Journal of Semnan University of Medical Sciences
Image Credit:Koomesh
Outline
Computational redesign of thermostable DARPin G3 antibody mimetic to facilitate production, storage, and administration management
Authors
Abstract
Introduction: Designed ankyrin repeat proteins (DARPins) are relatively small non-immunoglobulin scaffolds with high affinity for specific targets. G3 is a DARPin designed to bind to the HER2 (human epidermal growth factor receptor 2) tyrosine kinase receptor. This study aimed to evaluate the thermostability of DARPin G3 using in silico analyses and amino acid substitutions in the sequences of its N- and C-capping repeats. Bioinformatic tools were used to compare the structural changes and dynamic stability of the designed thermostable proteins with those of the original DARPin G3.
Materials and methods: Computational analysis of the primary and secondary structures of the redesigned DARPin G3 was conducted to predict certain properties. The 3D model of the redesigned proteins was created using the Robetta server, and molecular dynamic simulations were conducted using GROMACS for 50 ns. Molecular docking between the redesigned proteins and the extracellular domain of the HER2 receptor was conducted using the ZDOCK server, and amino acid interactions were plotted using LigPlot.
Results: Molecular dynamic simulations of the structures revealed that the redesigned thermostable DARPin G3 at 350 K was more stable than the original DARPin G3. Molecular docking confirmed the binding of the redesigned thermostable DARPin G3 to the HER2 receptor, with a binding energy comparable to that of the original DARPin G3. The amino acid substitution in the capping repeats of DARPin G3 resulted in an increase of 16–35 °C in the melting temperature of this protein, as well as an improvement in its dynamic stability when compared to the original DARPin G3.
Conclusion: The design and production of thermostable proteins enhance their durability and stability at high temperatures, thereby addressing the need for costly cold storage and simplifying the administration management and transportation of these proteins.
Highlights
References
- 1.Daniell H, Singh ND, Mason H, Streatfield SJ. Plant-made vaccine antigens and biopharmaceuticals. Trends Plant Sci. 2009;14(12):669-79. [PubMed ID:19836291]. [PubMed Central ID:PMC2787751]. https://doi.org/10.1016/j.tplants.2009.09.009.
- 2.Kwon KC, Nityanandam R, New JS, Daniell H. Oral delivery of bioencapsulated exendin-4 expressed in chloroplasts lowers blood glucose level in mice and stimulates insulin secretion in beta-TC6 cells. Plant Biotechnol J. 2013;11(1):77-86. [PubMed ID:23078126]. [PubMed Central ID:PMC3535676]. https://doi.org/10.1111/pbi.12008.
- 3.Krasniqi A, D'Huyvetter M, Devoogdt N, Frejd FY, Sorensen J, Orlova A, et al. Same-Day Imaging Using Small Proteins: Clinical Experience and Translational Prospects in Oncology. J Nucl Med. 2018;59(6):885-91. [PubMed ID:29545374]. https://doi.org/10.2967/jnumed.117.199901.
- 4.Boersma YL, Pluckthun A. DARPins and other repeat protein scaffolds: advances in engineering and applications. Curr Opin Biotechnol. 2011;22(6):849-57. [PubMed ID:21715155]. https://doi.org/10.1016/j.copbio.2011.06.004.
- 5.Goldstein R, Sosabowski J, Livanos M, Leyton J, Vigor K, Bhavsar G, et al. Development of the designed ankyrin repeat protein (DARPin) G3 for HER2 molecular imaging. Eur J Nucl Med Mol Imaging. 2015;42(2):288-301. [PubMed ID:25391547]. [PubMed Central ID:PMC4315530]. https://doi.org/10.1007/s00259-014-2940-2.
- 6.Kummer L, Parizek P, Rube P, Millgramm B, Prinz A, Mittl PR, et al. Structural and functional analysis of phosphorylation-specific binders of the kinase ERK from designed ankyrin repeat protein libraries. Proc Natl Acad Sci U S A. 2012;109(34):E2248-57. [PubMed ID:22843676]. [PubMed Central ID:PMC3427131]. https://doi.org/10.1073/pnas.1205399109.
- 7.Parizek P, Kummer L, Rube P, Prinz A, Herberg FW, Pluckthun A. Designed ankyrin repeat proteins (DARPins) as novel isoform-specific intracellular inhibitors of c-Jun N-terminal kinases. ACS Chem Biol. 2012;7(8):1356-66. [PubMed ID:22568706]. https://doi.org/10.1021/cb3001167.
