Exogenous pathway optimization and chassis engineering are two crucial methods for heterologous pathway expression. The two methods are normally carried out step-wise and in a trial-and-error manner. Here we report a recombinase-based combinatorial method (termed “SCRaMbLE-in”) to tackle both challenges simultaneously. SCRaMbLE-in includes an in vitro recombinase toolkit to rapidly prototype and diversify gene expression at the pathway level and an in vivo genome reshuffling system to integrate assembled pathways into the synthetic yeast genome while combinatorially causing massive genome rearrangements in the host chassis. A set of loxP mutant pairs was identified to maximize the efficiency of the in vitro diversification. Exemplar pathways of β-carotene and violacein were successfully assembled, diversified, and integrated using this SCRaMbLE-in method. High-throughput sequencing was performed on selected engineered strains to reveal the resulting genotype-to-phenotype relationships. The SCRaMbLE-in method proves to be a rapid, efficient, and universal method to fast track the cycle of engineering biology.
One of the exciting recent developments in industrial biotechnology is the synergy between synthetic biology and metabolic engineering to produce fuels, novel medicine and high-value chemicals, nutrition supplements, anti-tumor molecules, and antibiotics1,2,3. In traditional metabolic engineering, metabolic analysis, substrate optimization, and direct genetic modification were often trial-and-error exercises4, while synthetic biology provides an opportunity to engineer biology in a more standardized and rational fashion. With the continually dropping cost of DNA synthesis and innovation of DNA assembly methods5,6, a wide range of metabolic pathways have been constructed and transformed to heterologous hosts7,8,9. However, introducing a new pathway into a host organism is likely to be accompanied with low production of desired compound molecules due to substrate or co-factor limitations; compromised growth of the host; or even toxicity to the host10. A number of methods have been developed to diversify the expression of heterologous pathways, such as the combinatorial assembly of gene expression units, genes expression regulation using CRISPR, protein engineering and pathway compartmentalization3,11,12,13,14,15,16. Despite all the progress that has been made, pathway optimization and chassis engineering remains time- and resource-intensive3,4. This is best illustrated by the heroic effort to engineer yeast to produce artemisinin, which required roughly 100 post-doc years8.
Site-specific recombinases are a family of DNA modifying enzymes that can recognize and drive recombination between two specific DNA sites to generate deletion, inversion, or integration of DNA fragments between the target sites. The well-studied Cre recombinase recognizes a 34 bp loxP site and drives recombination without any co-factors17. The direction of the recombination site determines the type of recombination activity. Site-specific recombinase Cre has been widely applied to gene editing and genome engineering in vivo18,19 and the loxP site has also been engineered for better integration efficiency and cassette exchange purposes17,20,21,22. Not only can Cre recombinase drive DNA recombination in vivo, it has also been purified and shown to function in vitro23. A number of Cre orthologues, including Dre and VCre, have recently been identified by genome mining and demonstrated to have in vivo function23,24,25. Additionally, Chuang et al.26 carried out an extensive mutant library screening, and identified novel rox sites, which can efficiently recombine with themselves in vivo but have minimal to no reactivity with wild-type (WT) rox sites26.
Besides the expression level of the target genes, the choice of host and the genetic background of the host is of vital importance for heterologous pathway production27,28. Repressing competing pathways and knocking out non-essential genes interacting with the target pathway can re-direct the precursor transformation fluxes in the metabolic maps or remove toxicity of side products to potentially achieve higher target production. However, refactoring the host genome could potentially impact fitness of the cell, and genome-wide chassis optimization is still a daunting endeavor. Traditional mutagenesis and genome-editing technologies such as TALEN- and CRISPR/Cas9-based methods typically introduce a limited number of site-specific mutation(s)29,30,31, but not large-scale genome-wide rearrangements such as inter- and intra-chromosomal translocations. In the synthetic yeast genome Sc2.0 project (www.syntheticyeast.org), the SCRaMbLE system (Synthetic Chromosome Rearrangement and Modification by loxP-mediated Evolution) was designed to introduce genome-wide loxPsym sites and can generate a massive number of genome permutations upon induction32,33. SCRaMbLEing the synthetic yeast strains under selective conditions allows efficient directed evolution of desired phenotypes. With continuing successful synthesis and construction of these synthetic chromosomes18,34,35,36,37, the synthetic yeast is becoming a very attractive platform for metabolic engineering.
In this study, we developed a recombinase-based toolkit “SCRaMbLE-in” to enable rapid metabolic engineering through pathway prototyping and chassis optimization in yeast. SCRaMbLE-in is composed of two steps, which can be used either independently or combined. The first step is to use purified recombinases in vitro to integrate regulatory elements into targeted pathways to diversify gene expression. The second step is to randomly integrate the assembled pathway into the synthetic yeast chromosomes through the SCRaMbLE-in process, which also causes large-scale genome rearrangements. The violacein and β-carotene pathway are used to demonstrate the effectiveness and simplicity of the SCRaMbLE-in method. We also demonstrate that the yield of both pathways can be further optimized with continuous genome SCRaMbLEing.
Design of the SCRaMbLE-in system
Gene expression diversification and strain optimization are at the core of metabolic engineering. In order to achieve differentiated gene expression and chassis engineering simultaneously, a two-step diversification method was designed (Fig. 1).
