Systematic enhancement of protein crystallization efficiency by bulk lysine-to-arginine (KR) substitution.

circular dichroism spectroscopy homology analysis protein crystallization protein engineering protein solubility protein thermodynamics x-ray crystallography

Journal

Protein science : a publication of the Protein Society
ISSN: 1469-896X
Titre abrégé: Protein Sci
Pays: United States
ID NLM: 9211750

Informations de publication

Date de publication:
Mar 2024
Historique:
revised: 01 01 2024
received: 18 06 2023
accepted: 02 01 2024
medline: 15 2 2024
pubmed: 15 2 2024
entrez: 15 2 2024
Statut: ppublish

Résumé

Structural genomics consortia established that protein crystallization is the primary obstacle to structure determination using x-ray crystallography. We previously demonstrated that crystallization propensity is systematically related to primary sequence, and we subsequently performed computational analyses showing that arginine is the most overrepresented amino acid in crystal-packing interfaces in the Protein Data Bank. Given the similar physicochemical characteristics of arginine and lysine, we hypothesized that multiple lysine-to-arginine (KR) substitutions should improve crystallization. To test this hypothesis, we developed software that ranks lysine sites in a target protein based on the redundancy-corrected KR substitution frequency in homologs. This software can be run interactively on the worldwide web at https://www.pxengineering.org/. We demonstrate that three unrelated single-domain proteins can tolerate 5-11 KR substitutions with at most minor destabilization, and, for two of these three proteins, the construct with the largest number of KR substitutions exhibits significantly enhanced crystallization propensity. This approach rapidly produced a 1.9 Å crystal structure of a human protein domain refractory to crystallization with its native sequence. Structures from Bulk KR-substituted domains show the engineered arginine residues frequently make hydrogen-bonds across crystal-packing interfaces. We thus demonstrate that Bulk KR substitution represents a rational and efficient method for probabilistic engineering of protein surface properties to improve crystallization.

Identifiants

pubmed: 38358135
doi: 10.1002/pro.4898
doi:

Types de publication

Journal Article

Langues

eng

Sous-ensembles de citation

IM

Pagination

e4898

Subventions

Organisme : NIH HHS
Pays : United States

Informations de copyright

© 2024 The Protein Society.

