1
|
Abellanas-Perez P, Carballares D, Rocha-Martin J, Fernandez-Lafuente R. The effects of the chemical modification on immobilized lipase features are affected by the enzyme crowding in the support. Biotechnol Prog 2024; 40:e3394. [PMID: 37828788 DOI: 10.1002/btpr.3394] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/29/2023] [Revised: 08/07/2023] [Accepted: 09/22/2023] [Indexed: 10/14/2023]
Abstract
In this article, we have analyzed the interactions between enzyme crowding on a given support and its chemical modification (ethylenediamine modification via the carbodiimide route and picryl sulfonic (TNBS) modification of the primary amino groups) on the enzyme activity and stability. Lipase from Thermomyces lanuginosus (TLL) and lipase B from Candida antarctica (CALB) were immobilized on octyl-agarose beads at two very different enzyme loadings, one of them exceeding the capacity of the support, one well under this capacity. Chemical modifications of the highly loaded and lowly loaded biocatalysts gave very different results in terms of activity and stability, which could increase or decrease enzyme activity depending on the enzyme support loading. For example, both lowly loaded biocatalysts increased their activity after modification while the effect was the opposite for the highly loaded biocatalysts. Additionally, the modification with TNBS of highly loaded CALB biocatalyst increased its stability while decrease the activity.
Collapse
Affiliation(s)
| | - Diego Carballares
- Departamento de Biocatálisis, ICP-CSIC, Campus UAM-CSIC, Madrid, Spain
| | - Javier Rocha-Martin
- Department of Biochemistry and Molecular Biology, Faculty of Biology, Complutense University of Madrid, Madrid, Spain
| | | |
Collapse
|
2
|
Fernandez-Lopez L, Roda S, Robles-Martín A, Muñoz-Tafalla R, Almendral D, Ferrer M, Guallar V. Enhancing the Hydrolytic Activity of a Lipase towards Larger Triglycerides through Lid Domain Engineering. Int J Mol Sci 2023; 24:13768. [PMID: 37762071 PMCID: PMC10530837 DOI: 10.3390/ijms241813768] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/03/2023] [Revised: 08/23/2023] [Accepted: 09/01/2023] [Indexed: 09/29/2023] Open
Abstract
Lipases have valuable potential for industrial use, particularly those mostly active against water-insoluble substrates, such as triglycerides composed of long-carbon chain fatty acids. However, in most cases, engineered variants often need to be constructed to achieve optimal performance for such substrates. Protein engineering techniques have been reported as strategies for improving lipase characteristics by introducing specific mutations in the cap domain of esterases or in the lid domain of lipases or through lid domain swapping. Here, we improved the lipase activity of a lipase (WP_075743487.1, or LipMRD) retrieved from the Marine Metagenomics MarRef Database and assigned to the Actinoalloteichus genus. The improvement was achieved through site-directed mutagenesis and by substituting its lid domain (FRGTEITQIKDWLTDA) with that of Rhizopus delemar lipase (previously R. oryzae; UniProt accession number, I1BGQ3) (FRGTNSFRSAITDIVF). The results demonstrated that the redesigned mutants gain activity against bulkier triglycerides, such as glyceryl tridecanoate and tridodecanoate, olive oil, coconut oil, and palm oil. Residue W89 (LipMRD numbering) appears to be key to the increase in lipase activity, an increase that was also achieved with lid swapping. This study reinforces the importance of the lid domains and their amino acid compositions in determining the substrate specificity of lipases, but the generalization of the lid domain swapping between lipases or the introduction of specific mutations in the lid domain to improve lipase activity may require further investigation.