Firstly, an in vitro recombinase toolkit was designed to integrate a range of regulatory elements into the pathways of interest (Fig. 1a). In this step, regulatory elements such as promoters are flanked by the recombinase recognition sites in the same orientation. A single recombinase recognition site is engineered into the desired integration position of the pre-assembled pathway. In the case of promoter integration, the target site should be immediately upstream to the key enzyme-coding sequence. Three recombinases, Cre, VCre, and Dre, were purified for use in the integration step. The regulatory elements, selected recombinase and target pathway DNA are mixed in a single reaction, and the recombinase will integrate the regulatory elements into the target recombination site to generate a combinatorially assembled pathway library. The library can then be transformed directly into the yeast for downstream screening and analysis.
Secondly, a SCRaMbLE-in vector has been designed to integrate the target pathway into the synthetic genome through SCRaMbLE (Fig. 1b). In this vector, the target pathway DNA is flanked by the symmetric loxPsym sites. This will allow the Cre recombinase to integrate the target pathway into any loxPsym sites in the synthetic genome. Additionally, the active Cre will also mediate the rearrangement of the synthetic genome, through deletion, inversion, and duplication events, which act to diversify the host genetic background. With proper selection, the host canbe rapidly optimized to better accommodate the heterologous pathway.
Quantification of the in vitro activity of recombinases
To construct the in vitro recombinase toolkit, we first purified and quantified the activity of three tyrosine recombinases, Cre, Dre, and VCre. The proteins were tagged with C-terminal hexa-histidine tag and purified by nickel affinity chromatography, and subsequently assessed by SDS-PAGE and verified by MALDI peptide mass fingerprinting (Supplementary Fig.1a, b). The test plasmids were designed as shown in Supplementary Fig. 1c. The recombinase will excise the DNA fragment flanked by its recognition sites (Table 1), producing two circular DNA molecules that can be distinguished after ScaI digestion. Therefore, the activity of the recombinase can be monitored by measuring the successful production of the resulting recombined plasmids. We tested the activity of Cre and VCre against both of their recombination sites and found that the two recombinases are orthogonal to each other, i.e., Cre only recombines at the loxP sites and VCre only acts on the VloxP sites (Supplementary Fig. 1e). Furthermore, Dre and VCre are also orthogonal to each other, while Dre has slight cross-activity on loxP sites and is thus not strictly orthogonal to Cre in vitro (Supplementary Fig. 1e).
To quantify the in vitro recombination efficiency, two strategies were designed to measure the excision and integration rates respectively (Supplementary Fig. 1d). The excision rate was assayed by monitoring the loss of an RFP gene flanked by a pair of recombinase targeting sites in a reporter plasmid, and defined as the percentage of white colonies on ampicillin selection medium after transforming the reaction mixture into Escherichia coli. To measure the integration rate, an accepting vector was constructed, which contains a kanamycin-resistance gene and a single recombination site. In addition, the above-mentioned reporter plasmid was modified to include a ccdB gene38. Upon recombinase treatment, if the excised RFP gene is inserted into the accepting vector, a red colony will be produced on kanamycin-containing medium. The presence of ccdB gene prevents the formation of red colonies due to co-transformation of the two original plasmids. The integration rate was defined as the percentage of red colonies after kanamycin selection. As depicted in Supplementary Fig. 1f, the excision rate of Cre-loxP system is over 40%, while VCre-Vlox and Dre-rox systems are slightly lower (about 30%). The relative integration rate is around 0.6% for Cre-loxP and Dre-rox and around 0.3% for VCre-Vlox (Supplementary Fig. 1g). These results indicate that all three recombinases are active in vitro with slightly variable excision and integration rates.
One potential explanation for the low integration rate might be the re-excision of RFP cassette from the accepting vector. Therefore, using Cre-loxP as an example, we aimed to increase the rate by introducing mutations into the loxP sites at left or right palindromic arm, termed as left element (LE) and right element (RE)17. The loxP site containing both LE and RE could greatly reduce its affinity for the Cre recombinase and consequently preventing the integrated DNA from being excised (Fig. 2a). Five loxP mutants, lox71, lox66, loxJT15, loxJT510, and loxJTZ17, which were reported to increase the integration rate in ES cells and E. coli were tested39,40. Among them, loxJT15 and loxJT510 only have LE mutation, and loxJTZ17 only has RE mutation. Therefore, we constructed the RE mutation sites of loxJT15 and loxJT510 and the LE mutation site of loxJTZ17 (Table 2). The in vitro excision assay was carried out both between the same loxP mutant sites and between the LE:RE hybrid site and WT site. The result of quantification is summarized in Fig. 2b. In general, we observed that the excision rates of cognate recombination site pairs were higher than that of LE:RE–WT pairs, which suggests the LE/RE strategy is also applicable in vitro (Fig. 2c). Interestingly, loxJTZ17-containing hybrid sites showed the lowest excision rate when recombined with the loxP site, while loxJTZ17 yielded high recombination rate with itself, making it the best candidate for integration improvement. After examining the integration rate, we found that the hybrid site of loxJTZ17 and loxJT15 performs the best, leading to about a three-fold increase relative to the WT site (Fig. 2d). Hence the loxJT15 and loxJTZ17 pair was chosen for next-step application of promoter integration.
