Abstract
Ferulic acid is a ubiquitous phenolic compound in lignocellulose, which is recognized for its role in the microbial carbon catabolism and industrial value. However, its recalcitrance and toxicity poses a challenge for ferulic acid-to-bioproducts bioconversion. Here, we develop a genome editing strategy for Pseudomonas putida KT2440 using an integrated CRISPR/Cas9n-λ-Red system with pyrF as a selection marker, which maintains cell viability and genetic stability, increases mutation efficiency, and simplifies genetic manipulation. Via this method, four functional modules, comprised of nine genes involved in ferulic acid catabolism and polyhydroxyalkanoate biosynthesis, were integrated into the genome, generating the KTc9n20 strain. After metabolic engineering and optimization of C/N ratio, polyhydroxyalkanoate production was increased to ~270 mg/L, coupled with ~20 mM ferulic acid consumption. This study not only establishes a simple and efficient genome editing strategy, but also offers an encouraging example of how to apply this method to improve microbial aromatic compound bioconversion.
Similar content being viewed by others
Introduction
Ferulic acid is a ubiquitous phenolic component of lignocellulose, which is linked to hemicellulose and lignin via ester linkages, and is released to the environment by fungal and bacterial esterase enzymes1,2,3. Moreover, ferulic acid is a intermediate metabolite during lignin biodegradation4,5. Considering that lignocellulose is an abundant carbon compound on the earth6, investigation of ferulic acid catabolism not only provides insights into the global carbon cycle7, but also contributes to the development in biocatalytic conversion of ferulic acid to valuable bioproducts8,9. To date, the biotransformation of ferulic acid to vanillin has been intensively studied, as vanillin is the aldehyde intermediate of the ferulic acid degradation pathway, and a widely used flavoring agent8,10. Recently there has been strong interest in the use of bacteria to produce more diverse and valuable products (e.g., polyhydroxyalkanoates (PHAs) and muconic acid) from ferulic acid9,11,12. PHAs, which act as microbial carbon storage, are a class of natural biopolymers and can be used as environmentally friendly alternatives to petroleum-based plastics, as well as bioimplant materials for medical and therapeutic applications13,14,15,16. Moreover, vanillic acid, a intermediate metabolite in a ferulic acid catabolism pathway, has been identified as the non-fatty acid feedstock for medium-chain-length PHA (mcl-PHA) biosynthesis13,17, indicating the feasibility of ferulic acid-to-PHA bioconversion. Hence, ferulic acid-to-PHA conversion provides insights into the microbial carbon sink and ferulic acid valorization.
The gram-negative bacterium Pseudomonas putida has emerged as the candidate with the greatest potential for ferulic acid-to-PHA9,17. P. putida can catabolize ferulic acid via a coenzyme A-dependent, non-β-oxidative pathway18. Moreover, it is a well-known mcl-PHA-producing organism13,19. However, the conversion efficiency is low, posing a challenge for the application of this organism in ferulic acid-to-PHA9,19. First, ferulic acid is highly toxic to the bacterial cell, inhibiting cell growth and metabolism8. Second, high mcl-PHA yields in P. putida are more favored to be produced from fatty acids20,21. Employing non-fatty acid feedstock, especially aromatic compounds, greatly limits mcl-PHA accumulation19,22. Hence, metabolic engineering of P. putida strains is required to address these two key issues.
A wide variety of genome-editing tools have been developed for metabolic engineering in Pseudomonas, the majority of which are based on homologous recombination23. Such methods have very low mutation efficiency and are time consuming23,24,25. Although a selection marker was used to make it is easier to select mutant, it usually leaves a marker in the genome24, and later phage-derived recombinases (e.g., RecET and λ-Red) were employed to improve mutation efficiency26,27. However, the process still leaves scars (e.g., 34 bp LoxP site) in the genome and are cumbersome for plasmid curing28,29. Moreover, large DNA fragment (>5 kb) insertion has not yet reported via these methods. Type II Clustered Regularly Interspaced Short Palindromic Repeats (CRISPR)-Cas systems are a prokaryotic adaptive immune defense mechanism30. Recently, Cas9-induced recombination methods have attracted great attention, due to their high efficiency, ease of design, short manufacturing time and low cost31,32. They are classified into two categories: Cas9 and Cas9 nickase (Cas9n) systems. Although both three-plasmid and two-plasmid CRISPR/Cas9-based systems have recently been developed for P. putida KT244028,33, there are some characteristics that have not been fully investigated. First, CRISPR/Cas9 can cause cell death after double strand breaks (DSB) in bacteria that lack or have low expression of major NHEJ components34. Although recombinase proteins (e.g., SSr and λ-Red)28,33 and specific designing of sgRNA could improve cell survival35, the effects are variable for different genes and strains36,37. Moreover, the strict requirements of sgRNA designing also constrain target locus selection, especially for organisms with incomplete genome sequences. Second, CRISPR/Cas9 system is known for its high efficiency32,38; however, mutation efficiencies of various targets are highly variable, limiting its application in some targets which exhibit low editing efficiency28,33. Third, the reported P. putida CRISPR/Cas9 systems utilize multiple plasmids and thus presents challenges for transformation and plasmid stability, which is especially evident in continual rounds of genome editing.
Here, we developed an integrated CRISPR/Cas9n-λ-Red genome-editing strategy (CRP) to overcome the above stated limitations. CRISPR/Cas9n, which is rarely reported in Pseudomonas, is used as an alternative strategy to avoid bacterial death31,37,39. Furthermore, CRISPR/Cas9n and λ-Red expression cassettes were integrated into the chromosome to simplify plasmid construction and decrease the size of the plasmid, whereas the pyrF was employed as both a positive and negative marker to ensure theoretical 100% mutation efficiency of any target genes in P. putida KT2440. Via this CRP method, we successfully constructed the KTc9n20 strain by modulating the expression of nine different genes that are divided into four engineered modules, to enhance ferulic acid-to-PHA conversion. Through further optimization of cultivation conditions, the mcl-PHA production from consumed ferulic acid substrate (20 mM) was increased to ~270 mg/L, laying the foundation for a ferulic acid bioprocessing platform.
Results
Variable mutation efficiency of a CRISPR/Cas9-λ-Red system
This study first tested the previously established CRISPR/Cas9-λ-Red system in P. putida KT2440 due to its high mutation efficiency (Table 1 and Supplementary Table 1)30. The pyrF gene (PP_1815), encoding orotidine-5′-phosphate decarboxylase (ODCase), was chosen as the target, as deletion of this gene would generate uracil auxotrophic and 5-fluoroorotic acid (5-FOA) resistant phenotypes39. The results suggested pyrF was knocked-out, validating this CRISPR/Cas9-λ-Red system works in KT2440, consistent with the previous study28 (Supplementary Notes). However, the calculated mutation efficiency for pyrF was 1/7730 (Table 2), far from previously reported high mutation efficiency (70–100%)28. We speculated that the low mutation rate for pyrF was likely due to variant efficiency among various genes33. Moreover, considering that various vectors with different copy numbers were used to express the four components (Cas9, the gRNA cassette, λ-Red system and the homologous repairing arms) between this study and previous work28, expression dose of the four functional elements was also a factor contributing to the varied mutation rates (Table 2 and Supplementary Table 2). Together, highly variable editing efficiency of CRISPR/Cas9-λ-Red system restricts whole genome editing in bacteria in general, and certain genes of P. putida in particular, which have either low repairing ability or poor mutation rate.
