Skip to main content
Applied and Environmental Microbiology logoLink to Applied and Environmental Microbiology
. 2023 May 22;89(6):e00535-23. doi: 10.1128/aem.00535-23

Efficient Production of Glucaric Acid by Engineered Saccharomyces cerevisiae

Yunying Zhao a,b, Fangyu Zuo a, Quanxian Shu c, Xiaoyan Yang c, Yu Deng a,b,
Editor: Pablo Ivan Nikeld
PMCID: PMC10304745  PMID: 37212714

ABSTRACT

Glucaric acid is a valuable chemical with applications in the detergent, polymer, pharmaceutical and food industries. In this study, two key enzymes for glucaric acid biosynthesis, MIOX4 (myo-inositol oxygenase) and Udh (uronate dehydrogenase), were fused and expressed with different peptide linkers. It was found that a strain harboring the fusion protein MIOX4-Udh linked by the peptide (EA3K)3 produced the highest glucaric acid titer and thereby resulted in glucaric acid production that was 5.7-fold higher than that of the free enzymes. Next, the fusion protein MIOX4-Udh linked by (EA3K)3 was integrated into delta sequence sites of the Saccharomyces cerevisiae opi1 mutant, and a strain, GA16, that produced a glucaric acid titer of 4.9 g/L in a shake flask fermentation was identified by a high-throughput screening method using an Escherichia coli glucaric acid biosensor. Strain improvement by further engineering was performed to regulate the metabolic flux of myo-inositol to increase the supply of glucaric acid precursors. The downregulation of ZWF1 and the overexpression of INM1 and ITR1 increased glucaric acid production significantly, and glucaric acid production was increased to 8.49 g/L in the final strain GA-ZII in a shake flask fermentation. Finally, in a 5-L bioreactor, GA-ZII produced a glucaric acid titer of 15.6 g/L through fed-batch fermentation.

IMPORTANCE Glucaric acid is a value-added dicarboxylic acid that was synthesized mainly through the oxidation of glucose chemically. Due to the problems of the low selectivity, by-products, and highly polluting waste of this process, producing glucaric acid biologically has attracted great attention. The activity of key enzymes and the intracellular myo-inositol level were both rate-limiting factors for glucaric acid biosynthesis. To increase glucaric acid production, this work improved the activity of the key enzymes in the glucaric acid biosynthetic pathway through the expression of a fusion of Arabidopsis thaliana MIOX4 and Pseudomonas syringae Udh as well as a delta sequence-based integration. Furthermore, intracellular myo-inositol flux was optimized by a series of metabolic strategies to increase the myo-inositol supply, which improved glucaric acid production to a higher level. This study provided a way for constructing a glucaric acid-producing strain with good synthetic performance, making glucaric acid production biologically in yeast cells much more competitive.

KEYWORDS: d-glucaric acid, Saccharomyces cerevisiae, metabolic engineering, myo-inositol, biosensor

INTRODUCTION

Glucaric acid (GA) was classified as “one of the top 12 value-added chemicals from biomass” in 2004 (1). As a naturally produced aldaric acid, glucaric acid can be found in many types of fruits and vegetables as well as in mammalian tissues (2). Glucaric acid has diverse applications in the detergent, polymer, pharmaceutical and food industries (35). The dicarboxylic acid structure makes glucaric acid a useful bioderived precursor for adipic acid (6), hydroxylated nylons, and other ester/amide polymers (1, 7). Glucaric acid is synthesized mainly through the oxidation of glucose by using nitric acid as the oxidizing agent, which is a nonselective process and produces many by-products and highly polluting waste (8). Additionally, the extraction of glucaric acid from plants is uneconomical due to its low concentration. Therefore, it is highly desirable to produce glucaric acid by a biological method such as microbial fermentation.

There are two main ways to synthesize glucaric acid biosynthetically: one is to introduce heterologous glucaric acid synthesis pathways into Escherichia coli or yeast cells, and the other is to use multiple-enzyme biocatalytic methods in vitro (Table 1). The glucaric acid biosynthetic pathway was first constructed successfully in E. coli by introducing three heterologous enzymes, i.e., Ino1 (myo-inositol-1-phosphate synthase) from Saccharomyces cerevisiae (converts glucose to myo-inositol), MIOX (myo-inositol oxygenase) from mouse (oxidizes myo-inositol to glucuronic acid), and Udh (uronate dehydrogenase) from Pseudomonas syringae (oxidizes glucuronic to glucaric acid), producing 1.13 g/L glucaric acid from glucose (9). The glucaric acid titer was increased by 42% after the knockdown of the phosphofructokinase (Pfk) activity (10). By the colocalization of the three heterologous enzymes using modular and synthetic scaffolds, the glucaric acid titer was increased to 2.5 g/L, from glucose and myo-inositol (11). To further improve glucaric acid production, four genes, zwf, pgi, uxaC, and gudD, which encode glucose-6-phosphate dehydrogenase, phosphoglucose isomerase, uronate isomerase, and glucarate dehydratase, respectively, were deleted, and the glucaric acid titer reached 4.85 g/L, from glucose and myo-inositol (12, 13). Another glucaric acid synthesis pathway, starting from sucrose, was constructed by expressing three enzymes, i.e., sucrose permease (CscB), invertase (CscA), and d-fructokinase (CscK), in E. coli BL21(DE3), which produced 1.42 g/L glucaric acid from sucrose (14). The highest glucaric acid titer reached 5.35 g/L, from glucose and glycerol, by combining the strategies of glucaric acid synthetic pathway fine-tuning and cofactor regeneration (6).

TABLE 1.

Titers of glucaric acid in different host cells

Host Pathways or genes Level of production (g/L) Carbon source(s) Reference
E. coli BL21 Star(DE3) INO1, mMIOX, udh 1.13 Glucose 9
E. coli BL21 Star (DE3) INO1, mMIOX, udh 1.42 Sucrose 14
E. coli MG1655(DE3) INO1, mMIOX, udh 1.56 Glucose 10
S. cerevisiae CEN.PK2-1 mMIOX, udh 1.6 Glucose, myo-inositol 15
S. cerevisiae CEN.PK2-1 tmMIOX, udh 1.76 Glucose, myo-inositol 36
E. coli BL21 Star(DE3) INO1, mMIOX, udh 2.5 Glucose 11
E. coli cell-free lysate mMIOX, udh 3.0 Glucose-1-phosphate 26
E. coli MG1655(DE3) INO1, SUMO-mMIOX, udh 4.85 myo-Inositol 12
E. coli BL21 Star(DE3) AtMIOX, udh 5.35 Glucose, glycerol 6
S. cerevisiae BY4471 AtMIOX, udh 6.0 Glucose, myo-inositol 20
P. pastoris GS115 mMIOX, udh 6.61 Glucose, myo-inositol 21
E. coli cell-free lysate mMIOX, udh 7.3 Sucrose 23
S. cerevisiae BY4471 AtMIOX, udh 10.6 Glucose, myo-inositol 22
S. cerevisiae INVSc1 AtMIOX, udh 11.21 Glucose, myo-inositol 19
S. cerevisiae BY4471 AtMIOX, udh 15.6 Glucose, myo-inositol This study

