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Catalysts
  • Review
  • Open Access

15 March 2023

Determinants for an Efficient Enzymatic Catalysis in Poly(Ethylene Terephthalate) Degradation

,
and
1
Departamento de Alimentos y Biotecnología, Facultad de Química, Universidad Nacional Autónoma de México, Mexico City 04510, Mexico
2
Departamento de Bioquímica, Facultad de Química, Universidad Nacional Autónoma de México, Mexico City 04510, Mexico
*
Author to whom correspondence should be addressed.
This article belongs to the Special Issue New Trends in Industrial Biocatalysis

Abstract

The enzymatic degradation of the recalcitrant poly(ethylene terephthalate) (PET) has been an important biotechnological goal. The present review focuses on the state of the art in enzymatic degradation of PET, and the challenges ahead. This review covers (i) enzymes acting on PET, (ii) protein improvements through selection or engineering, (iii) strategies to improve biocatalyst–polymer interaction and monomer yields. Finally, this review discusses critical points on PET degradation, and their related experimental aspects, that include the control of physicochemical parameters. The search for, and engineering of, PET hydrolases, have been widely studied to achieve this, and several examples are discussed here. Many enzymes, from various microbial sources, have been studied and engineered, but recently true PET hydrolases (PETases), active at moderate temperatures, were reported. For a circular economy process, terephtalic acid (TPA) production is critical. Some thermophilic cutinases and engineered PETases have been reported to release terephthalic acid in significant amounts. Some bottlenecks in enzyme performance are discussed, including enzyme activity, thermal stability, substrate accessibility, PET microstructures, high crystallinity, molecular mass, mass transfer, and efficient conversion into reusable fragments.

1. Introduction

The worldwide production of synthetic oil-based plastics has increased steadily, reaching around 390 million tons in 2021. The main industrial plastics are poly(propylene), low- and high-density poly(ethylene), poly(vinyl chloride), poly(ethylene terephthalate) (PET), poly(urethane), and poly(styrene) [1]. All these plastics are pollutants, affect ecosystems globally, and are resistant to biological degradation. Plastic pollutants can be found in the air [2], water bodies [3], salt [4], in several elements of the food chain [5], and can internalize in some cells [6]. Plastic pollution poses a serious environmental and health threat [7].
PET is a thermoplastic polyester composed of ethylene glycol (EG) and terephthalic acid (TPA), linked via ester bonds [8]. PET contains both amorphous and crystalline microstructures. The amorphous region has a flexible amorphous fraction (ΧMAF) and a rigid amorphous fraction (ΧRAF). EG in ΧMAF is mainly in the gauche conformation, and a minor proportion is in the trans conformation. The ΧRAF forms an interface between the crystalline regions (ΧC), where the trans-conformation is predominant [9,10]. At the glass transition temperature (Tg) or above, the crystalline glassy state converts into an amorphous “soft and rubbery” state [11]. The Tg value of a PET sample depends on the starting nature of the polymer, as well as treatment conditions. The reported Tg value is around 65 °C for amorphous PET, 70–81 °C for semi-crystalline PET in air, and 60–65 °C in water [12,13]. The Tg depends not only on the polymer’s initial crystallinity, but also on its previous thermal history [14] and age [15]. Properties like crystallinity, molecular weight, surface area and charge, shape, size, microstructures, physicochemical properties of substrates, and the presence of additives, are significant to PET recycling, because these limit the polymer’s biodegradability [16].
Beverage bottles, food packing containers, fibers, and films can be derived from PET resins [12]. Many PET products are single-use and contribute significantly to the daily urban plastic waste. Every consumer can change the final destiny of his/her waste materials. Unfortunately, a significant amount of residual PET goes to municipal solid waste landfills and into natural water bodies, mainly the oceans [3].
Nowadays, there are some alternatives for PET waste management:
(i)
Mechanical recycling, which has limitations due to the loss of PET’s properties.
(ii)
Chemical degradation, which uses and produces compounds harmful to the environment. The specifics of these technologies have been reviewed elsewhere [17,18]. Briefly, some available chemical treatments are: hydrolysis (acidic, neutral, or basic) at high temperature and pressure, to render TPA; glycolysis at 180–240 °C under an inert atmosphere, to produce BHET; aminolysis at 20–200 °C, to yield terephthalic acid diamides plus oligomeric diacids; ammonolysis, consisting in PET treatment with zinc acetate at 70–180 °C under high pressure, to generate terephthalamide; and methanolysis, using methanol at 180–280 °C, and under 20 to 40 atm, to release EG and dimethyl terephthalate (DMT). Nevertheless, the need for product purification, their poor selectivity, and the possible contamination of catalysts by the presence of other plastics, impact the cost of these forms of recycling.
(iii)
PET incineration, which generates energy, but has the drawback of CO2 emission, and may release some toxic fumes [19].
(iv)
Recycling by biotechnological degradation (Figure 1).
Figure 1. Treatments for PET waste management.
Of the above alternatives, recycling may produce different oligomers (bis (2-hydroxyethyl) terephthalate (BHET), mono (2-hydroxyethyl) terephthalate (MHET), DMT, and monomers (EG and TPA), and only these last are genuinely eco-friendly. Efficient recovery of monomers is central to proper recycling, as the newly synthesized PET resin will make bottles, containers, and fibers of uniform quality over and over, an actual circular economy. Furthermore, TPA is a raw material in value-added products, like metal-organic frameworks for antibiotic-contaminated wastewater remediation, and other applications [20]. TPA can also be used as a raw material to produce bio-hydrogen, bioethanol, bio-methane, and biodiesel by microalgae [21]. All these products may be useful. Large oligomers could be used as a carbon source for Taonella mepensis, to enhance the yield and productivity of bacterial cellulose [22], or can be incorporated into bricks, paints, or roof coating formulations.
PET is a non-biodegradable recalcitrant semi-crystalline polyester. Nevertheless, in the last two decades, an intensive search for enzymes or microorganisms able to split long PET molecules into smaller chains, and ideally into monomers, has unveiled some promising candidates. Examples of microorganisms able to biodegrade PET are: Microsphaerosis arundis [23], Ideonella sakaiensis 201-F6 [24], Camamonas testoterones F6 [25], Bacillus subtilis [26], Aspergillus niger [26], Spirulina sp. [27], Bacillus cereus [28], Stenotrophomonas pavanii [29], Bacillus pseudomycoides [30], and some species from Streptomyces [31]. However, PET biodegradation by wild-type microorganisms takes months, even for small samples, thus, these might be used in landfill strategies where time is less important, and energy is not spent on the control of cultivation conditions. Additionally, there are some engineered microbes, which have been designed to break PET into monomers and use them as a carbon source, to support the biosynthesis of valuable chemicals [32]. Nonetheless, the use of genetically modified organisms must follow tight security guidelines. For instance, a mesophilic engineered Pseudomonas putida was able to depolymerize PET, and grow with TPA and EG as a carbon source; but the PET hydrolase genes had expression problems and only genomic integration with thermo-induction was successful. The recombinant bacteria were able to hydrolyze only 1.5% of the PET, after 6 days, at 37 °C. In addition, some engineered microbes were used to display PET hydrolases on their cell surface, however, these only generated less than 1 mM of mixed products [33,34,35]. A case with better success, was the thermophilic engineered Clostridium thermocellum, expressing a PET hydrolase. When cultured at 60 °C (170 rpm), close to the Tg, the digested PET lost 60% weight in 14 days, releasing TPA and MHET [36]. These examples show that the efficiency of PET degradation depends on the catalytic activity of the enzymes expressed, and cultivation conditions. Consequently, PET biodegradation by whole microorganisms lacks enough efficiency, as their attack mainly cleaves fibers at the polymer’s surface, and the complete degradation is relatively slow. Restricted access to the inner polymer fibers contributes to PET’s biodegradation recalcitrance. It is therefore necessary to design enzymes, chimeras, or enzyme mixtures with high activity against any type of PET sample. The appropriate choice of conditions for the enzymatic degradation of PET, is also essential. Factors such as the enzyme source, PET pretreatment, reaction temperature, mass transfer, enzyme to substrate ratio, additives, pH, and reaction medium, are all amenable variables to EG and TA yield optimization.