Integrating Cas9n and λ-Red into the KTc9n strain
To increase editing efficiency, we endeavored to develop a CRISPR/Cas9n system39,40. The 140 kDa His-tagged Cas9n protein was expressed as evidenced by SDS-PAGE analysis, while it was absent in the control strain KTG (Supplementary Fig. 1 and Table 1). Subsequently, the two plasmid CRISPR/Cas9n systems, both with and without the λ-Red system, respectively, were tested in KT2440. Via the CRISPR/Cas9n system, pyrF deletion efficiency was comparable to that of CRISPR/Cas9-λ-Red system, indicating that the CRISPR/Cas9n system increased editing efficiency (Table 2). Furthermore, when the λ-Red system was introduced, deletion efficiency was increased to 1/2146, and further raised to 1/10 through the expression dose optimization of λ-Red recombinase (Table 2). The expression dose was optimized by regulating the promoter activity of PxylA through xylose inducer concentrations (Supplementary Table 2). All of this suggested the CRISPR/Cas9n-λ-Red system was the best method among our tested genome-editing approaches. Next, to decrease the size of the plasmid and simplify the gene editing procedure, Pmin::cas9n and PxylA:: gam-bet-exo expression cassettes were integrated into the pyrF gene location on the chromosome of P. putida KT2440, to replace pyrF, via the CRISPR/Cas9n-λ-Red system (Fig. 1 and Supplementary Table 3). The resulting strain was designated KTc9n (Table 1).
Strain KTc9n was constructed via introduction of the pBBR1-2 plasmid into P. putida KT2440. It integrated the Cas9n and λ-Red expression cassettes into the genome to replace pyrF. The procedure for icd deletion is shown as an example to illustrate the detailed strategy. Day 1: Electroporation of plasmid pBBR1-3 into KTc9n for icd knockout. Following electroporation, cells were grown on LB pressure medium (xylose+Ura++Km) at 30 °C, 200 rpm for 18 h for genome editing. Day 2: Transfer 1% of cultivated cells into 5 mL fresh 15 mM glucose-M9 minimal selective medium (Ura−), supplemented with 4 mM vanillic acid to induce pBBR1-3 plasmid curing. Colonies without green fluorescence indicated the icd gene was deleted and that plasmid pBBR1-3 was eliminated. Day 3: Introduce pBBR1-4 plasmid into KTc9nΔicd, to remove the pyrF marker. Day 4: Identify KTc9n9 mutant without pyrF selection marker from the LB selection plate (Ura++5-FOA).
Precise and high efficiency genome editing by the CRP method
Although the CRISPR/Cas9n-λ-Red system significantly increased efficiency, it was still far lower than that of other reported CRISPR-Cas9(n) genome-editing systems, which can easily select the mutant without monitoring phenotype26,28,39. Therefore, developing a CRISPR/Cas9n-λ-Red system coupled with a selectable marker is essential for those organisms or genes with lower editing efficiency. In this study, the pyrF gene was employed as both a positive and negative selection marker, as it is associated with uracil prototrophy and fluoroorotic acid sensitivity24. Therefore, KTc9n, which showed no obvious growth difference from KT2440, was used as the host strain for the following genome editing (Fig. 2 and Supplementary Fig. 2a). The icd gene (PP_4011), encoding isocitrate dehydrogenase in the TCA cycle, was chosen as a target gene to test the CRP approach. The pBBR1-3 plasmid, which contains the Ptrc::sgRNA for icd, pyrF selection marker and 0.5 kb repair template, was transformed into KTc9n (Fig. 1 and Table 1). And twenty colonies, which were grown on selective plates (M9 + Ura−), were randomly picked for further PCR screening and DNA sequencing. These tests revealed that the deletion rate was 100%, leaving the pyrF marker at the target site of the mutant KTc9nΔicd (Fig. 1). Subsequently, the pBBR1-4 plasmid was transformed into KTc9nΔicd, to remove pyrF marker via the same strategy. DNA sequencing for fifteen randomly picked mutants revealed all of the colonies contained a precise scarless deletion of the 1000 bp target sequence of icd, generating the mutant KTc9n9 (Supplementary Table 3).
a Metabolic pathways for ferulic acid-to-mcl-PHA bioconversion, including ferulic acid catabolism pathway, fatty acid biosynthesis pathway, β-oxidation pathway and PHA biosynthesis pathway. b Cell growth, NADH/NAD+ ratio, residual concentrations of ferulic acid in medium and mcl-PHA production by P. putida KT2440 and KTc9n. The two strains were grown on M9 mineral medium (65 mg L−1 NH4Cl) with 20 mM ferulic acid as the sole carbon substrate (n = 3 biologically independent experiments).
One-step CRP approach to genome editing and plasmid curing
Here, we expanded the CRP approach application in plasmid elimination. A palindromic sequence was inserted into the genome-editing plasmids (e.g., pBBR1-3) as the target site to ensure Cas9n-induced DSB (Fig. 1). Correspondingly, the gRNA, targeted to the palindromic sequence, was designed and driven by the vanillic acid inducible promoter Pvan17. In addition, the reporter gene gfp was incorporated into the plasmids to monitor the curing efficiency. Once genome editing was done, 4 mM vanillic acid was added to inducing the suicide function. After 12 h, the loss of signal fluorescence reflected plasmid curing and 90% of the plated colonies were plasmid-free after 24 h (Fig. 1 and Supplementary Fig. 2b). This clearly demonstrated that CRP can be applied to single-step genome editing and plasmid curing.
Application of CRP genome-editing system in P. putida KT2440
In addition to the icd gene, the mutant efficiencies for other locations in the KT2440 strain were systematically investigated (Supplementary Table 3). The deletion efficiencies were tested for in either single-gene/gene cluster or double-gene with different deleted lengths (from 98 bp to 4643 bp) and were found to be 100% (Supplementary Table 3). Meanwhile, the efficiency for gene integration was also examined. DNA fragments with different lengths (from 1900 bp to 15,000 bp) were successfully integrated into the chromosome of KTc9n, respectively (Supplementary Table 3). Furthermore, the efficiency of simultaneous gene insertion and deletion in the KTc9n genome (KTc9n13) also achieved 100%. For each mutant, 8–20 colonies were randomly picked from the selection plates (LB + 5FOA + Ura+) for PCR and DNA sequencing, and found that all contained the desired mutation (Supplementary Table 3). Hence, our results suggested that the mutation efficiency of this method theoretically can reach 100%, which has an advantage in genome-editing events with low efficiency, such as a large DNA fragment (>5 kb) editing.
Engineered P. putida enhances ferulic acid utilization
The genome analysis suggested P. putida KT2440 employs the coenzyme A-dependent, non-β-oxidative pathway to catabolize ferulic acid. The generated acetyl-CoA enters fatty acid biosynthesis pathway (in addition to replenishing the TCA cycle) and is further channeled to PHA biosynthesis pathways, revealing the feasibility of ferulic acid-to-mcl-PHA bioconversion (Fig. 2a). Thus, KT2440 and KTc9n were cultured in 20 mM ferulic acid-M9 mineral medium with 65 mg L−1 NH4Cl, respectively. Both strains showed similar cell growth, in which ~10 mM ferulic acid was consumed and ~65 mg L−1 mcl-PHA was accumulated (Fig. 2b and Supplementary Table 4). No significant difference in ferulic acid utilization (p = 0.75), NADH/NAD+ ratio (p = 0.19) and mcl-PHA production (p = 0.06) between KTc9n and KT2440 were observed (Fig. 2b and Supplementary Table 4). These data demonstrated two aspects of these strains. First, the inserted cas9n and λ-Red recombinase genes in KT2440 do not influence the strain growth and metabolism under such condition. Second, KT2440 and KTc9n have limited capacity for ferulic acid-to-mcl-PHA bioconversion. Therefore, KTc9n can be used as an ideal background strain to improve ferulic acid-to-PHA bioconversion.