It appears that both high MIOX activity and myo-inositol flux are essential for high-level glucaric acid production (15). Unlike E. coli, yeasts can biosynthesize myo-inositol from glucose and absorb extracellular myo-inositol using specific transporters (1618), so yeasts should be more suitable for glucaric acid production than E. coli. Recently, glucaric acid biosynthetic pathways have been successfully constructed in S. cerevisiae (15, 19, 20) and Pichia pastoris (21), which produced 1.6 and 6.61 g/L glucaric acid, respectively. Previously, we constructed the Bga-3 strain of S. cerevisiae by integrating the Arabidopsis thaliana miox4 gene and the P. syringae udh gene into the delta sequence site of an opi1 mutant, which produced 6 g/L glucaric acid (20). The addition of MgCl2 to the fermentation medium increased the glucaric acid titer to 10.6 g/L (22). These findings indicate that yeast cells are much better producers of glucaric acid than E. coli cells.

An alternative to in vivo glucaric acid biosynthesis is the in vitro application of isolated enzymes. The first cell-free multienzyme system for the production of glucaric acid combined 7 enzymes, sucrose phosphorylase (SP), phosphoglucomutase (PGM), myo-inositol-1-phosphate synthase (MIPS), myo-inositol monophosphatase (IMPase), MIOX, Udh, and NADH oxidase (NOX), which formed a multienzyme cascade system to convert 17 g/L sucrose to 7.3 g/L glucaric acid (23). In other studies, hemicellulose and hardwood xylan were used as the substrates to produce glucaric acid by an in vitro multienzyme system (24, 25), and an immobilized multienzyme system was constructed, achieving 1.7 g/L glucaric acid from glucose-1-phosphate (26).

In this study, Arabidopsis thaliana MIOX4 (AtMIOX4) and P. syringae Udh were fused using 13 different peptide linkers and expressed in S. cerevisiae to determine the best MIOX4-Udh fusion protein for high-level glucaric acid production. The efficiency of the pathway was further increased by integrating the MIOX4-Udh fusion protein into the delta sites of the S. cerevisiae genome. Engineered strains with the highest levels of glucaric acid production were obtained using the E. coli glucaric acid-responsive biosensor. The myo-inositol supply was also improved by a series of metabolic strategies to increase glucaric acid production (Fig. 1), and strain GA-ZII, capable of producing 15.8 g/L glucaric acid, was developed.

FIG 1.

FIG 1

The glucaric acid pathway in S. cerevisiae and metabolic strategies for improving its production. TCA, tricarboxylic acid; PP, pentose phosphate; Hxt, hexose transporter; Hxk, hexokinase; Ino1, myo-inositol-3-phosphate synthase; Inm, myo-inositol monophosphatase; MIOX4, myo-inositol oxygenase from Arabidopsis thaliana; Udh, urinate dehydrogenase from P. syringae; ITR, myo-inositol transporter; Ty, transponson yeast.

RESULTS

Fusional expression of AtMIOX and Udh to increase glucaric acid production.

To optimize the glucaric acid-producing pathway by increasing the catalytic efficiency of AtMIOX and Udh, AtMIOX and Udh were fused with 13 different peptide linkers by overlap extension PCR (Fig. 2A; see also Fig. S1 in the supplemental material), and they were then integrated into the OPI1 promoter of the S. cerevisiae opi1 mutant. Both the free enzymes and directly fused MIOX4 and Udh, without a linker, were used as negative controls. The shake flask fermentation results indicated that strains expressing the fusion protein MIOX4-Udh linked by the peptides GSG(EAAAK)2, (PT)7P, and (EA3K)3 (linkers F, K, and N, respectively) significantly increased the accumulation of glucuronic acid compared with the two control strains (Fig. 2B). Specifically, the level of glucuronic acid production by the strain expressing MIOX4-Udh linked by (EA3K)3 reached 1.46 g/L, 5.7 times higher than that of the strain expressing the unlinked enzymes and 4.2 times higher than that of the strain expressing MIOX4-Udh fused without a linker. This indicates that the fusion of AtMIOX and Udh with an appropriate linker peptide can increase glucuronic acid production and that the catalytic activities of MIOX and Udh are rate-limiting factors for the production of glucaric acid.

FIG 2.

FIG 2

Effects of the expression of the MIOX4-Udh fusion protein linked by different peptides on glucaric acid production. (A) Structure of the MIOX4-Udh fusion protein with 13 different linkers. (B) Shaken-flask fermentation results for strains harboring the MIOX4-Udh fusion protein listed in panel A. All experiments were performed in triplicate, and the error bars represent the means ± standard deviations.

Increasing glucaric acid production by the delta sequence-based integration of the fusion protein MIOX4-(EA3K)3-Udh.

To increase the expression level of the fusion protein MIOX4-(EA3K)3-Udh, the proteins were integrated into the delta sites of the S. cerevisiae genome (Fig. 3A) since there are more than 400 delta sequences in the yeast genome (27). After integration, about 1,000 transformant strains were screened for high-level glucaric acid production by 24-well microplate fermentation, followed by a comparison of the relative fluorescence values using the E. coli glucaric acid biosensor (Fig. 3B). The results showed that there were 36 single colonies with a relative green fluorescent protein (GFP) fluorescence value (ratio of the GFP fluorescence to the optical density at 600 nm [OD600]) of >10,000 (Fig. 3B), the best 20 of which were screened by 10-mL shake tube fermentations and determinations of the glucaric acid titer (Fig. 3C). Three colonies, GA4, GA10, and GA16, had glucaric acid titers of >2 g/L, the highest of which was produced by GA16, so it was selected for further studies. It was shown that strain GA16 produced 4.9 g/L of glucaric acid in a 50-mL shake flask fermentation (Fig. 4A), which was 28.9% higher than the level produced by the previously constructed Bga-3 strain (20).

FIG 3.

FIG 3

Screening for strains producing high titers of glucaric acid using the E. coli glucaric acid biosensor. (A) Schematic diagram of the strategy for screening for strains producing high titers of glucaric acid. The glucaric acid-producing strains were obtained by integrating the MIOX4-Udh fusion protein into delta sequence sites of the opi1 mutant and cultured in a 24-well plate. After fermentation, the liquid supernatant was assayed by an E. coli glucaric acid biosensor in a 96-well plate. The strains were selected according to the fluorescence intensity and then cultured in a 10-mL shake tube. Strains with increased glucaric acid titers were selected using an HPLC method and then transferred to a 50-mL shake flask for further fermentation analysis. AU, arbitrary units. (B) Relative fluorescence of ~1,000 transformants selected using the E. coli glucaric acid biosensor. (C) Fermentation results for 20 screened colonies in 10-mL shake tube fermentations. All experiments were performed in triplicate, and the error bars represent the means ± standard deviations.

FIG 4.