2. Enzymes Acting on PET

Since PET is a solid, and its constituents are hydrophobic, the fibers’ degradation must take place at the solid–liquid interphase. According to Kawai et al. [37], two types of enzymes are currently known to act on PET. The first one consists of enzymes attacking the polymer surface, thus increasing its surface hydrophilicity, with little or no effect on the polymer morphology. Enzymes such as unspecific esterases, lipases, cutinases, serine proteases, and some true PETases may belong to this group. A second type is true PET hydrolases, which usually derive from thermostable cutinases, thermostable enzymes from compost metagenome libraries, and true PETase variants. These enzymes break the inner blocks of PET and change its structure, and some of them are potentially useful for bio-recycling. These enzymes have an open and shallow active site, lack any kind of lid domain, present moderate to high thermostability, show high affinity for the PET surface, and possess high specificity towards the PET ester bonds. This last group is the type of enzymes under focus in this review.
The Enzyme Commission classifies cutinase (EC 3.1.1.74) as a carboxylic ester hydrolase with an α/β fold. These enzymes possess the catalytic triad Ser–His–Asp, with a pre-existing oxyanion hole. Cutinases share some enzymatic and molecular properties with lipases, esterases, serine-proteases, and true PETases. Many of the best-characterized cutinases belong to actinomycetes or fungi, and these enzymes can cleave both small-molecule esters and polyesters resembling its complex natural substrate, cutin [38,39]. Another kind of enzyme is IsPETase, from Ideonella sakaiensis (EC. 3.1.1.101), which is a homolog of actinomycetal cutinases (46–52% amino acid identity) [13], but in nature, more enzymes are likely to be active against PET, and might be found in the future, i.e., the search should continue, as an example, BhrPETase, from the bacterium HR29 [40]. Given their similarity, it is worth asking what the differences between native cutinases and the native IsPETase are? Both share the fold, the catalytic triad Ser–His–Asp, a hydrophobic and flexible, yet solvent-exposed, substrate-binding cleft. However, this hydrophobic cleft is wider in IsPETase than in cutinases [41]. This is caused by a longer β8–α6 loop in IsPETase [42]. In addition, IsPETase has a more polarized surface charge, and it features two disulfide bonds, in contrast to only one found in actinomycetal cutinases [43]. Instead, cutinases are more thermostable, and some may contain ion-binding sites, which increase their melting temperature (Tm) and improve their catalytic activity. IsPETase’s amino acid residues, S214, S238 [9], and I218 are essential for its activity, because they give more freedom to W185, an active-site neighboring residue [44]. Single and double mutants have confirmed the role of these residues in this and other enzyme orthologs. Thus, in IsPETase, W185 takes a crucial role, since it can adopt three conformations to accommodate the PET substrate (Figure 2) [9].
Figure 2. Complex structures of PET hydrolases with MHET and 1-(2-hydroxyethyl) 4-methyl terephthalate (HEMT). (A) Model representations of LCC/MHET (left) and IsPETase-S131A/HEMT (right). Two disulfide bridges are shown in IsPETase and one disulfide bridge in LCC. (B) View of the enzyme-substrate interaction network for both enzymes and catalytic residues. (C) Substrate-binding cleft of LCC and IsPETase, shown with coulombic electrostatic surface (blue is a positive charge and red is a negative charge). The dashes indicate the width of the substrate-binding cleft.
To obtain efficient PET bio-recycling tools, currently, the best enzyme candidates for improvement, by means of protein engineering, seem to be the thermostable cutinases from Thermobifida fusca [45], Humicola insolens [46], Sacchamonosporas viridis [47], LC-cutinase (LCC) [48], PHL7 or PES-H1 [49,50], BhrPETase [40], and some IsPETase variants [51]. Other possible candidates worth mentioning, are the enzymes from Thermobifida cellulosilytica [52,53,54].

4. Strategies to Improve Biocatalyst-Polymer Interaction and Monomers Yield

The first step for the hydrolysis of PET is the adsorption of the biocatalyst on the polymer surface, being a critical point for degradation [59,60,61,62]. Bååth et al. [53] determined the binding parameters of Thc_Cut1 and Thc_Cut2 from binding isotherms. These cutinases share a similar maximal binding capacity, and there are only minor differences in their Kd. Thc_Cut2 displayed higher affinity than Thc_Cut1, at 60 °C. On the other hand, Badino et al. [61] studied the PET binding of three PET hydrolases (HiC, TfCut2, and IsPETase) and found Kd values between 12 and 61 nM, at 40 °C, respectively, and this changed with temperature. Surprisingly, these authors did not evaluate the Kd at temperatures closer to Tg, where HiC and TfCut2 display higher activity. The binding capacity of the PET surface determined in this study corresponds to a protein monolayer. Non-specific interactions predominantly direct the adsorption under the conditions evaluated. Nevertheless, the Kd values of the enzymes were of the same order of magnitude (nM) as that observed for cellulases adsorbing to cellulose, by specific interactions of their carbohydrate-binding modules.
Since the PET surface is hydrophobic, using hydrophobins could improve the protein–PET interaction and enhance its hydrolysis. Puspitasari et al. [122] studied the interaction of class 1 hydrophobin RolA, from Aspergillus oryzae, and HGFI from Grifola frondose, with IsPETase and PET. RolA and HGFI, applied as PET pretreatment, decreased the water contact angle (WCA). After the pretreatment of PET fiber with hydrophobins, the subsequent depolymerization of PET samples was better than when only IsPETase was used. However, again, and against expectations, the crystallinity had a negative effect on the degradation.
In a pioneering study, Vogel et al. [62] investigated the interaction between TfCut2 and nanoparticles of PET, using ITC in combination with a thermokinetic model. They found an enthalpy of surface adsorption of –129 kJ mol−1AdsH), an enthalpy for ester-bond cleavage of −58 kJ mol−1EBH), and the apparent dissociation constant of the enzyme-substrate complex was 0.046 g L−1. Then, 95% of the heat exchange during PET depolymerization was due to the bond-breaking enthalpy and only 5% was adsorption heat. ITC allowed the clear breakdown of the mass transfer and bond-breaking contributions to the reaction thermodynamics, which is a critical piece of information to consider in the understanding and engineering of PET degradation [123,124]. Furthermore, with appropriate kinetic and thermodynamic models, ITC allows the study of PET–enzyme interactions in multiphasic systems. Even with biocatalysts attacking PET with low efficiency, some may bind well to the polymer surface, thus offering valuable information to improve the mass transfer properties of PET hydrolases. As mentioned before, engineering of chimeras, by combining good binding domains with powerful bond-breaking, or catalytic domains, can be done. Then, different flexible linkers may be tested to keep the protein closer to the polymer surface for more time and increase the probability of productive enzyme-substrate collisions. More studies are needed in this poorly explored area, perhaps using as a reference, the in-depth exploration of the kinetics of cellulase acting on lignocellulosic materials [125,126].

4.1. PET Pretreatment

So far, there is no biocatalyst that efficiently hydrolyzes highly crystalline PET, if applied directly to a bottle for a bio-recycling process. Thus, different strategies may be required to increase ester bond accessibility and enhance protein adsorption. In some reports [50,51,87], the authors were able to degrade crystalline PET after a treatment to reduce the number of crystalline PET regions. So, pretreatments are currently useful for complete bio-recycling.
High temperature has been the pretreatment of choice in many reports [50,51,87]. A common finding is a need for careful temperature control, since mechanical stress, caused by local temperature gradients, increases crystallinity [10,50,127]. In addition, temperature treatments may be combined with grinding, as in cryo-milling [78,110] and in thermomechanical pretreatment [87]. Unfortunately, even after enzymatic treatment, a prolonged heating exposure at 70 °C provokes physical aging and induces rigid polymer microstructures [14,67,87]. In this sense, physical changes of PET microstructures may be a complicating factor, frequently disregarded in studies of enzyme activity and stability against temperature. Further studies are required, to analyze the composition of microstructures before and after the reaction [10,78]. It has been shown that cleavage of XMAF by thermomechanical degradation tended to lead to its reorganization into XRAF. Furthermore, XC was formed earlier and more rapidly after each reprocessing [128]. Clearly, this is a factor deserving more attention.
Other pretreatment strategies include, using solvents and detergents to increase the accessibility of cleavable sites. Carniel et al. [129] soaked PC-PET in MEG, followed by washing with Tween 80 and then distilled water. TPA recovery was substantially improved, due to a positive effect on the enzyme-substrate interaction. Additional treatments make use of mechanical forces, such as ultrasound or grinding. Pellis et al. [130] used Thc_Cut1 to degrade PET powder, with ultrasonic treatment for different periods. They found a direct relationship between the crystalline PET content and the sonication time required. As expected, the ultrasonic treatment turned out to be less effective for PET films, where the exposed surface is considerably smaller. The ultrasound treatment could change the polymer structure, so more studies with calorimetry, IR, and NMR methods are needed, to characterize the effects of these treatments. Gamerith et al. and Castro et al. [59,71] have provided good evidence of an improvement of TPA release caused by a reduction of the particle size of PET, but found a strong effect of crystalline zones, since a PET sample with a high crystallinity content was poorly degraded, even at tiny particle sizes [50,59,87,114]. Brizendine et al. [110] provided very good evidence of this problem, by using sieves to separate CM-PET and HC-PET particles in PET powder, and digesting these samples with LCC-ICCG. The TPA yield was considerably higher for CM-PET-rich particles, while in HC-PET the degradation products included more MHET and the TPA yield was low. One major complication in the analysis of these studies lies in the variation in enzyme sources, mixing strategies, and reaction conditions used in these reports, because problems such as product inhibition may not affect all enzymes in the same way [69], and mass transfer may be increased by stirring [70].
Atmospheric plasma non-thermal pretreatment of the PET surface, exposes hydroxyl (-OH) and carboxylic (-COOH) terminal groups, and increases PET hydrophilicity. Therefore, the water contact angle was changed from 141° to 0° [131]. This plasma technology is a low-cost process, that might be combined with PET hydrolases to depolymerize PET. In addition, there are some plasma capable reactors, for example, discharge of dielectric barrier and plasma photocatalyst [131,132]. These could well be useful for PET pretreatment.

4.2. Effect of Reaction Medium

The information available on the solvent’s role in the enzyme–PET binding and catalysis is still limited. From a thermodynamic point of view, the solvent plays a critical role. In the literature, we can find some examples of how the reaction medium impacts the reaction product profiles. Schmidt et al. [133] evaluated the effect of several buffers (MOPS, sodium phosphate, and Tris) at different concentrations (0.1–1 M). LCC lost activity at MOPS or TRIS concentrations higher than 0.1 M, although LCC remained stable in concentrated sodium phosphate buffer. Phosphate buffer at high concentration did not reduce depolymerization activity at temperatures near the Tg [49,50,70,76,134]. On the other hand, Carniel et al. and Eugenio et al. [135,136] evaluated the PC-PET hydrolysis reaction using different reaction mediums and HiC. In a Tris-HCl buffer, the reaction yielded mainly TPA, while in alkaline water and sodium phosphate buffer, HiC released TPA, MHET, and BHET.