Collapse
Affiliation(s)
- Laura Fernandez-Lopez
- Instituto de Catalisis y Petroleoquimica (ICP), CSIC, 28049 Madrid, Spain; (L.F.-L.); (D.A.)
| | - Sergi Roda
- Department of Life Sciences, Barcelona Supercomputing Center (BSC), 08034 Barcelona, Spain; (S.R.); (A.R.-M.); (R.M.-T.)
| | - Ana Robles-Martín
- Department of Life Sciences, Barcelona Supercomputing Center (BSC), 08034 Barcelona, Spain; (S.R.); (A.R.-M.); (R.M.-T.)
- PhD Programme, Faculty of Pharmacy and Food Science, Universitat de Barcelona (UB), 08007 Barcelona, Spain
| | - Rubén Muñoz-Tafalla
- Department of Life Sciences, Barcelona Supercomputing Center (BSC), 08034 Barcelona, Spain; (S.R.); (A.R.-M.); (R.M.-T.)
- PhD Programme, Faculty of Pharmacy and Food Science, Universitat de Barcelona (UB), 08007 Barcelona, Spain
| | - David Almendral
- Instituto de Catalisis y Petroleoquimica (ICP), CSIC, 28049 Madrid, Spain; (L.F.-L.); (D.A.)
| | - Manuel Ferrer
- Instituto de Catalisis y Petroleoquimica (ICP), CSIC, 28049 Madrid, Spain; (L.F.-L.); (D.A.)
| | - Víctor Guallar
- Department of Life Sciences, Barcelona Supercomputing Center (BSC), 08034 Barcelona, Spain; (S.R.); (A.R.-M.); (R.M.-T.)
- Institution for Research and Advanced Studies (ICREA), 08010 Barcelona, Spain
| |
Collapse
|
3
|
Tsevelkhoroloo M, Dhakshnamoorthy V, Hong YS, Lee CR, Hong SK. Bifunctional and monofunctional α-neoagarooligosaccharide hydrolases from Streptomyces coelicolor A3(2). Appl Microbiol Biotechnol 2023:10.1007/s00253-023-12552-x. [PMID: 37184654 DOI: 10.1007/s00253-023-12552-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/26/2023] [Revised: 04/11/2023] [Accepted: 04/15/2023] [Indexed: 05/16/2023]
Abstract
Agar is a galactan and a major component of the red algal cell wall. Agar is metabolized only by specific microorganisms. The final step of the β-agarolytic pathway is mediated by α-neoagarooligosaccharide hydrolase (α-NAOSH), which cleaves neoagarobiose to D-galactose and 3,6-anhydro-α-L-galactose. In the present study, two α-NAOSHs, SCO3481 and SCO3479, were identified in Streptomyces coelicolor A3(2). SCO3481 (370 amino acids, 41.12 kDa) and SCO3479 (995 amino acids, 108.8 kDa) catalyzed the hydrolysis of the α-(1,3) glycosidic bonds of neoagarobiose, neoagarotetraose, and neoagarohexaose at the nonreducing ends, releasing 3,6-anhydro-α-L-galactose. Both were intracellular proteins without any signal peptides for secretion. Similar to all α-NAOSHs reported to date, SCO3481 belonged to the glycosyl hydrolase (GH) 117 family and formed dimers. On the other hand, SCO3479 was a large monomeric α-NAOSH belonging to the GH2 family with a β-galactosidase domain. SCO3479 also clearly showed β-galactosidase activity toward lactose and artificial substrates, but SCO3481 did not. The optimum conditions for α-NAOSH were pH 6.0 and 25 °C for SCO3481, and pH 6.0 and 30 °C for SCO3479. Enzymatic activity was enhanced by Co2+ for SCO3481 and Mg2+ for SCO3479. The β-galactosidase activity of SCO3479 was maximum at pH 7.0 and 50 °C and was increased by Mg2+. Many differences were evident in the kinetic parameters of each enzyme. Although SCO3481 is typical of the GH117 family, SCO3479 is a novel α-NAOSH that was first reported in the GH2 family. SCO3479, a unique bifunctional enzyme with α-NAOSH and β-galactosidase activities, has many advantages for industrial applications. KEY POINTS: • SCO3481 is a dimeric α-neoagarooligosaccharide hydrolase belonging to GH117. • SCO3479 is a monomeric α-neoagarooligosaccharide hydrolase belonging to GH2. • SCO3479 is a novel and unique bifunctional enzyme that also acts as a β-galactosidase.