FIG 4

Shaken-flask fermentation results for glucaric acid by improving the supply of the myo-inositol precursor. (A and B) Glucaric acid production (A) and growth (B) of strains with downregulated ZWF1 and overexpressed INM1. (C) Glucaric acid and ethanol titers of strains with overexpressed ITR1. (D) Growth and the rest of the myo-inositol in the culture medium of strains with overexpressed ITR1. All experiments were performed in triplicate, and the error bars represent the means ± standard deviations.

Improving the supply of myo-inositol precursors to increase glucaric acid production.

myo-Inositol is the key precursor for glucaric acid and can be synthesized from glucose-6-phosphate by S. cerevisiae. However, in addition to being a myo-inositol precursor, glucose-6-phosphate also plays roles in many other metabolic pathways such as the pentose phosphate pathway and the glycolytic pathway. To increase the accumulation of glucose-6-phosphate, the ZWF1 gene, encoding glucose-6-phosphate dehydrogenase (2830), was downregulated by replacing its promoter with PARP10, according to the RNA sequencing (RNA-seq) results from our previous study (22), in strain GA16 to produce strain GA-Z (Fig. S2). The shake flask fermentation results showed that the glucaric acid titer of GA-Z reached 6.0 g/L, 22.4% higher than that of GA16 (Fig. 4A), indicating that reduced glucose-6-phosphate flux through the pentose phosphate pathway can increase glucaric acid production.

In our previous study, the overexpression of INM1 (encoding inositol monophosphate 1-phosphatase) significantly increased glucaric acid production (22), so INM1 was next overexpressed by replacing its promoter with the constitutive promoter PTDH3 in strain GA-Z to construct strain GA-ZI (Fig. S3). It was shown that the glucaric acid titer was increased to 7.3 g/L in strain GA-ZI by shake flask fermentation, which was 21.7% higher than that of GA-Z (Fig. 4A). In addition, there was no significant difference among the three strains GA16, GA-Z, and GA-ZI in their cell growth rates (Fig. 4B), suggesting that the downregulation of ZWF1 and the overexpression of INM1 did not influence cell growth.

To improve the ability of the engineering strain to take up extracellular inositol and thereby increase the cytosolic myo-inositol precursor concentration, the myo-inositol transporter Itr1 was constitutively expressed by replacing its natural promoter with the constitutive promoter PADH1 in strain GA-ZI to construct GA-ZII from GA-ZI (Fig. S4). After shake flask fermentation, the glucaric acid titer reached 8.5 g/L, 16.4% higher than that of GA-ZI (Fig. 4C). In addition, the level of residual myo-inositol of GA-ZII in the culture medium was significantly lower than that of GA-ZI, indicating that the overexpression of Itr1 increases the uptake of extracellular myo-inositol from the extracellular medium (Fig. 4D). Interestingly, the cell growth rate of GA-ZII was also increased by 27.6% compared with that of GA-ZI, indicating that high cytosolic myo-inositol levels promote yeast cell growth (Fig. 4D).

To confirm the above-described gene regulatory changes, the expression levels of ZWF1, INM1, and ITR1 were compared among GA16, GA-Z, GA-ZI, and GA-ZII by quantitative real-time PCR (qRT-PCR). It was shown that the expression levels of ZWF1 in GA-Z, GA-ZI, and GA-ZII were significantly lower than that in GA16, whereas the expression levels of INM1 in GA-ZI and GA-ZII and ITR1 in GA-ZII were all significantly higher (Fig. 5). These results indicated that the expression levels of ZWF1, INM1, and ITR1 were all crucial for the myo-inositol supply.

FIG 5.

FIG 5

Relative gene expression levels of ZWF1, INM1, and ITR1 in strains GA16, GA-Z, GA-ZI, and GA-ZII. The asterisks show a statistically significant difference at a P value of <0.01. All experiments were performed in triplicate, and the error bars represent the means ± standard deviations.

Production of glucaric acid by fed-batch fermentation in a 5-L bioreactor.

To optimize glucaric acid production, fed-batch fermentation was performed in a 5-L bioreactor with GA-ZII in yeast extract-peptone-dextrose (YPD) medium. Ten grams per liter of glucose was added to the fermentation medium after 24 and 48 h. It was shown that strain GA-ZII produced a maximum glucaric acid titer of 12.3 g/L at 192 h, which was 44.7% higher than that in the shake flask fermentation (Fig. 6A). The by-product ethanol accumulated only in the initial 24 h of fermentation, but it was all metabolized by GA-ZII after 120 h (Fig. 4A). The biomass of GA-ZII peaked at 52.7 (OD600) after 144 h.

FIG 6.

FIG 6

Fed-batch fermentation of strain GA-ZII strain in a 5-L bioreactor. (A) Glucaric acid production, ethanol production, glucose consumption, and growth of strain GA-ZII in YPD medium. Ten grams per liter of glucose was fed at 24 and 48 h. (B) Glucaric acid production, ethanol production, glucose consumption, and growth of strain GA-ZII in YPD medium with 100 mM MgCl2. Ten grams per liter of glucose was fed at 24 and 48 h. The error bars represent the standard deviations from three independent assays.

In our previous study, we found that the addition of MgCl2 could increase both the biomass and the glucaric acid titer (22), so 100 mM MgCl2 was added to the fed-batch fermentation medium. The results showed that the glucaric acid titer was increased to 15.6 g/L at 168 h, which was 26.8% higher than that in the absence of MgCl2 (12.3 g/L), and the fermentation time for the highest glucaric acid yield was reduced by 24 h. The biomass of GA-ZII strain reached above 60 with the addition of 100 mM MgCl2 (Fig. 6B), which was 22% higher than that without MgCl2; the ethanol utilization rate increased; and the ethanol was consumed after 96 h, 24 h earlier than without MgCl2. Overall, the addition of MgCl2 increased the cell growth rate, the rate of reutilization of ethanol, and glucaric acid production.

DISCUSSION

This study aimed to construct an engineered yeast strain that could produce glucaric acid with high efficiency. The two key steps in the glucaric acid pathway are the accumulation of the precursor myo-inositol and the conversion (via glucuronic acid) of myo-inositol to glucaric acid. Here, to increase the efficiency of the conversion of myo-inositol to glucaric acid, the enzymes MIOX4 and Udh, which catalyze this conversion, were fused using 13 different peptide linkers, and the most efficient MIOX4-Udh fusion protein was then selected on the basis of the glucaric acid titer. The most efficient fusion protein was then integrated into multiple delta sites in the genome of the S. cerevisiae opi1 mutant to increase its expression level. In addition, to increase the supply of the precursor myo-inositol, a series of strategies for the metabolic regulation of the glucaric acid pathway was implemented. After the optimization of the fermentation conditions, the engineered strain GA-ZII produced 15.6 g/L glucaric acid after fed-batch fermentation in a 5-L bioreactor.

