Engineering

In the iGEM competition, and in the world of synthetic biology in general, great emphasis is placed on following sound engineering principles to iteratively improve a design. Often this process is executed through a framework known as the design-build-test-learn cycle. In the design phase, one defines the problem at hand and proposes a design to solve it. Furthermore, one needs to define the minimum requirements for a design to be acceptable as a solution. Next, the design is implemented in the build phase. When the design has been made into a real-world device, its function is tested in the test phase. Last comes the learn phase. Here data generated in the test phase is used to assess whether or not the realized design meets the criteria set in the design phase. Often the case is that the design has some flaws that can be improved on. This leads back to updating the designs, closing the DBTL-cycle.

As illustrated above, going from designs to testing is often not a trivial process in the world of synthetic biology. For us, the build phase involved cloning, which proved difficult. This led us to iterate between the design and build phases, incrementally making slight changes to our designs and protocols in an attempt to troubleshoot issues with cloning. While these troubleshooting cycles might be considered DBTL-cycles themselves, our view is that the DBTL-cycle really is about going from designs all the way to an implementation that can be tested to assess whether the design criteria have been met. Thus in the text below, we present one DBTL-cycle starting from our design and ending with us testing the function of our part. We also outline some of the iterative designing and troubleshooting that took place during our engineering process.

For more detailed information, links are provided to our protocols, the part pages, and to our modeling results.

Producing enzymes active against PET

Arguably the most important subproject is the production of PETase and MHETase, which together are capable of depolymerizing polyethylene terephthalate (PET)1. While we aimed to produce the two enzymes in separate hosts, the overall DBTL process was conducted in parallel for both enzymes and thus they are described in tandem.

The cloning process required numerous attempts before being successful, we thus outline multiple design-build iterations to highlight the most prominent changes made during the cloning process, after which the final results are presented.

Design 1 - Basic design

Ever since the initial discovery of IsPETase in 20161, there have been a multitude of papers devoted to improving the enzymatic capabilities of the enzyme through engineering. One of the most recent and prominent ones is FAST-PETase, which has been shown to exhibit superior capabilities compared to previous variants in terms of depolymerization rate2. We thus chose it as the variant we sought to produce. We chose E. coli as our expression host as it is widely used and easily accessible. We also decided that we would want to secrete the enzymes, and found that a variant of the pelB signal sequence has been previously used to secrete IsPETase out of E. coli cells3. We hypothesized that the same signal sequence would similarly work for FAST-PETase.

As the activity of PETase is the bottleneck in the PET degradation pathway, we decided to use the wild-type MHETase coding sequence as the basis for our second part. As with PETase, we wanted to secrete the enzyme, and while initially we planned to use the same pelB signal sequence, we found literature suggesting it does not work with MHETase4. Instead, we adopted the lamB signal sequence which was shown to best secrete MHETase from E. coli.

As we wanted to eventually generate quantifiable data on the rate of PET depolymerization by enzymes produced from our parts, we made sure to choose a cloning strategy and a vector that would give our protein a C-terminus His-tag for purification. pET-22b was chosen as the expression vector as restriction cloning using NdeI and XhoI would yield an open reading frame (ORF) with a C-terminus His-tag as shown in Figure 1. Next, it was time to move into the wet lab.

Figure 1. Restriction cloning with NdeI and XhoI into pET-22b was simulated using Geneious. Both ORFs begin with the signal sequence and end in a His-tag. The coding sequences are under the transcriptional control of an inducible T7lac promoter.

Build 1 - Disappearing vectors

We acquired pET-22b and pET-28a backbones, and while the latter was not exactly compatible with our insert design, it proved useful in troubleshooting our first issue.

While attempting to linearize pET-22b with NdeI and XhoI for ligation with our inserts, we repeatedly ran into an issue where the plasmid would not appear on our gels. Figure 2 shows that while insert digestion and the digestion of our control vector pET-28a was successful, no bands were observed for digested pET-22b vectors.

