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Proceedings of the National Academy of Sciences of the United States of America logoLink to Proceedings of the National Academy of Sciences of the United States of America
. 2019 Aug 29;116(39):19415–19420. doi: 10.1073/pnas.1900287116

Engineering energetically efficient transport of dicarboxylic acids in yeast Saccharomyces cerevisiae

Behrooz Darbani a, Vratislav Stovicek a, Steven Axel van der Hoek a, Irina Borodina a,1
PMCID: PMC6765260  PMID: 31467169

Significance

The export of organic acids is typically proton or sodium coupled and requires energetic expenditure. Consequently, the cell factories producing organic acids must use part of the carbon feedstock on generating the energy for export, which decreases the overall process yield. Here, we show that organic acids can be exported from yeast cells by voltage-gated anion channels without the use of proton, sodium, or ATP motive force, resulting in more efficient fermentation processes.

Keywords: cell factories, dicarboxylic acids, efflux transporters, Schizosaccharomyces pombe MAE1, SLAC1

Abstract

Biobased C4-dicarboxylic acids are attractive sustainable precursors for polymers and other materials. Commercial scale production of these acids at high titers requires efficient secretion by cell factories. In this study, we characterized 7 dicarboxylic acid transporters in Xenopus oocytes and in Saccharomyces cerevisiae engineered for dicarboxylic acid production. Among the tested transporters, the Mae1(p) from Schizosaccharomyces pombe had the highest activity toward succinic, malic, and fumaric acids and resulted in 3-, 8-, and 5-fold titer increases, respectively, in S. cerevisiae, while not affecting growth, which was in contrast to the tested transporters from the tellurite-resistance/dicarboxylate transporter (TDT) family or the Na+ coupled divalent anion–sodium symporter family. Similar to SpMae1(p), its homolog in Aspergillus carbonarius, AcDct(p), increased the malate titer 12-fold without affecting the growth. Phylogenetic and protein motif analyses mapped SpMae1(p) and AcDct(p) into the voltage-dependent slow-anion channel transporter (SLAC1) clade of transporters, which also include plant Slac1(p) transporters involved in stomata closure. The conserved phenylalanine residue F329 closing the transport pore of SpMae1(p) is essential for the transporter activity. The voltage-dependent SLAC1 transporters do not use proton or Na+ motive force and are, thus, less energetically expensive than the majority of other dicarboxylic acid transporters. Such transporters present a tremendous advantage for organic acid production via fermentation allowing a higher overall product yield.


Microbial cell factories are designed to convert cheap substrates into added-value products, such as fuels, commodity, specialty chemicals, and drugs. It is usually advantageous if the cells efficiently secrete the products into the medium. This minimizes feedback inhibition and toxicity, prevents product degradation, and facilitates downstream processing (1, 2).

Efflux engineering has improved the production of antibiotics griseoviridin and viridogrisein in Streptomyces griseoviridis (3), itaconic acid production in Ustilago vetiveriae and Aspergillus terreus (4, 5), amorphadiene (6), butanol (7), isopentenol (8), and flavins (9) production in Escherichia coli. In yeast S. cerevisiae, there are examples, where improved secretion was engineered for short branched-chain fatty acids (10), ethanol (11, 12), and alkanes (13). Due to the high industrial relevance, the transport of organic acids, particularly dicarboxylic acids, is one of the most studied and yet poorly understood phenomena.

C4-dicarboxylic acids, such as succinic, malic, and fumaric acid, are widely used in food, pharmaceutical, and polymers industries (14). These acids are primarily derived from petroleum and gas, however, recently novel processes for production of succinic and malic acids by fermentation have been commercialized where several processes apply yeast as the cell factory (e.g., Reverdia, BioAmber). To improve the secretion of dicarboxylic acids by the producing cells, various transporters have been expressed in bacteria (1518). In yeasts, the transporter Mae1(p) from malate-utilizing yeast S. pombe was applied to increase the secretion of succinic and malic acids in multiple studies (19, 20). In this study, we uncover the mechanism of action of this transporter and show that it likely belongs to the SLAC1 family, similar to the Slac1(p) transporters in plants that participate in stomatal closure. We hypothesize that the superior performance of SpMae1(p) is likely due to the low energy requirement for organic acids export.

Results

Selection of Candidate Dicarboxylic Acid Transporters.