To improve the ferulic acid utilization performance of KTc9n, the ferulic acid catabolic gene cluster was investigated. The ech, vdh, and fcs genes, which encode feruloyl-CoA hydratase/lyase, vanillin dehydrogenase, and feruloyl-CoA synthetase, respectively, are in one putative operon, while ferR, encoding the MarR-type transcriptional regulator, resides in another operon and is located downstream of the ech-vdh-fcs gene cluster, with opposite orientation (Fig. 3a). Boosting the expression of ech-vdh-fcs gene cluster should be a promising strategy to enhance ferulic acid catabolic capacity (Fig. 3a, b). For this purpose, a second genomic copy of the ech-vdh-fcs gene cluster was inserted upstream of fcs in the KTc9n, generating the mutant KTc9n1 (Supplementary Table 3). This strain not only showed improved cell growth, but also consumed more ferulic acid (~12 mM, p = 0.00), compared to that of KTc9n (~10 mM), validating the hypothesis (Fig. 3c, d). In addition, the MarR-type transcriptional regulator has been reported to negatively regulate the expression of the ferulic acid catabolic operon in P. fluorescens BF13 and Sphingobium sp. strain SYK-641,42, although the role of the homologous protein was not yet well studied in P. putida KT2440. Therefore we constructed the KTc9n3 mutant, in which ferR was deleted. It exhibited a higher ferulic acid utilization (~11 mM, p = 0.005) than that of KTc9n (Fig. 3d).
a Organization of the ferulic acid catabolism locus in KT2440. P: promoter. IDs and gene names of the corresponding enzymes are shown. b Ferulic acid catabolism pathway. Dashed arrow indicates multiple steps. c–d Cell growth curves, NADH/NAD+ ratio, residual concentrations of ferulic acid and vanillic acid of the mutant strains. They were grown on M9 mineral medium (65 mg L−1 NH4Cl) with 20 mM ferulic acid as the sole carbon substrate (n = 3 biologically independent experiments). e, f Cell growth and residual concentrations of ferulic acid in medium of mutant strains. They were cultured in 40 mM ferulic acid-M9 mineral medium (65 mg L−1 NH4Cl) (n = 3 biologically independent experiments).
To further enhance the ferulic acid utilization, the ech-vdh-fcs gene cluster was inserted into the genome of KTc9n3 and the resulting mutant was designated KTc9n4 (Table 1). However, neither KTc9n4 cell growth nor ferulic acid consumption were further improved, in comparison to KTc9n1 (Fig. 3c, d). Fcs, Ech and Vdh enzymes convert ferulic acid to vanillic acid, whereas NAD+ is consumed and NADH is generated during this reaction8 (Fig. 3b). To reveal whether this limitation was caused by intermediate metabolite accumulation and/or redox imbalance, the concentrations of vanillic acid and the ratios of NADH to NAD+ of these mutants were assessed. The concentration of vanillic acid, as generated by KTc9n1, KTc9n3 and KTc9n4, respectively, was higher than that of KTc9n. Of particular note, KTc9n4 attained the highest level (~4.8 mM, Fig. 3d). Similarly, the NADH/NAD+ ratios of them were higher than that of KTc9n, especially for KTc9n1 and KTc9n4. Together, this indicated KTc9n4 accumulated more vanillic acid and consumed more NAD+ cofactor, resulting in insufficient redox for energy metabolism8 (Fig. 3b). Previous studies suggested that overexpression of vanAB promotes vanillic acid catabolism in P. putida KT244012 and A51417, respectively. Therefore, we inferred that increasing the expression of vanAB, which regenerates NAD+ from NADH, should counter this hurdle (Fig. 3b).
KTc9n5, carrying a second copy of vanAB genes, was constructed (Table 1). Compared to KTc9n, it showed half the vanillic acid concentration and lower NADH/NAD+ ratio. Moreover, more ferulic acid was consumed and the cell growth of KTc9n5 was also improved (Fig. 3c, d). These results suggested vanAB plays a role in alleviating vanillic acid accumulation and NAD+ imbalance. Thus, one copy of vanAB genes was inserted into the chromosomes of KTc9n1 and KTc9n4, generating the strains KTc9n6 and KTc9n7, respectively (Table 1). As expected, KTc9n6 exhibited greater ferulic acid utilization (~14 mM) and accumulated less vanillic acid (~1 mM) with lower NADH/NAD+ ratio, as compared to KTc9n1 (Fig. 3d). Moreover, its cell growth was greatly improved (Fig. 3c). On the other hand, the performance of KTc9n7 on ferulic acid utilization and cell growth was improved, and NADH/NAD+ ratio decreased, in contrast to KTc9n4 (Fig. 3d). However, KTc9n7 did not outperform the KTc9n6 strain, exhibiting relatively poorer cell growth and ferulic acid utilization (Fig. 3c, d). This might have been the result of an inappropriate gene expression ratio. Unlike KTc9n6, simultaneous single copy ech-vdh-fcs gene cluster insertion and ferR gene deletion in the genome of KTc9n7 should greatly accelerate the ferulic acid to vanillic acid conversion, whereas a single copy vanAB genes insertion might be insufficient for vanillic acid catabolism and cofactor requirement. This speculation was validated when, in contrast to KTc9n6, higher concentration of vanillic acid and NADH/NAD+ ratio were observed in KTc9n7 (Fig. 3d). Therefore, two copies of the vanAB genes were inserted into the KTc9n4 genome, constructing the mutant KTc9n8 (Table 1). Consequently, KTc9n8 showed the best performance in cell growth and ferulic acid consumption (~15 mM) among the mutants, which was consistent with its lowest concentration of vanillic acid (~0.46 mM) and lower NADH/NAD+ ratio (Fig. 3c, d).
Finally, the three mutants (KTc9n6, KTc9n7 and KTc9n8) with higher ferulic acid degradation capacity were further examined for their robustness in the presence of 40 mM ferulic acid. All the strains could grow with 40 mM ferulic acid as the feedstock, while the reference strain, KTc9n, was unable to grow (Fig. 3e). Among them, KTc9n6 showed the greatest robustness, with excellent cell growth and ferulic acid utilization (Fig. 3e, f). Hence, KTc9n6 with the best robustness and KTc9n8 with the greatest ferulic acid utilization would be employed for the remainder of this study.
Engineered P. putida increases mcl-PHA biosynthesis
mcl-PHA is produced from fatty acid biosynthesis pathway, when P. putida utilizes lignin-derived substrates as carbon sources43 (Fig. 4a). Previous studies reported that inactivation of isocitrate dehydrogenase (icd) increased the flux of acetyl-CoA into fatty acid biosynthesis pathway44 and was proposed to be a genetic engineering target to improve PHA production. However, icd deletion (KTc9n9, Table 1), here, did not contribute to mcl-PHA synthesis (Fig. 4c, d, Supplementary Notes and Supplementary Table 4).
a Schematic of mcl-PHA biosynthesis pathways that are involved in TCA cycle, fatty acid biosynthesis and β-oxidation. Genes that are knocked-out and knocked-in in KTc9n are marked. b Organization of the PHA biosynthetic genes of KT2440. IDs and gene names of the corresponding enzymes are shown. c, d The cell dry weight, PHA titer and cell growth of strains under 20 mM ferulic acid-65 mg L−1 NH4Cl condition (n = 3 biologically independent experiments).
Alternatively, the effect of inhibiting the reverse reaction, connecting fatty acid biosynthesis pathway and PHA biosynthesis pathway, was tested (Fig. 4a). Three thioesterase genes tesA, tesB, and tesBII, which catalyze the acyl-ACP or 3-hydroxyacyl-CoA to corresponding acid45, respectively, were deleted (Fig. 4a). The resulting mutants were designated KTc9n10, KTc9n11, and KTc9n12 (Table 1 and Supplementary Table 3). Their cell growth and mcl-PHA titers were assessed, while KTc9n was the control. KTc9n10 showed relatively lower cell dry weight and produced less mcl-PHA, suggesting deletion of tesA did not promote mcl-PHA production (Fig. 4c, d). In contrast, KTc9n11 and KTc9n12 showed improvement in cell biomass (Fig. 4c, d). Moreover, KTc9n11 and KTc9n12, respectively, produced 29 and 140% more mcl-PHA than did KTc9n, up to 157 mg L−1 (Fig. 4c and Supplementary Table 4). This revealed that deletion of either tesB or tesBII had positive effect on mcl-PHA accumulation, especially for tesBII.