- 8.Bork P. Hundreds of ankyrin-like repeats in functionally diverse proteins: mobile modules that cross phyla horizontally? Proteins. 1993;17(4):363-74. [PubMed ID:8108379]. https://doi.org/10.1002/prot.340170405.
- 9.Canepa ET, Scassa ME, Ceruti JM, Marazita MC, Carcagno AL, Sirkin PF, et al. INK4 proteins, a family of mammalian CDK inhibitors with novel biological functions. IUBMB Life. 2007;59(7):419-26. [PubMed ID:17654117]. https://doi.org/10.1080/15216540701488358.
- 10.Kobe B, Kajava AV. When protein folding is simplified to protein coiling: the continuum of solenoid protein structures. Trends Biochem Sci. 2000;25(10):509-15. [PubMed ID:11050437]. https://doi.org/10.1016/s0968-0004(00)01667-4.
- 11.Sedgwick SG, Smerdon SJ. The ankyrin repeat: a diversity of interactions on a common structural framework. Trends Biochem Sci. 1999;24(8):311-6. [PubMed ID:10431175]. https://doi.org/10.1016/s0968-0004(99)01426-7.
- 12.Merz T, Wetzel SK, Firbank S, Pluckthun A, Grutter MG, Mittl PR. Stabilizing ionic interactions in a full-consensus ankyrin repeat protein. J Mol Biol. 2008;376(1):232-40. [PubMed ID:18155045]. https://doi.org/10.1016/j.jmb.2007.11.047.
- 13.Kawe M, Forrer P, Amstutz P, Pluckthun A. Isolation of intracellular proteinase inhibitors derived from designed ankyrin repeat proteins by genetic screening. J Biol Chem. 2006;281(52):40252-63. [PubMed ID:17050543]. https://doi.org/10.1074/jbc.M602506200.
- 14.Walker RG, Willingham AT, Zuker CS. A Drosophila mechanosensory transduction channel. Sci. 2000;287(5461):2229-34. [PubMed ID:10744543]. https://doi.org/10.1126/science.287.5461.2229.
- 15.Epa VC, Dolezal O, Doughty L, Xiao X, Jost C, Pluckthun A, et al. Structural model for the interaction of a designed Ankyrin Repeat Protein with the human epidermal growth factor receptor 2. PLoS One. 2013;8(3):e59163. [PubMed ID:23527120]. [PubMed Central ID:PMC3602593]. https://doi.org/10.1371/journal.pone.0059163.
- 16.Zahnd C, Kawe M, Stumpp MT, de Pasquale C, Tamaskovic R, Nagy-Davidescu G, et al. Efficient tumor targeting with high-affinity designed ankyrin repeat proteins: effects of affinity and molecular size. Cancer Res. 2010;70(4):1595-605. [PubMed ID:20124480]. https://doi.org/10.1158/0008-5472.CAN-09-2724.
- 17.A designed ankyrin repeat protein evolved to picomolar affinity to Her2. J Mol Biol. 2007;369(4):1015-28. [PubMed ID:17466328]. https://doi.org/10.1016/j.jmb.2007.03.028.
- 18.Zahnd C, Amstutz P, Pluckthun A. Ribosome display: selecting and evolving proteins in vitro that specifically bind to a target. Nat Methods. 2007;4(3):269-79. [PubMed ID:17327848]. https://doi.org/10.1038/nmeth1003.
- 19.Livanos M. Production of DARPins in the Yeast Pichia pastoris [thesis]. London: University College London; 2019.
- 20.Ehsasatvatan M, Kohnehrouz BB, Gholizadeh A, Ofoghi H, Shanehbandi D. The production of the first functional antibody mimetic in higher plants: the chloroplast makes the DARPin G3 for HER2 imaging in oncology. Biol Res. 2022;55(1):32. [PubMed ID:36274167]. [PubMed Central ID:PMC9590205]. https://doi.org/10.1186/s40659-022-00400-7.
- 21.Binz HK, Stumpp MT, Forrer P, Amstutz P, Pluckthun A. Designing repeat proteins: well-expressed, soluble and stable proteins from combinatorial libraries of consensus ankyrin repeat proteins. J Mol Biol. 2003;332(2):489-503. [PubMed ID:12948497]. https://doi.org/10.1016/s0022-2836(03)00896-9.