We examined several candidates of carboxylic acid transporter genes from different organisms (Table 1). We included the Mae1(p) from S. pombe, previously shown to be effective for malate and succinate production in S. cerevisiae (2123) and its homolog in the natural malic acid producer Aspergillus oryzae AoMae1. Interestingly, the AoMAE1 gene is colocalized with the succinyl-CoA ligase gene, involved in the tricarboxylic acid cycle (SI Appendix, Fig. S1). We also selected S. cerevisiae mitochondrial citrate transporter Ctp1(p). From the bacterial transporters, we chose two dicarboxylate transporters EcDcuc(p) and EcDcub(p) from E. coli (17) and a homolog of EcDcub(p), a putative transporter called AsDct(p) from the succinate producer Actinobacillus succinogenes. The genes encoding EcDcuc(p) and EcDcub(p) in E. coli are colocalized with the fumarase B gene and with genes involved in citrate utilization. Finally, we found a putative transporter SLC13(p) that was colocalized with succinyl-CoA synthetase and oxoglutarate dehydrogenase genes in A. succinogenes. The selected 7 transporter candidates were phylogenetically classified into 5 transporter families (Table 1). For Mae1(p) transporters, homologs could be found only in fungi and plant kingdoms, while for the DCU and DCUC families, the homologs were found in animals and fungi but not in plants. Several of the selected transporter genes were adjacent to related pathway genes, and these phenomena can be exploited for transporter function prediction as illustrated previously for secondary metabolites in bacteria and plants (24, 25).

Table 1.

Dicarboxylic acid membrane transporters

Transporter* Transporter Family/Class Homologs
S. cerevisiae Mae1 TDT/2.A.16 Plant
A. oryzae Mae1 TDT/2.A.16 Plant
S. cerevisiae Ctp1 Mitochondrial Carrier/2.A.29 Animal, plant
A. succinogenes Dct DiCarboxylate Uptake/2.A.13 Animal
A. succinogenes Slc13 Divalent anion:Na+ symporter/2.A.47 Animal, plant, Fungi
E. coli Dcub DiCarboxylate uptake/2.A.13 Animal
E. coli Dcuc DiCarboxylate uptakeC/2.A.61 Animal, ungi
*

Sequence accession numbers are provided in SI Appendix, Table S6.

Homologs from other kingdoms, if any, retrieved as the immediate hit from National Center for Biotechnology Information protein blast.

Expression of the Yeast Mitochondrial Membrane Transporter Ctp1(p) in the Plasma Membrane of Xenopus laevis Oocytes.

We used the Xenopus oocytes for functional analysis of the transporters (24). To enable the study of a mitochondrial transporter, we designed a construct for targeting transporters into the plasma membrane. Here, we took advantage of the N-terminal segment of the human calcium release-activated calcium channel Orai1(p) (amino acids 71–246; GenBank: NP_116179). The N-terminal segment is responsible for protein localization in plasma membrane both in native cells and upon expression in Xenopus oocytes (26, 27). We combined the Orai1(p) peptide segment with Gfp(p) or with ScCtp1-Gfp as N-terminal fusions and expressed these constructs in oocytes. The localization was studied by confocal laser scanning microscopy, scanning along the z axis from the surface toward the deep cytosolic space of oocytes (27, 28). The N-tagged variants of Gfp(p) and Ctp1(p) were shown to localize in the plasma membrane of oocytes, while their nontagged variants were expressed in the cytosolic space (Fig. 1A).

Fig. 1.

Fig. 1.

Carboxylic acid transport assays in Xenopus oocytes and S. cerevisiae. (A) The expression of GFP, ScCtp1-GFP, and their N-terminal fusions with the HsOrai1 leader peptide was examined by confocal microscopy, scanning oocytes on the z axis from the most outer surface toward the inner cytoplasmic space. (B) Efflux of carboxylic acids from oocytes. The bars represent the carboxylic acid contents of the medium (means of 3 to 4 biological replicates each involving 20 oocytes with SDs shown as error bars) 3 h after injecting fumarate and citrate into the control (water injected) oocytes with no heterologous transporter and into the oocytes expressing individual candidate transporters. Asterisks mark significant changes in comparison with the control (**P < 0.01, *P < 0.05). The carboxylic acid concentrations in the medium were also examined before metabolite injection (before injection) and after 3 h incubation of oocytes without injecting metabolites (without injection). (C) Time course of metabolite concentrations in the fermentation broth of the transporter-expressing S. cerevisiae strains and the control strain. Error bars show the SDs of 3 biological replicates.

Functional Analysis of the Transporters in Oocytes.

The candidate membrane transporters (Table 1) were subjected to functional analysis upon expression in Xenopus oocytes. Oocytes expressing each of the candidate transporters were injected with citrate and fumarate (estimated internal concentrations of 2 and 1.5 mM, respectively), which could also be converted into succinate and malate through the TCA cycle within oocytes. After incubating the oocytes in a buffer for 3 h, the concentrations of exported dicarboxylic acid were measured by LC-MS. EcDcuc(p), EcDcub(p), AsSlc13(p), and AsDct(p) were able to export citrate (Fig. 1B). SpMae1(p), the most closely related transporter to the Dcu(p) transporters did not show citrate export capability (Fig. 1B). On the other hand, SpMae1(p) was able to export fumarate, succinate, and malate (Fig. 1B). AsDct(p) and ScCtp1(p) fused to the Orai11(p) peptide (Leader-ScCtp1) showed some detectable export of fumarate and malate.