Collapse
Affiliation(s)
- Maral Tsevelkhoroloo
- Department of Bioscience and Bioinformatics, Myongji University, 116 Myongji-Ro, Yongin, Gyeonggido, 17058, Republic of Korea
| | - Vijayalakshmi Dhakshnamoorthy
- Department of Bioscience and Bioinformatics, Myongji University, 116 Myongji-Ro, Yongin, Gyeonggido, 17058, Republic of Korea
| | - Young-Soo Hong
- Anticancer Agent Research Center, Korea Research Institute of Bioscience and Biotechnology, 30 Yeongudanji-Ro, Cheongju, Chungbuk, 28116, Republic of Korea
| | - Chang-Ro Lee
- Department of Bioscience and Bioinformatics, Myongji University, 116 Myongji-Ro, Yongin, Gyeonggido, 17058, Republic of Korea
| | - Soon-Kwang Hong
- Department of Bioscience and Bioinformatics, Myongji University, 116 Myongji-Ro, Yongin, Gyeonggido, 17058, Republic of Korea.
| |
Collapse
|
4
|
Roda S, Terholsen H, Meyer JRH, Cañellas-Solé A, Guallar V, Bornscheuer U, Kazemi M. AsiteDesign: a Semirational Algorithm for an Automated Enzyme Design. J Phys Chem B 2023; 127:2661-2670. [PMID: 36944360 PMCID: PMC10068746 DOI: 10.1021/acs.jpcb.2c07091] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 03/23/2023]
Abstract
With advances in protein structure predictions, the number of available high-quality structures has increased dramatically. In light of these advances, structure-based enzyme engineering is expected to become increasingly important for optimizing biocatalysts for industrial processes. Here, we present AsiteDesign, a Monte Carlo-based protocol for structure-based engineering of active sites. AsiteDesign provides a framework for introducing new catalytic residues in a given binding pocket to either create a new catalytic activity or alter the existing one. AsiteDesign is implemented using pyRosetta and incorporates enhanced sampling techniques to efficiently explore the search space. The protocol was tested by designing an alternative catalytic triad in the active site of Pseudomonas fluorescens esterase (PFE). The designed variant was experimentally verified to be active, demonstrating that AsiteDesign can find alternative catalytic triads. Additionally, the AsiteDesign protocol was employed to enhance the hydrolysis of a bulky chiral substrate (1-phenyl-2-pentyl acetate) by PFE. The experimental verification of the designed variants demonstrated that F158L/F198A and F125A/F158L mutations increased the hydrolysis of 1-phenyl-2-pentyl acetate from 8.9 to 66.7 and 23.4%, respectively, and reversed the enantioselectivity of the enzyme from (R) to (S)-enantiopreference, with 32 and 55% enantiomeric excess (ee), respectively.