In addition, it is known that phaZ (mcl-PHA depolymerase) knockout and phaC (mcl-PHA synthase) knockin enhance mcl-PHA accumulation in P. putida19. Therefore, phaZ was deleted and replaced by a copy of phaC1, generating the mutant KTc9n13 (Table 1 and Supplementary Table 3). Interestingly, a similar mcl-PHA titer was observed between KTc9n and KTc9n13, indicating that simultaneous phaZ elimination and phaC1 insertion had little impact on PHA production (Fig. 4c). Therefore, an alternative strategy was examined, a single copy of a mutated phaC1 gene46 with its native promoter was inserted upstream of the pha gene cluster. The resulting mutant, KTc9n14, produced a higher mcl-PHA titer (95 mg L−1) than KTc9n, confirming the role of this mutated phaC1 in mcl-PHA production (Fig. 4c and Supplementary Table 4).
Finally, to further promote the mcl-PHA accumulation, the elements with positive effect, tesB, tesBII and mutated phaC1, were integrated into the P. putida KTc9n strain. As a result, the double knockout mutant of thioesterases, KTc9n15 (ΔtesBΔtesBII) and KTc9n16 (ΔtesBΔtesBII and phaC1), were constructed, respectively (Table 1). The accumulated mcl-PHA in KTc9n15 increased to 164 mg L−1, while KTc9n16 did not further gains in mcl-PHA accumulation (105 mg L−1, Fig. 4c and Supplementary Table 4).
Integrated functional modules to improve ferulic acid-to-PHA conversion
The aforementioned metabolic engineering addressed key metabolic steps for ferulic acid to mcl-PHA conversion. To integrate these functional modules, KTc9n6 and KTc9n8 were selected as the parent strains, where the tesB and tesBII were deleted with or without an integrated a copy of mutated phaC1 (Fig. 5a). Consequently, four mutant strains were constructed, KTc9n17, KTc9n18, KTc9n19 and KTc9n20, respectively (Table 1). Cell growth, substrate utilization, and mcl-PHA titers of these four strains were assessed (Fig. 5b, c and Supplementary Table 4). (i) In comparison with the parent strain KTc9n6, KTc9n17 and KTc9n18 exhibited similar cell growth. In contrast, KTc9n19 and KTc9n20 showed poorer cell growth than their parent strain KTc9n8. (ii) Compared to KTc9n6, KTc9n17 showed similar ferulic acid utilization, while KTc9n18 consumed more ferulic acid. Surprisingly, KTc9n19 and KTc9n20 utilized less ferulic acid than KTc9n8. (iii) KTc9n17 and KTc9n18 produced more mcl-PHA than KTc9n and KTc9n6, while KTc9n19 and KTc9n20 synthesized more mcl-PHA than KTc9n8. Among these four mutants, KTc9n17 accumulated the highest mcl-PHA titer, 158 mg L−1 from 14 mM consumed ferulic acid, followed by KTc9n20, 108 mg L−1 from 13 mM utilized ferulic acid.
a Metabolic engineering of ferulic acid-to-mcl-PHA bioconversion in P. putida KT2440. Four modules were integrated to synthesize mcl-PHA from ferulic acid in KT2440. b, c The cell growth, residual ferulic acid in medium, and mcl-PHA titer of the engineered strains under 20 mM ferulic acid-65 mg L−1 NH4Cl condition (n = 3 biologically independent experiments). d, e The cell growth, residual ferulic acid in medium and mcl-PHA titer of the engineered strains under 20 mM ferulic acid-130 mg L−1 NH4Cl condition (n = 3 biologically independent experiments).
Optimized C/N ratio to further boost ferulic acid-to-PHA conversion
Although the four integrated mutants produced more mcl-PHA than their parent strains, the substrate consumption was not further improved. Next, C/N ratio, which is known to be essential in cell growth and mcl-PHA synthesis, was optimized. KTc9n and KTc9n8 showed the best performance in cell growth and substrate utilization with 20 mM ferulic acid and 260 mg L−1 NH4Cl, while KTc9n6 exhibited optimized cell growth and ferulic acid utilization in the presence of 130 mg L−1 NH4Cl (Supplementary Fig. 3). The difference in strain performance between the two nitrogen concentrations (130 mg L−1 and 260 mg L−1) was small. Moreover, Pseudomonas species accumulate mcl-PHA under nitrogen starvation condition when non-fatty acid feedstock is utilized. Thus, 130 mg L−1 NH4Cl was selected. First, cell growth of all four strains was improved under such condition, in contrast to that of under 65 mg L−1 NH4Cl. Higher cell biomass (OD600 value and CDW) was obtained (Fig. 5b, d and Supplementary Fig. 3d). Among them, KTc9n20 reached the highest cell biomass, ~780 mg L−1 (Supplementary Fig. 3d-4). Second, consistent with the improved cell growth, more ferulic acid was utilized by all four strains. KTc9n19 and KTc9n20 consumed more ferulic acid than KTc9n17 and KTc9n18, with KTc9n20 utilizing the most ferulic acid, ~ 20 mM. Third, correspondingly, KTc9n19 and KTc9n20 also produced a higher mcl-PHA titer, increasing to ~270 mg L−1, whereas KTc9n17 and KTc9n18 produced mcl-PHA titers similar to that seen under 65 mg L−1 NH4Cl condition (Fig. 5e and Supplementary Table 4). Taken together, KTc9n20, which integrated four functional modules, exhibited the best ferulic acid-to-PHA conversion via C/N ratio optimization, where almost 20 mM ferulic acid was utilized and 270 mg L−1 mcl-PHA was accumulated (Fig. 5a, e and Table 4).
Discussion
The gram-negative bacterium P. putida KT2440 plays an important role in biotechnological and biogeochemical applications7,9,47. Although several genome-editing approaches have been developed for P. putida KT244026,28,33, our CRP method proved to be an efficient, fast and convenient tool (Table 3). First, pyrF was employed as selection marker to allow efficient mutant screening, which is essential for targets with low mutation rate. Although recently reported CRISPR/Cas9-induced recombination methods show high efficiency (13–93.3% below 5 kb), it is highly variable among different genes, especially for large DNA fragment insertions or deletions33. To overcome this limitation, pyrF was mobilized to enable the genome-editing event selected by uracil prototrophy and following pyrF marker removal event selected by uracil auxtrophy and by resistance to 5-FOA. Variable genome-editing events were tested in this system, validating that all the mutation efficiencies were almost 100% (Supplementary Table 3). For long DNA fragment editing, which is always difficult in genome editing, only an extension of the xylose induction time was required to ensure the efficiency. This suggested the mutation efficiency in our system theoretically reached 100%, which was independent of the genome location and DNA fragment length. In addition, it is noteworthy that the pyrF marker can be deleted, generating a scarless mutant, which is convenient for additional rounds of genome editing. Second, Cas9n was mobilized as an alternative strategy to alleviate lethality, reduce off-target effect, thereby improving editing efficiency. Off-target effect is often a challenge in the CRISPR/Cas9 system, as it not only decreases the mutation efficiency, but also leads to cell death due to multiple genome breaks32. λ-Red system, specific gRNA designed by CasOT and the low copy number vector (e.g., RK2 replicon, 5–7 copies per cell48) that carries Cas9 gene expression cassette was required to alleviate such damage28. In contrast, Cas9n, which generates single-nicks, is less toxic than Cas931. Our study demonstrated that the pyrF deletion efficiency via CRISPR/Cas9n system is higher than that of CRISPR/Cas9 system (Table 2). Third, integrating CRISPR/Cas9n and λ-Red systems in the P. putida KT2440 genome decrease the size of the plasmid, increase the genetic stability, and hence make it easier to perform multiple genome manipulations. In fact, we initially tried to develop a one-plasmid system to simplify the process. However, unlike E.coli and Clostridium cellulolyticum32,39, the three components, cas9n, sgRNA, and homologous repairing arms, in one plasmid are incompatible in P. putida (Supplementary Notes). Therefore, Cas9n and λ-Red recombination proteins were integrated into the bacterial chromosome to avoid plasmid instabilities. Fourth, the CRP strategy was also expanded to plasmid-curing application, as a fast, single-step plasmid-curing platform. Traditional methods are often tedious, requiring sequential rounds of growth under stressful or non-selective conditions to promote the appearance of plasmid-free segregants, consequently increasing the chance of accumulating unwanted mutations and are time consuming49. In our strategy, the functions of genome editing and plasmid curing are combined in one plasmid. It only requires different inducers to turn on the corresponding function and thus greatly shortening manipulation time and addressing this procedural bottleneck. Moreover, the gfp system was introduced, allowing us to easily identify non-fluorescent plasmid-cured colonies with an efficiency of 90% within 24 h (Supplementary Fig. 2b).