Effect of the Transporters on the Production of C4-Dicarboxylic Acids in S. cerevisiae.

To examine the performance of the carboxylic acid transporters in a yeast cell factory, we expressed them in a S. cerevisiae strain engineered for the production of C4-dicarboxylic acids. The strain was created based on the evolved pyruvate decarboxylase-deficient strain (29) in which we overexpressed the native cytosolic pyruvate carboxylases Pyc1(p) and Pyc2(p) and malate dehydrogenase without the peroxisomal targeting signal (Mdh3[p]ΔSKL) to retain it in the cytosol (30). This engineered strain was able to produce up to 0.5 and 0.8 g/L of extracellular malate and succinate, respectively (Fig. 1C). To enhance the efflux, we additionally expressed the most efficient transporters determined in the Xenopus oocyte screen: SpMae1(p), ScCtp1(p), AsDct(p), and AsSlc13(p) (Fig. 1B). In agreement with the oocyte assays, it was again the SpMae1(p) showing the highest transport rate (Fig. 1C). We found up to an 8-fold increase (4.3 g/L) in the malate titer upon expression of SpMae1 (Fig. 1C). The titer of succinate and fumarate also increased to 2.6 g/L (3-fold increase) and 0.33 g/L (5-fold increase), respectively (Fig. 1C). As expected, expression of ScCtp1(p), AsDct(p), and AsSlc13(p) affected the growth of yeast, resulting in a lower final OD600 and a slower glucose utilization. On the contrary, the expression of SpMae1(p) did not exhibit a negative effect on the growth of yeast cells, and the glucose consumption was similar to the control strain without a heterologous transporter (Fig. 1C).

SpMae1(p) Is a Member of the SLAC1 Family.

The SpMae1(p) transporter was initially identified on the basis of a mutant defective in malate uptake (19, 21, 31, 32). However, other experiments have also shown SpMae1(p)’s ability to improve the export of carboxylic acids, including malate from yeast cell factories (22, 23). In our experiments, the expression of SpMae1(p) did not impair the growth of yeast cells, while increasing the secretion of acids several fold. This was an indication that the production of acids was not coupled to growth, e.g., due to improved redox balance. The other transporters that also increased the secretion of acids all inhibited the cellular growth. We, therefore, hypothesized that the SpMae1(p) transporter must have a different transport mechanism with less energetic expenditure. To investigate this, we performed a protein motif search on SpMae1(p) using the Pfam library version 31 with 16,712 models (available at ftp://ftp.ebi.ac.uk/pub/databases/Pfam/releases/) and Gene3d models version 16 including 65,016 models (available at http://download.cathdb.info/gene3d/v16.0.0/gene3d_hmmsearch/). SpMae1(p) was annotated as a voltage-dependent slow activating (S-type) anion channel 1 (SLAC1) with e values below 10−72 (Fig. 2). The closest homolog of SpMae1(p) in S. cerevisiae is sulfite pump ScSsu1(p), and it contains a SLAC1 Pfam motif. The phylogenic relationship with other annotated Slac1(p) transporters from plants (33), bacteria (34), and with the closest homologs is illustrated in Fig. 2. The analysis also distinguished the aluminum-activated malate transporters (ALMTs) (Fig. 2), which are also voltage dependent (35, 36). It must be noted that malate transport by SpMae1(p) did not show any proton exchange in a previous study (21), which is in agreement with the SLAC1 family annotation. The predicted structure of SpMae1(p) is more similar (TM-score 0.704) to the experimentally determined structure of Haemophilus influenza HiTehA(p) (34) as a bacterial homolog of plant Slac1(p) from Arabidopsis thaliana than to the transporters from the DCU and ALMT families (Fig. 3A and SI Appendix, Fig. S2).

Fig. 2.

Fig. 2.

SpMae1(p) harbors a SLAC1 protein domain responsible for voltage-dependent transport. The maximum likelihood phylogenetic tree was built on the Whelan and Goldman substitutional matrix. Bootstraps and branch lengths are shown in blue and green, respectively. Protein domains were predicted with e values below 10−40. Sequence accession numbers are provided in SI Appendix, Table S6.

Fig. 3.

Fig. 3.