Collapse
Affiliation(s)
- Sergi Roda
- Barcelona Supercomputing Center (BSC), Plaça d'Eusebi Güell, 1-3, Barcelona 08034, Spain
| | - Henrik Terholsen
- Department of Biotechnology & Enzyme Catalysis, Institute of Biochemistry, University of Greifswald, Felix-Hausdorff-Str. 4, D-17487 Greifswald, Germany
| | - Jule Ruth Heike Meyer
- Department of Biotechnology & Enzyme Catalysis, Institute of Biochemistry, University of Greifswald, Felix-Hausdorff-Str. 4, D-17487 Greifswald, Germany
| | - Albert Cañellas-Solé
- Barcelona Supercomputing Center (BSC), Plaça d'Eusebi Güell, 1-3, Barcelona 08034, Spain
| | - Victor Guallar
- Barcelona Supercomputing Center (BSC), Plaça d'Eusebi Güell, 1-3, Barcelona 08034, Spain
- Institució Catalana de Recerca i Estudis Avançats (ICREA), Passeig de Lluís Companys, 23, Barcelona 08010, Spain
| | - Uwe Bornscheuer
- Department of Biotechnology & Enzyme Catalysis, Institute of Biochemistry, University of Greifswald, Felix-Hausdorff-Str. 4, D-17487 Greifswald, Germany
| | - Masoud Kazemi
- Barcelona Supercomputing Center (BSC), Plaça d'Eusebi Güell, 1-3, Barcelona 08034, Spain
- Biomatter Designs, Žirmu̅n̨ g. 139A, Vilnius 09120, Lithuania
| |
Collapse
|
5
|
Co-Enzymes with Dissimilar Stabilities: A Discussion of the Likely Biocatalyst Performance Problems and Some Potential Solutions. Catalysts 2022. [DOI: 10.3390/catal12121570] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/12/2022] Open
Abstract
Enzymes have several excellent catalytic features, and the last few years have seen a revolution in biocatalysis, which has grown from using one enzyme to using multiple enzymes in cascade reactions, where the product of one enzyme reaction is the substrate for the subsequent one. However, enzyme stability remains an issue despite the many benefits of using enzymes in a catalytic system. When enzymes are exposed to harsh process conditions, deactivation occurs, which changes the activity of the enzyme, leading to an increase in reaction time to achieve a given conversion. Immobilization is a well-known strategy to improve many enzyme properties, if the immobilization is properly designed and controlled. Enzyme co-immobilization is a further step in the complexity of preparing a biocatalyst, whereby two or more enzymes are immobilized on the same particle or support. One crucial problem when designing and using co-immobilized enzymes is the possibility of using enzymes with very different stabilities. This paper discusses different scenarios using two co-immobilized enzymes of the same or differing stability. The effect on operational performance is shown via simple simulations using Michaelis–Menten equations to describe kinetics integrated with a deactivation term. Finally, some strategies for overcoming some of these problems are discussed.
Collapse
|
6
|
Biosynthesis of alkanes/alkenes from fatty acids or derivatives (triacylglycerols or fatty aldehydes). Biotechnol Adv 2022; 61:108045. [DOI: 10.1016/j.biotechadv.2022.108045] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/22/2022] [Revised: 09/22/2022] [Accepted: 09/24/2022] [Indexed: 11/27/2022]
|
7
|
Souza PMP, Carballares D, Gonçalves LRB, Fernandez-Lafuente R, Rodrigues S. Immobilization of Lipase B from Candida antarctica in Octyl-Vinyl Sulfone Agarose: Effect of the Enzyme-Support Interactions on Enzyme Activity, Specificity, Structure and Inactivation Pathway. Int J Mol Sci 2022; 23:ijms232214268. [PMID: 36430745 PMCID: PMC9697615 DOI: 10.3390/ijms232214268] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/06/2022] [Revised: 10/21/2022] [Accepted: 11/11/2022] [Indexed: 11/21/2022] Open
Abstract
Lipase B from Candida antarctica was immobilized on heterofunctional support octyl agarose activated with vinyl sulfone to prevent enzyme release under drastic conditions. Covalent attachment was established, but the blocking step using hexylamine, ethylenediamine or the amino acids glycine (Gly) and aspartic acid (Asp) altered the results. The activities were lower than those observed using the octyl biocatalyst, except when using ethylenediamine as blocking reagent and p-nitrophenol butyrate (pNPB) as substrate. The enzyme stability increased using these new biocatalysts at pH 7 and 9 using all blocking agents (much more significantly at pH 9), while it decreased at pH 5 except when using Gly as blocking agent. The stress inactivation of the biocatalysts decreased the enzyme activity versus three different substrates (pNPB, S-methyl mandelate and triacetin) in a relatively similar fashion. The tryptophane (Trp) fluorescence spectra were different for the biocatalysts, suggesting different enzyme conformations. However, the fluorescence spectra changes during the inactivation were not too different except for the biocatalyst blocked with Asp, suggesting that, except for this biocatalyst, the inactivation pathways may not be so different.