Considering the palindromic structure of recombination sites, their hairpin structure could potentially affect transcriptional or translational efficiency of the downstream target gene after element integration41. We examined this effect by using a GFP reporter (Supplementary Fig. 2). We integrated three recombination sites, loxP, loxJT15:JTZ17, and Vlox, between three promoters of different strengths and the GFP gene. We found that the recombination sites have a similar impact on gene expression regardless of the promoter strength (Supplementary Fig. 2). Of the three recombination sites, the double-mutant site loxJT15:JTZ17 has the minimum impact, which could be due to its asymmetric structure. Therefore, the LE/RE strategy not only improves integration efficiency but also helps to minimize the transcriptional effect of the recombination site on the target gene of interest.
Pathway prototyping with the in vitro recombinase toolkit
The in vitro recombinase toolkit consists of a regulatory element loader plasmid and an acceptor plasmid (Supplementary Fig. 3a). When recombinase is present, the regulatory element will be excised from the loader plasmid and then integrated into the acceptor plasmid to activate and diversify the target gene expression. We have previously reported the construction and characterization of a standardized yeast parts library called YeastFab10. To match our in vitro recombinase toolkit with the YeastFab library, several standardizations of the tool plasmids were made. An RFP expressing unit flanked by two YeastFab matched type IIs restriction sites was included in the loader to facilitate the loading of standardized elements from YeastFab by Golden Gate assembly and an URA3 marker was used for selection in yeast (Supplementary Fig. 3b). The acceptor plasmid pWL121 has a similar structure and two homologous arms are included for genome integration at HO locus with HIS3 selection (Supplementary Fig. 3c). We randomly chose 25 promoters in the YeastFab part library with strength varying from 2- to 54-fold relative to that of the pCYC1 promoter as the regulatory elements in this study (Supplementary Fig. 3d, Supplementary Table 1). Based on the integration characterization and GFP expression results, Cre-loxJT15:JTZ17 and VCre-Vlox were chosen for pathway diversification. Two exemplar pathways, the β-carotene and violacein synthesis pathways, were selected as demonstration. We selected CrtI, the critical gene to transform the colorless phytoene to lycopene in β-carotene synthesis, and VioA, the key starting gene transforming L-tryptophan to violacein, as target genes to test promoter integration42 (Fig. 3a, c). With the in vitro recombinase reaction, a combinatorial library of β-carotene synthesis pathway with 25 YeastFab promoters driving the CrtI gene was generated (Supplementary Fig. 4). The library was then transformed into yeast strain BY4741 and selected on SC-His-Ura plates, which produced yeast colonies of different intensities of orange/yellow colors as well as differing colony sizes, indicating varying yields of carotenoid (Supplementary Fig. 5). The integration of the promoter was confirmed by Sanger sequencing, and the fitness and chemical analysis of several selected variants were further compared (Fig. 3b, d). The yield of carotenoid lycopene and β-carotene were quantified by liquid chromatography-mass spectrometry (LC-MS) and the activity of the integrated promoters was also compared. The result shows that the carotenoid production is not proportional to the activity of the promoters. The medium promoter pACT1 integrated strain have a similar carotenoid yield with pTDH3, while pRPL22B integrated strains have the lowest β-carotene yield even though it is not the weakest promoter (Fig. 3b). Moreover, the result shows different ratios of β-carotene to lycopene are generated (Fig. 3b). Besides difference in yield, the fitness of the integrated strains also varies (Supplementary Fig. 6a). For example, the low yield strain with pYPT1 and pRPL22B have longer doubling time and lower saturation cell densities while the high yield strain with pTDH3, pHSP12, and pACT1 have shorter doubling times and higher saturation point. Although the production levels in strains with pSTE2 or pHXK1 were quite different, the fitness for the two strains is similar. Such fitness differences could be the result of metabolic burden from the intermediates of β-carotene pathway and the flux could be affected by promoter choice.
In contrast, for the violacein pathway, the production of violacein and the activity of the integrated promoters were in proportion with only one exception of pPNC1 (Fig. 3d and Supplementary Fig. 6b). The fitness of the promoter-integrated strains of violacein pathway is similar to each other with the only slower one integrated with pSCW4.
Our results suggest promoter strength does not always correlate with the final pathway production, and the selection will also impact the fitness of the host due to cellular burdens. The in vitro SCRaMbLE-in toolkit allows rapid prototyping of synthetic pathways, and allows the identification of combinations of genetic parts, which can work well together to lead to a productive pathway. The selected pathways can then be stably integrated into the genome in the next step.
One-step pathway integration and strain evolution
Besides specific gene regulation and engineering, the genome context can be optimized for the pathway in a synthetic yeast background through our in vivo SCRaMbLE-in method. We chose synthetic chromosome II, which contains 410 open-reading frames and 267 loxPsym sites, as the target chromosome for pathway integration36. When SCRaMbLE is activated, the pathway can be integrated randomly into the synthetic chromosome with simultaneously random gene deletion, inversion, and duplication of the chromosome. Similar to the in vitro element loader plasmid pWL121, we used a same pair of BsaI sites to flank the RFP cassette for the construction of pathway SCRaMbLE-in loading plasmid pWL032 by Golden Gate assembly and a LEU2 auxotrophic marker for selection (Fig. 4a). The assembly compatibility enables convenient loading of the library pathways generated from in vitro promoter integration for subsequent in vivo genome integration and chassis diversification. When the recombinase is expressed in the synII background, the pathway is first excised out from the URA3-marked plasmid and then randomly integrated into the synthetic chromosome. To ensure we only select true integrated strains, 5-FOA counter selection was applied (Fig. 4a and Supplementary Fig. 7a). Genetic compositions of the two pathways are summarized in Supplementary Table 2.
