The synthetic methanol and formic acid oxidation-reductive glycine pathway
In this study, we aimed to design and reconstruct a synthetic pathway capable of supporting yeast growing solely on methanol and formic acid, as well as the co-assimilation of CO2. The feasibility of approach in converting a non-native methylotroph to a synthetic methylotroph was also evaluated. P. pastoris is a model methylotrophic yeast capable of growth on methanol alone. The natural methanol metabolism in P. pastoris involves carbon dioxide loss via the formaldehyde dissimilatory pathway through glutathione-dependent formaldehyde dehydrogenase (FLD), S-formyl glutathione hydrolase (FGH), and formate dehydrogenase (FDH), the main source of cellular redox power for support of cell growth. The inactivation of formaldehyde dissimilation for carbon conservation through deletion of FLD or FDH would significantly reduce the biomass yield of P. pastoris on methanol30. The transfer of the entire methanol utilization pathway in P. pastoris into other model yeasts including S. cerevisiae and Yarrowia lipolytica has been demonstrated to be a difficult and inconvenient strategy in developing full synthetic methylotrophic yeast.
Here, we constructed a synthetic linear route called the methanol and formic acid oxidation-reductive glycine pathway (MFORG) for assimilating methanol or formic acid with CO2 fixation into biomass. This pathway is modified from the combination of methanol and formic acid oxidation modules with the reductive glycine pathway (Fig. 1). The pathway is divided into four modules as illustrated in Fig. 1. The first module is methanol oxidation, consisting of alcohol oxidase (AOX), FLD, and FGH, responsible for converting methanol to formic acid and providing the cell with reducing power and energy. The second module is formic acid oxidation consisting of FDH, converting formic acid to CO2 in order to generate another equivalency of reducing power to support cell growth. The third module is C1 compound co-assimilation, consisting of C-1-tetrahydrofolate synthase (MIS1), aminomethyl transferase (GCV1), and glycine cleavage system H protein (GCV3) which collectively condense formic acid with CO2 and ammonia to produce glycine. The last module is pyruvate synthesis, consisting of serine hydroxymethyl transferase gene (SHM1), and L-serine dehydratase (CHA1). The reductive glycine pathway (rGly), includes the two downstream modules, and is a critical part of the designed MFORG pathway23. It has recently been identified as the most efficient route of formate assimilation under aerobic conditions. The core of the rGly pathway is the conversion of formate, CO2, and NH3 to glycine23. When further combined with methanol oxidation to formic acid, the pathway may also be altered to co-assimilate methanol and CO2, providing a flexible platform for bioconversion of various C1-compounds. Based on this pathway, engineered E. coli strains growing formic acid, methanol, and CO2 alone have been developed21, 24. The core module of the rGly pathway has also been engineered in S. cerevisiae to convert formate to glycine31. However, growth of the yeast on liquid C1-compounds alone remains an open challenge.
Reconstruction and optimization of the MFORG pathway in Pichia pastoris
To facilitate establishment of the MFORG pathway to obtain flexible C1-compound-assimilating yeast, we began with the model methylotrophic yeast of P. pastoris. We started with a P. pastoris strain of PMORG01 deficient in the native methanol assimilatory pathway through deletion of the genes encoding for DAS1 and DAS2. This initial strain showed no growth over the entire cultivation phase on methanol and was therefore used as a negative control (Fig. 2A), which indicated that the activities of endogenous enzymes in the MFORG pathway were too low to support the required flux. As one of most important parts of the MFORG pathway, the genes encoding MIS1, GCV1, GCV2, and GCV3 in the C1-compound co-assimilation module were first over-expressed to obtain the strain PMORG02. As illustrated in Fig. 2A, although the methanol consumption rate and final biomass titer of PMORG02 were all slightly lower than those of the wild-type GS115, the ability of strain PMORG02 to grow on methanol alone was successfully achieved, indicating the feasibility of MFORG pathway for methanol assimilation in P. pastoris. Over the course of the 144-hour fermentation, PMORG02 grew to an OD600 of 0.5.