Figure 2. Lanes and expected product sizes. 1: undigested pET-22b (5493 bp) 2,3,4: pET-22b digested with NdeI and XhoI (5367 bp) 5: undigested pET-28a (5369 bp) 6,7,8: pET-28a digested with NdeI and XhoI (5293 bp) 9: undigested FAST-PETase insert (924 bp) 10: NdeI/XhoI digested FAST-PETase insert (861 bp) 11: undigested MHETase insert (1908 bp) 12: NdeI/XhoI digested MHETase insert (1845 bp)

While the restriction protocol for both plasmids was the same, they were purified from different E. coli strains. pET-22b was purified from BL21 (AI), while pET-28a was from TOP10. BL21 contains the endA1 gene, which codes for a non-specific periplasmic DNA endonuclease I, while in TOP10, this gene has been removed. We hypothesized that our purified pET-22b samples were contaminated with the endonucleases, which would activate when digesting the vector at 37°C, shredding our plasmids. This would be consistent with the gels as small DNA fragments would quickly move through the gel. To test our hypothesis, we added an additional washing step to our plasmid purification protocol.

Figure 3 shows that adding a washing step to our plasmid purification protocol solved the issue of disappearing vectors, meaning that there was most likely some type of contamination, possibly endonuclease I.

Figure 3. Lanes and expected product sizes. 1: washed and undigested pET-22b (5493 bp) 2: washed and NdeI/XhoI digested pET-22b (5367 bp) 3: unwashed and NdeI/XhoI digested pET-22b (5367 bp) 4: unwashed pET-22b incubated at 37°C for 30 minutes without restriction enzymes (5493 bp).

Despite now having the linearized backbone, multiple ligation attempts proved unsuccessful. We furthermore transformed the undigested pET-22b vector purified from BL21 (AI) into TOP10 and saw no growth. This led us to determine that the issue was most likely with the vector given that we were able to clone our inserts into pET-28a, transform successfully, and observe colonies with the same protocols. However, as stated before, pET-28a was used simply as a control plasmid, as the ORF formed with our cloning strategy was suboptimal in this vector.

It remains partially unclear to us why we had such issues with pET-22b. The vector had been used in other projects before, and supposedly had an insert cloned into the multiple cloning site (MCS) using the same restriction enzymes we tried using. Even though linearization was supposedly successful, it is curious that the 498 bp insert does not show in our gel on lane 2 in Figure 3.

Design 2 - Updated design

After giving up on pET-22b, we got our hands on pRSFDuet-1. The second MCS of this dual expression vector would be suitable for us as it included the NdeI and XhoI sites. However, this backbone does not include a His-tag downstream of the XhoI site, and as we had depleted our stocks of the original inserts after many cloning attempts, we decided to modify our design and order new inserts.

A His-tag and stop codon were added to both inserts. Before ordering the updated inserts from IDT, we again simulated the restriction cloning using Geneious as shown in Figure 4, and made sure translation rates were sufficient using the RBS calculator5.

For a more detailed description of the design process refer to the parts registry entries BBa_K4701300 and BBa_K4701301 for PETase and MHETase respectively, and our design page.

Figure 4. Restriction cloning with NdeI and XhoI into pRSFDuet-1 yields ORFs beginning with the desired signal sequences and ending immediately after a C-terminus His-tag. Once again, transcription can be controlled due to the presence of a T7 lac promoter upstream of the MCS.

Build 2 - Successful transformation

After the new inserts arrived, we restricted both pRSFDuet-1 and the inserts with NdeI and XhoI and ran a gel followed by gel purification. Next, we transformed the ligated constructs by electroporation into competent TOP10 E. coli. Unlike during previous attempts, this time we actually saw a tiny number of colonies on one of the plates with constructs containing our FAST-PETase insert. We proceeded to restreak them and saw considerable growth on kanamycin plates as shown in Figure 5. Unfortunately, none of the plates with the MHETase construct had any colonies at this point.