The in vitro result shows that the control strain LWy137 (synII background) with the HO-integrated violacein pathway has a yield of around 1 mg/L, while in the SCRaMbLE-in strains LWy152 and LWy238 the yields are around 5 mg/L, almost five-fold more than that of the control strain. The highest yield was identified in the SCRaMbLE-in strain LWy239, which lead to an almost ten-fold increase than that of the control strain (Fig. 4b). For the β-carotene pathway, the total yield of β-carotene for the HO-integrated strain LWy212 (BY4741 background) is around 250 μg/L. The total yield of β-carotene of the two SCRaMbLE-in strains LWy215 and LWy253 are similar, but LWy215 is slightly lower than the control, while LWy253 is higher than the control. The total yield of β-carotene for LWy252 is around 500 μg/L, which is twice that of the control strain (Fig. 4c).
Next, we tried to continuously evolve the strains with multiple rounds of SCRaMbLE. Given that the chemical production of the violacein pathway can be roughly estimated from the color of the colony, synII strains with the violacein synthesis pathway integrated were chosen for a continuous SCRaMbLE experiment. Three SCRaMbLE-in strains verified by next-generation sequencing, LWy152, LWy238, and LWy239, were re-transformed with a fresh pSCW11-Cre-EBD plasmid43 for continuous SCRaMbLE. After a 24 h induction, the cells were plated onto SC-Leu plates to isolate single colonies. In all three cases of re-SCRaMbLE, we observed clones with darker and lighter colors compared with the original strains, indicating increased and decreased violacein production, respectively (Supplementary Fig. 7b). The colonies were then standardized to OD600 = 1.0 at log phase and spotted to SC-Leu to compare the color difference more clearly (Fig. 4d).
After an initial screen by color variation, the composition of violacein and its ratio with the intermediate proviolacein was quantified in the SCRaMbLEd strains. The high-performance liquid chromatography (HPLC) result shows that the peak areas of violacein and proviolacein were diversified among the SCRaMbLEd strains (Supplementary Fig. 8a). LWy256 (LWy152+) has the highest violacein yield of 16.8 mg/L, with more than three-fold that of LWy152 and nearly 17-fold that of the control strain. The yield of LWy258 (LWy238+) is 1.5-fold that of the LWy238 strain. The yield of LWy260 (LWy239+) is similar to that of LWy239. For LWy257 (LWy152−) and LWy259 (LWy238−) with lighter color, their violacein production was reduced to around 0.5 mg/L, which is about 1/10 of the original strains. The yield of violacein in LWy261 (LWy239−) is slightly reduced to 3.5 mg/L. The ratio of violacein to proviolacein in LWy152, LWy257, and LWy259 are similar at around 0.7. In LWy238, LWy258, LWy239, and LWy260, the ratio varies from 1.4 to 1.9. Among these strains, LWy256 has the highest violacein to proviolacein ratio at 3.0 (Supplementary Fig. 8).
Deep sequencing deconvolution of SCRaMbLE-in strains
By analyzing the PCRtags (Supplementary Fig. 9), we identified that both the LWy257 and LWy259 strains had lost the same pair of PCRTags in the gene YBR044C. To investigate whether the lower violacein yields in these two strains was due to YBR044C deletion, a gene complementation experiment was performed (Supplementary Fig. 10). The YBR044C transcription unit was cloned into a pRS413 vector and transformed into both strains and their parental strains, respectively. The result shows that with the addition of an extra copy of YBR044C, both LWy257 and LWy259 recovered to give a color intensity similar to the original LWy152 and LWy238, indicating that the loss of YBR044C function contributes to the reduced violacein yield in these strains. The YBR044C gene encodes a mitochondrial membrane protein, a putative chaperone involved in the assembly of the succinate dehydrogenase (SDH) complex44. The deletion of YBR044C did not affect the viability of the cell but could potentially interrupt the function of SDH and further affect the tricarboxylic acid cycle and the mitochondrial respiration chain in Saccharomyces cerevisiae. A working hypothesis could be that the violacein synthesis process is NADPH-dependent, and the deletion of YBR044C affects the reducing power of the cell, and indirectly affecting the normal NADPH level, which impedes the production of violacein.