Références

Acton TB, Xiao R, Anderson S, Aramini J, Buchwald WA, Ciccosanti C, et al. Preparation of protein samples for NMR structure, function, and small-molecule screening studies. Methods Enzymol. 2011;493:21-60. https://doi.org/10.1016/B978-0-12-381274-2.00002-9
Anstrom DM, Colip L, Moshofsky B, Hatcher E, Remington SJ. Systematic replacement of lysine with glutamine and alanine in Escherichia coli malate synthase G: effect on crystallization. Acta Crystallogr Sect F Struct Biol Cryst Commun. 2005;61:1069-1074. https://doi.org/10.1107/S1744309105036559
Arakawa T, Ejima D, Tsumoto K, Obeyama N, Tanaka Y, Kita Y, et al. Suppression of protein interactions by arginine: a proposed mechanism of the arginine effects. Biophys Chem. 2007;127:1-8. https://doi.org/10.1016/j.bpc.2006.12.007
Arakawa T, Timasheff SN. Mechanism of poly(ethylene glycol) interaction with proteins. Biochemistry. 1985;24:6756-6762. https://doi.org/10.1021/bi00345a005
Arakawa T, Tsumoto K. The effects of arginine on refolding of aggregated proteins: not facilitate refolding, but suppress aggregation. Biochem Biophys Res Commun. 2003;304:148-152. https://doi.org/10.1016/s0006-291x(03)00578-3
Auton M, Bolen DW. Application of the transfer model to understand how naturally occurring osmolytes affect protein stability. Methods Enzymol. 2007;428:397-418. https://doi.org/10.1016/S0076-6879(07)28023-1
Auton M, Holthauzen LM, Bolen DW. Anatomy of energetic changes accompanying urea-induced protein denaturation. Proc Natl Acad Sci U S A. 2007;104:15317-15322. https://doi.org/10.1073/pnas.0706251104
Auton M, Rosgen J, Sinev M, Holthauzen LM, Bolen DW. Osmolyte effects on protein stability and solubility: a balancing act between backbone and side-chains. Biophys Chem. 2011;159:90-99. https://doi.org/10.1016/j.bpc.2011.05.012
Banayan N. A computational approach to rational engineering of protein crystallization. PhD thesis. Columbia University in the City of New York; 2023. https://doi.org/10.7916/cq51-nf34
Banayan N, Loughlin BJ, Singh S, Forouhar F, Lu G, Wong K-H, et al. Systematic enhancement of protein crystallization efficiency by bulk lysine-to-arginine (KR) substitution. bioRxiv. 2023. https://doi.org/10.1101/2023.06.03.543563
Beck DA, Bennion BJ, Alonso DO, Daggett V. Simulations of macromolecules in protective and denaturing osmolytes: properties of mixed solvent systems and their effects on water and protein structure and dynamics. Methods Enzymol. 2007;428:373-396. https://doi.org/10.1016/S0076-6879(07)28022-X
Bennion BJ, Daggett V. The molecular basis for the chemical denaturation of proteins by urea. Proc Natl Acad Sci U S A. 2003;100:5142-5147. https://doi.org/10.1073/pnas.0930122100
Bhat R, Timasheff SN. Steric exclusion is the principal source of the preferential hydration of proteins in the presence of polyethylene glycols. Protein Sci. 1992;1:1133-1143. https://doi.org/10.1002/pro.5560010907
Bhowmick A, Head-Gordon T. A monte carlo method for generating side chain structural ensembles. Structure. 2015;23:44-55. https://doi.org/10.1016/j.str.2014.10.011
Bijak V, Szczygiel M, Lenkiewicz J, Gucwa M, Cooper DR, Murzyn K, et al. The current role and evolution of X-ray crystallography in drug discovery and development. Expert Opin Drug Discovery. 2023;18:1221-1230. https://doi.org/10.1080/17460441.2023.2246881
Boel G, Letso R, Neely H, Price WN, Wong KH, Su M, et al. Codon influence on protein expression in E. coli correlates with mRNA levels. Nature. 2016;529:358-363. https://doi.org/10.1038/nature16509
Bolen DW, Rose GD. Structure and energetics of the hydrogen-bonded backbone in protein folding. Annu Rev Biochem. 2008;77:339-362. https://doi.org/10.1146/annurev.biochem.77.061306.131357