- 22.Interlandi G, Wetzel SK, Settanni G, Pluckthun A, Caflisch A. Characterization and further stabilization of designed ankyrin repeat proteins by combining molecular dynamics simulations and experiments. J Mol Biol. 2008;375(3):837-54. [PubMed ID:18048057]. https://doi.org/10.1016/j.jmb.2007.09.042.
- 23.Rothenberger S, Hurdiss DL, Walser M, Malvezzi F, Mayor J, Ryter S, et al. The trispecific DARPin ensovibep inhibits diverse SARS-CoV-2 variants. Nat Biotechnol. 2022;40(12):1845-54. [PubMed ID:35864170]. [PubMed Central ID:PMC9750863]. https://doi.org/10.1038/s41587-022-01382-3.
- 24.Schilling J, Jost C, Ilie IM, Schnabl J, Buechi O, Eapen RS, et al. Thermostable designed ankyrin repeat proteins (DARPins) as building blocks for innovative drugs. J Biol Chem. 2022;298(1):101403. [PubMed ID:34793836]. [PubMed Central ID:PMC8683736]. https://doi.org/10.1016/j.jbc.2021.101403.
- 25.Madeira F, Pearce M, Tivey ARN, Basutkar P, Lee J, Edbali O, et al. Search and sequence analysis tools services from EMBL-EBI in 2022. Nucleic Acids Res. 2022;50(W1):W276-W9. [PubMed ID:35412617]. [PubMed Central ID:PMC9252731]. https://doi.org/10.1093/nar/gkac240.
- 26.Gasteiger E, Hoogland C, Gattiker A, Duvaud Se, Wilkins MR, Appel RD, et al. Protein Identification and Analysis Tools on the ExPASy Server. In: Walker JM, editor. The proteomics protocols handbook Totowa, New Jersey: Humana Press; 2005. p. 571.
- 27.Hebditch M, Carballo-Amador MA, Charonis S, Curtis R, Warwicker J. Protein-Sol: a web tool for predicting protein solubility from sequence. Bioinformatics. 2017;33(19):3098-100. [PubMed ID:28575391]. [PubMed Central ID:PMC5870856]. https://doi.org/10.1093/bioinformatics/btx345.
- 28.Pan X, Zuallaert J, Wang X, Shen HB, Campos EP, Marushchak DO, et al. ToxDL: deep learning using primary structure and domain embeddings for assessing protein toxicity. Bioinformatics. 2021;36(21):5159-68. [PubMed ID:32692832]. https://doi.org/10.1093/bioinformatics/btaa656.
- 29.Combet C, Blanchet C, Geourjon C, Deleage G. NPS@: network protein sequence analysis. Trends Biochem Sci. 2000;25(3):147-50. [PubMed ID:10694887]. https://doi.org/10.1016/s0968-0004(99)01540-6.
- 30.Jung F, Frey K, Zimmer D, Muhlhaus T. DeepSTABp: A Deep Learning Approach for the Prediction of Thermal Protein Stability. Int J Mol Sci. 2023;24(8). [PubMed ID:37108605]. [PubMed Central ID:PMC10138888]. https://doi.org/10.3390/ijms24087444.
- 31.Kim DE, Chivian D, Baker D. Protein structure prediction and analysis using the Robetta server. Nucleic Acids Res. 2004;32(Web Server issue):W526-31. [PubMed ID:15215442]. [PubMed Central ID:PMC441606]. https://doi.org/10.1093/nar/gkh468.
- 32.Laskowski RA, MacArthur MW, Moss DS, Thornton JM. PROCHECK: a program to check the stereochemical quality of protein structures. J Appl Crystallography. 1993;26(2):283-91. https://doi.org/10.1107/s0021889892009944.
- 33.Colovos C, Yeates TO. Verification of protein structures: patterns of nonbonded atomic interactions. Protein Sci. 1993;2(9):1511-9. [PubMed ID:8401235]. [PubMed Central ID:PMC2142462]. https://doi.org/10.1002/pro.5560020916.