Collapse
Affiliation(s)
- Priscila M. P. Souza
- Departamento de Biocatálisis, ICP-CSIC, Campus UAM-CSIC, 28049 Madrid, Spain
- Food Engineering Department, Federal University of Ceará, Campus do Pici, Bloco 858, Fortaleza CEP 60440-900, CE, Brazil
| | - Diego Carballares
- Departamento de Biocatálisis, ICP-CSIC, Campus UAM-CSIC, 28049 Madrid, Spain
| | - Luciana R. B. Gonçalves
- Chemical Engineering Department, Federal University of Ceará, Campus do Pici, Bloco 709, Fortaleza CEP 60440-900, CE, Brazil
| | - Roberto Fernandez-Lafuente
- Departamento de Biocatálisis, ICP-CSIC, Campus UAM-CSIC, 28049 Madrid, Spain
- Center of Excellence in Bionanoscience Research, Member of the External Scientific Advisory Academics, King Abdulaziz University, Jeddah 21589, Saudi Arabia
- Correspondence: (R.F.-L.); (S.R.)
| | - Sueli Rodrigues
- Food Engineering Department, Federal University of Ceará, Campus do Pici, Bloco 858, Fortaleza CEP 60440-900, CE, Brazil
- Correspondence: (R.F.-L.); (S.R.)
| |
Collapse
|
8
|
da Rocha TN, Morellon-Sterlling R, Rocha-Martin J, Bolivar JM, Gonçalves LRB, Fernandez-Lafuente R. Immobilization of Penicillin G Acylase on Vinyl Sulfone-Agarose: An Unexpected Effect of the Ionic Strength on the Performance of the Immobilization Process. MOLECULES (BASEL, SWITZERLAND) 2022; 27:molecules27217587. [PMID: 36364414 PMCID: PMC9654356 DOI: 10.3390/molecules27217587] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 09/14/2022] [Revised: 11/02/2022] [Accepted: 11/03/2022] [Indexed: 11/09/2022]
Abstract
Penicillin G acylase (PGA) from Escherichia coli was immobilized on vinyl sulfone (VS) agarose. The immobilization of the enzyme failed at all pH values using 50 mM of buffer, while the progressive increase of ionic strength permitted its rapid immobilization under all studied pH values. This suggests that the moderate hydrophobicity of VS groups is enough to transform the VS-agarose in a heterofunctional support, that is, a support bearing hydrophobic features (able to adsorb the proteins) and chemical reactivity (able to give covalent bonds). Once PGA was immobilized on this support, the PGA immobilization on VS-agarose was optimized with the purpose of obtaining a stable and active biocatalyst, optimizing the immobilization, incubation and blocking steps characteristics of this immobilization protocol. Optimal conditions were immobilization in 1 M of sodium sulfate at pH 7.0, incubation at pH 10.0 for 3 h in the presence of glycerol and phenyl acetic acid, and final blocking with glycine or ethanolamine. This produced biocatalysts with stabilities similar to that of the glyoxyl-PGA (the most stable biocatalyst of this enzyme described in literature), although presenting just over 55% of the initially offered enzyme activity versus the 80% that is recovered using the glyoxyl-PGA. This heterofuncionality of agarose VS beads opens new possibilities for enzyme immobilization on this support.