Structural homology of SLAC1 transporters and functional importance of the conserved regions. (A) Structural homology between HiTehA(p) and SpMae1(p). (B) Cytosolic face representation of the HiTehA(p) and SpMae1(p) transport tunnels with conserved phenylalanine residues blocking the substrate transport channel in SLAC1 transporters. (C) The 2 phenylalanine residues residing with their phenyl ring inside the transport channel (F107_SpMae1/F96_HiTehA[p] and F329_SpMae1/F276_HiTehA[p]) are conserved among the SLAC1 transporters. (D) Structural changes in SpMae1 after replacement of the conserved phenylalanines with alanine. (E) Malate concentration in the fermentation broth of yeast expressing wild-type SpMae1(p), SpMae1(p)F329A, SpMae1(p)F107A, F329A, and SpMae1(p)∆C terminus. Yeast strains were grown with 50 or 100 g/L of initial glucose concentration. Error bars represent SDs of 3 replicates. Statistical significant changes (P < 0.01) are highlighted by double asterisks. (F) The C-terminal differences of SpMae1(p) and its fungal homologs.

Conserved Phenylalanine Residue Found in the Transport Channel of Slac1(p) Transporters Is Critical for the Activity of SpMae1(p).

Alignment of Slac1(p) transporters, including Mae1(p) transporters, uncovered 2 conserved phenylalanine residues located within the transport channel (F107_SpMae1[p] in transmembrane domain 3 and F329_SpMae1[p] in transmembrane domain 9). These residues close the transporter tunnel with their phenyl rings (Fig. 3 B and C). While the F329 of SpMae1(p) is 100% conserved in all of the investigated SLAC1 transporters, the F107 was substituted by similar amino acid tyrosine in AtSlah1(p) and AtSlah4(p) (Fig. 3C). To examine the essentiality of these residues, we created a single-residue mutant SpMae1(p)F329A and a double-residue mutant SpMae1(p)F107A, F329A and expressed them individually in S. cerevisiae. These changes removed the phenyl rings, respectively, from the middle or middle and cytosolic faces of the transport channel (Fig. 3B). While the in silico structure modeling predicted that mutations, particularly in combination, would widen the channel (Fig. 3D), the single mutation of F329A and the double mutation of F107A and F329A abolished the effect of SpMae1(p) on malate secretion (Fig. 3E). We additionally found 2 groups of Mae1(p) transporter by comparing Mae1(p) transporters of the Aspergillus species with the Schizosaccharomyces species, the latter distinguished by an extended C-terminal peptide (Fig. 3F). To examine the possible role of this C-terminal peptide, we removed the last 46 amino acids from SpMae1(p) (Fig. 3F) and found up to a 40% decrease in malate secretion from S. cerevisiae (Fig. 3E). This decrease could, however, be explained by the lower expression level of SpMae1(p) without the C-terminal peptide, which was 40% lower than the native protein. The expression levels were determined using C-terminal fusion with a GFP protein (Fig. 4E).

Fig. 4.

Fig. 4.

Effect of expression of native and F/A mutated transporter variants in yeast on the production of malate and on growth. (A and B) Malate titers in a mineral medium with calcium carbonate for buffering. (C and D) Malic acid titers in a mineral medium without pH buffering. (E) Normalized fluorescence of yeast cells expressing native and F/A mutated transporter variants fused with GFP at the C terminus. (AE) Error bars represent SDs of 3 biological replicates. Statistical significant changes (P < 0.01) are highlighted by double asterisks.

Fungal Mae1 Transporter from A. carbonarius Also Increases Malate Secretion at Neutral pH.

We then examined the effect of several other SLAC1 transporters on malate production in yeasts. We selected AtSlac1(p) from plant A. thaliana, HiTehA(p) from bacterium H. influenza, and AcDct(p) from fungus A. carbonarius. We also included an ALMT member, AtAlmt12(p) from A. thaliana. Among the examined transporters, AcDct(p) expression resulted in a 12-fold increase in malate titer, while the rest of the transporters lead to a smaller increase in 10–20% (Fig. 4 A and B). These experiments were performed using calcium carbonate as the buffering agent in the medium as in the experiments described in the previous sections. To investigate the effect of transporters under low pH, we also performed the same experiment, now omitting the calcium carbonate from the medium. The initial pH of the medium was 4.8, and it rapidly declined to 2.4–2.6 during the cultivation. Overall, malic acid production and the growth were lower in the low-pH cultivation (Fig. 4 C and D). SpMae1(p) increased malic acid titer 3-fold and improved the growth (Fig. 4C), but all of the other transporters had a negative effect on both the malic acid titer and the growth.