4.3. Mass Transfer Problems

In the studies included in this review, orbital shakers, hybrid incubators, and thermomixers are used to agitate reaction vessels. Only in recent years, have trials been scaled up to the reactor level, with a gain in mass and heat transfer efficiency, due to improved geometrical design, the inclusion of impellers, physical barriers present, and sensors to monitor and control different variables in real-time, such as pH and temperature. Some aspects related to process engineering will be discussed below.
Castro et al. [59] used a stirred bioreactor, with two sets of impellers with Rushton blades, to improve TPA yield and shorten degradation times. Some authors [110,113,119] also found a benefit from using a similar Rushton and single marine impeller [87], to improve the degradation of PET samples with high crystallinity and small surface exposure.
Other authors also studied pH changes in the reactor, and found these to be a relevant factor [59,87,110,113,135,136]. According to these groups, a pH-stat in the reactor can change the proportion of different products, and, with appropriate conditions, the TPA yield can be improved preferentially [135]. Mass transfer [59,70,87,110,113,119,135,136], pH control [50,59,78,87,110,113,135,136], PET suspension [59,70,87,110,113,119,135,136], and temperature [59,70,87,110,113,119,135,136] also affected product mixtures and their yields, and these suggest that more detailed physicochemical studies are still needed.
In all the previous works, the amount of enzyme was also considered an essential factor [59,70,87,110,113,119,135,136], both for technical reasons and for its economic impact. An additional factor to consider would be continuous product removal [59,70,87,110,113,119,134,135,136], because products act as reaction inhibitors. This product removal should be achieved, preferably, with enzyme retention in the reaction, to make the whole process more efficient and economical. In this sense, significant work on engineering the degradation in reactors is still pending. An increase in monomer yields was observed when all concomitant factors explained in this section were evaluated in PET hydrolysis, as shown in Table 1. Some of these factors were optimized by the French biotechnological company CARBIOS, and they reached 90% depolymerization of PET waste in 10 h, generating TPA and EG [87]. They were able to scale-up their process to a 20 m3 reactor, allowing the degradation of almost 20 tons of PET waste, with a productivity of 15 gTPA L−1 h−1. The recovered, purified monomers were then used to synthetize new PET resin [137]. Singh et al. [138] have recently produced an excellent analysis of the economy of PET degradation and recycling. Their analysis laid a significant weight of the profitability into feedstock pretreatment, enzymatic PET depolymerization, and product or co-product recovery. This analysis showed that the cost of enzymatic PET recycling might be competitive with virgin PET resin costs. Comparing reaction conditions between chemical and enzymatic degradation, the latter is moderated, temperature and pressure are lower than chemical degradation, and it is friendly to the environment. Bio-recycling products is valuable and, as mentioned before, useful to create new products in a circular economy. However, there is still room to improve the process and enhance productivity. The process works well for amorphous PET, however, there is not any enzyme that is able to completely digest highly crystalline PET. This could decrease the cost of the process, leaving behind PET extrusion and micronization preprocessing to reduce crystallinity.
Table 1. Depolymerization of PET samples by PET hydrolases.

5. Challenges and Perspectives

The PET hydrolysis reaction is a complex system, in which many factors influence the efficiency of the recovery of TPA and EG monomers. The interaction between the enzyme and PET occurs as follows: (1) The enzyme is found within the bulk of the reaction medium and collides with the PET surface by diffusion mechanisms. (2) The biocatalyst adsorbs to the polyester surface, in a nonspecific manner, through hydrophobic interactions, π-stacking, hydrogen bonds, and electrostatic interactions. (3) The biocatalyst–PET complex is formed. (4) Catalysis occurs and oligomers are released into the bulk reaction medium. The depolymerization starts as an endo- or exo-hydrolytic process, and may change at longer times [52,73,78]. (5) The biocatalyst desorbs from the polyester surface. (6) There is a homogeneous catalysis within the bulk reaction medium, as the concentration of the degradation products increases, as shown in Figure 4. Most PET hydrolyzing enzymes have a high affinity for the PET surface and a high specificity constant for the ester bond present in the polyester, but under steady-state conditions, an intermediate binding strength increases the rate of PET hydrolysis. Many parameters already discussed in this review influence the hydrolysis of PET, such as reaction temperature, enzyme activity, thermostability and concentration of the biocatalyst, pretreatment of the PET, the amount of suspended PET, the size of the PET particle, its molecular mass, the crystallinity and microstructures of the PET sample, the reaction medium, the pH and its control during the reaction, reaction time, mixing efficiency, and mass and heat transfer. However, one question remains: Is it possible to hydrolyze an untreated PET sample, with crystallinity over 20%, by directly applying an enzyme?
Figure 4. Scheme of the main steps of the mechanism of interaction and depolymerization between PET hydrolases and PET, improved by mass transfer.
More studies are required to understand the mechanisms to depolymerize highly crystalline PET and to grasp the physicochemical properties of the different substrates (MHET, BHET, and PET), as they are produced during the degradation process, under different reaction conditions. To achieve an efficient depolymerization of PET, thermostable enzymes, selective for gauche and trans conformations [9], and having high specific constants, may be required, to deal with crude PET samples. Finally, the field should benefit from a standard protocol, to assay new enzymes and their variants against PET, BHET, and MHET. Currently, comparisons are complicated by the diversity in experimental approaches.
In future research, the study of hydrolysis with enzyme chimeras with more than one catalytic domain is proposed, along with enzymes fused to high-affinity carbohydrate-binding modules in bioreactors, where there is better control of mass transfer and the reaction parameters. Besides, the hydrolysis of PET in bioreactors, using unconventional reaction media such as DES, should be explored. Furthermore, hydrolysis in different geometries and types of bioreactors, such as percolate ones, should be studied. The effect of pressure in pressurized and reduced pressure bioreactors, to increase the yield of monomers and cut down costs, is a condition to be explored. In addition, the protocols to recover enzymes from the reaction mixture are underdeveloped, and it would be interesting to assess for how long the enzymes retain their properties and catalytic proficiency. Finally, further developments in artificial intelligence tools may open the door to the design of “hallucinated” enzymes, which do not exist and have never existed in nature [141]. Tools like Alphafold [142], RoseTTAfold [143], ProteinMPNN [144], and other tools [145,146], have already yielded completely novel enzyme folds, but the sequence space of proteins is overwhelmingly large and nature has only explored a tiny fraction of it, because the number of combinations theoretically possible is many orders of magnitude larger than the total mass in the universe times its total estimated age. Perhaps a few of these hallucinated enzymes may fully depolymerize PET to its monomers TPA and EG, in a short time, and with a high yield.

Supplementary Materials

The following supporting information can be downloaded at: https://www.mdpi.com/article/10.3390/catal13030591/s1, Table S1: Example of homologs of PET hydrolases.

Author Contributions

Conceptualization, J.A.C.-R., R.R.-S. and A.F.; methodology, J.A.C.-R. and R.R.-S.; software, J.A.C.-R. and R.R.-S.; validation, J.A.C.-R. and R.R.-S.; formal analysis, J.A.C.-R. and R.R.-S.; investigation, J.A.C.-R. and R.R.-S.; resources, A.F.; data curation, J.A.C.-R. and R.R.-S.; writing—original draft preparation, J.A.C.-R.; writing—review and editing, R.R.-S. and A.F.; visualization, J.A.C.-R. and R.R.-S.; supervision, A.F.; project administration, A.F.; funding acquisition, A.F. All authors have read and agreed to the published version of the manuscript.

Funding

This review was funded by PAIP 5000-9095 FACULTAD DE QUIMICA PAPIIT IN 201921 DGAPA, JACR is recipient of CONACYT scholarship 750551 and CVU 661660.

Data Availability Statement

This study did not report any data.

Conflicts of Interest

The authors declare no conflict of interest.