Next-generation sequencing was performed on the SCRaMbLE-in strains. The sequencing results indicate that the entire violacein pathway has been successfully integrated into the synthetic chromosome II (GenBank accession: CP013608.1) at the loxPsym sites at different locations (Fig. 5a and Supplementary Fig. 11). Besides the integrated pathway, many other genome rearrangements in these strains were observed (Fig. 5a and Supplementary Fig. 11), including 26 deletions, 36 inversions, and 32 duplications (Supplementary Data 1). Particularly, large duplications (over 500 kb) were observed in LWy238 and its derived strains LWy259 and LWy258. Whole-chromosome duplication was identified in LWy239 and its derived strains LWy260 and LWy261. One possible explanation that the SCRaMbLE process somehow interferes with the synthetic chromosome segregation process, resulting in one daughter cell with aneuploidy. The largest rearrangement was identified in LWy256 with a length of 1544.17 kb (Fig. 5a and Supplementary Fig. 11), which resulted from a fusion event of two SCRaMbLEd synII chromosomes (Supplementary Fig. 12a). This fusion event leads to the presence of two centromeres in this chromosome, with one of which inverted (Supplementary Fig. 12b). This is supported by the sequencing, PCR and PFGE results (Supplementary Fig.12c, d). The segregation process of this chromosome during cell cycle will be worth studying further, and presumably, one of the centromeres is defective. Considering the complex genotype variations in these strains, it is still difficult to isolate the key variation, or comprehensive effects from numerous variations. Nonetheless, the SCRaMbLE-in and continuous SCRaMbLE processes could provide a platform to generate a rich source of genome rearrangements, which can be further studied with computational and systems biology methods in the future.
Orthogonal-inducible SCRaMbLE system for future applications
For further extended applications of recombinases in the synthetic yeast, two controllable orthogonal recombinase expression systems were designed and verified (Fig. 6). The ligand-binding domains (LBDs), including progesterone-binding domain (PBD) and β-estradiol-binding domain (EBD), which have been shown to be able to mediate the translocation of fused protein from the cytoplasm into the nucleus upon ligand binding43,45, were used to control the activity of two recombinase orthologues, Cre and Dre. The TDH3 promoter was used to drive the expression of Cre and Dre, with and without the LBDs in a pRS415-based yeast centromeric plasmid, and a reporter plasmid was constructed in a pRS413-based plasmid where a URA3 expression cassette is flanked by a pair of corresponding recombination sites (Fig. 6a). Both the recombinase expression plasmid and the reporter plasmid were transformed and selected into yeast strain BY4741. The orthogonality of Cre and Dre without LBD fusion was first verified by directly spotting on selective media to assay the recombinase activities (Fig. 6b). Yeast cells with the reporter plasmid rox-URA3-rox did not survive with Dre expression and cells with the reporter plasmid loxP-URA3-loxP could not survive with Cre expression on SC-His-Leu-Ura plate, proving the activities of the two recombination systems in vivo. The Cre recombinase does not recognize the rox-URA3-rox, nor does the Dre recombinase recombines out the loxP-URA3-loxP, showing the orthogonality of the two recombinases. We then fused Dre with EBD and Cre with PBD, in order to make the recombinase activities inducible. We demonstrated recombinase activity can be induced by 48 h induction of either 1 μM β-estradiol for DreEBD or 1 μM RU486 for CrePBD. Without the corresponding ligand induction, the recombinase activities are turned off (Fig. 6c). Two rounds of β-estradiol induction were performed as well to achieve a maximal function of DreEBD (Supplementary Fig. 13). In future, the two orthogonal inducible recombination systems can be applied to achieve modular SCRaMbLE/SCRaMbLE-in in either specific regions of the synthetic genome, or even whole-novel-designed synthetic chromosomes, such that more than one pathway can be simultaneously integrated into different genomic loci. The orthogonal modular SCRaMbLE could also facilitate the generation of non-lethal genome rearrangements and evolve the chassis more efficiently for metabolic engineering and other diverse purposes in the Sc2.0 project.
The synergy between synthetic biology and metabolic engineering has attracted more and more attention, along with its successful application in biological materials production. In the past decades, synthetic biology has been widely used in the design, modification and assembly of genetic elements, significantly speeding up the metabolic engineering process, and succeeding in the production of several important metabolites. Recently, great progress has been made in the yeast synthetic genome project—Sc2.0. Six synthetic chromosomes have been successfully synthesized and all are functional in vivo. The synthesized yeast genome offers a unique platform to perform the rapid strain engineering methods such as the SCRaMbLE-in methodologies described in this paper. SCRaMbLEing the synthetic yeast has been proved to be able to generate various genotypes and phenotypes through Cre-mediated rearrangements utilizing the implanted loxPsym sites. In this study, a rapid, efficient, and universal method called SCRaMbLE-in was designed and demonstrated to be a new method to fast track the cycle of engineering biology, presenting a new synergy area between synthetic biology and metabolic engineering.
Combinatorial assembly has been instrumental in synthetic biology for exploring a large design space. Broadly speaking, there are two categories of combinatorial assembly methods: one is based on complementary overhang sequences5,12,46, and the other one is using homologous bridging sequences11,47. The SCRaMbLE-in utilizes site-specific recombinases to achieve efficient combinatorial library construction, and provides an alternative method to diversify metabolic pathways. It is sequence-independent and can be applied to virtually any parts and pathways. The SCRaMbLE-in method also allows random integration of the pathway into a genomic locus, and at the same time optimize the host Sc2.0 strain, which are not possible with any existing combinatorial methods.