Budziszewski GR, Snell ME, Wright TR, Lynch ML, Bowman SEJ. High-throughput screening to obtain crystal hits for protein crystallography. J Vis Exp. 2023;e65211. https://doi.org/10.3791/65211
Canaves JM, Page R, Wilson IA, Stevens RC. Protein biophysical properties that correlate with crystallization success in Thermotoga maritima: maximum clustering strategy for structural genomics. J Mol Biol. 2004;344:977-991. https://doi.org/10.1016/j.jmb.2004.09.076
Casanal A, Lohkamp B, Emsley P. Current developments in Coot for macromolecular model building of Electron Cryo-microscopy and Crystallographic Data. Protein Sci. 2020;29:1069-1078. https://doi.org/10.1002/pro.3791
Chowdhury R, Bouatta N, Biswas S, Floristean C, Kharkar A, Roy K, et al. Single-sequence protein structure prediction using a language model and deep learning. Nat Biotechnol. 2022;40:1617-1623. https://doi.org/10.1038/s41587-022-01432-w
Cieslik M, Derewenda ZS. The role of entropy and polarity in intermolecular contacts in protein crystals. Acta Crystallogr D Biol Crystallogr. 2009;65:500-509.
Cock PJ, Antao T, Chang JT, Chapman BA, Cox CJ, Dalke A, et al. Biopython: freely available Python tools for computational molecular biology and bioinformatics. Bioinformatics. 2009;25:1422-1423. https://doi.org/10.1093/bioinformatics/btp163
Cooper DR, Boczek T, Grelewska K, Pinkowska M, Sikorska M, Zawadzki M, et al. Protein crystallization by surface entropy reduction: optimization of the SER strategy. Acta Crystallogr D Biol Crystallogr. 2007;63:636-645. https://doi.org/10.1107/S0907444907010931
Courtenay ES, Capp MW, Record MT Jr. Thermodynamics of interactions of urea and guanidinium salts with protein surface: relationship between solute effects on protein processes and changes in water-accessible surface area. Protein Sci. 2001;10:2485-2497. https://doi.org/10.1110/ps.ps.20801
Courtenay ES, Capp MW, Saecker RM, Record MT Jr. Thermodynamic analysis of interactions between denaturants and protein surface exposed on unfolding: interpretation of urea and guanidinium chloride m-values and their correlation with changes in accessible surface area (ASA) using preferential interaction coefficients and the local-bulk domain model. Proteins. 2000;41:72-85. https://doi.org/10.1002/1097-0134(2000)41:4+<72::aid-prot70>3.0.co;2-7
Cruickshank D. The required precision of intensity measurements for single-crystal analysis. Acta Crystallogr. 1960;13:774-777.
Czepas J, Devedjiev Y, Krowarsch D, Derewenda U, Otlewski J, Derewenda ZS. The impact of Lys→Arg surface mutations on the crystallization of the globular domain of RhoGDI. Acta Crystallogr D Biol Crystallogr. 2004;60:275-280.
Das U, Hariprasad G, Ethayathulla AS, Manral P, Das TK, Pasha S, et al. Inhibition of protein aggregation: supramolecular assemblies of arginine hold the key. PLoS One. 2007;2:e1176. https://doi.org/10.1371/journal.pone.0001176
Dasgupta S, Iyer GH, Bryant SH, Lawrence CE, Bell JA. Extent and nature of contacts between protein molecules in crystal lattices and between subunits of protein oligomers. Proteins. 1997;28:494-514.
Derewenda ZS. The use of recombinant methods and molecular engineering in protein crystallization. Methods. 2004a;34:354-363.
Derewenda ZS. Rational protein crystallization by mutational surface engineering. Structure. 2004b;12:529-535.
Derewenda ZS, Godzik A. The “sticky patch” model of crystallization and modification of proteins for enhanced crystallizability. Methods Mol Biol. 2017;1607:77-115. https://doi.org/10.1007/978-1-4939-7000-1_4
Derewenda ZS, Vekilov PG. Entropy and surface engineering in protein crystallization. Acta Crystallogr D Biol Crystallogr. 2006;62:116-124.