References

  1. Plastics—The Facts 2022. 2022. Available online: https://plasticseurope.org/wp-content/uploads/2022/10/PE-PLASTICS-THE-FACTS_V7-Tue_19-10-1.pdf (accessed on 6 November 2022).
  2. Gasperi, J.; Wright, S.L.; Dris, R.; Collard, F.; Mandin, C.; Guerrouache, M.; Langlois, V.; Kelly, F.J.; Tassin, B. Microplastics in Air: Are We Breathing It In? Curr. Opin. Environ. Sci. Health 2018, 1, 1–5. [Google Scholar] [CrossRef]
  3. Suaria, G.; Achtypi, A.; Perold, V.; Lee, J.R.; Pierucci, A.; Bornman, T.G.; Aliani, S.; Ryan, P.G. Microfibers in Oceanic Surface Waters: A Global Characterization. Sci. Adv. 2020, 6, eaay8493. [Google Scholar] [CrossRef] [PubMed]
  4. Karami, A.; Golieskardi, A.; Keong Choo, C.; Larat, V.; Galloway, T.S.; Salamatinia, B. The Presence of Microplastics in Commercial Salts from Different Countries. Sci. Rep. 2017, 7, 46173. [Google Scholar] [CrossRef] [PubMed]
  5. Bhuyan, M.S. Effects of Microplastics on Fish and in Human Health. Front. Environ. Sci. 2022, 10, 827289. [Google Scholar] [CrossRef]
  6. Aguilar-Guzmán, J.C.; Bejtka, K.; Fontana, M.; Valsami-Jones, E.; Villezcas, A.M.; Vazquez-Duhalt, R.; Rodríguez-Hernández, A.G. Polyethylene Terephthalate Nanoparticles Effect on RAW 264.7 Macrophage Cells. Microplastics Nanoplastics 2022, 2, 9. [Google Scholar] [CrossRef]
  7. MacLeod, M.; Arp, H.P.H.; Tekman, M.B.; Jahnke, A. The Global Threat from Plastic Pollution. Science 2021, 373, 61–65. [Google Scholar] [CrossRef]
  8. Papadopoulou, A.; Hecht, K.; Buller, R. Enzymatic PET Degradation. Chimia 2019, 73, 743–749. [Google Scholar] [CrossRef]
  9. Guo, B.; Vanga, S.R.; Lopez-Lorenzo, X.; Saenz-Mendez, P.; Ericsson, S.R.; Fang, Y.; Ye, X.; Schriever, K.; Bäckström, E.; Biundo, A.; et al. Conformational Selection in Biocatalytic Plastic Degradation by PETase. ACS Catal. 2022, 12, 3397–3409. [Google Scholar] [CrossRef]
  10. Thomsen, T.B.; Hunt, C.J.; Meyer, A.S. Influence of Substrate Crystallinity and Glass Transition Temperature on Enzymatic Degradation of Polyethylene Terephthalate (PET). New Biotechnol. 2022, 69, 28–35. [Google Scholar] [CrossRef]
  11. Zimmermann, W. Biocatalytic Recycling of Polyethylene Terephthalate Plastic: Biocatalytic Plastic Recycling. Philos. Trans. R. Soc. A Math. Phys. Eng. Sci. 2020, 378, 20190273. [Google Scholar] [CrossRef]
  12. Kawai, F.; Kawabata, T.; Oda, M. Current State and Perspectives Related to the Polyethylene Terephthalate Hydrolases Available for Biorecycling. ACS Sustain. Chem. Eng. 2020, 8, 8894–8908. [Google Scholar] [CrossRef]
  13. Carniel, A.; de Abreu Waldow, V.; de Castro, A.M. A Comprehensive and Critical Review on Key Elements to Implement Enzymatic PET Depolymerization for Recycling Purposes. Biotechnol. Adv. 2021, 52, 107811. [Google Scholar] [CrossRef] [PubMed]
  14. Wei, R.; Breite, D.; Song, C.; Gräsing, D.; Ploss, T.; Hille, P.; Schwerdtfeger, R.; Matysik, J.; Schulze, A.; Zimmermann, W. Biocatalytic Degradation Efficiency of Postconsumer Polyethylene Terephthalate Packaging Determined by Their Polymer Microstructures. Adv. Sci. 2019, 6, 1900491. [Google Scholar] [CrossRef]
  15. Panowicz, R.; Konarzewski, M.; Durejko, T.; Szala, M.; Łazi, M. Properties of Polyethylene Terephthalate (PET) after Thermo-Oxidative Aging. Materials 2021, 14, 3833. [Google Scholar] [CrossRef] [PubMed]
  16. Lens-Pechakova, L.S. Recent Studies on Enzyme-Catalysed Recycling and Biodegradation of Synthetic Polymers. Adv. Ind. Eng. Polym. Res. 2021, 4, 151–158. [Google Scholar] [CrossRef]
  17. Kushwaha, A.; Goswami, L.; Singhvi, M.; Kim, B.S. Biodegradation of Poly(Ethylene Terephthalate): Mechanistic Insights, Advances, and Future Innovative Strategies. Chem. Eng. J. 2023, 457, 141230. [Google Scholar] [CrossRef]
  18. Ghosal, K.; Nayak, C. Recent Advances in Chemical Recycling of Polyethylene Terephthalate Waste into Value Added Products for Sustainable Coating Solutions—Hope vs. Hype. Mater. Adv. 2022, 3, 1974–1992. [Google Scholar] [CrossRef]
  19. Sovová, K.; Ferus, M.; Matulková, I.; Španěl, P.; Dryahina, K.; Dvořák, O.; Civiš, S. A Study of Thermal Decomposition and Combustion Products of Disposable Polyethylene Terephthalate (PET) Plastic Using High Resolution Fourier Transform Infrared Spectroscopy, Selected Ion Flow Tube Mass Spectrometry and Gas Chromatography Mass Spectrometr. Mol. Phys. 2008, 106, 1205–1214. [Google Scholar] [CrossRef]
  20. Jung, K.W.; Kim, J.H.; Choi, J.W. Synthesis of Magnetic Porous Carbon Composite Derived from Metal-Organic Framework Using Recovered Terephthalic Acid from Polyethylene Terephthalate (PET) Waste Bottles as Organic Ligand and Its Potential as Adsorbent for Antibiotic Tetracycline Hydrochlo. Compos. Part B Eng. 2020, 187, 107867. [Google Scholar] [CrossRef]
  21. Yang, Q.; Li, H.; Wang, D.; Zhang, X.; Guo, X.; Pu, S.; Guo, R.; Chen, J. Utilization of Chemical Wastewater for CO2 Emission Reduction: Purified Terephthalic Acid (PTA) Wastewater-Mediated Culture of Microalgae for CO2 Bio-Capture. Appl. Energy 2020, 276, 115502. [Google Scholar] [CrossRef]
  22. Zhou, J.; Sun, J.; Ullah, M.; Wang, Q.; Zhang, Y.; Cao, G.; Chen, L.; Ullah, M.W.; Sun, S. Polyethylene Terephthalate Hydrolysate Increased Bacterial Cellulose Production. Carbohydr. Polym. 2023, 300, 120301. [Google Scholar] [CrossRef] [PubMed]
  23. Malafatti-Picca, L.; de Barros Chaves, M.R.; de Castro, A.M.; Valoni, É.; de Oliveira, V.M.; Marsaioli, A.J.; de Franceschi de Angelis, D.; Attili-Angelis, D. Hydrocarbon-Associated Substrates Reveal Promising Fungi for Poly (Ethylene Terephthalate) (PET) Depolymerization. Braz. J. Microbiol. 2019, 50, 633–648. [Google Scholar] [CrossRef] [PubMed]
  24. 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, 353, 759. [Google Scholar] [CrossRef] [PubMed]
  25. Gong, J.; Kong, T.; Li, Y.; Li, Q.; Li, Z.; Zhang, J. Biodegradation of Microplastic Derived from Poly(Ethylene Terephthalate) with Bacterial Whole-Cell Biocatalysts. Polymers 2018, 10, 1326. [Google Scholar] [CrossRef] [PubMed]
  26. Asmita, K.; Shubhamsingh, T.; Tejashree, S. Isolation of Plastic Degrading Micro-Organisms from Soil Samples Collected at Various Locations in Mumbai, India. Int. Res. J. Environ. Sci. 2015, 4, 77–85. [Google Scholar]
  27. Khoironi, A.; Anggoro, S.; Sudarno, S. Evaluation of the Interaction Among Microalgae Spirulina sp, Plastics Polyethylene Terephthalate and Polypropylene in Freshwater Environment. J. Ecol. Eng. 2019, 20, 161–173. [Google Scholar] [CrossRef]
  28. Dąbrowska, G.B.; Janczak, K.; Richert, A. Combined Use of Bacillus Strains and Miscanthus for Accelerating Biodegradation of Poly(Lactic Acid) and Poly(Ethylene Terephthalate). PeerJ 2021, 9, e10957. [Google Scholar] [CrossRef]
  29. Huang, Q.S.; Yan, Z.F.; Chen, X.Q.; Du, Y.Y.; Li, J.; Liu, Z.Z.; Xia, W.; Chen, S.; Wu, J. Accelerated Biodegradation of Polyethylene Terephthalate by Thermobifida fusca Cutinase Mediated by Stenotrophomonas pavanii. Sci. Total Environ. 2022, 808, 152107. [Google Scholar] [CrossRef]
  30. Dhaka, V.; Singh, S.; Ramamurthy, P.C.; Samuel, J.; Swamy Sunil Kumar Naik, T.; Khasnabis, S.; Prasad, R.; Singh, J. Biological Degradation of Polyethylene Terephthalate by Rhizobacteria. Environ. Sci. Pollut. Res. 2022. [Google Scholar] [CrossRef]
  31. Farzi, A.; Dehnad, A.; Fotouhi, A.F. Biodegradation of Polyethylene Terephthalate Waste Using Streptomyces Species and Kinetic Modeling of the Process. Biocatal. Agric. Biotechnol. 2019, 17, 25–31. [Google Scholar] [CrossRef]