Although KT2440 has the ability to produce mcl-PHA from ferulic acid, the toxicity and low tolerance of ferulic acid, as well as the complex and variable PHA biosynthetic pathways, complicate the bioconversion process. Our study divided the nine genes known to be involved in the pathways into four modules, which facilitated the characterization of each aspect of the process, and consequently developed the engineered KTc9n20 strain with greatly improved ferulic acid-to-mcl-PHA conversion (Table 4). On one hand, Gene expression ratio is key in ferulic acid catabolism optimization. Enhancing gene expression levels, via transcriptional regulation or increasing gene copies, is a known to improve substrate utilization50, which was validated in KTc9n3 and KTc9n6. However, it is likely to cause the accumulation of toxic intermediate metabolites and redox imbalance. Ferulic acid degradation by KTc9n7 did not outperform that of KTc9n6 is an example (Fig. 3d). To counter this hurdle, gene expression ratio was optimized in the advanced strain KTc9n8 to exhibit the highest ferulic acid consumption and lowest vanillic acid accumulation. On the other hand, numerous studies have attempted to design metabolic engineering strategies to increase metabolic flux from fatty acid synthesis to PHA biosynthesis51,52,53,54,55. However, the effects on mcl-PHA accumulation are variable under different conditions, such as different feedstock. Thereby, these strategies must be examined in a trial-and-error type of approach (Table 4). (i) Deletion of thioesterases were reported to boost mcl-PHA production in E. coli when grown on glucose43, as well as in Alcanivorax borkumensis SK2 with alkanes as carbon source45. TesA in E.coli was reported to preferably cleave acyl-CoA of C12-C18, while TesB is known to cleave C6-C18 acyl-CoA esters43,45. Deletion of tesB in KTc9n11 had positive effect, while deletion of tesA in KTc9n10 had a negative effect on mcl-PHA accumulation. Considering that accumulated mcl-PHAs have a heterogeneous monomer composition, with 6–12 carbon atoms (Supplementary Table 4), such different effects are probably due to the different substrate specificities of the thioesterases. In addition, it is interesting to note that deletion of tesBII substantially stimulated mcl-PHA accumulation, reaching 157 mg L−1, whereas PHA titer in KTc9n11 (ΔtesB) was 84 mg L−1. This revealed the distinct functions of the TesB and TesBII in P. putida KT2440, with the latter apparently specifically acting on 3-hydroxyacyl-CoA esters45 (Fig. 4a). (ii) PHA metabolism is a bidirectional dynamic process in which there is a continuous cycle of synthesis and degradation56. It was speculated that removing the PHA degradation gene and strengthening the PHA biosynthesis gene could improve PHA production. However, the impact on PHA yield by elimination of PHA depolymerase (ΔphaZ) in Pseudomonas mutants are debatable. Some studies reported a positive effect in P. putida strain U57, P. putida KT244258 and P. putida AG222819, while others suggested little impact in P. resinovorans and P. putida KT244056. This discrepancy maybe due to genetic (e.g., differences in genotype of investigated strains and the deleted phaZ DNA sequences) and environmental (e.g., culture conditions) variables. In our study, the KTc9n13, in which phaZ was deleted and replaced by phaC1, did not exhibit significant difference in mcl-PHA accumulation (p = 0.48) and biomass (p = 0.13) with KTc9n (Fig. 4c). As phaZ and phaC are important in maintaining PHA metabolism to balance carbon resources59, simultaneous phaZ disruption and phaC1 insertion might break the balance, although an insertion of the mutated phaC1 resulted in higher PHA titer (Fig. 4c, d). Thus, further investigation and optimization of the PHA regulation mechanism, including regulators and the cis-elements of genes involved in PHA synthesis cluster, is required.
In conclusion, this study developed a CRP genome-editing strategy. It maintains cell viability, increases mutation efficiency, simplifies manipulation, and avoids unwanted mutation accumulation. Through this approach, we genetically investigated ferulic acid-to-PHA bioconversion in detail and further constructed the engineered P. putida KTc9n20 strain to successfully expand ferulic acid valorization, in addition to its well-known ferulic acid-to-vanillin biotransformation. Together with a microbial lignin depolymerization system under development5, exploration of PHA regulation mechanism under aromatic compounds, and further improvements in culture conditions in the near future, could provide insights into microbial carbon sink as well as improving lignin-consolidated bioprocessing schemes.
Methods
Bacterial strains and culture conditions
The bacterial strains used in this study are shown in Table 1. Escherichia coli DH5α strain (TransGen Biotech) was used for all molecular manipulations in plasmid construction and was grown on Luria-Bertani (LB) medium at 37 °C. P. putida KT2440 strain (ATCC 47054) was purchased from the American Type Culture Collection (ATCC). For genome editing, KT2440 strain and its mutants were grown on either LB medium or 15 mM glucose-M9 minimal medium at 30 °C60. For mcl-PHA production, P. putida strains were cultivated in 20 mM ferulic acid-M9 mineral medium supplemented with 65–1000 mg L−1 NH4Cl and 20 μg mL−1 uracil with a shake speed of 200 rpm at 30 °C13. Cell growth was spectrophotometrically monitored by measuring the optical densities at 600 nm (OD600).
Plasmid construction
All plasmids used in this study are summarized in Table 1, while the primers and N20 sequences followed by the PAM used in this study are listed in Supplementary Table 1. The cas9n gene from Streptococcus pyogenes SF37061 was codon optimized and synthesized with a His tag-encoding sequence at the C terminus by Suzhou Synbio Technologies Company (Suzhou, China). All N20NGG sites were extracted as previously described39. Plasmids were constructed according to the standard molecular cloning protocols60. All further details regarding the sgRNA design and vector construction are provided in Supplementary Methods. All plasmids were verified by DNA sequencing for further studies.
CRP Genome-editing procedures
To integrate the Pmin::cas9n and PxylA::gam-bet-exo expression cassettes and replace the pyrF gene, pBBR1–2 was transformed into KT2440 through electroporation. The strain was incubated at 30 °C in LB medium supplemented with 50 μg mL−1 kanamycin and 20 μg mL−1 uracil for 30 h. Meanwhile, 4 mM xylose was added to LB medium at the initial stage to induce the expression of λ-Red recombinase. Next, appropriately diluted cells were plated on LB selective agar plate (Ura++5-FOA + Km) to select the mutant strain KTc9n (Fig. 1, Table 2 and Supplementary Table 3). Twenty colonies were randomly picked for further PCR screening and DNA sequencing to identify KTc9n.
To delete icd, the pBBR1-3 was transformed into KTc9n by electroporation. After 18 h cultivation at 30 °C in liquid LB selective medium (xylose+Ura++Km) for genome editing, 100 μL cells were transferred to 5 mL fresh 15 mM glucose-M9 minimal medium (Ura−), supplemented with 4 mM vanillic acid to induce the expression of gRNA targeting the palindromic sequence of pBBR1-3 plasmid, and grown overnight at 30 °C with shaking at 200 rpm for plasmid curing. Appropriately diluted cells were subsequently plated on M9 minimal agar plates (Ura−), where the colonies without green fluorescence indicated that pBBR1-3 had been eliminated (Fig. 1). Consequently, twenty non-fluorescent colonies were randomly picked for PCR screening and DNA sequencing, generating the mutant KTc9nΔicd, which contained the selection marker pyrF (Table 2 and Fig. 1). The pyrF marker was removed by the next round of genome editing, where pBBR1-4 was transformed to KTc9nΔicd, generating the mutant KTc9n9.
