Skip to main content
Log in

Enhancement of solubility of recombinant alcohol dehydrogenase from Rhodococcus ruber using predictive tool

  • Research
  • Published:
World Journal of Microbiology and Biotechnology Aims and scope Submit manuscript

Abstract

Solubility is one of key factors influencing the heterologous production of recombinant proteins in biotechnology. Among many aggregation-prone proteins, alcohol dehydrogenase (ADH-A) from Rhodococcus ruber (in this work abbreviated RrADH) shows a great potential in processes involved in the biotransformation of natural compounds. As ADH-A is a potentially high value asset in industrial biotransformation processes, improvement of its solubility would be of major commercial benefit. Predictive tools and in silico analysis provide a fast means for improving protein properties, for selecting appropriate changes, and ultimately for saving costs. We have therefore focused on enhancement of the solubility of RrADH using an online accesible predictive tool Aggrescan 3D 2.0. Selected mutations were introduced into the protein amino acid sequence by using site-directed PCR. This led to a 17% increase in the protein solubility of RrADHmut1 and a 98% increase for RrADHmut2. Moreover, the basic kinetics of the enzyme reaction were positively affected, further optimizing the overall performance of the production process.

This is a preview of subscription content, log in via an institution to check access.

Access this article

Price excludes VAT (USA)
Tax calculation will be finalised during checkout.

Instant access to the full article PDF.

Fig. 1
Fig. 2
Fig. 3
Fig. 4
Fig. 5
Fig. 6
Fig. 7
Fig. 8

Similar content being viewed by others

References

  • Baynes BM, Wang DI, Trout BL (2005) Role of arginine in the stabilization of proteins against aggregation. Biochemistry 44(12):4919–4925

    Article  CAS  Google Scholar 

  • Chiti F, Dobson CM (2017) Protein misfolding, amyloid formation, and human disease: a summary of progress over the last decade. Annu Rev Biochem 86:27–68

    Article  CAS  Google Scholar 

  • De Baets G, Van Durme J, Rousseau F, Schymkowitz J (2014) A genome-wide sequence-structure analysis suggests aggregation gatekeepers constitute an evolutionary constrained functional class. J Mol Biol 426(12):2405–2412

    Article  Google Scholar 

  • Hamnevik E, Blikstad C, Norrehed S, Widersten M (2014) Kinetic Characterization of Rhodococcus ruber DSM 44541 Alcohol Dehydrogenase A. J Mol Catal B 99:68–78

    Article  CAS  Google Scholar 

  • Hamnevik E, Enugala TR, Maurer D, Ntuku S, Oliveira A, Dobritzsch D, Widersten M (2017) Relaxation of nonproductive binding and increased rate of coenzyme release in an alcohol dehydrogenase increases turnover with a nonpreferred alcohol enantiomer. FEBS J 284:3895–3914

    Article  CAS  Google Scholar 

  • Han X, Ning W, Ma X, Wang X, Zhou K (2020) Improving protein solubility and activity by introducing small peptide tags designed with machine learning models. Metab Eng Commun 11:e00138

    Article  Google Scholar 

  • Khan E, Mishra SK, Kumar A (2017) Emerging methods for structural analysis of protein aggregation. Protein Pept Lett 24(4):331–339

    Article  Google Scholar 

  • Kosjek B, Stampfer W, Pogorevc M, Goessler W, Faber K, Kroutil W (2004) Purification and characterization of a chemotolerant alcohol dehydrogenase applicable to coupled redox reactions. Biotechnol Bioeng 86(1):55–62

    Article  CAS  Google Scholar 

  • Kuriata A, Iglesias V, Pujols J, Kurcinski M, Kmiecik S, Ventura S (2019) Aggrescan3D (A3D) 2.0: prediction and engineering of protein solubility. Nucleic Acids Res. 47(W1):W300–W307

    Article  CAS  Google Scholar 

  • Laemmli UK (1970) Cleavage of structural proteins during the assembly of the head of bacteriophage T4. Nature 227(5259):680–685

    Article  CAS  Google Scholar 

  • Lane MD, Seelig B (2014) Advances in the directed evolution of proteins. Curr Opin Chem Biol 22:129–136

    Article  CAS  Google Scholar 

  • Makino T, Skretas G, Kang TH, Georgiou G (2011) Comprehensive engineering of Escherichia coli for enhanced expression of IgG antibodies. Metab Eng 13(2):241–251

    Article  CAS  Google Scholar 

  • Mazor Y, Van Blarcom T, Mabry R, Iverson BL (2007) Georgiou G. Isolation of engineered, full-length antibodies from libraries expressed in Escherichia coli. Nat Biotechnol 25(5):563–565

    Article  CAS  Google Scholar 

  • Ottoson C (2018) Degree project in chemistry. Kinetic measurements of ADH-A in oxidation of arylsubstituted sec-alcohols. BMC

  • Packer MS, Liu DR (2015) Methods for the directed evolution of proteins. Nat Rev Genet 16(7):379–394

    Article  CAS  Google Scholar 

  • Pujols J, Peña-Díaz S, Ventura S (2018) AGGRESCAN3D: toward the prediction of the aggregation propensities of protein structures. Methods Mol Biol 1762:427–443

    Article  CAS  Google Scholar 

  • Rousseau F, Schymkowitz J, Serrano L (2006a) Protein aggregation and amyloidosis: confusion of the kinds? Curr Opin Struct Biol 16(1):118–126

    Article  CAS  Google Scholar 

  • Rousseau F, Serrano L, Schymkowitz JW (2006b) How evolutionary pressure against protein aggregation shaped chaperone specificity. J Mol Biol 355(5):1037–1047