The activity of MIOX4 is the rate-limiting step of the glucaric acid pathway because of its low stability (15). To enhance the solubility and stability of MIOX, an artificial SUMO (small ubiquitin-related modifier) tag was linked to the N terminus of MIOX in the recombinant E. coli GA-producing strain, increasing glucaric acid production by 1.25-fold compared with wild-type MIOX (12). Recently, it was reported that directed evolution had also been used to investigate highly active mutants of MIOX by high-throughput screening (31, 32). Using a glucaric acid-responsive biosensor, two MIOX mutants, D82Y and S173N, were found to have activities that were 3.8- and 2.7-fold higher, respectively, than that of wild-type MIOX (31). In this study, MIOX4 and Udh were fused using different peptide linkers and coexpressed to increase the efficiency of the conversion of myo-inositol to glucaric acid. The fusion protein MIOX4-Udh, linked by the (EA3K)3 peptide, produced the highest glucaric acid titer, which was 5.7 times higher than those of the mixed separate enzymes. We also found that the expression of the fusion of MIOX4 and Udh with linker F [GSG(EA3K)2] and linker K [(PT)7P] benefited glucaric acid production. It has been reported that poly(G) and S3N10 linkers both had high cleavage rates (33), and the GGGGS linker could improve the specific activity of MIOX when Udh was fused to the N terminus of MIOX (21). However, we found that both the (GGGGS)2 and S3N10 linkers reduced the enzyme activities of MIOX4 and Udh in this study. It has been demonstrated that the degree of stabilization of the (PT)XP linker is positively related to its length (33). Therefore, (PT)7P is the most stable among three the linkers (PT)2P, (PT)4P, and (PT)7P used in this study, which is consistent with our results. The EA3K linker is a rigid unit, and more rigid units in (EA3K)n could form a more helical conformation, which is usually considered a very stable structure due to the many H bonds (34). Here, we found that the fusion protein MIOX4-Udh linked by (EA3K)3 significantly increased the level of glucaric acid production, which was consistent with previous results showing that the linker (EA3K)3 could improve Udh-MIOX activity when Udh was fused to the N terminus of MIOX (21). Our results indicated that a stable peptide linker can elevate the activity of MIOX4 and thus promote glucaric acid production. To further increase the catalytic efficiency, the (EA3K)3-linked MIOX4-Udh fusion protein was integrated into multiple delta sequence sites of the S. cerevisiae opi1 mutant genome. To identify strains producing the highest levels of glucaric acid efficiently, we also developed a high-throughput screening method using the E. coli glucaric acid-responsive biosensor constructed in our previous study (35). In addition, further factors that influence MIOX activity should be addressed in future research; i.e., the catalytic activity of MIOX is source dependent (36) and influenced by the dissolved oxygen (DO) concentration in the fermentation medium (37, 38). Other sources of MIOX and the control of DO may further increase MIOX catalytic activity.

The myo-inositol precursor supply was enhanced by improving the capacity of yeast cells to both synthesize myo-inositol and transport it into the cell from the medium to further increase glucaric acid production. S. cerevisiae cells obtain myo-inositol from two main sources: the de novo conversion of intracellular glucose to myo-inositol (16) and the import of extracellular myo-inositol by inositol transporters (17, 18). Glucose-6-phosphate is the major precursor for myo-inositol biosynthesis, which is first converted to inositol-1-phosphate by Ino1 (inositol phosphate synthase) and then dephosphorylated to myo-inositol by inositol monophosphatases (Inm1p and Inm2p) (39). Therefore, glucaric acid production is highly dependent on the availability of glucose-6-phosphate. However, as an intermediate of important primary metabolic pathways, much of the glucose-6-phosphate pool is diverted to the glycolysis, pentose phosphate, and gluconeogenesis pathways (40). Since the transcription of INO1 is repressed by myo-inositol through the Opi1p repressor and the Ino2p and Ino4p activators (41), the OPI1 gene was deleted in our previous study (20). In this study, to increase the glucose-6-phosphate supply, the ZWF1 gene, encoding glucose-6-phosphate dehydrogenase, which catalyzes the first step of the pentose phosphate pathway (29, 30), was downregulated. The downregulation of ZWF1 significantly increased the glucaric acid titer by redirecting the glucose-6-phosphate flux to myo-inositol production, increasing glucaric acid production by the GA-Z strain by 22.4% compared with the GA16 strain. To increase the glucose-6-phosphate supply and produce more myo-inositol, the INM1 gene, encoding inositol monophosphatase, was overexpressed in yeast cells, and the glucaric acid titer was increased by 21.7% in the GA-ZI strain compared with the GA-Z strain, suggesting the importance of inositol monophosphatase for promoting myo-inositol synthesis and thereby increasing glucaric acid production.

In addition to de novo myo-inositol biosynthesis, yeast cells can also absorb myo-inositol from the fermentation medium via the inositol transporters Itr1 and Itr2 (17, 18). Since Itr1 is the major myo-inositol transporter and its expression is repressed by high cytosolic myo-inositol levels, the ITR1 gene was overexpressed in the GA-ZI strain. Here, 10.8 g/L myo-inositol was added to a shake flask fermentation and a fed-batch fermentation. During shake flask fermentation, about 3.5 g/L myo-inositol was consumed by the GA-ZI strain, which was increased to 4.6 g/L in the GA-ZII strain. At least 6.3 g/L myo-inositol was required to produce 7.3 g/L glucaric acid by the GA-ZI strain, and 7.3 g/L myo-inositol was required to produce 8.5 g/L glucaric acid by the GA-ZII strain in the shake flask fermentation. Here, we suppose that all of the myo-inositol taken from the extracellular culture medium was used to produce glucaric acid. The yields of glucaric acid were 1.167 g/g myo-inositol and 0.107 g/g glucose for the GA-ZI strain and 1.167 g/g myo-inositol and 0.104 g/g glucose for the GA-ZII strain. In fed-batch fermentation, 4.6 g/L myo-inositol was consumed by the GA-ZII strain, which was increased to 5.1 g/L by the GA-ZII strain after the addition of 100 mM MgCl2 to the culture medium. The yields of glucaric acid for the GA-ZII strain were 1.167 g/g myo-inositol and 0.173 g/g glucose without 100 mM MgCl2 and 1.167 g/g myo-inositol and 0.241 g/g glucose with 100 mM MgCl2.

In addition, Itr1 and Itr2 are also regulated at the posttranslational level and are then degraded in the vacuole in response to myo-inositol feedback inhibition (42). Future research could involve engineering Itr1 and/or Itr2 mutants that can transport myo-inositol constitutively, by rational design, or investigating heterologous high-activity myo-inositol transporters that could markedly increase glucaric acid production. In addition, myo-inositol is a sugar-like carbon source and is essential for both intracellular signal transduction and cellular structure (43, 44). It is important to carefully balance the metabolic flux of myo-inositol between primary cellular metabolism and glucaric acid production. Therefore, although a relatively much higher glucaric acid titer was achieved in this study, further research and development have the potential to achieve further increases.

Conclusions.

Here, we constructed a glucaric acid-producing strain by the fusional expression of MIOX4 and Udh1 and integrated the two genes into multiple delta sequences of the yeast genome to increase their expression levels. To improve the supply of the myo-inositol precursor, the strain was metabolically engineered by the downregulation of ZWF1 and the overexpression of INM1 and ITR1. Finally, the inclusion of MgCl2 in the fermentation medium and glucose supplementation during fermentation markedly increased glucaric acid production, and the glucaric acid titer was increased to 15.6 g/L from a fed-batch fermentation.