For tesB and tesBII double-gene disruption, pBBR1-7 was transformed into KTc9n to delete tesB, while pBBR1-8 was subsequently introduced to remove pyrF marker, generating the mutant KTc9n11. In the following round of genome editing, pBBR1-19 and pBBR1-20 were sequentially transformed into KTc9n11 to knockout tesBII. Consequently, KTc9n15 was constructed. For phaZ deletion and phaC1 insertion, pBBR1-10 was transformed into KTc9n to delete phaZ and phaC1. Then, pBBR1-11 was introduced to replace pyrF maker with two copies of phaC1, generating the mutant KTc9n13 strain. Additional genomic mutants in this study were constructed according to the same procedures (Table 1, Supplementary Table 3 and Supplementary Methods).
Determination of editing efficiency
The pyrF gene deletion efficiency was calculated as previously described62. Briefly, each of the plasmids (1 μg) was transformed into KT2440 by electroporation. Positive mutant colonies were selected by the LB selective (Ura++5-FOA + Km+Gm) plate, while the total viable cells were grown on LB ((Ura++Km+Gm) plate. Positive colonies were further verified by PCR and DNA sequencing. The editing efficiencies of pyrF gene via different genome-editing strategies were calculated as the number of positive colonies as a percentage of the total number of colonies on plate (Supplementary Methods).
In addition, for the editing efficiency via the CRP method, 8–20 colonies were randomly picked from the LB selective plate (xylose+Ura++Km). Positive colonies were verified by PCR and DNA sequencing. The gene editing efficiency was calculated as the number of positive colonies as a percentage of the total picked colonies. All of the experiments were performed in technical triplicate.
RNA isolation and RT-PCR
RNA isolation and RT-PCR was performed as previously described13. Briefly, 1 mL P. putida KT2440 cell culture in LB medium was harvested during the mid-exponential phase (OD600, ~5.0). The total RNA was isolated using a TransZol Up Plus RNA kit (Transgen Biotech) and then reverse transcribed using TransScript one-step genomic DNA (gDNA) removal and cDNA synthesis supermix kit (Transgen Biotech). The cDNA product was diluted as appropriate and utilized as a template. pyrF gRNA expression was examined by reverse transcription-PCR (RT-PCR) using 16 S rRNA gene as an internal calibrator.
SDS-PAGE analysis
To examine the expression of full-length His-tagged Cas9n in P. putida KT2440, a single colony of each, pCas9n or pPROBE-GT (empty vector), transformants was cultivated in LB medium. Cells were lysed in the SDS loading buffer, and then supernatant cell lysates were subjected to 12% gel SDS-PAGE separation. In addition, Cas9n protein was purified by Ni-NTA column (Takara) and separated by SDS-PAGE as previously described5.
Batch cultivation in shake flasks
A single colony of each P. putida KT2440 mutant was inoculated into 5 mL LB selective medium (Ura++5-FOA) and cultivated at 30 °C and 200 rpm for 24 h. Subsequently, 0.2 mL cell culture was transferred into 20 mL 20 mM ferulic acid -M9 mineral medium (Ura+) at 30 °C, 200 rpm. When the stationary phase was reached, 1% (vol/vol) of seed inoculum was incubated in 100 mL of 20–40 mM ferulic acid-M9 mineral medium (Ura+) at 30 °C, 200 rpm. After 48 h cultivation (at the stationary phase), 100 mL cell culture was harvested by centrifugation (10 min, 8000 rpm, 4 °C), washed twice with 15 mL Nanopure water, lyophilized (Lyophilizer Alpha 1–4 LSC; Martin Christ Gefriertrocknungsanlagen GmbH, Osterode am Harz, Germany) at −59 °C and 0.140 × 105 mPa for a minimum of 24 h, and weighed. The lyophilized cells were kept at −80 °C for PHA extraction. For analysis of residual ferulic acid and vanillic acid in the medium, 2 mL of supernatant from each culture was collected and stored at −80 °C until HPLC analysis. All of the experiments were performed in biological triplicate.
Analytical methods
PHA was extracted and purified from each lyophilized cell sample using the hot chloroform method as previously described17. For PHA production and composition analysis, each purified PHA was acidic methanolysis and assayed using a gas cheomatograph (Agilent 7890 A GC with FID detector; Santa Clara, CA) according to previously described protocols58. PHA production of KTc9n and KT2440 were also determined by Nile red staining and weighing as previously described9,17,63.
The concentrations of ferulic acid and vanillic acid in the medium were measured by HPLC, as previously described8. Briefly, each culture supernatant was diluted 1:20 with 0.2 % acetic acid and analyzed by HPLC using a Thermo UltiMate 3000 HPLC system equipped with Thermo Acclaim 120 C18 (4.6 mm × 250 mm, 5 μm) column. The flow rate was 1 mL per min and the absorbance was measured at 231 nm for 25 min. All of the samples were prepared and analyzed in biological triplicate.
The NADH/NAD+ ratio was measured through NADH/NAD+ Assay Kit (SCBK-END100, Chengdu Xinchuang Boke Biotechnology Co., Ltd.) as previously described64. Briefly, 1 mL of the cell culture was harvested by centrifugation (10 min, 8000 rpm, 4 °C) at the stationary phase. Cell pellets were washed with PBS buffer and resuspended with 100 μL NADH/NAD+ extraction buffer. And then the NADH/NAD+ was detected according to the kit manual.
Plasmid copy number calculation
Quantitative real-time PCR (qPCR) was performed to measure the copy number of the plasmids in P. putida KT2440 (Table 2). Kanamycin resistance gene (nptII) in pBBR1-1 and gentamicin resistance gene (aacC1) in pGT-series plasmids, as the single copy genes of the plasmids, were utilized as the target gene to represent the copy number of plasmids. In addition, the housekeeping RNA polymerase sigma σ70 factor (rpoD) in KT2440 chromosomal was employed as the reference gene. First, KT2440 strains harboring corresponding plasmids were collected when they were grown to stationary phase in LB medium at 30 °C. Then the genomic DNA and plasmid DNA were extracted, respectively. Second, the DNA fragments of nptII, aacC1 and rpoD were amplified, purified and serially diluted as the templates (1 × 105 ~ 1 × 109 copies μL−1) to construct the standard curves. Third, qPCRs were performed using the SYBR Premix Ex Taq II Kit (TakaRa) with the real-time PCR detection system (Roche, LightCycler 480) to construct the standard curves and measure the absolute copy numbers of nptII, aacC1 and rpoD. The primers used in qRT-PCR are listed in Supplementary Table 1. The plasmid copy number was calculated using the following equation: plasmid copy number = copy number of target gene in plasmid/ copy number of rpoD in genome. All of the samples were prepared and analyzed in biological triplicate.
Statistics and reproducibility
All growth experiments, analytical experiments (e.g., mcl-PHA titers, the concentrations of ferulic acid and vanillic acid, and the NADH/NAD+ ratios), and plasmid copy number assessment were performed in biological triplicate. Mean from three independent biological experiments was presented in each plot, in which error bars represented standard deviation. A number n suggested biological replications.
Unpaired two-tailed Student’s t test was used for comparison of two experimental groups. For all analyses, p < 0.05 are considered significant.
Reporting summary
Further information on research design is available in the Nature Research Reporting Summary linked to this article.
References
Bugg, T. D., Ahmad, M., Hardiman, E. M. & Rahmanpour, R. Pathways for degradation of lignin in bacteria and fungi. Nat. Prod. Rep. 28, 1883–1896 (2011).
Chateigner-Boutin, A. L. et al. Ferulate and lignin cross-links increase in cell walls of wheat grain outer layers during late development. Plant Sci. 276, 199–207 (2018).
Zhang, Y. et al. Bacillus methylotrophicus isolated from the cucumber rhizosphere degrades ferulic acid in soil and affects antioxidant and rhizosphere enzyme activities. Plant Soil 392, 309–321 (2015).
Anderson, E. M. et al. Differences in S/G ratio in natural poplar variants do not predict catalytic depolymerization monomer yields. Nat. Commun. 10, 019–09986 (2019).