In the SCRaMbLE-in method, the gene expression diversification, pathway integration, and chassis evolution processes were tackled conveniently through our in vitro recombinase toolkit and in vivo synthetic genome SCRaMbLE-in system. The SCRaMbLE-in method not only allows researchers to integrate pathways into the synthetic yeast genome, but also allows the genetic background to be evolved and selected. In addition to the genetic background, the location of integration could affect the transcription efficiency depending on chromatin structure and the degree of heterochromatinization48,49,50,51. Moreover, the scattered cis-acting elements and other not fully characterized untranslated regions can also make a difference to pathway expression52. Though some genomic loci have been studied51,53, the majority of the genome remains uncharacterized. The combinatorial nature of the SCRaMbLE-in method allows researchers to explore a large, diversified, genetic space for the optimal design(s). Additionally, the genome-integration feature allows the stable presence of a pathway without generating extra burden of plasmid maintenance in the host. When the heterologous pathway imposes cellular burden to the host, SCRaMbLE provides a unique opportunity for the host to evolve and to adapt to these challenges.
No single strain can serve as a super host for multiple diverse products. Even when a strain is optimized for the production of one class of compound, this rarely translates to enhanced production from different pathways, and so for each target, a lengthy and costly trial-and-error process of strain engineering is required to optimize production. The SCRaMbLE-in method we report here will explore the synthetic yeast, S. cerevisiae 2.0 (Sc2.0), as a generic platform for heterologous production of multiple valuable natural products. SCRaMbLE induces genome-wide sequence duplication, deletion, inversion, and translocation, but does not introduce point mutations. Such that it is possible to couple SCRaMbLE with traditional random mutagenesis methods, and recently developed high-throughput genome-wide site-directed mutagenesis methods such as MAGE and RAGE54,55.
In our method, pathway SCRaMbLE-in and chassis evolution are achieved in the same step and continuous SCRaMbLE could be applied to further evolve the strains. This makes it particularly attractive for long-term directed evolution experiments using either batch transfer or chemostats. The pathway SCRaMbLE-in vector can serve as a generic tool to integrate virtually any pathway of interest into the synthetic yeast platform. With the merging of multiple synthetic chromosomes and the complete synthesis of the whole yeast genome in near future, the SCRaMbLE-in method will have more use cases to explore.
A single colony of E. coli BL21 (DE3), transformed with either the Cre, Dre, or VCre protein expression plasmid, was transferred into 10 mL LB media, supplemented with 100 mg/L kanamycin and incubated overnight at 37 °C with shaking, 180 r.p.m. The overnight pre-culture was then inoculated into 1 L of LB medium with 100 mg/L kanamycin and incubated at 37 °C with 180 r.p.m. shaking. Recombinant protein production was induced when the cell concentration reached 0.6 (OD600) by the addition of 1 mM Isopropyl β-D-1-thiogalactopyranoside (IPTG) and the incubation temperature was reduced to 18 °C and cells were incubated for 16 hours. Cells were pelleted by centrifugation at 4000×g for 20 min, 4 °C, and resuspended in 10-fold (volume per gram of cell pellet) of PBS to wash cells.
Cells were resuspended in 10 times (volume per gram of cell pellet) of HisA buffer (50 mM Tris.HCl pH 8.0, 50 mM imidazole, 500 mM NaCl) and lysed by sonication at 4 °C, with ten cycles of 15 s bursts of sonication at 10-μm amplitude followed by 15 s of cooling. The lysate was clarified by centrifugation at 35,000×g for 30 min and the supernatant was filtered using a 0.45 μm syringe filter. The filtered supernatant was loaded onto a 5 mL HisTrap FF column equilibrated with HisA buffer. Unbound sample was washed off with 10 column volumes of HisA buffer and protein was eluted with a linear gradient of 0–70% HisB buffer (50 mM Tris.HCl, pH 8.0, 500 mM imidazole, 500 mM NaCl) over 20 column volumes. Peak fractions were analyzed by 15% SDS-PAGE and fractions containing the protein of interest were pooled. Purified Cre, Dre, and VCre recombinase proteins were extensively dialyzed into reaction buffer (50 mM Tris-HCl pH 7.5, 33 mM NaCl, 10 mM MgCl2) before use in further assays, or stored by transferring to 50 μL aliquots in thin-walled PCR tubes and flash-cooled in liquid nitrogen before storage at −80 °C. The concentration was adjusted to 10 μM for future use.
In vitro recombinase quantification assay
For excision rate measurement, 250 ng DNA were mixed with 10 μM recombinase and 5 μL 10X recombination buffer (NEB) in a 50 μL reaction. Keep at 37 °C for 16 h and deactivate recombinase at 75 °C for 15 min. Transform 10 μL into E. coli competent cell and select on LB plate with 100 µg/mL ampicillin. For integration rate measurement, 300 ng RFP-AmpR-ccdB plasmid and 100 ng KanR plasmid was mixed with 10 μM recombinase and 10 μL 10X recombination buffer in a 100 μL reaction. The reaction was kept at 37 °C for 16 h and the recombinase deactivated at 75 °C for 15 min. E. coli competent cells were transformed with 10 µL reaction and selected on an LB + Kanamycin plate. Biological triplicates were performed for rate calculation. Software ImageJ was used to facilitate counting of red and white colonies.