  32. Qi, X.; Ma, Y.; Chang, H.; Li, B.; Ding, M.; Yuan, Y. Evaluation of PET Degradation Using Artificial Microbial Consortia. Front. Microbiol. 2021, 12, 778828. [Google Scholar] [CrossRef] [PubMed]
  33. Chen, Z.; Wang, Y.; Cheng, Y.; Wang, X.; Tong, S.; Yang, H.; Wang, Z. Efficient Biodegradation of Highly Crystallized Polyethylene Terephthalate through Cell Surface Display of Bacterial PETase. Sci. Total Environ. 2020, 709, 136138. [Google Scholar] [CrossRef] [PubMed]
  34. Chen, Z.; Duan, R.; Xiao, Y.; Wei, Y.; Zhang, H.; Sun, X.; Wang, S.; Cheng, Y.; Wang, X.; Tong, S.; et al. Biodegradation of Highly Crystallized Poly(Ethylene Terephthalate) through Cell Surface Codisplay of Bacterial PETase and Hydrophobin. Nat. Commun. 2022, 13, 7138. [Google Scholar] [CrossRef] [PubMed]
  35. Zhu, B.; Ye, Q.; Seo, Y.; Wei, N. Enzymatic Degradation of Polyethylene Terephthalate Plastics by Bacterial Curli Display PETase. Environ. Sci. Technol. Lett. 2022, 9, 650–657. [Google Scholar] [CrossRef]
  36. Yan, F.; Wei, R.; Cui, Q.; Bornscheuer, U.T.; Liu, Y.J. Thermophilic Whole-Cell Degradation of Polyethylene Terephthalate Using Engineered Clostridium thermocellum. Microb. Biotechnol. 2021, 14, 374–385. [Google Scholar] [CrossRef]
  37. Kawai, F.; Kawabata, T.; Oda, M. Current Knowledge on Enzymatic PET Degradation and Its Possible Application to Waste Stream Management and Other Fields. Appl. Microbiol. Biotechnol. 2019, 103, 4253–4268. [Google Scholar] [CrossRef]
  38. Chen, S.; Su, L.; Chen, J.; Wu, J. Cutinase: Characteristics, Preparation, and Application. Biotechnol. Adv. 2013, 31, 1754–1767. [Google Scholar] [CrossRef]
  39. Martínez, A.; Maicas, S. Cutinases: Characteristics and Insights in Industrial Production. Catalysts 2021, 11, 1194. [Google Scholar] [CrossRef]
  40. Xi, X.; Ni, K.; Hao, H.; Shang, Y.; Zhao, B.; Qian, Z. Secretory Expression in Bacillus subtilis and Biochemical Characterization of a Highly Thermostable Polyethylene Terephthalate Hydrolase from Bacterium HR29. Enzym. Microb. Technol. 2021, 143, 109715. [Google Scholar] [CrossRef]
  41. Austin, H.P.; Allen, M.D.; Donohoe, B.S.; Rorrer, N.A.; Kearns, F.L.; Silveira, R.L.; Pollard, B.C.; Dominick, G.; Duman, R.; Omari, K.E.; et al. Characterization and Engineering of a Plastic-Degrading Aromatic Polyesterase. Proc. Natl. Acad. Sci. USA 2018, 115, E4350–E4357. [Google Scholar] [CrossRef]
  42. Joo, S.; Cho, I.J.; Seo, H.; Son, H.F.; Sagong, H.Y.; Shin, T.J.; Choi, S.Y.; Lee, S.Y.; Kim, K.J. Structural Insight into Molecular Mechanism of Poly(Ethylene Terephthalate) Degradation. Nat. Commun. 2018, 9, 382. [Google Scholar] [CrossRef] [PubMed]
  43. Chen, C.C.; Han, X.; Ko, T.P.; Liu, W.; Guo, R.T. Structural Studies Reveal the Molecular Mechanism of PETase. FEBS J. 2018, 285, 3717–3723. [Google Scholar] [CrossRef] [PubMed]
  44. Chen, C.C.; Han, X.; Li, X.; Jiang, P.; Niu, D.; Ma, L.; Liu, W.; Li, S.; Qu, Y.; Hu, H.; et al. General Features to Enhance Enzymatic Activity of Poly(Ethylene Terephthalate) Hydrolysis. Nat. Catal. 2021, 4, 425–430. [Google Scholar] [CrossRef]
  45. Müller, R.J.; Schrader, H.; Profe, J.; Dresler, K.; Deckwer, W.D. Enzymatic Degradation of Poly(Ethylene Terephthalate): Rapid Hydrolyse Using a Hydrolase from T. Fusca. Macromol. Rapid Commun. 2005, 26, 1400–1405. [Google Scholar] [CrossRef]
  46. Ronkvist, Å.M.; Xie, W.; Lu, W.; Gross, R.A. Cutinase-Catalyzed Hydrolysis of Poly(Ethylene Terephthalate). Macromolecules 2009, 42, 5128–5138. [Google Scholar] [CrossRef]
  47. Kawai, F.; Oda, M.; Tamashiro, T.; Waku, T.; Tanaka, N.; Yamamoto, M.; Mizushima, H.; Miyakawa, T.; Tanokura, M. A Novel Ca2+-Activated, Thermostabilized Polyesterase Capable of Hydrolyzing Polyethylene Terephthalate from Saccharomonospora viridis AHK190. Appl. Microbiol. Biotechnol. 2014, 98, 10053–10064. [Google Scholar] [CrossRef] [PubMed]
  48. Sulaiman, S.; Yamato, S.; Kanaya, E.; Kim, J.J.; Koga, Y.; Takano, K.; Kanaya, S. Isolation of a Novel Cutinase Homolog with Polyethylene Terephthalate-Degrading Activity from Leaf-Branch Compost by Using a Metagenomic Approach. Appl. Environ. Microbiol. 2012, 78, 1556–1562. [Google Scholar] [CrossRef]
  49. Sonnendecker, C.; Oeser, J.; Richter, P.K.; Hille, P.; Zhao, Z.; Fischer, C.; Lippold, H.; Blázquez-Sánchez, P.; Engelberger, F.; Ramírez-Sarmiento, C.A.; et al. Low Carbon Footprint Recycling of Post-Consumer PET Plastic with a Metagenomic Polyester Hydrolase. ChemSusChem 2022, 15, e202101062. [Google Scholar] [CrossRef]
  50. Pfaff, L.; Gao, J.; Li, Z.; Jäckering, A.; Weber, G.; Mican, J.; Chen, Y.; Dong, W.; Han, X.; Feiler, C.G.; et al. Multiple Substrate Binding Mode-Guided Engineering of a Thermophilic PET Hydrolase. ACS Catal. 2022, 12, 9790–9800. [Google Scholar] [CrossRef]
  51. Lu, H.; Diaz, D.J.; Czarnecki, N.J.; Zhu, C.; Kim, W.; Shroff, R.; Acosta, D.J.; Alexander, B.R.; Cole, H.O.; Zhang, Y.; et al. Machine Learning-Aided Engineering of Hydrolases for PET Depolymerization. Nature 2022, 604, 662–667. [Google Scholar] [CrossRef]
  52. Herrero Acero, E.; Ribitsch, D.; Steinkellner, G.; Gruber, K.; Greimel, K.; Eiteljoerg, I.; Trotscha, E.; Wei, R.; Zimmermann, W.; Zinn, M.; et al. Enzymatic Surface Hydrolysis of PET: Effect of Structural Diversity on Kinetic Properties of Cutinases from Thermobifida. Macromolecules 2011, 44, 4632–4640. [Google Scholar] [CrossRef]
  53. Arnling Bååth, J.; Novy, V.; Carneiro, L.V.; Guebitz, G.M.; Olsson, L.; Westh, P.; Ribitsch, D. Structure-Function Analysis of Two Closely Related Cutinases from Thermobifida cellulosilytica. Biotechnol. Bioeng. 2022, 119, 470–481. [Google Scholar] [CrossRef] [PubMed]
  54. Zhang, Z.; Huang, S.; Cai, D.; Shao, C.; Zhang, C.; Zhou, J.; Cui, Z.; He, T.; Chen, C.; Chen, B.; et al. Depolymerization of Post-Consumer PET Bottles with Engineered Cutinase 1 from Thermobifida cellulosilytica. Green Chem. 2022, 24, 5998–6007. [Google Scholar] [CrossRef]
  55. Wyeth, N.C.; Mendenhall, P.; Roseveare, R.N. Biaxially Oriented Poly(Ethylene Terephthalate) Bottle. United States Patent US3733309A, 3 September 1985. [Google Scholar]
  56. Witt, U.; Müller, R.-J.; Augusta, J.; Widdecke, H.; Deckwer, W.-D. Synthesis, Properties and Biodegradability of Polyesters Based on 1,3-Propanediol. Macromol. Chem. Phys. 1994, 195, 793–802. [Google Scholar] [CrossRef]
  57. Han, X.; Liu, W.; Huang, J.W.; Ma, J.; Zheng, Y.; Ko, T.P.; Xu, L.; Cheng, Y.S.; Chen, C.C.; Guo, R.T. Structural Insight into Catalytic Mechanism of PET Hydrolase. Nat. Commun. 2017, 8, 1–6. [Google Scholar] [CrossRef]
  58. Araújo, R.; Silva, C.; O’Neill, A.; Micaelo, N.; Guebitz, G.; Soares, C.M.; Casal, M.; Cavaco-Paulo, A. Tailoring Cutinase Activity towards Polyethylene Terephthalate and Polyamide 6,6 Fibers. J. Biotechnol. 2007, 128, 849–857. [Google Scholar] [CrossRef]
  59. De Castro, A.M.; Carniel, A.; Stahelin, D.; Junior, L.S.C.; de Angeli Honorato, H.; de Menezes, S.M.C. High-Fold Improvement of Assorted Post-Consumer Poly(Ethylene Terephthalate) (PET) Packages Hydrolysis Using Humicola insolens Cutinase as a Single Biocatalyst. Process Biochem. 2019, 81, 85–91. [Google Scholar] [CrossRef]
  60. Bååth, J.A.; Borch, K.; Jensen, K.; Brask, J.; Westh, P. Comparative Biochemistry of Four Polyester (PET) Hydrolases**. ChemBioChem 2021, 22, 1627–1637. [Google Scholar] [CrossRef]
  61. Badino, S.F.; Bååth, J.A.; Borch, K.; Jensen, K.; Westh, P. Adsorption of Enzymes with Hydrolytic Activity on Polyethylene Terephthalate. Enzym. Microb. Technol. 2022, 152, 109937. [Google Scholar] [CrossRef]