For the SLAC1 members, we also examined the effect of mutations corresponding to the SpMae1(p)F329A. There were no significant changes in the activities of AtSlac1(p) or HiTehA(p). Expression of the mutant AcDct(p)F354A resulted in a lower titer of malic acid than in the control strain not expressing a heterologous transporter at low pH (Fig. 4C). Curiously, the strain expressing AcDct(p)F354A had a severe growth defect at neutral pH (Fig. 4A), so we could not draw conclusions about the activity of the mutated transporter at neutral pH. To ensure that the observed effects were not just due to the different expression levels of the mutated transporters, we expressed C-terminal GFP fusions of transporters in yeast and measured the fluorescence (Fig. 4E and SI Appendix, Fig. S3). The GFP signal for SpMae1(p) and AcDct(p) mutants was 40–50% lower than for the native transporters. The decreased expression of SpMae1(p) cannot explain the complete loss of activity by the mutated variant of SpMae1(p), so we can conclude that phenylalanine residue F329 is essential for the transporter activity.

Discussion

Dicarboxylic acids, currently mainly produced from petroleum and gas, can be alternatively produced by fermentation of renewable feedstocks. Yeast cell factories are particularly attractive for these processes due to low-pH tolerance (37, 38). Carboxylates need membrane transporters to be secreted out of the cells (39, 40). Proton dissociation from carboxylic acids at neutral pH conditions releases membrane-nondiffusible anion carboxylates (37). The engineering of yeasts for malate production on carbon feedstock resulted in up to 70% of the maximum theoretical yield, and the malate was secreted into the fermentation medium (37, 4143). Unlike bacterial succinic acid, producers that prefer neutral pH, S. cerevisiae can grow in an acidic medium with a pH range of 3–6, which reduces the need for neutralization and allows direct recovery of an undissociated form of acids (37). Channels, active pumps, permeases, and mitochondrial carriers are involved in the transport of carboxylic acids across the S. cerevisiae membranes (44). Improvement of malate, succinate, and fumarate secretion in yeast was obtained by expression of the malate transporter gene Mae1 from the fission yeast S. pombe (21, 22, 32, 45). Recently, AcDct(p), the homolog of SpMae1(p), was found to boost C4-dicarboxylic acid production in A. carbonarius (46). Originally, SpMae1(p) was annotated as a member of the TDT family and was believed to use a proton as the motive force (19). In agreement with the previous studies, we found that SpMae1(p) is highly active for the export of malate, succinate, and fumarate in oocytes (Fig. 1B) and in yeast cells (Fig. 1C). It was surprising that expression of SpMae1(p) did not affect the cellular growth, in contrast to ScCtp1(p), AsDct(p), and AsSlc13(p) (Fig. 1C). Our phylogenetic and protein motif analyses annotated SpMae1(p) and AcDct(p) as members of the voltage-dependent Slac1(p) transporters (Fig. 2). Together with the rapidly activated Almt(p) channels (Fig. 2), Slac1(p) transporters respond to the voltage changes (depolarization) and export osmolytes, such as malate, nitrate, and chloride anions, which lead to stomatal closure in plants (33, 36, 47). Therefore, SpMae1(p) and AcDct(p) are most likely equipped with mechanisms used by their evolutionary and structurally closely related transporters of the SLAC1 family (Table 1, Fig. 2, and SI Appendix, Fig. S2). This is in contrast to the TDT family where the activity of transporters is coupled with a proton or Na+ ions. We recently addressed the energetic evolution of transporters, both at the level of cellular transportome and also transporter family levels (48). It may be that the same energetic evolution has been playing a role within the proton motive force driven TDT family, giving rise to the voltage-dependent transporters.

Unraveling the transport mechanism of SpMae1(p) has the potential for further improvements via engineering for higher transport efficiencies. There are two highly conserved phenylalanine residues in SpMae1(p) (Fig. 3). One of these residues has a phenyl ring at the cytosolic face of the transport pore and the other within the pore (Fig. 3 B and C). Replacing the inner phenylalanine with alanine in plant Slac1(p) and bacterial TehA(p) homologs has been shown to increase the chloride ion currents (34), which is in agreement with the structural changes, i.e., movements of the helices and widening of the channel, that we found should also happen in SpMae1(p) (Fig. 3D). However, our data indicate that these phenylalanine residues of F107 and F329 in SpMae1(p), while closing the transport channel in the substrate-free state, are also necessary for the transport of carboxylic acids (Figs. 3E and 4 A and C). As a conserved motif, the phenylalanine F107 and the flanking amino acids have notably been reported as a part of the substrate binding pocket in plant Slac1(p) transporters (49).