Promoter library integration by in vitro recombination
Twenty-five promoters from YeastFab library were mixed and assembled with Vlox or loxJTZ15 promoter loading vector by BsmBI Golden Gate assembly. For promoter integration, the recombination reaction was set up by adding 1.5 μg promoter plasmids mixture, 800 ng HO-Vlox-CrtI β-carotene circuit, or HO-loxJTZ15-VioA violacein circuit, 10 μL 10X recombination buffer, VCre, or Cre to final concentration of 100 nM, and ddH2O to 100 μL. The reaction was kept at 37 °C for 16 h. Frozen competent yeast cells were transformed as follows: The plasmid with promoter-integrated pathway circuit in the reaction was cleaned by PureLink® PCR purification kit and further linearized by BsmBI for homologous recombination at HO locus. The reaction was then mixed with 260 μL 50% PEG 3350, 36 μL 1.0 M lithium acetate, 10 μL 10 mg/mL single-stranded carrier DNA and distilled water to a final volume of 360 μL and transformed into 100 μL BY4741 competent cells56.
Hormone induction of CrePBD and DreEBD
Yeast cells were first transformed with a functional test device and selected on SC-His plates, then with the recombinase expressing device pTDH3-CrePBD or pTDH3-DreEBD and selected on SC-His-Leu plates. The fresh double-transformed strain was cultured overnight in non-hormone containing SC-His-Leu liquid medium. The overnight culture was re-inoculated to OD600 of 0.1 in SC-His-Leu with 1 µM either β-estradiol (E2257, Sigma-Aldrich) or RU486 (M8046, Sigma-Aldrich) for induction in 30 °C for 48 h. After induction, the cells were adjusted to OD600 of 1.0, serial diluted and spotted on SC-His-Leu and SC-His-Leu-Ura plates for comparison.
In vivo SCRaMbLE-in and variant screening
Yeast with synthetic chromosome II, synII (YSy115), was first transformed with pathway SCRaMbLE-in plasmids, pWL045 and pWL046 for the β-carotene and violacein pathways, respectively, and selected on SC-Leu plates. The strains were further transformed with pRS413-based pSCW11-CreEBD or pTDH3-CreEBD, respectively, and selected on SC-His-Leu plates. Fresh transformants were picked from the plate and cultured in SC-His-Leu liquid media overnight at 30 °C on a roller drum with duplicates for each strain. Cells were inoculated into 10 mL fresh SC-His-Leu liquid medium to OD600 of 0.1 with 1 μM estradiol. Cells were cultured for 12, 24, or 48 h at 30 °C. At each time point, serial dilution and spotting were performed on SC-Leu and SC-Leu with 1 mg/mL 5-FOA plates for SCRaMbLE-in efficiency evaluation. For SCRaMbLE-in variant selection, cells were washed and collected after 24 h induction and were spread onto SC-Leu plates with 5-FOA and incubated at 30 °C for 3 days. Variants were selected by color or size and further genotypic verification was performed.
Violacein extraction and HPLC quantification
The violacein-expressing yeast strain was cultured in corresponding selection media for 5 days at 30 °C. Three mililiters to 5 mL culture was transferred to a 15 mL Falcon tube, spun down at top speed, and washed twice with deionized water. Samples were boiled with 1 mL methanol at 90 °C for 10 min. The debris was spun down at 17,000×g for 30 min. The supernatant was transferred to a HPLC glass vial through syringe with needle and 0.22 μm filter. The final volume was standardized to 500 μL or 1 mL by adding more methanol or methanol evaporation.
HPLC analyses were performed on an Agilent 1100 series HPLC system, consisting of a quaternary pump (G1311A), a degasser (G1322A), a FLD detector (G1321A) and a DAD detector (G1315B); column: Agilent ZORBAX SB-C18, 4.6 × 150 mm, 3.5 µm particle diameter size, 80 Å pore size. Analyses were performed using a gradient of A: H2O containing 0.1% TFA (trifluoroacetic acid) and B: MeCN (HPLC grade) containing 0.1% TFA with a flow rate of 0.8 mL/min. Gradient used: 0–5 min, 5% B; 5–9 min, 5–25% B; 9–29 min, 25–45% B; 29–40 min, 45–100% B; 40–45 min, 100% B; 45–50 min, 100–5% B; 50–55 min, 5% B. Injection volume for all samples was 25 μL. Retention times (RTs) are denoted in minutes. Absorption values at 210, 220, 256, and 575 nm were recorded. A full absorption spectrum, from 230 to 700 nm, was recorded where peaks were observed in the chromatogram. The quantification methods of violacein are summarized in Supplementary Methods. Chromatograms of commercial violacein and violacein from cell extraction, and violacein calibration curve were generated after HPLC analysis (Supplementary Fig. 14a–d).