Collapse
Affiliation(s)
- Thays N. da Rocha
- Departamento de Biocatálisis, ICP-CSIC, Campus UAM-CSIC, 28049 Madrid, Spain
- Chemical Engineering Department, Campus do Pici, Federal University of Ceará, Bloco 709, Fortaleza CEP 60440-900, CE, Brazil
| | - Roberto Morellon-Sterlling
- Departamento de Biocatálisis, ICP-CSIC, Campus UAM-CSIC, 28049 Madrid, Spain
- Departamento de Biología Molecular, Campus UAM-CSIC, Universidad Autónoma de Madrid, Darwin 2, Cantoblanco, 28049 Madrid, Spain
| | - Javier Rocha-Martin
- Department of Biochemistry and Molecular Biology, Faculty of Biology, Complutense University of Madrid, José Antonio Novais 12, 28040 Madrid, Spain
| | - Juan M. Bolivar
- FQPIMA Group, Chemical and Materials Engineering Department, Faculty of Chemical Sciences, Complutense University of Madrid, Complutense Ave., 28040 Madrid, Spain
| | - Luciana R. B. Gonçalves
- Chemical Engineering Department, Campus do Pici, Federal University of Ceará, Bloco 709, Fortaleza CEP 60440-900, CE, Brazil
| | - Roberto Fernandez-Lafuente
- Departamento de Biocatálisis, ICP-CSIC, Campus UAM-CSIC, 28049 Madrid, Spain
- Center of Excellence in Bionanoscience Research, Member of the External Scientific Advisory Board, King Abdulaziz University, Jeddah 21589, Saudi Arabia
- Correspondence: ; Tel.: +34-91594804
| |
Collapse
|
9
|
Fernandez-Lopez L, Roda S, Gonzalez-Alfonso JL, Plou FJ, Guallar V, Ferrer M. Design and Characterization of In-One Protease-Esterase PluriZyme. Int J Mol Sci 2022; 23:13337. [PMID: 36362119 PMCID: PMC9655419 DOI: 10.3390/ijms232113337] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/05/2022] [Revised: 10/25/2022] [Accepted: 10/29/2022] [Indexed: 10/14/2023] Open
Abstract
Proteases are abundant in prokaryotic genomes (~10 per genome), but their recovery encounters expression problems, as only 1% can be produced at high levels; this value differs from that of similarly abundant esterases (1-15 per genome), 50% of which can be expressed at good levels. Here, we design a catalytically efficient artificial protease that can be easily produced. The PluriZyme EH1AB1 with two active sites supporting the esterase activity was employed. A Leu24Cys mutation in EH1AB1, remodelled one of the esterase sites into a proteolytic one through the incorporation of a catalytic dyad (Cys24 and His214). The resulting artificial enzyme, EH1AB1C, efficiently hydrolysed (azo)casein at pH 6.5-8.0 and 60-70 °C. The presence of both esterase and protease activities in the same scaffold allowed the one-pot cascade synthesis (55.0 ± 0.6% conversion, 24 h) of L-histidine methyl ester from the dipeptide L-carnosine in the presence of methanol. This study demonstrates that active sites supporting proteolytic activity can be artificially introduced into an esterase scaffold to design easy-to-produce in-one protease-esterase PluriZymes for cascade reactions, namely, the synthesis of amino acid esters from dipeptides. It is also possible to design artificial proteases with good production yields, in contrast to natural proteases that are difficult to express.