Donald JE, Kulp DW, DeGrado WF. Salt bridges: geometrically specific, designable interactions. Proteins. 2011;79:898-915. https://doi.org/10.1002/prot.22927
DuBay KH, Geissler PL. Calculation of proteins' total side-chain torsional entropy and its influence on protein-ligand interactions. J Mol Biol. 2009;391:484-497. https://doi.org/10.1016/j.jmb.2009.05.068
Everett JK, Tejero R, Murthy SB, Acton TB, Aramini JM, Baran MC, et al. A community resource of experimental data for NMR/X-ray crystal structure pairs. Protein Sci. 2016;25:30-45. https://doi.org/10.1002/pro.2774
Ferreon AC, Bolen DW. Thermodynamics of denaturant-induced unfolding of a protein that exhibits variable two-state denaturation. Biochemistry. 2004;43:13357-13369. https://doi.org/10.1021/bi048666j
Gill SC, von Hippel PH. Calculation of protein extinction coefficients from amino acid sequence data. Anal Biochem. 1989;182:319-326.
Goedken ER, Keck JL, Berger JM, Marqusee S. Divalent metal cofactor binding in the kinetic folding trajectory of Escherichia coli ribonuclease HI. Protein Sci. 2000;9:1914-1921. https://doi.org/10.1110/ps.9.10.1914
Goedken ER, Marqusee S. Co-crystal of Escherichia coli RNase HI with Mn2+ ions reveals two divalent metals bound in the active site. J Biol Chem. 2001;276:7266-7271. https://doi.org/10.1074/jbc.M009626200
Graf PC, Martinez-Yamout M, VanHaerents S, Lilie H, Dyson HJ, Jakob U. Activation of the redox-regulated chaperone Hsp33 by domain unfolding. J Biol Chem. 2004;279:20529-20538. https://doi.org/10.1074/jbc.M401764200
Grimes JM, Hall DR, Ashton AW, Evans G, Owen RL, Wagner A, et al. Where is crystallography going? Acta Crystallogr D Struct Biol. 2018;74:152-166. https://doi.org/10.1107/S2059798317016709
Gupta K, Varadarajan R. Insights into protein structure, stability and function from saturation mutagenesis. Curr Opin Struct Biol. 2018;50:117-125. https://doi.org/10.1016/j.sbi.2018.02.006
Hendrickson WA. Synchrotron crystallography. Trends Biochem Sci. 2000;25:637-643. https://doi.org/10.1016/s0968-0004(00)01721-7
Hendrickson WA. Facing the phase problem. IUCrJ. 2023;10:521-543. https://doi.org/10.1107/S2052252523006449
Hendrickson WA, Horton JR, LeMaster DM. Selenomethionyl proteins produced for analysis by multiwavelength anomalous diffraction (MAD): a vehicle for direct determination of three-dimensional structure. EMBO J. 1990;9:1665-1672.
Henikoff S, Henikoff JG. Performance evaluation of amino acid substitution matrices. Proteins. 1993;17:49-61. https://doi.org/10.1002/prot.340170108
Hoffstrom BG, Kaplan A, Letso R, Schmid RS, Turmel GJ, Lo DC, et al. Inhibitors of protein disulfide isomerase suppress apoptosis induced by misfolded proteins. Nat Chem Biol. 2010;6:900-906. https://doi.org/10.1038/nchembio.467
Holthauzen LM, Rosgen J, Bolen DW. Hydrogen bonding progressively strengthens upon transfer of the protein urea-denatured state to water and protecting osmolytes. Biochemistry. 2010;49:1310-1318. https://doi.org/10.1021/bi9015499
Hopf TA, Ingraham JB, Poelwijk FJ, Scharfe CP, Springer M, Sander C, et al. Mutation effects predicted from sequence co-variation. Nat Biotechnol. 2017;35:128-135. https://doi.org/10.1038/nbt.3769
Hu CY, Kokubo H, Lynch GC, Bolen DW, Pettitt BM. Backbone additivity in the transfer model of protein solvation. Protein Sci. 2010;19:1011-1022. https://doi.org/10.1002/pro.378
Ishikawa K, Nakamura H, Morikawa K, Kanaya S. Stabilization of Escherichia coli ribonuclease HI by cavity-filling mutations within a hydrophobic core. Biochemistry. 1993;32:6171-6178.
Janda I, Devedjiev Y, Cooper D, Chruszcz M, Derewenda U, Gabrys A, et al. Harvesting the high-hanging fruit: the structure of the YdeN gene product from Bacillus subtilis at 1.8 angstroms resolution. Acta Crystallogr D Biol Crystallogr. 2004;60:1101-1107.