In the MFORG pathway, both the FLD in the methanol oxidation module and FDH in the formic acid oxidation module generated reducing power and energy to support cell growth when using methanol as the carbon source. In the second reaction catalyzed by FDH, formic acid is converted to CO2 and induces CO2 emission. The effect of inactivating the formic acid oxidation module on cell growth in engineered P. pastoris PMORG02 was therefore evaluated. The results are shown in Fig. 2C. The overexpression of genes in the C1-compound co-assimilation module in a PMORG04 strain also supported cell growth on methanol alone. However, deletion of FDH significantly reduced the growth rate and final biomass by 20% and 5% respectively. In the C1-compound co-assimilation and pyruvate synthesis module, 2 mol of ATP and 3 mol NAD(P)H were required to convert formic acid and CO2 into pyruvate (Supplementary Table 1). Based on a stoichiometric analysis, deletion of FDH induced insufficient reducing power supply required for formic acid assimilation and decreased cell growth. As the results we observed, formic acid accumulated due to the deletion of FDH, especially in the MFORG-expressing P. pastoris PMORG04 strain (Fig. 2B).
The lower growth of MFORG-expressing P. pastoris compared to wild-type GS115, was analyzed and the effects of the methanol oxidation module and pyruvate synthesis module on methanol assimilation were investigated to further improve the pathway efficiency. In the C1-compound co-assimilation module, all reactions from formate to glycine are fully reversible. Therefore, from a thermodynamic perspective, high concentrations of formate are beneficial for pathway efficiency20. To improve formic acid supply, the enhancement of the methanol oxidation module was implicated. In P. pastoris, the process for methanol oxidation to formaldehyde is localized to the peroxisome32. This subcellular compartmentalization has some advantages, such as enriching substrate for enzyme access and relieving the toxicity of the intermediate formaldehyde. As high concentrations of formic acid are also toxic to yeast, we used a compartmentalization strategy to relocate the entire methanol oxidation module into the peroxisome while overexpressing FLD and FGH to improve formic acid generation (Fig. 3A). Subcellular localization of FLD and FGH into the peroxisome using the PTS1 signal peptide was experimentally confirmed by fusing fluorescent protein (GFP or RFP) to these two proteins in the PMFORG2 strain (Fig. 3B). Compared to the PMFORG2 strain, overexpression of FLD and FGH in the cytoplasm (PMFORG5) was able to improve biomass production by 11% (Fig. 3C). Furthermore, targeting the methanol oxidation module to the peroxisome (PMFORG6) increased biomass production by 15% compared to the PMFORG2 strain. The methanol consumption rate was also slightly increased due to the engineering of methanol oxidation module (Fig. 3C). Beginning from the FDH-deficient strain PMFORG4, peroxisomal expression of the methanol oxidation module also produced a significant increase in cell growth on methanol by 15.9%, and increased formic acid consumption (Fig. 3C). The biomass yield of PMFORG6 was slightly higher than the wild-type strain GS115 when cultured in minimal medium with methanol as the sole carbon source (Table 1).
Table 1
Methanol consumption rate, formic acid accumulation, biomass production, doubling time, and CO2 fixation rate of GS115, PMORG02, PMORG04, PMORG06, PMORG08, PMORG09, and PMORG11 strains
Strain
|
Methanol consumption rate (mg/h*L)
|
Formic acid accumulation (g/L)
|
Biomass yield
(gDCW/moL methanol)
|
Doubling time(h)
|
CO2 fixation rate*
(g/h*L)
|
GS115
|
41.67
|
0.00
|
0.77
|
87
|
-
|
PMORG02
|
48.50
|
0.00
|
0.72
|
73
|
0.033
|
PMORG04
|
40.60
|
1.01
|
0.71
|
92
|
0.016
|
PMORG06
|
49.90
|
0.00
|
0.80
|
61
|
0.034
|
PMORG08
|
42.60
|
0.60
|
0.78
|
93
|
0.018
|
PMORG09
|
52.00
|
0.00
|
0.89
|
59
|
0.314
|
PMORG11
|
44.70
|
0.48
|
0.85
|
64
|
0.018
|
*The specific CO2 consumption rate is not a measured value. It is calculated from the methanol or formic acid consumption rate using the stoichiometry of the C1 assimilation pathway; the C1 assimilation pathway assimilates two molecules of methanol or formic acid and one CO2 molecule. |
We further targeted the downstream pyruvate synthesis module by overexpressing the SHM1 and CHA1 gene. To better investigate the effect of the pyruvate synthesis module on methanol utilization, we constructed strains of PMORG09 and PMORG10 beginning from PMORG06, which overexpressed SHM1 or SHM1-CHA1 respectively. As shown in Fig. 3C, PMORG09 has enhanced growth in minimal salt medium with methanol as the sole carbon source, which increased biomass production by 13.2% compared to PMORG06 without the enhanced downstream pathway. However, PMORG10 co-expressing SHM1 and CHA1 genes did not grow well, which may be related to the reversible reaction catalyzed by CHA1. Overexpression of SHM1 moderately increased the methanol consumption rate (Fig. 3C, Table 1). Beginning with an FDH-deficient strain PMFORG4, overexpression of genes in the pyruvate synthesis module had a similar effect on cell growth. In summary, the engineered P. pastoris strain was able to grow on methanol solely based on the synthetic MFORG pathway. After optimizing gene expression in the MFORG pathway, the final strain PMORG09 exhibited significant advantages in methylotrophy capacity, where growth rate, biomass yield, and methanol consumption rate were 1.43-fold, 1.16-fold, and 1.25-fold higher compared to wild-type GS115 (Fig. 3D, Table 1).