Carotenoid extraction and LC-MS quantification
The yeast strains were cultured in 200 mL flasks at 30 °C 220 r.p.m. for 48 h. The OD600 of all the yeast strains was recorded and 10 mL of cell culture was collected by centrifugation at 15,000×g for 1 min and washed twice with deionized water. The cells were broken with glass beads (1 g, 0.50–0.75 mm) by vortexing for 3 min, then 600 μL sorbitol (1 M) and 25 μL lyticase (25 mg/mL) were added. The mixture was vortexed for 10 min, followed by 1 h incubation at 37 °C at 220 r.p.m. Pyrogallol of 1.25 mL 0.2% (wt/vol) dissolved in methanol was added and mixed by vortexing for 10 s. KOH of 700 μL 60% (wt/vol) was added for saponification and vortexed for 10 s, followed by 1 h incubation at 75 °C with vortexing every 15 min. The carotenoid fraction was extracted with 5–10 mL hexane, by mixing and left at room temperature overnight with the instrument vertical mixing apparatus. The extraction mixture was centrifuged at 3000×g for 5 min. The hexane layer was transferred to new Eppendorf tubes and vacuum-dried for 30 min at 60 °C. The cell pellets were repeated with hexane extraction. The vacuum-dried extractions were re-dissolved in isopropanol and the whole metabolite was cleared with ultrasonication. The cell debris was spun down and the supernatant was transferred to a new tube, followed by lyophilization. The sample pellet was finally resuspended with 100 μL isopropanol and 2 μL of sample was injected into LC-MS equipment for chemical analysis. Separation of lycopene and β-carotene and chemical analysis were performed by the ACQUITY UPLC I-Class system (Waters) and the QTRAP 4500LC-MS/MS system (SCIEX). The column for lycopene and β-carotene separation is ACQUITY UPLC BEH C18 Column, 130 Å, 1.7 µm, 2.1 × 50 mm. Analyses were performed using a gradient of A: 100% methanol and B: 50% methanol and 50% isopropanol with a flow rate of 0.3 mL/min. Gradient used: 0–0.5 min, 30% B; 0.5–1 min, 98% B; 1–4 min, 98% B; 4–4.1 min, 30% B; 4.1–5 min, 30% B. RTs are denoted in minutes. The parameters for MS are as follows. λ source/gas parameters: ion spay voltage: 5500; curtain gas: 35, nebulizer gas (gas 1) 55, ion source GS2 (gas 2) 55; interface heater temperature: 550. λ compound parameters: de-clustering potential: 30; entrance potential: 10; collision cell exit potential: 10. The quantification methods of carotenoids are summarized in Supplementary Methods. Chromatograms of commercial lycopene and β-carotene, and corresponding calibration curves were generated after LC-MS analysis (Supplementary Fig. 14e–g).
Next-generation sequencing and variation reconstruction
The genomic DNA library was prepared for whole-genome sequencing according to the BGI’s standard preparation protocol using the MGIEasy™ DNA Library Prep Kit V1. One microgram of sample DNA was sheared using a Covaris LE220 to an average length of 350 bp. After end-repairing and adapter ligation with barcode, it was PCR-amplified and -purified. Subsequently, the PCR products with different barcodes were pooled together at equimolar concentration. Sixty microliters of the pool was heat-denatured, and mixed with an equal volume of circularization reaction buffer, which contains 10 μL splint oligo, 12 μL splint buffer, 0.4 μL ligation enzyme, 1.2 μL ligation enhancer, and 36.4 μL nuclease-free water. The mixture was subsequently incubated at 37 °C for 60 min. Finally, 20 μL of each single-circle-library pool was further used to prepare the DNA Nanoballs (DNB) and sequenced on the BGISEQ-500 platform using BGISEQ-500 high-throughput sequencing kit (PE100).
Before mapping to genome, quality control of sequencing reads was performed. Reads with length shorter than 100 bp or >1% of bases that have a Phred-based quality lower than 10 or with unknown bases were removed. These cleaned reads were mapped to synthetic yeast genome sequences using “Bowtie2” (version 2.0.0) with standard parameters57. A similar approach to a previously published method that combines both sequencing depth and split-read mapping was performed to identify complex structural variation and SCRaMbLE events33. Reads that were mapped to the reference were used to evaluate the sequencing depth by “SAOPcoverage” (version 2.7.7). Reads that did not map to the reference were split into pairwise ends with length of longer than 30 bp by scanning over all possible intermediate positions. These pairwise ends were further aligned to the reference using “Bowtie2”57. Combining the sequencing depth and split-read mapping, the structural variations were reconstructed as described.
All data and genetic material used for this paper are available from the authors on request. The sequencing data of the SCRaMbLEd strains have been deposited in the European Nucleotide Archive (ENA) under accession PRJEB23542.
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The work in the UK is funded through a Biotechnology and Biological Sciences Research Council grant (BB/M005690/1), a Bill & Melinda Gates Foundation award (RB0447), and the University of Manchester President’s Award for Research Excellence to Y.C. We are grateful for financial support from the National Natural Science Foundation of China (31471254) and the National Science Fund for Distinguished Young Scholars (31725002) to J.D, and financial grant from the China Postdoctoral Science Foundation (2017M620393) to Z.L. Work at BGI_Shenzhen was supported by Guangdong Provincial Key Laboratory of Genome Read and Write grant (2017B030301011) to Y.S. W.L. is supported with a graduate fellowship from Autodesk and University of Edinburgh. We are grateful to all Sc2.0 international consortium members for making the synthetic chromosomes and SCRaMbLE reagents available for this study. We thank Sally Jones for proof-reading the manuscript and Jamie Auxillos for graphic assistance, and the support from the Manchester Centre for Synthetic Biology of Fine and Specialty Chemicals (SYNBIOCHEM, grant BB/M017702/1). M.A, N.T.P. and I.P.-P. acknowledge financial support from the Scottish Universities Life Sciences Alliance (SULSA) strategic grant, M.A. received support from the Medical Research Council (J54359) strategic grant. M.A. and N.T.P are grateful for financial support from the Wellcome Trust [201531/Z/16/Z].
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Science China Life Sciences (2019)