MATERIALS AND METHODS

Strains and growth conditions.

Yeast cells were shake flask cultured in YPD medium (20 g/L glucose, 20 g/L tryptone, and 10 g/L yeast extract) and synthetic defined (SD) medium [20 g/L glucose; 1.7 g/L yeast nitrogen base; 5 g/L (NH4)2SO4; and an amino acid mixture without uracil, leucine, histidine, or methionine added to 1/10 of the volume] at 30°C at 220 rpm. Agar (2%, wt/vol) was added to solid medium when needed. The E. coli glucaric acid biosensor was cultured in M9 medium (6.78 g/L Na2HPO4, 3 g/L K2HPO4, 0.5 g/L NaCl, 1 g/L NH4Cl, 0.24 g/L MgSO4, 0.1 mmol/L CaCl2, 4 g/L glucose).

For shake flask fermentation, a yeast seed culture was first grown in YPD medium for 16 h at 220 rpm at 30°C, fresh YPD medium (50 mL) containing 10.8 g/L myo-inositol at 5% of the total volume was then added, and the mixture was fermented for 10 days at 220 rpm at 30°C. After 24 and 48 h of fermentation, 5 g/L glucose was added. The concentrations of glucose, glucaric acid, myo-inositol, and ethanol were measured by high-performance liquid chromatography (HPLC) as described previously (20).

Quantitative real-time PCR analysis of gene expression levels.

Strains were first cultured overnight in YPD medium and then inoculated into fresh YPD medium and cultured to an OD600 of 1.2 to 1.5. The hot phenol method was used to extract the total RNA (45), and the first-strand cDNA was synthesized using a SuperRT cDNA synthesis kit (Cw Biotech, China) according to the manufacturer’s instructions. Quantitative real-time PCR (qPCR) was performed using SYBR Premix Ex Taq (Cw Biotech) in a CFX96 Touch real-time PCR detection system (Bio-Rad, Hercules, CA, USA) to determine the relative expression levels of ZWF, ITR1, and INM1, with PGK1 as the reference gene. The results were calculated by the 2−ΔΔCT method (46) using the primers listed in Table S1 in the supplemental material.

Genetic DNA manipulations and strain construction.

To construct the MIOX-Udh fusion protein, 14 Udh-TCYC1 fragments with different linkers (linkers C [GSG], D [GSGGGGS], E [GSGEAAAK], F [GSGEAAAKEAAAK], G [GSGSMGSSSN], H [GGGGSGGGGS], I [PTPTP], J [PTPTPTPTP], K [PTPTPTPTPTPTPTP], L [EAAAK], M [EAAAKEAAAAK], N [EAAAKEAAAKEAAAK], and O [SSSNNNNNNNNNN]) (33, 4750) at the N terminus were fused to the C terminus of the PTEF1-MIOX4 fragment. First, the PTEF1-MIOX4 fragment was amplified from the Bga-3 genome using the primer pair MIOX4-LF and MIOX4-LR, and the 14 Udh-TCYC1 fragments were amplified from the Bga-3 genome using the primers UDH-F0, UDH-F1, UDH-F2, UDH-F3, UDH-F4, UDH-F5, UDH-F6, UDH-F7, UDH-F8, UDH-F9, UDH-F10, UDH-F11, UDH-F12, UDH-F13, and UDH-R (Fig. S1A). The PCR products of the PTEF1-MIOX4 fragment and the 14 Udh-TCYC1 fragments were fused by a sequential PCR method (51) to construct PTEF1-MIOX4-Udh-TCYC1 fragments using the primers MIOX4-LF and TCYC1-(opi1)R (Fig. S1B). The HIS3 fragment was then amplified with the primers HIS3-(opi1)F and HIS3-(opi1)R, using the genome of Bga-3 as a template. Finally, the 14 PTEF1-MIOX4-Udh-TCYC1 fragments and the HIS3 fragment were integrated into the OPI1 promoter region of the BY4741 opi1Δ mutant strain and screened on SD-His agar plates. To integrate the free enzymes of MIOX4 and Udh into the OPI1 promoter region of the BY4741 opi1Δ mutant, the PTEF1-MIOX4-HIS3-Udh-TCYC1 fragment was amplified using primer pair MIOX-TF and TCYC1-(opi1)R (Fig. S1B) and then transformed into the BY4741 opi1Δ mutant strain. The positive integrations were confirmed by PCR using primers UDH-check-F and OPI1-check-R (Fig. S1C). All primers used here are listed in Table S1.

To integrate the optimal MIOX4-Udh fusion protein (fused by linker N) into the delta site of the BY4741 opi1Δ mutant, the delta1-URA3-PTEF1-MIOX4-Udh-TCYC1-delta2 fragment was fused by a sequential PCR method. First, the delta1 fragment was amplified from the Bga-3 genome using primers delta1-F and TADH1-R, and the URA3 fragment was amplified from the pRS316 plasmid (52) using primers URA3-F and URA3-R. The delta1 fragment, the URA3 fragment, and the fused MIOX4-Udh fragment were fused by the sequential PCR method using primers delta1-F and UDH-R3 to obtain the delta1-URA3-PTEF1-MIOX4-Udh-TCYC1-delta2 cassette, which was then transformed into the BY4741 opi1Δ mutant strain by the lithium acetate (LiAc) method and screened on SD-Ura plates. The positive transformants were identified by a high-throughput screening method using the E. coli glucaric acid biosensor constructed in our previous study (35).

To decrease the expression of ZWF1, its natural promoter was replaced by PARP10 by integrating the MET-PARP10 fragment into the promoter region of ZWF1. To obtain the MET-PARP10 fragment, the MET15 and PARP10 fragments were first amplified from the genomes of CEN.PK2-1C and BY4741 using primer pairs MET-F/MET-R and PARP10-F/PARP10-R, respectively (Fig. S2A). Full-length MET15-PARP10 was amplified by the sequential PCR method using primers MET-F and PARP10-R (Fig. S2B) and then transformed into the GA16 strain. The correct integrations were confirmed by PCR using primers PARP10-check-F and ZWF1-check-R (Fig. S2C).

To overexpress INM1 and ITR1, their natural promoters were replaced by PTDH3 and PADH1 by integrating the LEU2-PTDH3 and HIS3-PADH1 fragments into the promoter regions of INM1 and ITR1, respectively. To construct the LEU2-PTDH3 fragment and the HIS3-PADH1 fragment, LEU2 and HIS3 were first amplified from plasmids pHAC181 and pRS313 (53) using primer pairs LEU2-F/R and HIS3-F/R, respectively. The TDH3 and ADH1 promoters were amplified from the BY4741 genome using primer pairs PTDH3-F/R and PADH1-F/R, respectively (Fig. S3A and Fig. S4A). The LEU2-PTDH3 and HIS3-PADH1 cassettes were then obtained by fusing LEU2 with PTDH3 and by fusing HIS3 with PADH1 by the sequential PCR method using primer pairs LEU2-F/PTDH3-R and HIS3-F/PADH1-R, respectively (Fig. S3B and Fig. S4B). The LEU2-PTDH3 cassette was transformed into the GA-Z strain, and the correct integration was confirmed by PCR using primers PTDH3-check-F and INM1-check-R (Fig. S3C). The HIS3-PADH1 cassette was then transformed into the GA-ZI strain to construct the GA-ZII strain. The correct transformation was confirmed by PCR using primers PADH1-check-F and ITR1-check-R (Fig. S4C).