  62. Vogel, K.; Wei, R.; Pfaff, L.; Breite, D.; Al-Fathi, H.; Ortmann, C.; Estrela-Lopis, I.; Venus, T.; Schulze, A.; Harms, H.; et al. Enzymatic Degradation of Polyethylene Terephthalate Nanoplastics Analyzed in Real Time by Isothermal Titration Calorimetry. Sci. Total Environ. 2021, 773, 145111. [Google Scholar] [CrossRef]
  63. Scandola, M.; Focarete, M.L.; Frisoni, G. Simple Kinetic Model for the Heterogeneous Enzymatic Hydrolysis of Natural Poly(3-Hydroxybutyrate). Macromolecules 1998, 31, 3846–3851. [Google Scholar] [CrossRef]
  64. Aer, L.; Jiang, Q.; Gul, I.; Qi, Z.; Feng, J.; Tang, L. Overexpression and Kinetic Analysis of Ideonella sakaiensis PETase for Polyethylene Terephthalate (PET) Degradation. Environ. Res. 2022, 212, 113472. [Google Scholar] [CrossRef] [PubMed]
  65. Reuveni, S.; Urbakh, M.; Klafter, J. Role of Substrate Unbinding in Michaelis-Menten Enzymatic Reactions. Proc. Natl. Acad. Sci. USA 2014, 111, 4391–4396. [Google Scholar] [CrossRef]
  66. Barth, M.; Oeser, T.; Wei, R.; Then, J.; Schmidt, J.; Zimmermann, W. Effect of Hydrolysis Products on the Enzymatic Degradation of Polyethylene Terephthalate Nanoparticles by a Polyester Hydrolase from Thermobifida fusca. Biochem. Eng. J. 2015, 93, 222–228. [Google Scholar] [CrossRef]
  67. Oda, M.; Yamagami, Y.; Inaba, S.; Oida, T.; Yamamoto, M.; Kitajima, S.; Kawai, F. Enzymatic Hydrolysis of PET: Functional Roles of Three Ca2+ Ions Bound to a Cutinase-like Enzyme, Cut190*, and Its Engineering for Improved Activity. Appl. Microbiol. Biotechnol. 2018, 102, 10067–10077. [Google Scholar] [CrossRef]
  68. Wei, R.; Oeser, T.; Schmidt, J.; Meier, R.; Barth, M.; Then, J.; Zimmermann, W. Engineered Bacterial Polyester Hydrolases Efficiently Degrade Polyethylene Terephthalate Due to Relieved Product Inhibition. Biotechnol. Bioeng. 2016, 113, 1658–1665. [Google Scholar] [CrossRef] [PubMed]
  69. Barth, M.; Honak, A.; Oeser, T.; Wei, R.; Belisário-Ferrari, M.R.; Then, J.; Schmidt, J.; Zimmermann, W. A Dual Enzyme System Composed of a Polyester Hydrolase and a Carboxylesterase Enhances the Biocatalytic Degradation of Polyethylene Terephthalate Films. Biotechnol. J. 2016, 11, 1082–1087. [Google Scholar] [CrossRef]
  70. Eugenio, E.D.Q.; Campisano, I.S.P.; de Castro, A.M.; Coelho, M.A.Z.; Langone, M.A.P. Kinetic Modeling of the Post-Consumer Poly(Ethylene Terephthalate) Hydrolysis Catalyzed by Cutinase from Humicola insolens. J. Polym. Environ. 2021, 30, 1627–1637. [Google Scholar] [CrossRef]
  71. Gamerith, C.; Zartl, B.; Pellis, A.; Guillamot, F.; Marty, A.; Acero, E.H.; Guebitz, G.M. Enzymatic Recovery of Polyester Building Blocks from Polymer Blends. Process Biochem. 2017, 59, 58–64. [Google Scholar] [CrossRef]
  72. Pirillo, V.; Pollegioni, L.; Molla, G. Analytical Methods for the Investigation of Enzyme-Catalyzed Degradation of Polyethylene Terephthalate. FEBS J. 2021, 288, 4730–4745. [Google Scholar] [CrossRef]
  73. Schubert, S.; Schaller, K.; Bååth, J.A.; Hunt, C.; Borch, K.; Jensen, K.; Brask, J.; Westh, P. Reaction Pathways for the Enzymatic Degradation of Poly(Ethylene Terephthalate): What Characterizes an Efficient PET-Hydrolase? ChemBioChem 2022, 24, e202200516. [Google Scholar] [CrossRef] [PubMed]
  74. Furukawa, M.; Kawakami, N.; Oda, K.; Miyamoto, K. Acceleration of Enzymatic Degradation of Poly(Ethylene Terephthalate) by Surface Coating with Anionic Surfactants. ChemSusChem 2018, 11, 4018–4025. [Google Scholar] [CrossRef] [PubMed]
  75. Baath, J.A.; Jensen, K.; Borch, K.; Westh, P.; Kari, J. Sabatier Principle for Rationalizing Enzymatic Hydrolysis of a Synthetic Polyester. J. Am. Chem. Soc. 2022, 2, 1223–1231. [Google Scholar] [CrossRef]
  76. Gamerith, C.; Vastano, M.; Ghorbanpour, S.M.; Zitzenbacher, S.; Ribitsch, D.; Zumstein, M.T.; Sander, M.; Acero, E.H.; Pellis, A.; Guebitz, G.M. Enzymatic Degradation of Aromatic and Aliphatic Polyesters by P. Pastoris Expressed Cutinase 1 from Thermobifida cellulosilytica. Front. Microbiol. 2017, 8, 938. [Google Scholar] [CrossRef]
  77. Shirke, A.N.; White, C.; Englaender, J.A.; Zwarycz, A.; Butterfoss, G.L.; Linhardt, R.J.; Gross, R.A. Stabilizing Leaf and Branch Compost Cutinase (LCC) with Glycosylation: Mechanism and Effect on PET Hydrolysis. Biochemistry 2018, 57, 1190–1200. [Google Scholar] [CrossRef]
  78. Kawai, F.; Furushima, Y.; Mochizuki, N.; Muraki, N.; Yamashita, M.; Iida, A.; Mamoto, R.; Tosha, T.; Iizuka, R.; Kitajima, S. Efficient Depolymerization of Polyethylene Terephthalate (PET) and Polyethylene Furanoate by Engineered PET Hydrolase Cut190. AMB Express 2022, 12, 134. [Google Scholar] [CrossRef]
  79. Wang, Q.; Yao, X.; Geng, Y.; Zhou, Q.; Lu, X.; Zhang, S. Deep Eutectic Solvents as Highly Active Catalysts for the Fast and Mild Glycolysis of Poly(Ethylene Terephthalate)(PET). Green Chem. 2015, 17, 2473–2479. [Google Scholar] [CrossRef]
  80. Tan, Y.; Henehan, G.T.; Kinsella, G.K.; Ryan, B.J. Cutinase from Amycolatopsis mediterannei: Marked Activation and Stabilisation in Deep Eutectic Solvents. Bioresour. Technol. Rep. 2021, 16, 100882. [Google Scholar] [CrossRef]
  81. Attallah, O.A.; Azeem, M.; Nikolaivits, E.; Topakas, E.; Fournet, M.B. Microwave-Assisted Green Deep Eutectic Solvent and Enzymatic Treatment. Polymers 2022, 14, 109. [Google Scholar] [CrossRef]
  82. Kawabata, T.; Oda, M.; Kawai, F. Mutational Analysis of Cutinase-like Enzyme, Cut190, Based on the 3D Docking Structure with Model Compounds of Polyethylene Terephthalate. J. Biosci. Bioeng. 2017, 124, 28–35. [Google Scholar] [CrossRef]
  83. Numoto, N.; Kamiya, N.; Bekker, G.J.; Yamagami, Y.; Inaba, S.; Ishii, K.; Uchiyama, S.; Kawai, F.; Ito, N.; Oda, M. Structural Dynamics of the PET-Degrading Cutinase-like Enzyme from Saccharomonospora viridis AHK190 in Substrate-Bound States Elucidates the Ca2+-Driven Catalytic Cycle. Biochemistry 2018, 57, 5289–5300. [Google Scholar] [CrossRef] [PubMed]
  84. Inaba, S.; Kamiya, N.; Bekker, G.J.; Kawai, F.; Oda, M. Folding Thermodynamics of PET-Hydrolyzing Enzyme Cut190 Depending on Ca 2+ Concentration. J. Therm. Anal. Calorim. 2019, 135, 2655–2663. [Google Scholar] [CrossRef]
  85. Then, J.; Wei, R.; Oeser, T.; Barth, M.; Belisário-Ferrari, M.R.; Schmidt, J.; Zimmermann, W. Ca2+ and Mg2+ Binding Site Engineering Increases the Degradation of Polyethylene Terephthalate Films by Polyester Hydrolases from Thermobifida fusca. Biotechnol. J. 2015, 10, 592–598. [Google Scholar] [CrossRef]
  86. Then, J.; Wei, R.; Oeser, T.; Gerdts, A.; Schmidt, J.; Barth, M.; Zimmermann, W. A Disulfide Bridge in the Calcium Binding Site of a Polyester Hydrolase Increases Its Thermal Stability and Activity against Polyethylene Terephthalate. FEBS Open Bio 2016, 6, 425–432. [Google Scholar] [CrossRef]
  87. Tournier, V.; Topham, C.M.; Gilles, A.; David, B.; Folgoas, C.; Moya-Leclair, E.; Kamionka, E.; Desrousseaux, M.-L.; Texier, H.; Gavalda, S.; et al. An Engineered PET Depolymerase to Break down and Recycle Plastic Bottles. Nature 2020, 580, 216–219. [Google Scholar] [CrossRef] [PubMed]
  88. Charlier, C.; Gavalda, S.; Borsenberger, V.; Duquesne, S.; Marty, A.; Tournier, V.; Lippens, G. An NMR Look at an Engineered PET Depolymerase. Biophys. J. 2022, 121, 2882–2894. [Google Scholar] [CrossRef] [PubMed]
  89. Brott, S.; Pfaff, L.; Schuricht, J.; Schwarz, J.-N.; Böttcher, D.; Badenhorst, C.P.S.; Wei, R.; Bornscheuer, U.T. Engineering and Evaluation of Thermostable IsPETase Variants for PET Degradation. Eng. Life Sci. 2022, 22, 192–203. [Google Scholar] [CrossRef] [PubMed]