To summarize, we showed that the Mae1(p) transporter from S. pombe had a very high activity toward C4-dicarboxylic acids (succinic, malic, and fumaric) in both Xenopus oocytes and yeast S. cerevisiae and that SpMae1(p) did not inhibit the growth of yeast cells both at neutral and at low pH. A homolog AcDct(p) from A. carbonarius could also increase the production of malate in yeast without inhibiting the growth, albeit only at neutral pH. We present evidence that SpMae1(p) and AcDct(p) belong to the voltage-gated anion channel family SLAC1 and their expression results in energetically efficient export of dicarboxylic acids. This finding is important for engineering efficient cell factories for the production of biobased organic acids.

Materials and Methods

All of the DNA constructs were built using the USER fusion technique. In vitro transcribed cRNAs were injected into the X. laevis oocytes by RoboInject (Multi Channel Systems, Germany). Candidates of membrane transporters were expressed in the S. cerevisiae cell factory designed to produce malic acid. A Leica TCS SP5-II confocal microscope was used for localization studies. HMMER version 3.1b2 and Phyre2 were used for protein motif identification and structure predictions, respectively. Chemicals were quantified by HPLC and LC-MS. Detailed experimental procedures can be found in SI Appendix, Supplementary Materials and Methods and Tables S1–S5.

Supplementary Material

Supplementary File

Acknowledgments

The authors acknowledge financial support from the Novo Nordisk Foundation (Grant Agreement NNF10CC1016517), from the European Research Council under the European Union’s Horizon 2020 Research and Innovation Programme (YEAST-TRANS Project, Grant Agreement 757384), and from the European Commission in the 7th Framework Programme (BioREFINE-2G Project, Grant Agreement FP7-613771). The authors also thank Sonnich Sunil Schølin Thacker and Kasper Ivert Hentzer Andersen for assistance with yeast experiments and Hanne Bjerre Christensen for analytics. The authors thank Professor Jack Pronk (TU Delft, The Netherlands) for the kind gift of the S. cerevisiae TAM strain.

Footnotes

The authors declare no conflict of interest.

This article is a PNAS Direct Submission.

This article contains supporting information online at www.pnas.org/lookup/suppl/doi:10.1073/pnas.1900287116/-/DCSupplemental.