Incorporation of C1 compound verified by 13 C-tracer analysis in engineered P. pastoris
In the previous study, the rGly pathway, the downstream segment in our synthetic MFORG pathway, was established in E. coli to grow on methanol or formic acid alone. However, this growth was dependent on a high CO2 concentration (10% CO2) due to the low affinity towards inorganic carbon of enzymes in the rGly pathway23. Surprisingly, our recombinant P. pastoris strain expressing the MFORG pathway was able to grow successfully on methanol without the extra addition of high CO2 concentration. Specifically, a certain concentration of CO2 negatively affected cell growth on methanol (Supplementary Fig. 1). In the methanol oxidation module, methanol is catalyzed by alcohol oxidase (AOX) to produce formaldehyde, and this reaction process requires a large amount of oxygen33. The introduction of a large amount of CO2 may inevitably reduce oxygen content, thus reducing the efficiency of methanol utilization by the strain.
To verify whether CO2 could be also fixed through the MFORG pathway, we fed cultures of strains GS115, PMFORG6, and PMFORG9 with 12C-methanol and 13C-CO2 in minimum salt medium and determined the labeling pattern of proteinogenic amino acids by gas chromatography-time-of-flight mass spectrometry (GC-TOF-MS). A total of nine amino acids including glycine (Gly), alanine (Ala), serine (Ser), threonine (Thr), aspartic acid (Asp), Glutamic Acid (Glu), valine (Val), leucine (Leu), and isoleucine (Iso) were detected and found to be labeled by13C-CO2-derived carbons. As expected, the MFORG-expressing strains of PMORG06 and PMORG09 had a significantly increased labeling in all nine amino acids compared to the wild-type GS115, especially Gly and Ser, the intermediates of MFORG pathway. For example, the average carbon labeling percentage of Gly was increased to 40% in AMFORG6, and 42% in PMFORG9, approximately 2-fold higher than observed in the wild-type GS115. As these amino acids are all derived from the central carbon metabolism, their labeling indicated that the engineered P. pastoris was able to fix CO2 to enter the central metabolism via the MFORG pathway to synthesize relevant intermediates when growing on methanol solely. We found that the wild-type strain was labeled with a small number of amino acids in the medium supplemented with 13C-CO2, suggesting the presence of an endogenous CO2-fixing process in yeast.
To further confirm that the MFORG-expressing P. pastoris could co-assimilate methanol and CO2, we performed carbon-labeling experiments with PMFORG9 providing: (i) 13C-CO2 and unlabeled methanol, (ii) 13C-methanol and unlabeled CO2, or (iii) 13C-methanol and 13C-CO2. As the results indicated in Fig. 4B, 4C and 4D amino-acid labeling confirmed the ability to co-assimilate methanol and CO2 of the synthetic MFORG pathway. A total of nine different amino acids were labeled by 13C. When feeding with 13C-methanol and 13C-CO2, the labeled level of these detected amino acids was over 85% (Fig. 4D). The values of some amino acids, such as Ser, Thr, and Asp, were more than 96% (Fig. 4D). More importantly, the co-feeding of 13C-methanol and 13C-CO2 significantly increased 13C-labeled levels of different amino acid compared to those when fed with 13C-methanol or 13C-CO2 alone. For example, 82% of Ser was labeled when 13C-methanol was supplemented, and 67% of Ser was labeled in the presence of 13C-CO2 alone (Fig. 4B and 4C). However, the labeled Ser could reach 98% with the addition 13C-methanol and 13C-CO2 (Fig. 4D). These results further demonstrated that MFORG-expressing P. pastoris could co-assimilate methanol and CO2.