  90. Emori, M.; Numoto, N.; Senga, A.; Bekker, G.-J.; Kamiya, N.; Kobayashi, Y.; Ito, N.; Kawai, F.; Oda, M. Structural Basis of Mutants of PET-Degrading Enzyme from Saccharomonospora viridis AHK190 with High Activity and Thermal Stability. Proteins Struct. Funct. Bioinforma. 2021, 89, 502–511. [Google Scholar] [CrossRef]
  91. Sampedro, J.G.; Uribe, S. Trehalose-Enzyme Interactions Result in Structure Stabilization and Activity Inhibition. The Role of Viscosity. Mol. Cell. Biochem. 2004, 256, 319–327. [Google Scholar] [CrossRef]
  92. Cui, Y.; Chen, Y.; Liu, X.; Dong, S.; Tian, Y.Y.; Qiao, Y.; Mitra, R.; Han, J.; Li, C.; Han, X.; et al. Computational Redesign of a PETase for Plastic Biodegradation under ambient condition by the GRAPE Strategy. ACS Catal. 2021, 11, 1340–1350. [Google Scholar] [CrossRef]
  93. Meng, X.; Yang, L.; Liu, H.; Li, Q.; Xu, G.; Zhang, Y.; Guan, F.; Zhang, Y.; Zhang, W.; Wu, N.; et al. Protein Engineering of Stable IsPETase for PET Plastic Degradation by Premuse. Int. J. Biol. Macromol. 2021, 180, 667–676. [Google Scholar] [CrossRef] [PubMed]
  94. Rennison, A.; Winther, J.R.; Varrone, C. Rational Protein Engineering to Increase the Activity and Stability of Ispetase Using the Pross Algorithm. Polymers 2021, 13, 3884. [Google Scholar] [CrossRef] [PubMed]
  95. Yin, Q.; You, S.; Zhang, J.; Qi, W.; Su, R. Enhancement of the Polyethylene Terephthalate and Mono-(2-Hydroxyethyl) Terephthalate Degradation Activity of Ideonella sakaiensis PETase by an Electrostatic Interaction-Based Strategy. Bioresour. Technol. 2022, 364, 128026. [Google Scholar] [CrossRef]
  96. Zeng, W.; Li, X.; Yang, Y.; Min, J.; Huang, J.W.; Liu, W.; Niu, D.; Yang, X.; Han, X.; Zhang, L.; et al. Substrate-Binding Mode of a Thermophilic PET Hydrolase and Engineering the Enzyme to Enhance the Hydrolytic Efficacy. ACS Catal. 2022, 12, 3033–3040. [Google Scholar] [CrossRef]
  97. Wu, B.; Cui, Y.; Chen, Y.; Sun, J.; Zhu, T.; Li, C.; Geng, W. Deep Learning-Aided Redesign of a Hydrolase for near 100% PET Depolymerization under Industrially Relevant Conditions. Research Square. 2023. (preprint). [Google Scholar] [CrossRef]
  98. Li, Z.; Zhao, Y.; Wu, P.; Wang, H.; Li, Q.; Gao, J.; Qin, H.M.; Wei, H.; Bornscheuer, U.T.; Han, X.; et al. Structural Insight and Engineering of a Plastic Degrading Hydrolase Ple629. Biochem. Biophys. Res. Commun. 2022, 626, 100–106. [Google Scholar] [CrossRef] [PubMed]
  99. Wei, R.; Song, C.; Gräsing, D.; Schneider, T.; Bielytskyi, P.; Böttcher, D.; Matysik, J.; Bornscheuer, U.T.; Zimmermann, W. Conformational Fitting of a Flexible Oligomeric Substrate Does Not Explain the Enzymatic PET Degradation. Nat. Commun. 2019, 10, 2–6. [Google Scholar] [CrossRef] [PubMed]
  100. Falkenstein, P.; Wei, R.; Matysik, J.; Song, C. Mechanistic Investigation of Enzymatic Degradation of Polyethylene Terephthalate by Nuclear Magnetic Resonance. Methods Enzymol. 2021, 648, 231–252. [Google Scholar] [CrossRef] [PubMed]
  101. Callaway, E. “The Entire Protein Universe”: AI Predicts Shape of Nearly Every Known Protein. Nature 2022, 608, 15–16. [Google Scholar] [CrossRef]
  102. Hekkelman, M.L.; de Vries, I.; Joosten, R.P.; Perrakis, A. AlphaFill: Enriching AlphaFold Models with Ligands and Cofactors. Nat. Methods 2022, 20, 205–213. [Google Scholar] [CrossRef]
  103. Furukawa, M.; Kawakami, N.; Tomizawa, A.; Miyamoto, K. Efficient Degradation of Poly(Ethylene Terephthalate) with Thermobifida fusca Cutinase Exhibiting Improved Catalytic Activity Generated Using Mutagenesis and Additive-Based Approaches. Sci. Rep. 2019, 9, 16038. [Google Scholar] [CrossRef]
  104. Herrero Acero, E.; Ribitsch, D.; Dellacher, A.; Zitzenbacher, S.; Marold, A.; Steinkellner, G.; Gruber, K.; Schwab, H.; Guebitz, G.M. Surface Engineering of a Cutinase from Thermobifida cellulosilytica for Improved Polyester Hydrolysis. Biotechnol. Bioeng. 2013, 110, 2581–2590. [Google Scholar] [CrossRef] [PubMed]
  105. Son, H.F.; Cho, I.J.; Joo, S.; Seo, H.; Sagong, H.Y.; Choi, S.Y.; Lee, S.Y.; Kim, K.J. Rational Protein Engineering of Thermo-Stable PETase from Ideonella sakaiensis for Highly Efficient PET Degradation. ACS Catal. 2019, 9, 3519–3526. [Google Scholar] [CrossRef]
  106. Knott, B.C.; Erickson, E.; Allen, M.D.; Gado, J.E.; Graham, R.; Kearns, F.L.; Pardo, I.; Topuzlu, E.; Anderson, J.J.; Austin, H.P.; et al. Characterization and Engineering of a Two-Enzyme System for Plastics Depolymerization. Proc. Natl. Acad. Sci. USA 2020, 117, 25476–25485. [Google Scholar] [CrossRef]
  107. Wallerstein, J.; Ekberg, V.; Ignjatović, M.M.; Kumar, R.; Caldararu, O.; Peterson, K.; Wernersson, S.; Brath, U.; Leffler, H.; Oksanen, E.; et al. Entropy–Entropy Compensation between the Protein, Ligand, and Solvent Degrees of Freedom Fine-Tunes Affinity in Ligand Binding to Galectin-3C. JACS Au 2021, 1, 484–500. [Google Scholar] [CrossRef] [PubMed]
  108. Rogers, B.A.; Okur, H.I.; Yan, C.; Yang, T.; Heyda, J.; Cremer, P.S. Weakly Hydrated Anions Bind to Polymers but Not Monomers in Aqueous Solutions. Nat. Chem. 2022, 14, 40–45. [Google Scholar] [CrossRef] [PubMed]
  109. Chen, X.-Q.; Guo, Z.-Y.; Wang, L.; Yan, Z.-F.; Jin, C.-X.; Huang, Q.-S.; Kong, D.-M.; Rao, D.-M.; Wu, J. Directional-Path Modification Strategy Enhances PET Hydrolase Catalysis of Plastic Degradation. J. Hazard. Mater. 2022, 433, 128816. [Google Scholar] [CrossRef]
  110. Brizendine, R.K.; Erickson, E.; Haugen, S.J.; Ramirez, K.J.; Miscall, J.; Salvachúa, D.; Pickford, A.R.; Sobkowicz, M.J.; Mcgeehan, J.E.; Beckham, G.T. Particle Size Reduction of Poly(Ethylene Terephthalate) Increases the Rate of Enzymatic Depolymerization But Does Not Increase the Overall Conversion Extent. ACS Sustain. Chem. Eng. 2022, 10, 9131–9140. [Google Scholar] [CrossRef]
  111. Erickson, E.; Gado, J.E.; Avilán, L.; Bratti, F.; Brizendine, R.K.; Cox, P.A.; Gill, R.; Graham, R.; Kim, D.-J.; König, G.; et al. Sourcing Thermotolerant Poly(Ethylene Terephthalate) Hydrolase Scaffolds from Natural Diversity. Nat. Commun. 2022, 13, 7850. [Google Scholar] [CrossRef]
  112. Sulaiman, S.; You, D.-J.; Kanaya, E.; Koga, Y.; Kanaya, S. Crystal Structure and Thermodynamic and Kinetic Stability of Metagenome-Derived LC-Cutinase. Biochemistry 2014, 53, 1858–1869. [Google Scholar] [CrossRef]
  113. Graham, R.; Erickson, E.; Brizendine, R.K.; Salvachúa, D.; Michener, W.E.; Li, Y.; Tan, Z.; Beckham, G.T.; McGeehan, J.E.; Pickford, A.R. The Role of Binding Modules in Enzymatic Poly(Ethylene Terephthalate) Hydrolysis at High-Solids Loadings. Chem Catal. 2022, 2, 2644–2657. [Google Scholar] [CrossRef]
  114. De Castro, A.M.; Carniel, A.; Nicomedes, J., Jr.; da Conceição Gomes, A.; Valoni, É. Screening of Commercial Enzymes for Poly(Ethylene Terephthalate) (PET) Hydrolysis and Synergy Studies on Different Substrate Sources. J. Ind. Microbiol. Biotechnol. 2017, 44, 835–844. [Google Scholar] [CrossRef] [PubMed]
  115. Liu, M.; Yang, S.; Long, L.; Cao, Y.; Ding, S. Engineering a Chimeric Lipase-Cutinase (Lip-Cut) for Efficient Enzymatic Deinking of Waste Paper. BioResources 2018, 13, 981–996. [Google Scholar] [CrossRef]
  116. Liu, M.; Zhang, T.; Long, L.; Zhang, R.; Ding, S. Efficient Enzymatic Degradation of Poly (ɛ-Caprolactone) by an Engineered Bifunctional Lipase-Cutinase. Polym. Degrad. Stab. 2019, 160, 120–125. [Google Scholar] [CrossRef]
  117. Ribitsch, D.; Yebra, A.O.; Zitzenbacher, S.; Wu, J.; Nowitsch, S.; Steinkellner, G.; Greimel, K.; Doliska, A.; Oberdorfer, G.; Gruber, C.C.; et al. Fusion of Binding Domains to Thermobifida cellulosilytica Cutinase to Tune Sorption Characteristics and Enhancing PET Hydrolysis. Biomacromolecules 2013, 14, 1769–1776. [Google Scholar] [CrossRef] [PubMed]