Microplate screening using the E. coli glucaric acid biosensor.

The selected transformants were inoculated into YPD medium (2 mL) in 48-well deep microplates with air-permeable lids. The plates were cultured for 12 h at 30°C at 250 rpm to generate the seed cultures, which were then transferred to 24-well deep microplates and incubated for 7 days. After centrifugation at 5,000 rpm for 5 min, the supernatants were retained. To determine GA production using the E. coli glucaric acid biosensor (35), E. coli BL21(DE3) cells containing plasmid R7M10 were cultured in M9 medium and then incubated with the culture supernatants in 96-well deep microtiter plates (Corning Inc., Corning, NY, USA) to an OD600 of 0.6 to 0.8. The fluorescence assays were performed using a plate reader (BioTek, Winooski, VT, USA). The excitation and emission wavelengths were set at 530 nm and 488 nm, respectively. The green fluorescent protein (GFP) fluorescence/OD600 ratio was used to calculate the relative glucaric acid concentration in each culture. The selected strains were then cultured in tubes containing YPD medium (10 mL) (plus 60 mmol/L inositol) for fermentation culture for 7 days. Glucose (5 g/L) was added at 24 and 48 h of fermentation.

Fed-batch fermentation and metabolite analysis.

For seed preparation, the GA-ZII strain was first grown overnight in YPD medium at 30°C at 220 rpm and then transferred into 2.5 L YPD medium supplemented with 10.8 g/L myo-inositol in a 5-L bioreactor. In a previous study, we found that MgCl2 could significantly increase glucaric acid production by improving the cell growth rate and the activity of MIOX4 (22). According to the concentration of MgCl2 used in our previous study, 100 mM MgCl2 was supplemented when fed-batch fermentation was performed. The fermentation conditions were as follows: a temperature of 30°C, a stirring speed of 600 to 800 rpm, an aeration rate of 2 Vessel Volume per Minute, L/min (vvm), and a dissolved oxygen (DO) level of 100%. During fermentation, 10 g/L glucose was fed into the fermentor at 24 and 48 h. At the end of the fermentation, the medium composition was analyzed as described previously (20).

ACKNOWLEDGMENTS

This work was supported by the National Key R&D Program of China (2022YFA0911800), the National Natural Science Foundation of China (21877053), the Distinguished Young Scholars of Jiangsu Province (BK20220089), and the Tianjin Synthetic Biotechnology Innovation Capacity Improvement Project (TSBICIP-KJGG-015).

Footnotes

Supplemental material is available online only.

Supplemental file 1
Supplemental material. Download aem.00535-23-s0001.pdf, PDF file, 0.5 MB (466.1KB, pdf)

Contributor Information

Yu Deng, Email: dengyu@jiangnan.edu.cn.

Pablo Ivan Nikel, Danmarks Tekniske Universitet The Novo Nordisk Foundation Center for Biosustainability.

