsuksanoh N, Zhu Z, Zhang Y-HP (2011) Biohydrogenation from biomass sugar mediated by in vitro synthetic enzymatic pathways. Chem Biol 18: 372–380. [DOI] [PubMed] [Google Scholar]
- 13. Swartz JR (2011) Transforming biochemical engineering with cell-free biology. AIChE J 58: 5–13. [Google Scholar]
- 14. Tong XD, El-Zahab B, Zhao XY, Liu YY, Wang P (2011) Enzymatic Synthesis of L-Lactic Acid From Carbon Dioxide and Ethanol With an Inherent Cofactor Regeneration Cycle. Biotechnol Bioeng 108: 465–469. [DOI] [PubMed] [Google Scholar]
- 15. Zhang Y-HP, Huang W-D (2012) Constructing the electricity-carbohydrate-hydrogen cycle for a sustainability revolution. Trends Biotechnol 30: 301–306. [DOI] [PubMed] [Google Scholar]
- 16. Zhu ZG, Sun F, Zhang X, Zhang Y-HP (2012) Deep oxidation of glucose in enzymatic fuel cells through a synthetic enzymatic pathway containing a cascade of two thermostable dehydrogenases. Biosens Bioelectron 36: 110–115. [DOI] [PubMed] [Google Scholar]
- 17. Xu S, Minteer SD (2011) Enzymatic Biofuel Cell for Oxidation of Glucose to CO2 . ACS Catal 1: 91–94. [Google Scholar]
- 18. Adams MWW, Kelly RM (1998) Finding and using hyperthermophilic enzymes. Trends Biotechnol 16: 329–332. [DOI] [PubMed] [Google Scholar]
- 19. Wang Y, Zhang YHP (2010) A highly active phosphoglucomutase from Clostridium thermocellum: cloning, purification, characterization and enhanced thermostability. J Appl Microbiol 108: 39–46. [DOI] [PubMed] [Google Scholar]
- 20. Sun FF, Zhang XZ, Myung S, Zhang YHP (2012) Thermophilic Thermotoga maritima ribose-5-phosphate isomerase RpiB: Optimized heat treatment purification and basic characterization. Protein Expres Purif 82: 302–307. [DOI] [PubMed] [Google Scholar]
- 21. Wang Y, Zhang Y-HP (2009) Overexpression and simple purification of the Thermotoga maritima 6-phosphogluconate dehydrogenase in Escherichia coli and its application for NADPH regeneration. Microb Cell Fact 8: 30. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 22. Myung S, Wang Y, Zhang YHP (2010) Fructose-1,6-bisphosphatase from a hyper-thermophilic bacterium Thermotoga maritima: Characterization, metabolite stability, and its implications. Process Biochem 45: 1882–1887. [Google Scholar]
- 23. Iyer RB, Wang JQ, Bachas LG (2002) Cloning, expression, and characterization of the gsdA gene encoding thermophilic glucose-6-phosphate dehydrogenase from Aquifex aeolicus. Extremophiles 6: 283–289. [DOI] [PubMed] [Google Scholar]
- 24. You C, Zhang Y-HP (2013) Self-assembly of synthetic metabolons through synthetic protein scaffolds: one-step purification, co-immobilization, and substrate channeling. ACS Syn Biol 2: 102–110. [DOI] [PubMed] [Google Scholar]
- 25. Banki MR, Feng L, Wood DW (2005) Simple bioseparations using self-cleaving elastin-like polypeptide tags. Nat Methods 2: 659–662. [DOI] [PubMed] [Google Scholar]
- 26. Myung S, Zhang XZ, Zhang YHP (2011) Ultra-Stable Phosphoglucose Isomerase Through Immobilization of Cellulose-Binding Module-Tagged Thermophilic Enzyme on Low-Cost High-Capacity Cellulosic Adsorbent. Biotechnol Progr 27: 969–975. [DOI] [PubMed] [Google Scholar]
- 27. Zhang Y-HP (2011) Substrate channeling and enzyme complexes for biotechnological applications. Biotechnol Adv 29: 715–725. [DOI] [PubMed] [Google Scholar]
- 28. Ellis RJ (2001) Macromolecular crowding: obvious but underappreciated. Trends Biochem Sci 26: 597–604. [DOI] [PubMed] [Google Scholar]
- 29. Zhang Y-HP, Myung S, You C, Zhu ZG, Rollin J (2011) Toward low-cost biomanufacturing through cell-free synthetic biology: bottom-up design. J Mater Chem 21: 18877–18886. [Google Scholar]
- 30. Huang SY, Zhang Y-HP, Zhong JJ (2012) A thermostable recombinant transaldolase with high activity over a broad pH range. Appl Microbiol Biotechnol 93: 2403–2410. [DOI] [PubMed] [Google Scholar]
- 31. You C, Myung S, Zhang Y-HP (2012) Facilitated substrate channeling in a self-assembled trifunctional enzyme complex. Angew Chem Int Ed 51: 8787–8790. [DOI] [PubMed] [Google Scholar]
- 32. Chang BS, Mahoney RR (1995) Enzyme Thermostabilization by Bovine Serum-Albumin and Other Proteins - Evidence for Hydrophobic Interactions. Biotechnol Appl Bioc 22: 203–214. [PubMed] [Google Scholar]
- 33. Gouda MD, Kumar MA, Thakur MS, Karanth NG (2002) Enhancement of operational stability of an enzyme biosensor for glucose and sucrose using protein based stabilizing agents. Biosens Bioelectron 17: 503–507. [DOI] [PubMed] [Google Scholar]
- 34. Bruggink A, Schoevaart R, Kieboom T (2003) Concepts of nature in organic synthesis: Cascade catalysis and multistep conversions in concert. Org Process Res Dev 7: 622–640. [Google Scholar]
- 35. Cao L, Langen Lv, Sheldon RA (2003) Immobilised enzymes: carrier-bound or carrier-free? Curr Opin Biotechnol 14: 387–394. [DOI] [PubMed] [Google Scholar]
- 36.Shuler M, Kargi F (2001) Bioprocess Engineering: Basic Concepts (2nd Ed.). Englewood Cliffs, NJ: Prentice-Hall. [Google Scholar]
- 37. Rogers TA, Bommarius AS (2010) Utilizing simple biochemical measurements to predict lifetime output of biocatalysts in continuous isothermal processes. Chem Eng Sci 65: 2118–2124. [DOI] [PMC free article] [PubMed] [Google Scholar]