    Article  CAS  Google Scholar 

  • Silva DA, Yu S, Ulge UY, Spangler JB, Jude KM, Labão-Almeida C, Ali LR, Quijano-Rubio A, Ruterbusch M, Leung I, Biary T, Crowley SJ, Marcos E, Walkey CD, Weitzner BD, Pardo-Avila F, Castellanos J, Carter L, Stewart L, Riddell SR, Pepper M, Bernardes GJL, Dougan M, Garcia KC, Baker D (2019) De novo design of potent and selective mimics of IL-2 and IL-15. Nature 565(7738):186–191

    Article  CAS  Google Scholar 

  • Silverstein TP (2019) When both Km and Vmax are altered, Is the enzyme inhibited or activated? Biochem Mol Biol Educ 47(4):446–449

    Article  CAS  Google Scholar 

  • Trevino SR, Scholtz JM, Pace CN (2007) Amino acid contribution to protein solubility: Asp, Glu, and Ser contribute more favorably than the other hydrophilic amino acids in RNase Sa. J Mol Biol 366(2):449–460

    Article  CAS  Google Scholar 

  • Van Durme J, De Baets G, Van Der Kant R, Ramakers M, Ganesan A, Wilkinson H, Gallardo R, Rousseau F, Schymkowitz J (2019) Solubis: a webserver to reduce protein aggregation through mutation. Protein Eng Des Sel 29(8):285–289

    Article  Google Scholar 

  • Vanacek P, Sebestova E, Babkova P, Bidmanova S, Daniel L, Dvorak P, Stepankova V, Chaloupkova R, Brezovsky J, Prokop Z, Damborsky J (2018) Exploration of enzyme diversity by integrating bioinformatics with expression analysis and biochemical characterization. ACS Catal 8:2402–2412

    Article  CAS  Google Scholar 

  • Varga V, Štefuca V, Mihálová L, Levarski Z, Struhárňanská E, Blaško J, Kubinec R, Farkaš P, Sitkey V, Turňa J, Rosenberg M, Stuchlík S (2021) Recombinant enzymatic redox systems for preparation of aroma compounds by biotransformation. Front Microbiol 12:684640

    Article  Google Scholar 

  • Vöpel T, Makhatadze GI (2012) Enzyme activity in the crowded milieu. PLoS ONE 7(6):e39418

    Article  Google Scholar 

  • Wang X, Singh SK, Kumar S (2010) Potential aggregation-prone regions in complementarity-determining regions of antibodies and their contribution towards antigen recognition: a computational analysis. Pharm Res 27:1512–1529

    Article  CAS  Google Scholar 

  • Wilcox AE, LoConte MA, Slade KM (2016) Effects of macromolecular crowding on alcohol dehydrogenase activity are substrate-dependent. Biochemistry 55(25):3550–3558

    Article  CAS  Google Scholar 

  • Wu Z, Kan SBJ, Lewis RD, Wittmann BJ, Arnold FH (2019) Machine learning-assisted directed protein evolution with combinatorial libraries. Proc Natl Acad Sci USA 116(18):8852–8858

    Article  CAS  Google Scholar 

  • Ye R, Harte F (2013) Casein maps: effect of ethanol, pH, temperature, and CaCl2 on the particle size of reconstituted casein micelles. J Dairy Sci 96(2):799–805

    Article  CAS  Google Scholar 

  • Zambrano R, Jamroz M, Szczasiuk A, Pujols J, Kmiecik S, Ventura S (2015) AGGRESCAN3D (A3D): server for prediction of aggregation properties of protein structures. Nucleic Acids Res 43:W306–W313

    Article  CAS  Google Scholar 

Download references

Acknowledgements

We thank Dr. Theresa Jones for linguistic corrections of the manuscript.

Funding

This study was funded by APVV-15–0466—Preparation of natural flavors by biotransformation using the comprehensive analytical methods and APVV-17–0333—Research and development of effective processes for the preparation of vanillin and other natural flavors using the oxidative and protective effect of recombinant catalase and peroxidase. The work was also supported by the ERDF projects: Smartfarm (ITMS2014: 313011W112) and LISPER (ITMS2014: 313011V446).

Author information

Authors and Affiliations

Authors

Contributions

All authors contributed to the study conception and design. Material preparation, data collection and analysis were performed by AM and JŠ. The first draft of the manuscript was written by AM, JŠ and ZL. The draft of this manuscript was reviewed and edited by AM and ZL. Data curation, reviewing and editing of this manuscript was performed by AM, ZL and SS. Project was administrated and funding aqusistion provided by SS. All authors read and approved the final manuscript.

Corresponding author

Correspondence to Stanislav Stuchlík.

Ethics declarations

Competing interests

The authors declare no competing interests.

Additional information

Publisher's Note

Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.

Supplementary Information

Rights and permissions

Springer Nature or its licensor holds exclusive rights to this article under a publishing agreement with the author(s) or other rightsholder(s); author self-archiving of the accepted manuscript version of this article is solely governed by the terms of such publishing agreement and applicable law.

Reprints and permissions

About this article

Check for updates. Verify currency and authenticity via CrossMark

Cite this article

Minich, A., Šarkanová, J., Levarski, Z. et al. Enhancement of solubility of recombinant alcohol dehydrogenase from Rhodococcus ruber using predictive tool. World J Microbiol Biotechnol 38, 214 (2022). https://doi.org/10.1007/s11274-022-03403-4

Download citation

  • Received:

  • Accepted:

  • Published:

  • DOI: https://doi.org/10.1007/s11274-022-03403-4

Keywords

Navigation