REFERENCES

  • 1.Werpy TA, Holladay JE, White JF. 2004. Top value added chemicals from biomass, vol I. Results of screening for potential candidates from sugars and synthesis gas. Pacific Northwest National Laboratory, Richland, WA. doi: 10.2172/926125. [DOI] [Google Scholar]
  • 2.Walaszek Z, Szemraj J, Hanausek M, Adams AK, Sherman U. 1996. d-Glucaric acid content of various fruits and vegetables and cholesterol-lowering effects of dietary d-glucarate in the rat. Nutr Res 16:673–681. doi: 10.1016/0271-5317(96)00045-0. [DOI] [Google Scholar]
  • 3.Singh J, Gupta KP. 2007. Induction of apoptosis by calcium D-glucarate in 7,12-dimethyl benz [a] anthracene-exposed mouse skin. J Environ Pathol Toxicol Oncol 26:63–73. doi: 10.1615/jenvironpatholtoxicoloncol.v26.i1.70. [DOI] [PubMed] [Google Scholar]
  • 4.Kiely DE, Chen L, Lin TH. 1994. Hydroxylated nylons based on unprotected esterified d-glucaric acid by simple condensation reactions. J Am Chem Soc 116:571–578. doi: 10.1021/ja00081a018. [DOI] [Google Scholar]
  • 5.Mehtio T, Toivari M, Wiebe MG, Harlin A, Penttila M, Koivula A. 2016. Production and applications of carbohydrate-derived sugar acids as generic biobased chemicals. Crit Rev Biotechnol 36:904–916. doi: 10.3109/07388551.2015.1060189. [DOI] [PubMed] [Google Scholar]
  • 6.Su H-H, Peng F, Ou X-Y, Zeng Y-J, Zong M-H, Lou W-Y. 2020. Combinatorial synthetic pathway fine-tuning and cofactor regeneration for metabolic engineering of Escherichia coli significantly improve production of D-glucaric acid. N Biotechnol 59:51–58. doi: 10.1016/j.nbt.2020.03.004. [DOI] [PubMed] [Google Scholar]
  • 7.Parthasarathy A, Pierik AJ, Kahnt J, Zelder O, Buckel W. 2011. Substrate specificity of 2-hydroxyglutaryl-CoA dehydratase from Clostridium symbiosum: toward a bio-based production of adipic acid. Biochemistry 50:3540–3550. doi: 10.1021/bi1020056. [DOI] [PubMed] [Google Scholar]
  • 8.Smith TN, Hash K, Davey CL, Mills H, Williams H, Kiely DE. 2012. Modifications in the nitric acid oxidation of D-glucose. Carbohydr Res 350:6–13. doi: 10.1016/j.carres.2011.12.024. [DOI] [PubMed] [Google Scholar]
  • 9.Moon TS, Yoon S-H, Lanza AM, Roy-Mayhew JD, Prather KLJ. 2009. Production of glucaric acid from a synthetic pathway in recombinant Escherichia coli. Appl Environ Microbiol 75:589–595. doi: 10.1128/AEM.00973-08. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 10.Reizman IMB, Stenger AR, Reisch CR, Gupta A, Connors NC, Prather KLJ. 2015. Improvement of glucaric acid production in E. coli via dynamic control of metabolic fluxes. Metab Eng Commun 2:109–116. doi: 10.1016/j.meteno.2015.09.002. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 11.Moon TS, Dueber JE, Shiue E, Prather KLJ. 2010. Use of modular, synthetic scaffolds for improved production of glucaric acid in engineered E. coli. Metab Eng 12:298–305. doi: 10.1016/j.ymben.2010.01.003. [DOI] [PubMed] [Google Scholar]
  • 12.Shiue E, Prather KLJ. 2014. Improving D-glucaric acid production from myo-inositol in E. coli by increasing MIOX stability and myo-inositol transport. Metab Eng 22:22–31. doi: 10.1016/j.ymben.2013.12.002. [DOI] [PubMed] [Google Scholar]
  • 13.Shiue E, Brockman IM, Prather KLJ. 2015. Improving product yields on D-glucose in Escherichia coli via knockout of pgi and zwf and feeding of supplemental carbon sources. Biotechnol Bioeng 112:579–587. doi: 10.1002/bit.25470. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 14.Qu Y-N, Yan H-J, Guo Q, Li J-L, Ruan Y-C, Yue X-Z, Zheng W-X, Tan T-W, Fan L-H. 2018. Biosynthesis of D-glucaric acid from sucrose with routed carbon distribution in metabolically engineered Escherichia coli. Metab Eng 47:393–400. doi: 10.1016/j.ymben.2018.04.020. [DOI] [PubMed] [Google Scholar]
  • 15.Gupta A, Hicks MA, Manchester SP, Prather KLJ. 2016. Porting the synthetic D-glucaric acid pathway from Escherichia coli to Saccharomyces cerevisiae. Biotechnol J 11:1201–1208. doi: 10.1002/biot.201500563. [DOI] [PubMed] [Google Scholar]
  • 16.Reynolds TB. 2009. Strategies for acquiring the phospholipid metabolite inositol in pathogenic bacteria, fungi and protozoa: making it and taking it. Microbiology (Reading) 155:1386–1396. doi: 10.1099/mic.0.025718-0. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 17.Nikawa J, Tsukagoshi Y, Yamashita S. 1991. Isolation and characterization of two distinct myo-inositol transporter genes of Saccharomyces cerevisiae. J Biol Chem 266:11184–11191. doi: 10.1016/S0021-9258(18)99146-5. [DOI] [PubMed] [Google Scholar]
  • 18.Nikawa J, Hosaka K, Yamashita S. 1993. Differential regulation of two myo-inositol transporter genes of Saccharomyces cerevisiae. Mol Microbiol 10:955–961. doi: 10.1111/j.1365-2958.1993.tb00967.x. [DOI] [PubMed] [Google Scholar]
  • 19.Li C, Lin X, Ling X, Li S, Fang H. 2021. Consolidated bioprocessing of lignocellulose for production of glucaric acid by an artificial microbial consortium. Biotechnol Biofuels 14:110. doi: 10.1186/s13068-021-01961-7. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 20.Chen N, Wang J, Zhao Y, Deng Y. 2018. Metabolic engineering of Saccharomyces cerevisiae for efficient production of glucaric acid at high titer. Microb Cell Fact 17:67. doi: 10.1186/s12934-018-0914-y. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 21.Liu Y, Gong X, Wang C, Du G, Chen J, Kang Z. 2016. Production of glucaric acid from myo-inositol in engineered Pichia pastoris. Enzyme Microb Technol 91:8–16. doi: 10.1016/j.enzmictec.2016.05.009. [DOI] [PubMed] [Google Scholar]
  • 22.Zhao Y, Li J, Su R, Liu Y, Wang J, Deng Y. 2021. Effect of magnesium ions on glucaric acid production in the engineered Saccharomyces cerevisiae. J Biotechnol 332:61–71. doi: 10.1016/j.jbiotec.2021.03.020. [DOI] [PubMed] [Google Scholar]
  • 23.Su H-H, Guo Z-W, Wu X-L, Xu P, Li N, Zong M-H, Lou W-Y. 2019. Efficient bioconversion of sucrose to high-value-added glucaric acid by in vitro metabolic engineering. ChemSusChem 12:2278–2285. doi: 10.1002/cssc.201900185. [DOI] [PubMed] [Google Scholar]
  • 24.Lee CC, Kibblewhite RE, Paavola CD, Orts WJ, Wagschal K. 2016. Production of glucaric acid from hemicellulose substrate by rosettasome enzyme assemblies. Mol Biotechnol 58:489–496. doi: 10.1007/s12033-016-9945-y. [DOI] [PubMed] [Google Scholar]
  • 25.Vuong TV, Master ER. 2020. Enzymatic production of 4-O-methyl d-glucaric acid from hardwood xylan. Biotechnol Biofuels 13:51. doi: 10.1186/s13068-020-01691-2. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 26.Petroll K, Care A, Bergquist PL, Sunna A. 2020. A novel framework for the cell-free enzymatic production of glucaric acid. Metab Eng 57:162–173. doi: 10.1016/j.ymben.2019.11.003. [DOI] [PubMed] [Google Scholar]
  • 27.Lee FWF, Da Silva NA. 1997. Improved efficiency and stability of multiple cloned gene insertions at the δ sequences of Saccharomyces cerevisiae. Appl Microbiol Biotechnol 48:339–345. doi: 10.1007/s002530051059. [DOI] [PubMed] [Google Scholar]
  • 28.Huh W-K, Falvo JV, Gerke LC, Carroll AS, Howson RW, Weissman JS, O’Shea EK. 2003. Global analysis of protein localization in budding yeast. Nature 425:686–691. doi: 10.1038/nature02026. [DOI] [PubMed] [Google Scholar]