Lin, L., Wang, X., Cao, L. & Xu, M. Lignin catabolic pathways reveal unique characteristics of dye-decolorizing peroxidases in Pseudomonas putida. Environ. Microbiol. 21, 1847–1863 (2019).
Ragauskas, A. J. et al. The path forward for biofuels and biomaterials. Science 311, 484–489 (2006).
Jiao, N., Tang, K., Cai, H. & Mao, Y. Increasing the microbial carbon sink in the sea by reducing chemical fertilization on the land. Nat. Rev. Microbiol. 9, 75–75 (2011).
Graf, N. & Altenbuchner, J. Genetic engineering of Pseudomonas putida KT2440 for rapid and high-yield production of vanillin from ferulic acid. Appl. Microbiol. Biotechnol. 98, 137–149 (2014).
Linger, J. G. et al. Lignin valorization through integrated biological funneling and chemical catalysis. Proc. Natl Acad. Sci. USA 111, 12013–12018 (2014).
Lee, E. G. et al. Directing vanillin production from ferulic acid by increased acetyl-CoA consumption in recombinant Escherichia coli. Biotechnol. Bioeng. 102, 200–208 (2009).
Ni, J., Gao, Y. Y., Tao, F., Liu, H. Y. & Xu, P. Temperature-directed biocatalysis for the sustainable production of aromatic aldehydes or alcohols. Angew. Chem. Int. Ed. Engl. 57, 1214–1217 (2018).
Salvachúa, D. et al. Bioprocess development for muconic acid production from aromatic compounds and lignin. Green. Chem. 20, 5007–5019 (2018).
Wang, X. et al. Simultaneous improvements of Pseudomonas cell growth and polyhydroxyalkanoate production from a lignin derivative for lignin-consolidated bioprocessing. Appl. Environ. Microbiol. 84, 01469–01418 (2018).
Prieto, A. et al. A holistic view of polyhydroxyalkanoate metabolism in Pseudomonas putida. Environ. Microbiol. 18, 341–357 (2016).
Raza, Z. A., Abid, S. & Banat, I. M. Polyhydroxyalkanoates: characteristics, production, recent developments and applications. Int. Biodeter. Biodegr. 126, 45–56 (2017).
Kai, D. & Xian, J. L. Polyhydroxyalkanoates: chemical modifications toward biomedical applications. ACS Sustain. Chem. Eng. 2, 106–119 (2014).
Lin, L. et al. Systems biology-guided biodesign of consolidated lignin conversion. Green. Chem. 18, 5536–5547 (2016).
Plaggenborg, R., Overhage, J., Steinbuchel, A. & Priefert, H. Functional analyses of genes involved in the metabolism of ferulic acid in Pseudomonas putida KT2440. Appl. Microbiol. Biotechnol. 61, 528–535 (2003).
Salvachua, D. et al. Metabolic engineering of Pseudomonas putida for increased polyhydroxyalkanoate production from lignin. Microb. Biotechnol. 30, 1751–7915 (2019).
Gao, J., Vo, M. T., Ramsay, J. A. & Ramsay, B. A. Overproduction of MCL-PHA with high 3-hydroxydecanoate Content. Biotechnol. Bioeng. 115, 390–400 (2018).
Chung, A., Liu, Q., Ouyang, S. P., Wu, Q. & Chen, G. Q. Microbial production of 3-hydroxydodecanoic acid by pha operon and fadBA knockout mutant of Pseudomonas putida KT2442 harboring tesB gene. Appl. Microbiol. Biotechnol. 83, 513–519 (2009).
Meng, D. C. & Chen, G. Q. Synthetic biology of polyhydroxyalkanoates (PHA). Adv. Biochem. Eng. Biotechnol. 162, 147–174 (2018).
Martinez-Garcia, E. & de Lorenzo, V. Engineering multiple genomic deletions in gram-negative bacteria: analysis of the multi-resistant antibiotic profile of Pseudomonas putida KT2440. Environ. Microbiol. 13, 2702–2716 (2011).
Galvao, T. C. & de Lorenzo, V. Adaptation of the yeast URA3 selection system to gram-negative bacteria and generation of a ΔbetCDE Pseudomonas putida strain. Appl. Environ. Microbiol. 71, 883–892 (2005).
Graf, N. & Altenbuchner, J. Development of a method for markerless gene deletion in Pseudomonas putida. Appl. Environ. Microbiol. 77, 5549–5552 (2011).
Luo, X. et al. Pseudomonas putida KT2440 markerless gene deletion using a combination of λ Red recombineering and Cre/loxP site-specific recombination. FEMS Microbiol. Lett. 363, 21 (2016).
Wenzel, S. C. et al. Heterologous expression of a myxobacterial natural products assembly line in Pseudomonads via Red/ET recombineering. Chem. Biol. 12, 349–356 (2005).
Sun, J. et al. Genome editing and transcriptional repression in Pseudomonas putida KT2440 via the type II CRISPR system. Microb. Cell Fact. 17, 018–0887 (2018).
Hoang, T. T., Karkhoff-Schweizer, R. R., Kutchma, A. J. & Schweizer, H. P. A broad-host-range Flp-FRT recombination system for site-specific excision of chromosomally-located DNA sequences: application for isolation of unmarked Pseudomonas aeruginosa mutants. Gene 212, 77–86 (1998).
Sapranauskas, R. et al. The Streptococcus thermophilus CRISPR/Cas system provides immunity in Escherichia coli. Nucleic Acids Res. 39, 9275–9282 (2011).
Ran, F. A. et al. Double nicking by RNA-guided CRISPR Cas9 for enhanced genome editing specificity. Cell 154, 1380–1389 (2013).
Jiang, W., Bikard, D., Cox, D., Zhang, F. & Marraffini, L. A. RNA-guided editing of bacterial genomes using CRISPR-Cas systems. Nat. Biotechnol. 31, 233–239 (2013).
Aparicio, T., de Lorenzo, V. & Martinez-Garcia, E. CRISPR/Cas9-based counterselection boosts eecombineering efficiency in Pseudomonas putida. Biotechnol. J. 13, 4 (2018).
Shuman, S. & Glickman, M. S. Bacterial DNA repair by non-homologous end joining. Nat. Rev. Microbiol. 5, 852–861 (2007).
Xiao, A. et al. CasOT: a genome-wide Cas9/gRNA off-target searching tool. Bioinformatics 30, 1180–1182 (2014).
Jiang, Y. et al. Multigene editing in the Escherichia coli genome via the CRISPR-Cas9 system. Appl. Environ. Microbiol. 81, 2506–2514 (2015).
Li, K., Cai, D., Wang, Z., He, Z. & Chen, S. Development of an efficient genome editing tool in Bacillus licheniformis using CRISPR-Cas9 nickase. Appl. Environ. Microbiol. 84, 02608–02617 (2018).
Shalem, O. et al. Genome-scale CRISPR-Cas9 knockout screening in human cells. Science 343, 84–87 (2014).
Xu, T. et al. Efficient genome editing in Clostridium cellulolyticum via CRISPR-Cas9 nickase. Appl. Environ. Microbiol. 81, 4423–4431 (2015).
Wang, Y. et al. CRISPR-Cas9 and CRISPR-assisted cytidine deaminase enable precise and efficient genome editing in Klebsiella pneumoniae. Appl. Environ. Microbiol. 84, 01834–01818 (2018).
Kasai, D. et al. Characterization of FerC, a MarR-type transcriptional regulator, involved in transcriptional regulation of the ferulate catabolic operon in Sphingobium sp. strain SYK-6. FEMS Microbiol. Lett. 332, 68–75 (2012).
Calisti, C., Ficca, A. G., Barghini, P. & Ruzzi, M. Regulation of ferulic catabolic genes in Pseudomonas fluorescens BF13: involvement of a MarR family regulator. Appl. Microbiol. Biotechnol. 80, 475–483 (2008).
Zhuang, Q., Wang, Q., Liang, Q. & Qi, Q. Synthesis of polyhydroxyalkanoates from glucose that contain medium-chain-length monomers via the reversed fatty acid beta-oxidation cycle in Escherichia coli. Metab. Eng. 24, 78–86 (2014).