- 34.Wiederstein M, Sippl MJ. ProSA-web: interactive web service for the recognition of errors in three-dimensional structures of proteins. Nucleic Acids Res. 2007;35(Web Server issue):W407-10. [PubMed ID:17517781]. [PubMed Central ID:PMC1933241]. https://doi.org/10.1093/nar/gkm290.
- 35.Van Der Spoel D, Lindahl E, Hess B, Groenhof G, Mark AE, Berendsen HJ. GROMACS: fast, flexible, and free. J Comput Chem. 2005;26(16):1701-18. [PubMed ID:16211538]. https://doi.org/10.1002/jcc.20291.
- 36.Pettersen EF, Goddard TD, Huang CC, Meng EC, Couch GS, Croll TI, et al. UCSF ChimeraX: Structure visualization for researchers, educators, and developers. Protein Sci. 2021;30(1):70-82. [PubMed ID:32881101]. [PubMed Central ID:PMC7737788]. https://doi.org/10.1002/pro.3943.
- 37.Pierce BG, Wiehe K, Hwang H, Kim BH, Vreven T, Weng Z. ZDOCK server: interactive docking prediction of protein-protein complexes and symmetric multimers. Bioinformatics. 2014;30(12):1771-3. [PubMed ID:24532726]. [PubMed Central ID:PMC4058926]. https://doi.org/10.1093/bioinformatics/btu097.
- 38.Xue LC, Rodrigues JP, Kastritis PL, Bonvin AM, Vangone A. PRODIGY: a web server for predicting the binding affinity of protein-protein complexes. Bioinformatics. 2016;32(23):3676-8. [PubMed ID:27503228]. https://doi.org/10.1093/bioinformatics/btw514.
- 39.Guruprasad K, Reddy BV, Pandit MW. Correlation between stability of a protein and its dipeptide composition: a novel approach for predicting in vivo stability of a protein from its primary sequence. Protein Eng. 1990;4(2):155-61. [PubMed ID:2075190]. https://doi.org/10.1093/protein/4.2.155.
- 40.Ikai A. Thermostability and aliphatic index of globular proteins. J Biochem. 1980;88(6):1895-8.
- 41.Dehghan P, Tabatabaee M, Seifati SM. [Molecular docking simulation of 1-tosyl-1H,1,2,4-triazol-5-amine as breast cancer inhibitor]. Koomesh J. 2023;25(5):141-. Persian.
- 42.Atefi A, Larypoor M, Tabatabaee M, Bahramali G. [Molecular docking simulation of Antibacterial properties of Silver (I) complex with N-(2,5-Dihydro-pyrimidine-2-yl)-4-methyl-benzenesulfonamide as Escherichia coli Dihydrofolate synthetase inhibitor]. Koomesh J. 2023;25(5):138-. Persian.
- 43.Wetzel SK, Settanni G, Kenig M, Binz HK, Pluckthun A. Folding and unfolding mechanism of highly stable full-consensus ankyrin repeat proteins. J Mol Biol. 2008;376(1):241-57. [PubMed ID:18164721]. https://doi.org/10.1016/j.jmb.2007.11.046.
- 44.Kohl A, Binz HK, Forrer P, Stumpp MT, Pluckthun A, Grutter MG. Designed to be stable: crystal structure of a consensus ankyrin repeat protein. Proc Natl Acad Sci U S A. 2003;100(4):1700-5. [PubMed ID:12566564]. [PubMed Central ID:PMC149896]. https://doi.org/10.1073/pnas.0337680100.
- 45.Asial I, Cheng YX, Engman H, Dollhopf M, Wu B, Nordlund P, et al. Engineering protein thermostability using a generic activity-independent biophysical screen inside the cell. Nat Commun. 2013;4:2901. [PubMed ID:24352381]. https://doi.org/10.1038/ncomms3901.
- 46.Mohan K, Ueda G, Kim AR, Jude KM, Fallas JA, Guo Y, et al. Topological control of cytokine receptor signaling induces differential effects in hematopoiesis. Science. 2019;364(6442). [PubMed ID:31123111]. [PubMed Central ID:PMC7274355]. https://doi.org/10.1126/science.aav7532.
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© 2024, Author(s). This open-access article is available under the Creative Commons Attribution 4.0 (CC BY 4.0) International License (https://creativecommons.org/licenses/by/4.0/), which allows for unrestricted use, distribution, and reproduction in any medium, provided that the original work is properly cited.
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