Collapse
Affiliation(s)
| | - Sergi Roda
- Department of Life Sciences, Barcelona Supercomputing Center (BSC), 08034 Barcelona, Spain
| | | | | | - Víctor Guallar
- Department of Life Sciences, Barcelona Supercomputing Center (BSC), 08034 Barcelona, Spain
- Institution for Research and Advanced Studies (ICREA), 08010 Barcelona, Spain
| | - Manuel Ferrer
- Department of Applied Biocatalysis, ICP, CSIC, 28049 Madrid, Spain
| |
Collapse
|
10
|
Carballares D, Fernandez-Lafuente R, Rocha-Martin J. Immobilization-stabilization of the dimeric D-amino acid oxidase from porcine kidney. Process Biochem 2022. [DOI: 10.1016/j.procbio.2022.10.002] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/17/2022]
|
11
|
EP-Pred: A Machine Learning Tool for Bioprospecting Promiscuous Ester Hydrolases. Biomolecules 2022; 12:biom12101529. [PMID: 36291739 PMCID: PMC9599548 DOI: 10.3390/biom12101529] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/02/2022] [Revised: 10/11/2022] [Accepted: 10/18/2022] [Indexed: 11/25/2022] Open
Abstract
When bioprospecting for novel industrial enzymes, substrate promiscuity is a desirable property that increases the reusability of the enzyme. Among industrial enzymes, ester hydrolases have great relevance for which the demand has not ceased to increase. However, the search for new substrate promiscuous ester hydrolases is not trivial since the mechanism behind this property is greatly influenced by the active site’s structural and physicochemical characteristics. These characteristics must be computed from the 3D structure, which is rarely available and expensive to measure, hence the need for a method that can predict promiscuity from sequence alone. Here we report such a method called EP-pred, an ensemble binary classifier, that combines three machine learning algorithms: SVM, KNN, and a Linear model. EP-pred has been evaluated against the Lipase Engineering Database together with a hidden Markov approach leading to a final set of ten sequences predicted to encode promiscuous esterases. Experimental results confirmed the validity of our method since all ten proteins were found to exhibit a broad substrate ambiguity.
Collapse
|
12
|
Morellon-Sterling R, Bolivar JM, Fernandez-Lafuente R. Switch off/switch on of a cysteinyl protease as a way to preserve the active catalytic group by modification with a reversible covalent thiol modifier: Immobilization of ficin on vinyl-sulfone activated supports. Int J Biol Macromol 2022; 220:1155-1162. [PMID: 36037909 DOI: 10.1016/j.ijbiomac.2022.08.155] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/23/2022] [Revised: 08/11/2022] [Accepted: 08/23/2022] [Indexed: 11/05/2022]
Abstract
The immobilization of ficin (a cysteinyl proteases) on vinyl sulfone agarose produced its almost full inactivation. It was observed that the incubation of the free and immobilized enzyme in β-mercaptoethanol produced a 20 % of enzyme activity recovery, suggesting that the inactivation due to the immobilization could be a consequence of the modification of the catalytic Cys. To prevent the enzyme inactivation during the immobilization, switching off of ficin via Cys reaction with dipyridyl-disulfide was implemented, giving a reversible disulfide bond that produced a fully inactive enzyme. The switch on of ficin activity was implemented by incubation in 1 M β-mercaptoethanol. Using this strategy to immobilize the enzyme on vinyl sulfone agarose beads, the expressed activity of the immobilized ficin could be boosted up to 80 %. The immobilized enzyme presented a thermal stabilization similar to that obtained using ficin-glyoxyl-agarose beads. This procedure may be extended to many enzymes containing critical Cys, to permit their immobilization or chemical modification.
Collapse
Affiliation(s)
- Roberto Morellon-Sterling
- Departamento de Biocatálisis, ICP-CSIC, Marie Curie 2, Campus UAM-CSIC Cantoblanco, 28049 Madrid, Spain; Student of Departamento de Biología Molecular, Universidad Autónoma de Madrid, Darwin 2, Campus UAM-CSIC, Cantoblanco, 28049 Madrid, Spain
| | - Juan M Bolivar
- FQPIMA Group, Chemical and Materials Engineering Department, Faculty of Chemical Sciences, Complutense University of Madrid, Complutense Ave., Madrid 28040, Spain
| | - Roberto Fernandez-Lafuente
- Departamento de Biocatálisis, ICP-CSIC, Marie Curie 2, Campus UAM-CSIC Cantoblanco, 28049 Madrid, Spain; Center of Excellence in Bionanoscience Research, External Scientific Advisory Academics, King Abdulaziz University, Jeddah 21589, Saudi Arabia.
| |
Collapse
|