Jumper J, Evans R, Pritzel A, Green T, Figurnov M, Ronneberger O, et al. Highly accurate protein structure prediction with AlphaFold. Nature. 2021;596:583-589. https://doi.org/10.1038/s41586-021-03819-2
Jumper J, Hassabis D. Protein structure predictions to atomic accuracy with AlphaFold. Nat Methods. 2022;19:11-12. https://doi.org/10.1038/s41592-021-01362-6
Kabsch W. Automatic indexing of rotation diffraction patterns. J Appl Crystallogr. 1988a;21:67-71.
Kabsch W. Evaluation of single-crystal x-ray diffraction data from a position-sensitive detector. J Appl Crystallogr. 1988b;21:916-924.
Kabsch W. XDS. Acta Crystallogr D Biol Crystallogr. 2010a;66:125-132. https://doi.org/10.1107/S0907444909047337
Kabsch W. Integration, scaling, space-group assignment and post-refinement. Acta Crystallogr D Biol Crystallogr. 2010b;66:133-144. https://doi.org/10.1107/S0907444909047374
Kabsch W, Sander C. Dictionary of protein secondary structure: pattern recognition of hydrogen-bonded and geometrical features. Biopolymers. 1983;22:2577-2637.
Katayanagi K, Ishikawa M, Okumura M, Ariyoshi M, Kanaya S, Kawano Y, et al. Crystal structures of ribonuclease HI active site mutants from Escherichia coli. J Biol Chem. 1993;268:22092-22099.
Katayanagi K, Miyagawa M, Matsushima M, Ishikawa M, Kanaya S, Nakamura H, et al. Structural details of ribonuclease H from Escherichia coli as refined to an atomic resolution. J Mol Biol. 1992;223:1029-1052. https://doi.org/10.1016/0022-2836(92)90260-q
Katayanagi K, Okumura M, Morikawa K. Crystal structure of Escherichia coli RNase HI in complex with Mg2+ at 2.8 A resolution: proof for a single Mg(2+)-binding site. Proteins. 1993;17:337-346. https://doi.org/10.1002/prot.340170402
Kelsic ED, Chung H, Cohen N, Park J, Wang HH, Kishony R. RNA structural determinants of optimal codons revealed by MAGE-Seq. Cell Syst. 2016;3:563-571.e6. https://doi.org/10.1016/j.cels.2016.11.004
Kendrew JC. Structure and function in myoglobin and other proteins. Fed Proc. 1959;18:740-751.
Kendrew JC, Bodo G, Dintzis HM, Parrish RG, Wyckoff H, Phillips DC. A three-dimensional model of the myoglobin molecule obtained by x-ray analysis. Nature. 1958;181:662-666. https://doi.org/10.1038/181662a0
Kendrew JC, Perutz MF. A comparative X-ray study of foetal and adult sheep haemoglobins. Proc R Soc Lond A Math Phys Sci. 1948;194:375-398.
Khan MM, Simizu S, Kawatani M, Osada H. The potential of protein disulfide isomerase as a therapeutic drug target. Oncol Res. 2011;19:445-453. https://doi.org/10.3727/096504011x13123323849717
Kirk DB, Hwu WW. Programming massively parallel processors-a hands-on approach. 2nd ed. Morgan Kaufmann/Elsevier: Burlington, MA; 2023.
Kita Y, Arakawa T, Lin TY, Timasheff SN. Contribution of the surface free energy perturbation to protein-solvent interactions. Biochemistry. 1994;33:15178-15189.
Liao Z, Oyama T, Kitagawa Y, Katayanagi K, Morikawa K, Oda M. Pivotal role of a conserved histidine in Escherichia coli ribonuclease HI as proposed by X-ray crystallography. Acta Crystallogr D Struct Biol. 2022;78:390-398. https://doi.org/10.1107/s2059798322000870
Liebschner D, Afonine PV, Baker ML, Bunkoczi G, Chen VB, Croll TI, et al. Macromolecular structure determination using X-rays, neutrons and electrons: recent developments in Phenix. Acta Crystallogr D Struct Biol. 2019;75:861-877. https://doi.org/10.1107/S2059798319011471
Lim WK, Rosgen J, Englander SW. Urea, but not guanidinium, destabilizes proteins by forming hydrogen bonds to the peptide group. Proc Natl Acad Sci U S A. 2009;106:2595-2600. https://doi.org/10.1073/pnas.0812588106
Liu H, Fu H, Chipot C, Shao X, Cai W. Accurate description of solvent-exposed salt bridges with a non-polarizable force field incorporating solvent effects. J Chem Inf Model. 2022;62:3863-3873. https://doi.org/10.1021/acs.jcim.2c00678