Adaptive laboratory evolution strategies have proven to be a very successful tool for improving cellular phenotypes. Following this approach with reverse engineering to find mutated genes associated with improved phenotypes is a valuable method34, 35, 36, 37. To further improve the growth performance of PMORG09, we used ALE to improve its adaptation to a minimal medium with methanol as the sole carbon source. After 4 months of evolution, when compared with our initial strain, PMORG09, the growth rate of the evolved strain had improved by 30% (Supplementary Fig. 2). Subsequently, three evolved strains were isolated and their genomes were sequenced, with seven mutations correspondingly obtained (Supplementary Table 2). The mutated genes were restocked into PMORG09 and peroxisomal membrane protein (845T > G), involving in peroxisomal transmembrane transport, had a positive effect on improving growth rate of engineered P. pastoris on methanol.
Construction of synthetic S. cerevisiae growing solely on methanol with CO 2 fixation
We used the synthetic MFORG pathway instead of the original XuMP cycle in P. pastoris to achieve co-assimilation of methanol and CO2. To further extend the application of this synthetic methanol pathway, we chose to transplant the entire pathway into S. cerevisiae. Similarly, we integrated the methanol oxidation module into S. cerevisiae using a peroxisome-based compartmentalization strategy by fusion expression of the PTS1 signal peptide with AOX, FLD, and FGH genes. We then expressed MIS1, GCV1, GCV2, and GCV3 genes from P. pastoris to integrate the C1-compound co-assimilation module into the genome of S. cerevisiae (Fig. 5A). Lastly, the endogenous pyruvate synthesis module of the SHM1 gene was overexpressed. As a result, a synthetic S. cerevisiae strain, SMFORG1 was obtained. To characterize the growth of strain SMORG1 on methanol, we cultured it in minimal salt medium supplemented with methanol as the sole carbon source. The wild-type strain BY4741, which failed to grow on methanol, was used as a control (Fig. 5B). As the results indicate in Fig. 5B, the synthetic strain SMFORG1 was able to grow on methanol solely. Over the course of the 144-hour fermentation, SMFORG1 could grow to an OD600 of 0.34 from an OD600 of 0.2. During the entire fermentation process, 2.88 g/L methanol was consumed with a methanol consumption rate of 24 mg/L*h (Fig. 5C). These values are the highest levels reported for synthetic methylotrophic S. cerevisiae to date. There results indicated that expression of the synthetic MFORG pathway may convert S. cerevisiae to a synthetic methylotroph growing solely on methanol.
To validate incorporation of methanol and CO2, in vivo 13C metabolic tracer assays were also performed. We cultured SMFORG1 in minimal salt medium supplemented with 13C-CO2/12C-Methanol, 12C-CO2/13C-Methanol, and 13C-CO2/13C-Methanol respectively. As shown in Fig. 5D, 5E, and 5F, nine amino acids were detected. When the strain was grown with 12C-CO2/13C-Methanol, all amino acids derived from central carbon metabolism were labeled by carbons from 13C-methanol (Fig. 5E). For the intermediates in the MFORG pathway, 38% and 23% of the Gly pool contained M + 1 and M + 2 labeling, respectively (Fig. 5E). Additionally, 45% of the Ser pool contained M + 1 labeling, 22% of the Ser pool contained M + 2 labeling, and 9% of Ser pool contained M + 3 labeling (Fig. 5E). The labeled fraction of the other amino acids is also over than 65% (Fig. 5E), indicating the methylotrophic ability of engineered MFORG-expressing S. cerevisiae. When feeding with 13C-CO2/12C-Methanol, labeled carbons in these amino acids were also detected (Fig. 5D). These results identified that the synthetic methylotrophic S. cerevisiae SMFORF01 was capable of assimilating CO2. The ability to co-assimilate methanol and CO2 was further determined by a 13-C labeling approach. The further evidence that CO2 and methanol were both incorporated were confirmed by labeling of amino acids in 13C-CO2/13C-Methanol. The labeling fraction of Ala, Ser, and Thr was found in over 92% (Fig. 5F). For example, the labeling pool of Alaine reached 99% (Fig. 5F). These results demonstrated that the carbons from methanol and CO2 passing through the MFORG pathway were used by central carbon metabolism to synthesize various metabolites. This further demonstrated that the methylotrophic S. cerevisiae strain SMFORG01 can indeed grow solely on methanol and also co-assimilate CO2.