Klinke, S., Dauner, M., Scott, G., Kessler, B. & Witholt, B. Inactivation of isocitrate lyase leads to increased production of medium-chain-length poly(3-hydroxyalkanoates) in Pseudomonas putida. Appl. Environ. Microbiol. 66, 909–913 (2000).
Sabirova, J. S. et al. Mutation in a “tesB-like” hydroxyacyl-coenzyme A-specific thioesterase gene causes hyperproduction of extracellular polyhydroxyalkanoates by Alcanivorax borkumensis SK2. J. Bacteriol. 188, 8452–8459 (2006).
Hiroe, A., Watanabe, S., Kobayashi, M., Nomura, C. T. & Tsuge, T. Increased synthesis of poly(3-hydroxydodecanoate) by random mutagenesis of polyhydroxyalkanoate synthase. Appl. Microbiol. Biotechnol. 102, 7927–7934 (2018).
Gong, T. et al. Metabolic engineering of Pseudomonas putida KT2440 for complete mineralization of methyl parathion and gamma-Hexachlorocyclohexane. ACS Synth. Biol. 5, 434–442 (2016).
Blatny, J. M., Brautaset, T., Winther-Larsen, H. C., Haugan, K. & Valla, S. Construction and use of a versatile set of broad-host-range cloning and expression vectors based on the RK2 replicon. Appl. Environ. Microbiol. 63, 370–379 (1997).
Lauritsen, I., Porse, A., Sommer, M. O. A. & Norholm, M. H. H. A versatile one-step CRISPR-Cas9 based approach to plasmid-curing. Microb. Cell Fact. 16, 017–0748 (2017).
Kohlstedt, M. et al. From lignin to nylon: cascaded chemical and biochemical conversion using metabolically engineered Pseudomonas putida. Metab. Eng. 47, 279–293 (2018).
Beckers, V., Poblete-Castro, I., Tomasch, J. & Wittmann, C. Integrated analysis of gene expression and metabolic fluxes in PHA-producing Pseudomonas putida grown on glycerol. Microb. Cell Fact. 15, 016–0470 (2016).
Poblete-Castro, I. et al. The metabolic response of P. putida KT2442 producing high levels of polyhydroxyalkanoate under single- and multiple-nutrient-limited growth: highlights from a multi-level omics approach. Microb. Cell Fact. 11, 1475–2859 (2012).
Ward, P. G., de Roo, G. & O’Connor, K. E. Accumulation of polyhydroxyalkanoate from styrene and phenylacetic acid by Pseudomonas putida CA-3. Appl. Environ. Microbiol. 71, 2046–2052 (2005).
Nikodinovic, J. et al. The conversion of BTEX compounds by single and defined mixed cultures to medium-chain-length polyhydroxyalkanoate. Appl. Microbiol. Biotechnol. 80, 665–673 (2008).
Ni, Y. Y. et al. Biosynthesis of medium-chain-length poly(3-hydroxyalkanoates) by volatile aromatic hydrocarbons-degrading Pseudomonas fulva TY16. Bioresour. Technol. 101, 8485–8488 (2010).
Vo, M. T., Ko, K. & Ramsay, B. Carbon-limited fed-batch production of medium-chain-length polyhydroxyalkanoates by a phaZ-knockout strain of Pseudomonas putida KT2440. J. Ind. Microbiol. Biotechnol. 42, 637–646 (2015).
Arias, S., Bassas-Galia, M., Molinari, G. & Timmis, K. N. Tight coupling of polymerization and depolymerization of polyhydroxyalkanoates ensures efficient management of carbon resources in Pseudomonas putida. Microb. Biotechnol. 6, 551–563 (2013).
Cai, L., Yuan, M. Q., Liu, F., Jian, J. & Chen, G. Q. Enhanced production of medium-chain-length polyhydroxyalkanoates (PHA) by PHA depolymerase knockout mutant of Pseudomonas putida KT2442. Bioresour. Technol. 100, 2265–2270 (2009).
de Eugenio, L. I. et al. The turnover of medium-chain-length polyhydroxyalkanoates in Pseudomonas putida KT2442 and the fundamental role of PhaZ depolymerase for the metabolic balance. Environ. Microbiol. 12, 207–221 (2010).
Sambrook, J., Fritsch, E. F. & Maniatis T. Molecular Cloning: a Laboratory Manual, C.S.H. Laboratory 2nd edn. (Cold Spring Harbor, 1989).
Nishimasu, H. et al. Crystal structure of Cas9 in complex with guide RNA and target DNA. Cell 156, 935–949 (2014).
Aparicio, T., Jensen, S. I., Nielsen, A. T., de Lorenzo, V. & Martinez-Garcia, E. The Ssr protein (T1E_1405) from Pseudomonas putida DOT-T1E enables oligonucleotide-based recombineering in platform strain P. putida EM42. Biotechnol. J. 11, 1309–1319 (2016).
Gorenflo, V., Steinbuchel, A., Marose, S., Rieseberg, M. & Scheper, T. Quantification of bacterial polyhydroxyalkanoic acids by Nile red staining. Appl. Microbiol. Biotechnol. 51, 765–772 (1999).
Duan, X. et al. l-Serine potentiates fluoroquinolone activity against Escherichia coli by enhancing endogenous reactive oxygen species production. J. Antimicrob. Chemother. 71, 2192–2199 (2016).
Miller, W. G., Leveau, J. H. & Lindow, S. E. Improved gfp and inaZ broad-host-range promoter-probe vectors. Mol. Plant Microbe Interact. 13, 1243–1250 (2000).
Hao, L., Liu, X., Wang, H., Lin, J. & Pang, X. Detection and validation of a small broad-host-range plasmid pBBR1MCS-2 for use in genetic manipulation of the extremely acidophilic Acidithiobacillus sp. J. Microbiol. Methods 90, 309–314 (2012).
Acknowledgements
This work was supported by the National Natural Science Foundation of China (9195116 and 41606154) and National Key Research and Development Project (2019YFA0606704). The funders had no role in the study design, data collection and analysis, decision to publish, or preparation of the manuscript.
Author information
Authors and Affiliations
Contributions
L.L. and Y.Z. conceived and designed the experiments. Y.Z. performed the experiments. L.L. and Y.Z. analyzed the data. L.L., J.Z., and N.J. wrote the paper. H.W. and Z.Z. contributed reagents and analysis tools. All authors read and approved the final manuscript.
Corresponding author
Ethics declarations
Competing interests
The authors declare no competing interests.
Additional information
Publisher’s note Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.
Rights and permissions
Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons license and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/.
About this article
Cite this article
Zhou, Y., Lin, L., Wang, H. et al. Development of a CRISPR/Cas9n-based tool for metabolic engineering of Pseudomonas putida for ferulic acid-to-polyhydroxyalkanoate bioconversion. Commun Biol 3, 98 (2020). https://doi.org/10.1038/s42003-020-0824-5
Received:
Accepted:
Published:
DOI: https://doi.org/10.1038/s42003-020-0824-5
This article is cited by
-
Microbial accumulation of bioplastics from waste stream: recent advancements and applications
International Journal of Environmental Science and Technology (2024)
-
Recent advances on the systems metabolically engineered Pseudomonas species as versatile biosynthetic platforms for the production of polyhydroxyalkanoates
Systems Microbiology and Biomanufacturing (2024)
-
Recent updates to microbial production and recovery of polyhydroxyalkanoates
3 Biotech (2023)
-
Transcriptome profiling of Paraburkholderia aromaticivorans AR20-38 during ferulic acid bioconversion
AMB Express (2022)
-
Microbial prospection of an Amazonian blackwater lake and whole-genome sequencing of bacteria capable of polyhydroxyalkanoate synthesis
Polymer Journal (2021)
Comments
By submitting a comment you agree to abide by our Terms and Community Guidelines. If you find something abusive or that does not comply with our terms or guidelines please flag it as inappropriate.