Liu Q, Hendrickson WA. Contemporary use of anomalous diffraction in biomolecular structure analysis. Methods Mol Biol. 2017;1607:377-399. https://doi.org/10.1007/978-1-4939-7000-1_16
Liu Y, Bolen DW. The peptide backbone plays a dominant role in protein stabilization by naturally occurring osmolytes. Biochemistry. 1995;34:12884-12891. https://doi.org/10.1021/bi00039a051
Longenecker KL, Garrard SM, Sheffield PJ, Derewenda ZS. Protein crystallization by rational mutagenesis of surface residues: Lys to Ala mutations promote crystallization of RhoGDI. Acta Crystallogr D Biol Crystallogr. 2001;57:679-688.
Luft J, Wolfley J, Jurisica I, Glasgow J, Fortier S, DeTitta GT. Macromolecular crystallization in a high throughput laboratory in the search phase. J Crys Growth. 2001;232:591-595.
Luft JR, Collins RJ, Fehrman NA, Lauricella AM, Veatch CK, DeTitta GT. A deliberate approach to screening for initial crystallization conditions of biological macromolecules. J Struct Biol. 2003;142:170-179.
Luft JR, Snell EH, Detitta GT. Lessons from high-throughput protein crystallization screening: 10 years of practical experience. Expert Opin Drug Discovery. 2011;6:465-480. https://doi.org/10.1517/17460441.2011.566857
Luft JR, Wolfley JR, Snell EH. What's in a drop? Correlating observations and outcomes to guide macromolecular crystallization experiments. Cryst Growth Des. 2011;11:651-663. https://doi.org/10.1021/cg1013945
Lynch ML, Snell ME, Potter SA, Snell EH, Bowman SEJ. 20 years of crystal hits: progress and promise in ultrahigh-throughput crystallization screening. Acta Crystallogr D Struct Biol. 2023;79:198-205. https://doi.org/10.1107/S2059798323001274
Makhatadze GI, Privalov PL. Protein interactions with urea and guanidinium chloride. A calorimetric study. J Mol Biol. 1992;226:491-505.
Mateja A, Devedjiev Y, Krowarsch D, Longenecker K, Dauter Z, Otlewski J, et al. The impact of Glu→Ala and Glu→Asp mutations on the crystallization properties of RhoGDI: the structure of RhoGDI at 1.3 Å resolution. Acta Crystallogr D Biol Crystallogr. 2002;58:1983-1991.
McRee DE. XtalView/Xfit-a versatile program for manipulating atomic coordinates and electron density. J Struct Biol. 1999;125:156-165.
Mitchell JB, Nandi CL, McDonald IK, Thornton JM, Price SL. Amino/aromatic interactions in proteins: is the evidence stacked against hydrogen bonding? J Mol Biol. 1994;239:315-331.
Moayed F, Bezrukavnikov S, Naqvi MM, Groitl B, Cremers CM, Kramer G, et al. The anti-aggregation holdase Hsp33 promotes the formation of folded protein structures. Biophys J. 2020;118:85-95. https://doi.org/10.1016/j.bpj.2019.10.040
Morcos F, Pagnani A, Lunt B, Bertolino A, Marks DS, Sander C, et al. Direct-coupling analysis of residue coevolution captures native contacts across many protein families. Proc Natl Acad Sci U S A. 2011;108:E1293-E1301. https://doi.org/10.1073/pnas.1111471108
Nandi PK, Robinson DR. Effects of urea and guanidine hydrochloride on peptide and nonpolar groups. Biochemistry. 1984;23:6661-6668. https://doi.org/10.1021/bi00321a058
Naumov V, Price WN, Handelman SK, Hunt JF. Engineering surface epitopes to improve protein crystallization. United States patent 16/252337. 2019.
Nisthal A, Wang CY, Ary ML, Mayo SL. Protein stability engineering insights revealed by domain-wide comprehensive mutagenesis. Proc Natl Acad Sci U S A. 2019;116:16367-16377. https://doi.org/10.1073/pnas.1903888116
Nozaki Y, Tanford C. The solubility of amino acids, diglycine, and triglycine in aqueous guanidine hydrochloride solutions. J Biol Chem. 1970;245:1648-1652.