The ability of synthetic P. pastoris and S. cerevisiae to grow on formic acid solely
In the MFORG pathway, formic acid was one of the metabolic intermediates. When formic acid is used as a carbon source, the reducing power and energy may be generated from FDH in the formic acid oxidation module to support cell growth. Therefore, it was supposed that synthetic P. pastoris and S. cerevisiae developed above could also use formic acid as the sole carbon and energy source to support cell growth. To identify this ability, PMORG09 and SMORG01 were cultivated in minimum salt medium supplemented with formic acid as the sole carbon source. As illustrated in Fig. 6A and 6B, compared to the wild-type GS115, PMORG09 exhibited more favorable growth with a 105% improvement in formic acid consumption rate. The cells grew to an OD600 of 0.35 from an OD600 of 0.2, while no growth was observed in the wild-type GS115. Similarly, S. cerevisiae SMORG01 could also successfully grow in minimal salt medium with formic acid as the sole carbon and energy source and 1.8 g/L of formic acid was consumed. The OD600 of SMORG01 was reduced to 0.29 from 0.2. However, due to the limited energy production from oxidation of formic acid to CO2, both the synthetic P. pastoris and S. cerevisiae exhibited lower growth performance on formic acid than those grown with methanol as the sole carbon source. As CO2 was an essential co-substrate of the MFORG pathway, the co-assimilation of CO2 with formic acid utilization was anticipated in these synthetic P. pastoris and S. cerevisiae. Nonetheless, the ability of these synthetic yeasts to achieve CO2 fixation using methanol or formic acid is positive and further broadens the utilization of C1-compounds by synthetic yeasts.
Biotransformation of methanol to lactic acid and 5-aminolevulinic acid using engineered P. pastoris and S. cerevisiae
To verify if the engineered P. pastoris and S. cerevisiae was capable of producing value-added chemicals from C1-compounds, lactic acid and 5-aminolevulinic acid production ability from methanol was selected as the proof-of-concept by further engineering the product pathway within our engineered P. pastoris PMORG09 and S. cerevisiae SMORG01. Lactate dehydrogenase from Lactococcus lactis, which catalyzed synthesis of lactate from pyruvate, was overexpressed in engineered PMORG09 and SMORG01 respectively (Fig. 7A). After 72-hours of growth in minimum salt medium with methanol as the sole carbon source, we successfully detected production of 73 mg/L lactic acid in engineered PMORG09-LDH, while none of the lactic acid was detected in engineered SMORG01-LDH (Fig. 7B).
To fully demonstrate the production performance of our synthetic methylotrophic yeasts, we chose the production of 5-aminolevulinic acid (ALA) as an example. ALA is an industrial fine chemical, and has important physiological functions in humans and other organisms, including acting as a substrate for heme biosynthesis38. We overexpressed the 5-aminolevulinate synthase from Saccharomyces cerevisiae in both engineered PMORG09 and SMORG01. After 72-hours of growth in minimum salt medium with methanol as the sole carbon source, production of 5-aminolevulinic acid was successfully detected in PMORG09-HEM1 and SMORG01-HEM1, in which the titer was 0.71 mg/L and 1.67 mg/L, respectively. The product was analyzed by gas chromatography-time-of-flight mass spectrometry (GC–TOF-MS) which also identified the successful synthesis of 5-aminolevulinic acid (Supplementary Fig. 3). These results indicated that our synthetic methylotrophic yeasts could be used as hosts to produce value-added chemicals from C1 feedstock.