Figure 5. Growth on kanamycin plates after ligation of FAST-PETase into pRSFDuet-1, and subsequent transformation into TOP10 E. coli.

To gain confidence that the growing colonies indeed had our construct in them, we took samples from some of the colonies and conducted restriction analysis on purified plasmids as shown in Figure 6.

Figure 6. Plasmids purified from colonies 5, 6, 10, 11, and 15 (Figure 5.) were restricted with NdeI and XhoI and ran on a gel. The expected sizes are 3775 bp for the pRSFDuet-1 backbone and 888 bp for the insert. As can be seen, the sizes are roughly correct.

To confirm successful transformation, we purified plasmids from colonies 5 and 11 (Figure 5) and sent them out to Eurofins Genomics for Sanger sequencing with the DuetUP2 and T7term primers.

While we were waiting for the sequencing results, we decided to adjust our cloning strategy once more, as we were still working on completing the MHETase construct. We suspected that the largest reason for our troubles with transformation efficiency was related to the low DNA concentrations following gel purification, which were consistently as low as 2-5ng/μl despite changing our gel purification protocol on multiple occasions. Our new approach would be amplifying the inserts by PCR and subsequently restricting right after PCR purification, only running a control gel on some of the samples to retain high concentrations. This way we could attempt skipping gel purification.

We designed and ordered PCR primers for our inserts. Next, we ran PCR and successfully acquired concentrations above 300 ng/μl after PCR purification. To confirm successful amplification, some of the PCR product was run on a gel as shown in Figure 7 for MHETase.

Figure 7. Two lanes of MHETase PCR product, the gel indicates successful amplification as the desirable product length of 1930 bp.

Meanwhile, the sequencing results from Eurofins Genomics confirmed the successful cloning of the FAST-PETase insert. For colony 11, the sequencing matched perfectly with our design as shown in Figure 8. For colony 5, both reads called one silent mutation, although the fluorescent peak was not strong, nevertheless, we proceeded forward with colony 11. The construct from colony 11 was purified from the TOP10 E. coli and transformed into NEB T7 Express E. coli, which subsequently grew on kanamycin plates as shown in Figure 9. Thus the build-phase for FAST-PETase was completed.

Figure 8. A portion of the linearized pRSFDuet-1-FAST-PETase construct aligned with two Sanger reads, one in the forward direction from DuetUP2, and one in the reverse direction from T7term. The match confirms the successful cloning of our FAST-PETase insert into pRSFDuet-1.

Figure 9. NEB T7 Express E. coli with pRSFDuet-1-FAST-PETase constructs growing on kanamycin plates.

We still needed to tackle cloning the MHETase insert. With our new strategy skipping gel purification, we were able to finally get colonies after transformation. Unfortunately, multiple restriction analyses indicated that the insert was just under 1000 bp in length while the desired length for the MHETase insert would have been 1872 bp. As the larger fragment was in each test the size of a correctly linearized pRSFDuet-1 vector, we could rule out incorrect restriction. We suspected that there may have been a mixup of the samples, as the restriction analysis would be consistent with the FAST-PETase construct. However, in the end, the reason for these results remained a mystery for us.

Test

With the FAST-PETase construct built, we were then ready to move on to the test phase. Here our goal would be to secrete the enzyme and attempt depolymerizing PET. The first goal could be checked by inducing protein expression with IPTG, followed by centrifugation and SDS-PAGE analysis to check for correctly sized product in the supernatant. The second goal can be studied by checking for difference in weight after exposing PET to the enzyme, or by checking for the presence of PET monomers by HPLC. Figure 10 shows the results of an SDS-PAGE run following expression induction with IPTG.