Oeffner RD, Croll TI, Millan C, Poon BK, Schlicksup CJ, Read RJ, et al. Putting AlphaFold models to work with phenix.process_predicted_model and ISOLDE. Acta Crystallogr D Struct Biol. 2022;78:1303-1314. https://doi.org/10.1107/S2059798322010026
Okuta R, Unno Y, Nishino D, Hido S. Crissman. CuPy: A NumPy-Compatible Library for NVIDIA GPU Calculations. 2017.
Olson CA, Spek EJ, Shi Z, Vologodskii A, Kallenbach NR. Cooperative helix stabilization by complex Arg-Glu salt bridges. Proteins. 2001;44:123-132.
Otwinowski Z, Minor W. Processing of x-ray diffraction data collected in oscillation mode. Methods Enzymol. 1997;276:307-326.
Pace CN, Trevino S, Prabhakaran E, Scholtz JM. Protein structure, stability and solubility in water and other solvents. Philos Trans R Soc Lond B Biol Sci. 2004;359:1225-1234; discussion 1234-1225. https://doi.org/10.1098/rstb.2004.1500
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;30:70-82. https://doi.org/10.1002/pro.3943
Price WN 2nd, Chen Y, Handelman SK, Neely H, Manor P, Karlin R, et al. Understanding the physical properties that control protein crystallization by analysis of large-scale experimental data. Nat Biotechnol. 2009;27:51-57. https://doi.org/10.1038/nbt.1514
Qiu X, Janson CA. Structure of apo acyl carrier protein and a proposal to engineer protein crystallization through metal ions. Acta Crystallogr D Biol Crystallogr. 2004;60:1545-1554. https://doi.org/10.1107/S0907444904015422
Robinson DR, Jencks WP. Effect of denaturing agents of the urea-guanidinium class on the solubility of acetyltetraglycine ethyl ester and related compounds. J Biol Chem. 1963;238:1558-1560.
Robinson DR, Jencks WP. The effect of compounds of the urea-guanidinium class on the activity coefficient of acetyltetraglycine ethyl ester and related compounds. J Am Chem Soc. 1965;87:2462-2470. https://doi.org/10.1021/ja01089a028
Rost B, Sander C. Conservation and prediction of solvent accessibility in protein families. Proteins. 1994;20:216-226.
Sanishvili R, Fischetti RF. Applications of x-ray micro-beam for data collection. Methods Mol Biol. 2017;1607:219-238. https://doi.org/10.1007/978-1-4939-7000-1_9
Schellman JA. The thermodynamic stability of proteins. Annu Rev Biophys Biophys Chem. 1987;16:115-137. https://doi.org/10.1146/annurev.bb.16.060187.000555
Schrier MY, Schrier EE. Transfer free energies and average static accessibilities for ribonuclease A in guanidinium hydrochloride and urea solutions. Biochemistry. 1976;15:2607-2612. https://doi.org/10.1021/bi00657a020
Scott JN, Nucci NV, Vanderkooi JM. Changes in water structure induced by the guanidinium cation and implications for protein denaturation. J Phys Chem A. 2008;112:10939-10948. https://doi.org/10.1021/jp8058239
Senior AW, Evans R, Jumper J, Kirkpatrick J, Sifre L, Green T, et al. Improved protein structure prediction using potentials from deep learning. Nature. 2020;577:706-710. https://doi.org/10.1038/s41586-019-1923-7
Sheldrick GM. Experimental phasing with SHELXC/D/E: combining chain tracing with density modification. Acta Crystallogr D Biol Crystallogr. 2010;66:479-485. https://doi.org/10.1107/S0907444909038360
Slabinski L, Jaroszewski L, Rodrigues AP, Rychlewski L, Wilson IA, Lesley SA, et al. The challenge of protein structure determination-lessons from structural genomics. Protein Sci. 2007;16:2472-2482. https://doi.org/10.1110/ps.073037907
Snell EH, Nagel RM, Wojtaszcyk A, O'Neill H, Wolfley JL, Luft JR. The application and use of chemical space mapping to interpret crystallization screening results. Acta Crystallogr D Biol Crystallogr. 2008;64:1240-1249. https://doi.org/10.1107/S0907444908032411
Sokalingam S, Raghunathan G, Soundrarajan N, Lee SG. A study on the effect of surface lysine to arginine mutagenesis on protein stability and structure using green fluorescent protein. PLoS One. 2012;7:e40410. https://doi.org/10.1371/journal.pone.0040410