  118. Weber, J.; Petrović, D.; Strodel, B.; Smits, S.H.J.; Kolkenbrock, S.; Leggewie, C.; Jaeger, K.E. Interaction of Carbohydrate-Binding Modules with Poly(Ethylene Terephthalate). Appl. Microbiol. Biotechnol. 2019, 103, 4801–4812. [Google Scholar] [CrossRef]
  119. Xue, R.; Chen, Y.; Rong, H.; Wei, R.; Cui, Z.; Zhou, J.; Dong, W.; Jiang, M. Fusion of Chitin-Binding Domain From Chitinolyticbacter meiyuanensis SYBC-H1 to the Leaf-Branch Compost Cutinase for Enhanced PET Hydrolysis. Front. Bioeng. Biotechnol. 2021, 9, 1315. [Google Scholar] [CrossRef]
  120. Palm, G.J.; Reisky, L.; Böttcher, D.; Müller, H.; Michels, E.A.P.; Walczak, M.C.; Berndt, L.; Weiss, M.S.; Bornscheuer, U.T.; Weber, G. Structure of the Plastic-Degrading Ideonella sakaiensis MHETase Bound to a Substrate. Nat. Commun. 2019, 10, 1717. [Google Scholar] [CrossRef]
  121. Von Haugwitz, G.; Han, X.; Pfaff, L.; Li, Q.; Wei, H.; Gao, J.; Methling, K.; Ao, Y.; Brack, Y.; Mican, J.; et al. Structural Insights into (Tere)Phthalate-Ester Hydrolysis by a Carboxylesterase and Its Role in Promoting PET Depolymerization. ACS Catal. 2022, 12, 15259–15270. [Google Scholar] [CrossRef]
  122. Puspitasari, N.; Tsai, S.L.; Lee, C.K. Fungal Hydrophobin RolA Enhanced PETase Hydrolysis of Polyethylene Terephthalate. Appl. Biochem. Biotechnol. 2021, 193, 1284–1295. [Google Scholar] [CrossRef]
  123. Chaires, J.B. Calorimetry and Thermodynamics in Drug Design. Annu. Rev. Biophys. 2008, 37, 135–151. [Google Scholar] [CrossRef] [PubMed]
  124. Velazquez-Campoy, A.; Markova, N. Isothermal Titration Calorimetry: Theory and Practice. 2015. Available online: https://www.malvernpanalytical.com/en/learn/knowledge-center/whitepapers/wp150318itctheoryandpractice (accessed on 2 November 2022).
  125. Tafoukt, D.; Soric, A.; Sigoillot, J.-C.; Ferrasse, J.-H. Determination of Kinetics and Heat of Hydrolysis for Non-Homogenous Substrate by Isothermal Calorimetry. Bioprocess Biosyst. Eng. 2017, 40, 643–650. [Google Scholar] [CrossRef] [PubMed]
  126. Chan, K.-L.; Ko, C.-H.; Chang, K.-L.; Leu, S.-Y. Construction of a Structural Enzyme Adsorption/Kinetics Model to Elucidate Additives Associated Lignin–Cellulase Interactions in Complex Bioconversion System. Biotechnol. Bioeng. 2021, 118, 4065–4075. [Google Scholar] [CrossRef]
  127. Thomsen, T.B.; Hunt, C.J.; Meyer, A.S. Standardized Method for Controlled Modification of Poly (Ethylene Terephthalate) (PET) Crystallinity for Assaying PET Degrading Enzymes. MethodsX 2022, 9, 101815. [Google Scholar] [CrossRef] [PubMed]
  128. Badia, J.D.; Strömberg, E.; Karlsson, S.; Ribes-Greus, A. The Role of Crystalline, Mobile Amorphous and Rigid Amorphous Fractions in the Performance of Recycled Poly (Ethylene Terephthalate) (PET). Polym. Degrad. Stab. 2012, 97, 98–107. [Google Scholar] [CrossRef]
  129. Carniel, A.; Valoni, É.; Junior, J.N.; da Conceição Gomes, A.; de Castro, A.M. Lipase from Candida antarctica (CALB) and Cutinase from Humicola insolens Act Synergistically for PET Hydrolysis to Terephthalic Acid. Process Biochem. 2017, 59, 84–90. [Google Scholar] [CrossRef]
  130. Pellis, A.; Gamerith, C.; Ghazaryan, G.; Ortner, A.; Herrero Acero, E.; Guebitz, G.M. Ultrasound-Enhanced Enzymatic Hydrolysis of Poly(Ethylene Terephthalate). Bioresour. Technol. 2016, 218, 1298–1302. [Google Scholar] [CrossRef]
  131. Morshed, M.N.; Bouazizi, N.; Behary, N.; Guan, J.; Nierstrasz, V. Stabilization of Zero Valent Iron (Fe0) on Plasma/Dendrimer Functionalized Polyester Fabrics for Fenton-like Removal of Hazardous Water Pollutants. Chem. Eng. J. 2019, 374, 658–673. [Google Scholar] [CrossRef]
  132. Farhadi, A.R.K.; Rahemi, N.; Allahyari, S.; Tasbihi, M. Metal-Doped Perovskite BiFeO3/RGO Nanocomposites towards the Degradation of Acetaminophen in Aqueous Phase Using Plasma-Photocatalytic Hybrid Technology. J. Taiwan Inst. Chem. Eng. 2021, 120, 77–92. [Google Scholar] [CrossRef]
  133. Schmidt, J.; Wei, R.; Oeser, T.; Belisário-Ferrari, M.R.; Barth, M.; Then, J.; Zimmermann, W. Effect of Tris, MOPS, and Phosphate Buffers on the Hydrolysis of Polyethylene Terephthalate Films by Polyester Hydrolases. FEBS Open Bio 2016, 6, 919–927. [Google Scholar] [CrossRef]
  134. Barth, M.; Wei, R.; Oeser, T.; Then, J.; Schmidt, J.; Wohlgemuth, F.; Zimmermann, W. Enzymatic Hydrolysis of Polyethylene Terephthalate Films in an Ultrafiltration Membrane Reactor. J. Memb. Sci. 2015, 494, 182–187. [Google Scholar] [CrossRef]
  135. Carniel, A.; Gomes, A.D.C.; Coelho, M.A.Z.; de Castro, A.M. Process Strategies to Improve Biocatalytic Depolymerization of Post-Consumer PET Packages in Bioreactors, and Investigation on Consumables Cost Reduction. Bioprocess Biosyst. Eng. 2021, 44, 507–516. [Google Scholar] [CrossRef] [PubMed]
  136. De Queiros Eugenio, E.; Campisano, I.S.P.; de Castro, A.M.; Coelho, M.A.Z.; Langone, M.A.P. Experimental and Mathematical Modeling Approaches for Biocatalytic Post-Consumer Poly(Ethylene Terephthalate) Hydrolysis. J. Biotechnol. 2021, 341, 76–85. [Google Scholar] [CrossRef] [PubMed]
  137. CARBIOS Investor Day 2022 Presentation. 2022. Available online: https://www.carbios.com/en/regulated-information/page/2/ (accessed on 2 March 2023).
  138. Singh, A.; Rorrer, N.A.; Nicholson, S.R.; Erickson, E.; DesVeaux, J.S.; Avelino, A.F.T.; Lamers, P.; Bhatt, A.; Zhang, Y.; Avery, G.; et al. Techno-Economic, Life-Cycle, and Socioeconomic Impact Analysis of Enzymatic Recycling of Poly(Ethylene Terephthalate). Joule 2021, 5, 2479–2503. [Google Scholar] [CrossRef]
  139. Kawai, F. Emerging Strategies in Polyethylene Terephthalate Hydrolase Research for Biorecycling. ChemSusChem 2021, 14, 4115–4122. [Google Scholar] [CrossRef]
  140. Kawai, F. The Current State of Research on PET Hydrolyzing Enzymes Available for Biorecycling. Catalysts 2021, 11, 206. [Google Scholar] [CrossRef]
  141. Anishchenko, I.; Pellock, S.J.; Chidyausiku, T.M.; Ramelot, T.A.; Ovchinnikov, S.; Hao, J.; Bafna, K.; Norn, C.; Kang, A.; Bera, A.K.; et al. De Novo Protein Design by Deep Network Hallucination. Nature 2021, 600, 547–552. [Google Scholar] [CrossRef]
  142. Jumper, J.; Evans, R.; Pritzel, A.; Green, T.; Figurnov, M.; Ronneberger, O.; Tunyasuvunakool, K.; Bates, R.; Žídek, A.; Potapenko, A.; et al. Highly Accurate Protein Structure Prediction with AlphaFold. Nature 2021, 596, 583–589. [Google Scholar] [CrossRef] [PubMed]
  143. Wang, J.; Lisanza, S.; Juergens, D.; Tischer, D.; Watson, J.L.; Castro, K.M.; Ragotte, R.; Saragovi, A.; Milles, L.F.; Baek, M.; et al. Scaffolding Protein Functional Sites Using Deep Learning. Science 2022, 377, 387–394. [Google Scholar] [CrossRef]
  144. Dauparas, J.; Anishchenko, I.; Bennett, N.; Bai, H.; Ragotte, R.J.; Milles, L.F.; Wicky, B.I.M.; Courbet, A.; de Haas, R.J.; Bethel, N.; et al. Robust Deep Learning–Based Protein Sequence Design Using ProteinMPNN. Science 2022, 378, 49–56. [Google Scholar] [CrossRef]
  145. Ferruz, N.; Heinzinger, M.; Akdel, M.; Goncearenco, A.; Naef, L.; Dallago, C. From Sequence to Function through Structure: Deep Learning for Protein Design. bioRxiv 2022, 21, 238–250. [Google Scholar] [CrossRef] [PubMed]
  146. Wicky, B.I.M.; Milles, L.F.; Courbet, A.; Ragotte, R.J.; Dauparas, J.; Kinfu, E.; Tipps, S.; Kibler, R.D.; Baek, M.; DiMaio, F.; et al. Hallucinating Symmetric Protein Assemblies. Science 2022, 378, 56–61. [Google Scholar] [CrossRef] [PubMed]
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