Figure 10. FAST-PETase expression was induced with IPTG, and samples both from the supernatant and pellet were run on an SDS-PAGE gel. The desired product size for our FAST-PETase product is 30.731 kD, and while there is a faint line between the 25 kD and 37 kD markers as denoted by the red arrow, the gel is inconclusive. Running order: ladder, pellet 1 undiluted, 5x diluted, 10x diluted, pellet 2 undiluted, 5x diluted, 10x diluted, supernatant, supernatant.

Learn

As no strong band of the correct size was seen on the SDS-PAGE gel, the next steps would include troubleshooting and possibly changing the design of the inserts. The pelB signal sequence should secrete FAST-PETase into the periplasmic space, where the leader sequence is subsequently removed by a signal peptidase3. Although this still leaves the outer membrane between the protein and the extracellular environment, PET depolymerization with supernatant from E. coli expressing IsPETase in this manner has been previously reported3.

For a second engineering cycle, we might consider ditching the idea of secreting the enzymes, instead opting for lysing the cells followed by enzyme purification by affinity chromatography. However, this approach is quite costly and does not scale up easily. Other possible approaches include using a genetically modified strain of E. coli that has a leaky outer membrane, or co-expressing bacteriocin release proteins that disturb the outer membrane6. Another study suggests that following the pelB sequence with a short aspartate tag can allow proteins to be secreted all the way across the outer membrane7. Lastly, we could change the expression host from E. coli to a host more readily capable of extracellular secretion. For example, IsPETase has been successfully secreted with the native signal sequence from Bacillus subtilis8.

References

  1. Yoshida S, Hiraga K, Takehana T, Taniguchi I, Yamaji H, Maeda Y, Toyohara K, Miyamoto K, Kimura Y, Oda K. A bacterium that degrades and assimilates poly(ethylene terephthalate). Science. 2016;351(6278):1196–1199. doi:10.1126/science.aad6359
  2. Lu H, Diaz DJ, Czarnecki NJ, Zhu C, Kim W, Shroff R, Acosta DJ, Alexander BR, Cole HO, Zhang Y, et al. Machine learning-aided engineering of hydrolases for PET depolymerization. Nature. 2022;604(7907):662–667. doi:10.1038/s41586-022-04599-z
  3. Shi L, Liu H, Gao S, Weng Y, Zhu L. Enhanced Extracellular Production of Is PETase in Escherichia coli via Engineering of the pelB Signal Peptide. Journal of Agricultural and Food Chemistry. 2021;69(7):2245–2252. doi:10.1021/acs.jafc.0c07469
  4. Sagong H-Y, Seo H, Kim T, Son HF, Joo S, Lee SH, Kim S, Woo J-S, Hwang SY, Kim K-J. Decomposition of the PET Film by MHETase Using Exo-PETase Function. ACS Catalysis. 2020;10(8):4805–4812. doi:10.1021/acscatal.9b05604
  5. Salis HM, Mirsky EA, Voigt CA. Automated design of synthetic ribosome binding sites to control protein expression. Nature Biotechnology. 2009;27(10):946–950. doi:10.1038/nbt.1568
  6. Kleiner‐Grote GRM, Risse JM, Friehs K. Secretion of recombinant proteins from E. coli. Engineering in Life Sciences. 2018;18(8):532–550. doi:10.1002/elsc.201700200
  7. Kim S-K, Min W-K, Park Y-C, Seo J-H. Application of repeated aspartate tags to improving extracellular production of Escherichia coli l-asparaginase isozyme II. Enzyme and Microbial Technology. 2015;79–80:49–54. doi:10.1016/j.enzmictec.2015.06.017
  8. Huang X, Cao L, Qin Z, Li S, Kong W, Liu Y. Tat-Independent Secretion of Polyethylene Terephthalate Hydrolase PETase in Bacillus subtilis 168 Mediated by Its Native Signal Peptide. Journal of Agricultural and Food Chemistry. 2018;66(50):13217–13227. doi:10.1021/acs.jafc.8b05038