References

  • 1.Borodina I., Understanding metabolite transport gives an upper hand in strain development. Microb. Biotechnol. 12, 69–70 (2019). [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 2.Kell D. B., Swainston N., Pir P., Oliver S. G., Membrane transporter engineering in industrial biotechnology and whole cell biocatalysis. Trends Biotechnol. 33, 237–246 (2015). [DOI] [PubMed] [Google Scholar]
  • 3.Xie Y., Ma J., Qin X., Li Q., Ju J., Identification and utilization of two important transporters: SgvT1 and SgvT2, for griseoviridin and viridogrisein biosynthesis in Streptomyces griseoviridis. Microb. Cell Fact. 16, 177 (2017). [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 4.Huang X., Lu X., Li Y., Li X., Li J.-J., Improving itaconic acid production through genetic engineering of an industrial Aspergillus terreus strain. Microb. Cell Fact. 13, 119 (2014). [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 5.Zambanini T., et al. , Efficient itaconic acid production from glycerol with Ustilago vetiveriae TZ1. Biotechnol. Biofuels 10, 131 (2017). [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 6.Wang J.-F., Xiong Z.-Q., Li S.-Y., Wang Y., Enhancing isoprenoid production through systematically assembling and modulating efflux pumps in Escherichia coli. Appl. Microbiol. Biotechnol. 97, 8057–8067 (2013). [DOI] [PubMed] [Google Scholar]
  • 7.Boyarskiy S., Davis López S., Kong N., Tullman-Ercek D., Transcriptional feedback regulation of efflux protein expression for increased tolerance to and production of n-butanol. Metab. Eng. 33, 130–137 (2016). [DOI] [PubMed] [Google Scholar]
  • 8.Foo J. L., et al. , Improving microbial biogasoline production in Escherichia coli using tolerance engineering. MBio 5, e01932 (2014). [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 9.McAnulty M. J., Wood T. K., YeeO from Escherichia coli exports flavins. Bioengineered 5, 386–392 (2014). [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 10.Yu A.-Q., Pratomo Juwono N. K., Foo J. L., Leong S. S. J., Chang M. W., Metabolic engineering of Saccharomyces cerevisiae for the overproduction of short branched-chain fatty acids. Metab. Eng. 34, 36–43 (2016). [DOI] [PubMed] [Google Scholar]
  • 11.Lam F. H., Ghaderi A., Fink G. R., Stephanopoulos G., Biofuels. Engineering alcohol tolerance in yeast. Science 346, 71–75 (2014). [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 12.Teixeira M. C., Godinho C. P., Cabrito T. R., Mira N. P., Sá-Correia I., Increased expression of the yeast multidrug resistance ABC transporter Pdr18 leads to increased ethanol tolerance and ethanol production in high gravity alcoholic fermentation. Microb. Cell Fact. 11, 98 (2012). [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 13.Chen B., Ling H., Chang M. W., Transporter engineering for improved tolerance against alkane biofuels in Saccharomyces cerevisiae. Biotechnol. Biofuels 6, 21 (2013). [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 14.Thakker C., Martínez I., Li W., San K.-Y., Bennett G. N., Metabolic engineering of carbon and redox flow in the production of small organic acids. J. Ind. Microbiol. Biotechnol. 42, 403–422 (2015). [DOI] [PubMed] [Google Scholar]
  • 15.Zhu N., Xia H., Yang J., Zhao X., Chen T., Improved succinate production in Corynebacterium glutamicum by engineering glyoxylate pathway and succinate export system. Biotechnol. Lett. 36, 553–560 (2014). [DOI] [PubMed] [Google Scholar]
  • 16.Fukui K., et al. , Corynebacterium glutamicum CgynfM encodes a dicarboxylate transporter applicable to succinate production. J. Biosci. Bioeng. 127, 465–471 (2019). [DOI] [PubMed] [Google Scholar]
  • 17.Chen J., et al. , Activating C4-dicarboxylate transporters DcuB and DcuC for improving succinate production. Appl. Microbiol. Biotechnol. 98, 2197–2205 (2014). [DOI] [PubMed] [Google Scholar]
  • 18.Fukui K., Nanatani K., Hara Y., Tokura M., Abe K., Identification of EayjjPB encoding a dicarboxylate transporter important for succinate production under aerobic and anaerobic conditions in Enterobacter aerogenes. J. Biosci. Bioeng. 125, 505–512 (2018). [DOI] [PubMed] [Google Scholar]
  • 19.Grobler J., Bauer F., Subden R. E., Van Vuuren H. J., The mae1 gene of Schizosaccharomyces pombe encodes a permease for malate and other C4 dicarboxylic acids. Yeast 11, 1485–1491 (1995). [DOI] [PubMed] [Google Scholar]
  • 20.Hara K. Y., et al. , Transporter engineering in biomass utilization by yeast. FEMS Yeast Res. 17, fox061 (2017). [DOI] [PubMed] [Google Scholar]
  • 21.Camarasa C., Bidard F., Bony M., Barre P., Dequin S., Characterization of Schizosaccharomyces pombe malate permease by expression in Saccharomyces cerevisiae. Appl. Environ. Microbiol. 67, 4144–4151 (2001). [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 22.Zelle R. M., et al. , Malic acid production by Saccharomyces cerevisiae: Engineering of pyruvate carboxylation, oxaloacetate reduction, and malate export. Appl. Environ. Microbiol. 74, 2766–2777 (2008). [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 23.Ito Y., Hirasawa T., Shimizu H., Metabolic engineering of Saccharomyces cerevisiae to improve succinic acid production based on metabolic profiling. Biosci. Biotechnol. Biochem. 78, 151–159 (2014). [DOI] [PubMed] [Google Scholar]