  • 29.Jarori GK, Maitra PK. 1991. Nature of primary product(s) of D-glucose 6-phosphate dehydrogenase reaction. 13C and 31P NMR study. FEBS Lett 278:247–251. doi: 10.1016/0014-5793(91)80127-o. [DOI] [PubMed] [Google Scholar]
  • 30.Nogae I, Johnston M. 1990. Isolation and characterization of the ZWF1 gene of Saccharomyces cerevisiae, encoding glucose-6-phosphate dehydrogenase. Gene 96:161–169. doi: 10.1016/0378-1119(90)90248-p. [DOI] [PubMed] [Google Scholar]
  • 31.Zheng S, Hou J, Zhou Y, Fang H, Wang T-T, Liu F, Wang F-S, Sheng J-Z. 2018. One-pot two-strain system based on glucaric acid biosensor for rapid screening of myo-inositol oxygenase mutations and glucaric acid production in recombinant cells. Metab Eng 49:212–219. doi: 10.1016/j.ymben.2018.08.005. [DOI] [PubMed] [Google Scholar]
  • 32.Rogers JK, Guzman CD, Taylor ND, Raman S, Anderson K, Church GM. 2015. Synthetic biosensors for precise gene control and real-time monitoring of metabolites. Nucleic Acids Res 43:7648–7660. doi: 10.1093/nar/gkv616. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 33.Kavoosi M, Creagh AL, Kilburn DG, Haynes CA. 2007. Strategy for selecting and characterizing linker peptides for CBM9-tagged fusion proteins expressed in Escherichia coli. Biotechnol Bioeng 98:599–610. doi: 10.1002/bit.21396. [DOI] [PubMed] [Google Scholar]
  • 34.Li G, Huang Z, Zhang C, Dong B-J, Guo R-H, Yue H-W, Yan L-T, Xing X-H. 2016. Construction of a linker library with widely controllable flexibility for fusion protein design. Appl Microbiol Biotechnol 100:215–225. doi: 10.1007/s00253-015-6985-3. [DOI] [PubMed] [Google Scholar]
  • 35.Ding N, Yuan Z, Zhang X, Chen J, Zhou S, Deng Y. 2020. Programmable cross-ribosome-binding sites to fine-tune the dynamic range of transcription factor-based biosensor. Nucleic Acids Res 48:10602–10613. doi: 10.1093/nar/gkaa786. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 36.Marques WL, Anderson LA, Sandoval L, Hicks MA, Prather KLJ. 2020. Sequence-based bioprospecting of myo-inositol oxygenase (Miox) reveals new homologues that increase glucaric acid production in Saccharomyces cerevisiae. Enzyme Microb Technol 140:109623. doi: 10.1016/j.enzmictec.2020.109623. [DOI] [PubMed] [Google Scholar]
  • 37.Wang Q, Zheng H, Tao R, Li Q, Jiang Y, Yang S. 2022. Vitreoscilla hemoglobin enhances the catalytic performance of industrial oxidases in vitro. Appl Microbiol Biotechnol 106:3657–3667. doi: 10.1007/s00253-022-11974-3. [DOI] [PubMed] [Google Scholar]
  • 38.Zhang X, Xu C, Liu Y, Wang J, Zhao Y, Deng Y. 2020. Enhancement of glucaric acid production in Saccharomyces cerevisiae by expressing Vitreoscilla hemoglobin. Biotechnol Lett 42:2169–2178. doi: 10.1007/s10529-020-02966-2. [DOI] [PubMed] [Google Scholar]
  • 39.Donahue TF, Henry SA. 1981. Inositol mutants of Saccharomyces cerevisiae: mapping the ino1 locus and characterizing alleles of the ino1, ino2 and ino4 loci. Genetics 98:491–503. doi: 10.1093/genetics/98.3.491. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 40.Heinisch JJ, Knuesting J, Scheibe R. 2020. Investigation of heterologously expressed glucose-6-phosphate dehydrogenase genes in a yeast zwf1 deletion. Microorganisms 8:546. doi: 10.3390/microorganisms8040546. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 41.Graves JA, Henry SA. 2000. Regulation of the yeast INO1 gene. The products of the INO2, INO4 and OPI1 regulatory genes are not required for repression in response to inositol. Genetics 154:1485–1495. doi: 10.1093/genetics/154.4.1485. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 42.Lai K, McGraw P. 1994. Dual control of inositol transport in Saccharomyces cerevisiae by irreversible inactivation of permease and regulation of permease synthesis by INO2, INO4, and OPI1. J Biol Chem 269:2245–2251. doi: 10.1016/S0021-9258(17)42160-0. [DOI] [PubMed] [Google Scholar]
  • 43.Strahl T, Thorner J. 2007. Synthesis and function of membrane phosphoinositides in budding yeast, Saccharomyces cerevisiae. Biochim Biophys Acta 1771:353–404. doi: 10.1016/j.bbalip.2007.01.015. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 44.Tsui MM, York JD. 2010. Roles of inositol phosphates and inositol pyrophosphates in development, cell signaling and nuclear processes. Adv Enzyme Regul 50:324–337. doi: 10.1016/j.advenzreg.2009.12.002. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 45.Kohrer K, Domdey H. 1991. Preparation of high molecular weight RNA. Methods Enzymol 194:398–405. doi: 10.1016/0076-6879(91)94030-g. [DOI] [PubMed] [Google Scholar]
  • 46.Livak KJ, Schmittgen TD. 2001. Analysis of relative gene expression data using real-time quantitative PCR and the 2(−ΔΔCT) method. Methods 25:402–408. doi: 10.1006/meth.2001.1262. [DOI] [PubMed] [Google Scholar]
  • 47.Chen H, Chen Z, Wu B, Ullah J, Zhang T, Jia J, Wang H, Tan T. 2017. Influences of various peptide linkers on the Thermotoga maritima msb8 nitrilase displayed on the spore surface of Bacillus subtilis. J Mol Microbiol Biotechnol 27:64–71. doi: 10.1159/000454813. [DOI] [PubMed] [Google Scholar]
  • 48.Hofacre A, Yagiz K, Mendoza D, Lopez Espinoza F, Munday AW, Burrascano C, Singer O, Gruber HE, Jolly DJ, Lin AH. 2018. Efficient therapeutic protein expression using retroviral replicating vector with 2a peptide in cancer models. Hum Gene Ther 29:437–451. doi: 10.1089/hum.2017.205. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 49.Hector RE, Mertens JA. 2017. A synthetic hybrid promoter for xylose-regulated control of gene expression in Saccharomyces yeasts. Mol Biotechnol 59:24–33. doi: 10.1007/s12033-016-9991-5. [DOI] [PubMed] [Google Scholar]
  • 50.Park S-W, Jun S-Y, Kim J-S, Kim Y-S. 2021. Engineering of an EpCAM-targeting cyclic peptide to improve the EpCAM-mediated cellular internalization and tumor accumulation of a peptide-fused antibody. Biochem Biophys Res Commun 573:35–41. doi: 10.1016/j.bbrc.2021.08.021. [DOI] [PubMed] [Google Scholar]
  • 51.Zhang P, Ding Y, Liao W, Chen Q, Zhang H, Qi P, He T, Wang J, Deng S, Pan T, Ren H, Pan W. 2013. A simple, universal, efficient PCR-based gene synthesis method: sequential OE-PCR gene synthesis. Gene 524:347–354. doi: 10.1016/j.gene.2013.03.126. [DOI] [PubMed] [Google Scholar]
  • 52.Zhao Y, Yan H, Happeck R, Peiter-Volk T, Xu H, Zhang Y, Peiter E, van Oostende Triplet CV, Whiteway M, Jiang L. 2016. The plasma membrane protein Rch1 is a negative regulator of cytosolic calcium homeostasis and positively regulated by the calcium/calcineurin signaling pathway in budding yeast. Eur J Cell Biol 95:164–174. doi: 10.1016/j.ejcb.2016.01.001. [DOI] [PubMed] [Google Scholar]
  • 53.Zhao Y, Du J, Xiong B, Xu H, Jiang L. 2013. ESCRT components regulate the expression of the ER/Golgi calcium pump gene PMR1 through the Rim101/Nrg1 pathway in budding yeast. J Mol Cell Biol 5:336–344. doi: 10.1093/jmcb/mjt025. [DOI] [PubMed] [Google Scholar]

Associated Data

This section collects any data citations, data availability statements, or supplementary materials included in this article.

Supplementary Materials

Supplemental file 1

Supplemental material. Download aem.00535-23-s0001.pdf, PDF file, 0.5 MB (466.1KB, pdf)


Articles from Applied and Environmental Microbiology are provided here courtesy of American Society for Microbiology (ASM)

RESOURCES