  • 24.Darbani B., et al. , The biosynthetic gene cluster for the cyanogenic glucoside dhurrin in Sorghum bicolor contains its co-expressed vacuolar MATE transporter. Sci. Rep. 6, 37079 (2016). [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 25.Blin K, et al. (2013) antiSMASH 2.0—A versatile platform for genome mining of secondary metabolite producers. Nucleic Acids Res. 41, W204–W212. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 26.Park C. Y., et al. , STIM1 clusters and activates CRAC channels via direct binding of a cytosolic domain to Orai1. Cell 136, 876–890 (2009). [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 27.Yu F., Sun L., Machaca K., Constitutive recycling of the store-operated Ca2+ channel Orai1 and its internalization during meiosis. J. Cell Biol. 191, 523–535 (2010). [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 28.Subramanian V. S., Nabokina S. M., Lin-Moshier Y., Marchant J. S., Said H. M., Mitochondrial uptake of thiamin pyrophosphate: Physiological and cell biological aspects. PLoS One 8, e73503 (2013). [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 29.van Maris A. J. A., et al. , Directed evolution of pyruvate decarboxylase-negative Saccharomyces cerevisiae, yielding a C2-independent, glucose-tolerant, and pyruvate-hyperproducing yeast. Appl. Environ. Microbiol. 70, 159–166 (2004). [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 30.McAlister-Henn L., Steffan J. S., Minard K. I., Anderson S. L., Expression and function of a mislocalized form of peroxisomal malate dehydrogenase (MDH3) in yeast. J. Biol. Chem. 270, 21220–21225 (1995). [DOI] [PubMed] [Google Scholar]
  • 31.Bony M., et al. , Metabolic analysis of S. cerevisiae strains engineered for malolactic fermentation. FEBS Lett. 410, 452–456 (1997). [DOI] [PubMed] [Google Scholar]
  • 32.Volschenk H., et al. , Engineering pathways for malate degradation in Saccharomyces cerevisiae. Nat. Biotechnol. 15, 253–257 (1997). [DOI] [PubMed] [Google Scholar]
  • 33.Negi J., et al. , CO2 regulator SLAC1 and its homologues are essential for anion homeostasis in plant cells. Nature 452, 483–486 (2008). [DOI] [PubMed] [Google Scholar]
  • 34.Chen Y.-H., et al. , Homologue structure of the SLAC1 anion channel for closing stomata in leaves. Nature 467, 1074–1080 (2010). [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 35.Mumm P., et al. , C-terminus-mediated voltage gating of Arabidopsis guard cell anion channel QUAC1. Mol. Plant 6, 1550–1563 (2013). [DOI] [PubMed] [Google Scholar]
  • 36.Schroeder J. I., Keller B. U., Two types of anion channel currents in guard cells with distinct voltage regulation. Proc. Natl. Acad. Sci. U.S.A. 89, 5025–5029 (1992). [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 37.Abbott D. A., Zelle R. M., Pronk J. T., van Maris A. J. A., Metabolic engineering of Saccharomyces cerevisiae for production of carboxylic acids: Current status and challenges. FEMS Yeast Res. 9, 1123–1136 (2009). [DOI] [PubMed] [Google Scholar]
  • 38.Taing O., Taing K., Production of malic and succinic acids by sugar-tolerant yeast Zygosaccharomyces rouxii. Eur. Food Res. Technol. 224, 343–347 (2007). [Google Scholar]
  • 39.Aliverdieva D. A., Mamaev D. V., Bondarenko D. I., Plasmalemma dicarboxylate transporter of Saccharomyces cerevisiae is involved in citrate and succinate influx and is modulated by pH and cations. Biochem. Mosc. Suppl. Ser. Membr. Cell Biol. 2, 354–364 (2008). [Google Scholar]
  • 40.Côrte-Real M., Leão C., Transport of malic acid and other dicarboxylic acids in the yeast Hansenula anomala. Appl. Environ. Microbiol. 56, 1109–1113 (1990). [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 41.Brown S. H., et al. , Metabolic engineering of Aspergillus oryzae NRRL 3488 for increased production of L-malic acid. Appl. Microbiol. Biotechnol. 97, 8903–8912 (2013). [DOI] [PubMed] [Google Scholar]
  • 42.Liu J., et al. , Biological production of L-malate: Recent advances and future prospects. World J. Microbiol. Biotechnol. 34, 6 (2017). [DOI] [PubMed] [Google Scholar]
  • 43.Zelle R. M., de Hulster E., Kloezen W., Pronk J. T., van Maris A. J. A., Key process conditions for production of C(4) dicarboxylic acids in bioreactor batch cultures of an engineered Saccharomyces cerevisiae strain. Appl. Environ. Microbiol. 76, 744–750 (2010). [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 44.Casal M., Paiva S., Queirós O., Soares-Silva I., Transport of carboxylic acids in yeasts. FEMS Microbiol. Rev. 32, 974–994 (2008). [DOI] [PubMed] [Google Scholar]
  • 45.Chen X., Wang Y., Dong X., Hu G., Liu L., Engineering rTCA pathway and C4-dicarboxylate transporter for L-malic acid production. Appl. Microbiol. Biotechnol. 101, 4041–4052 (2017). [DOI] [PubMed] [Google Scholar]
  • 46.Yang L., Christakou E., Vang J., Lübeck M., Lübeck P. S., Overexpression of a C4-dicarboxylate transporter is the key for rerouting citric acid to C4-dicarboxylic acid production in Aspergillus carbonarius. Microb. Cell Fact. 16, 43 (2017). [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 47.Hedrich R., Geiger D., Biology of SLAC1-type anion channels–From nutrient uptake to stomatal closure. New Phytol. 216, 46–61 (2017). [DOI] [PubMed] [Google Scholar]
  • 48.Darbani B., Kell D. B., Borodina I., Energetic evolution of cellular Transportomes. BMC Genomics 19, 418 (2018). [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 49.Schäfer N., et al. , A tandem amino acid residue motif in guard cell SLAC1 anion channel of grasses allows for the control of stomatal aperture by nitrate. Curr. Biol. 28, 1370–1379.e5 (2018). [DOI] [PubMed] [Google Scholar]

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