Srinivasan R, Rose GD. A physical basis for protein secondary structure. Proc Natl Acad Sci U S A. 1999;96:14258-14263. https://doi.org/10.1073/pnas.96.25.14258
Sternberg MJ, Chickos JS. Protein side-chain conformational entropy derived from fusion data-comparison with other empirical scales. Protein Eng. 1994;7:149-155. https://doi.org/10.1093/protein/7.2.149
Terrific Broth. Cold Spring Harbor Protocols. 2015 https://doi.org/10.1101/pdb.rec087874
Terwilliger TC. Maximum-likelihood density modification using pattern recognition of structural motifs. Acta Crystallogr D Biol Crystallogr. 2001;57:1755-1762.
Terwilliger TC, Afonine PV, Liebschner D, Croll TI, McCoy AJ, Oeffner RD, et al. Accelerating crystal structure determination with iterative AlphaFold prediction. Acta Crystallogr D Struct Biol. 2023;79:234-244. https://doi.org/10.1107/S205979832300102X
Terwilliger TC, Poon BK, Afonine PV, Schlicksup CJ, Croll TI, Millan C, et al. Improved AlphaFold modeling with implicit experimental information. Nat Methods. 2022;19:1376-1382. https://doi.org/10.1038/s41592-022-01645-6
Thomas J, Ramakrishnan N, Bailey-Kellogg C. Graphical models of residue coupling in protein families. IEEE/ACM Trans Comput Biol Bioinform. 2008;5:183-197. https://doi.org/10.1109/TCBB.2007.70225
Thompson JD, Higgins DG, Gibson TJ. CLUSTAL W: improving the sensitivity of progressive multiple sequence alignment through sequence weighting, position-specific gap penalties and weight matrix choice. Nuc Acids Res. 1994;22:4673-4680.
Tien MZ, Meyer AG, Sydykova DK, Spielman SJ, Wilke CO. Maximum allowed solvent accessibilites of residues in proteins. PLoS One. 2013;8:e80635. https://doi.org/10.1371/journal.pone.0080635
Tischer A, Lilie H, Auton M, Lange C. Oxidative refolding of rPA in l-ArgHCl and in ionic liquids: A correlation between hydrophobicity, salt effects, and refolding yield. Biopolymers. 2014;101:1129-1140. https://doi.org/10.1002/bip.22518
Tischer A, Lilie H, Rudolph R, Lange C. L-arginine hydrochloride increases the solubility of folded and unfolded recombinant plasminogen activator rPA. Protein Sci. 2010;19:1783-1795. https://doi.org/10.1002/pro.465
Tsumoto K, Ejima D, Kita Y, Arakawa T. Review: Why is arginine effective in suppressing aggregation? Protein Pept Lett. 2005;12:613-619. https://doi.org/10.2174/0929866054696109
Vagin A, Teplyakov A. Molecular replacement with MOLREP. Acta Crystallogr D Biol Crystallogr. 2010;66:22-25. https://doi.org/10.1107/S0907444909042589
Vener MV, Odinokov AV, Wehmeyer C, Sebastiani D. The structure and IR signatures of the arginine-glutamate salt bridge. Insights from the classical MD simulations. J Chem Phys. 2015;142:215106. https://doi.org/10.1063/1.4922165
Venkatesu P, Lee MJ, Lin HM. Thermodynamic characterization of the osmolyte effect on protein stability and the effect of GdnHCl on the protein denatured state. J Phys Chem B. 2007;111:9045-9056. https://doi.org/10.1021/jp0701901
Wang C, Li W, Ren J, Fang J, Ke H, Gong W, et al. Structural insights into the redox-regulated dynamic conformations of human protein disulfide isomerase. Antioxid Redox Signal. 2013;19:36-45. https://doi.org/10.1089/ars.2012.4630
Wetlaufer DB, Lovrien R. Induction of reversible structural changes in proteins by nonpolar substances. J Biol Chem. 1964;239:596-603.
Wetlaufer DB, Malik SK, Stoller S, Coffin RL. Nonpolar group participation in the denaturation of proteins by urea and guanidinium salts. Model compound studies. J Am Chem Soc. 1964;86:508-514.
Wilson MA. Mapping enzyme landscapes by time-resolved crystallography with synchrotron and x-ray free electron laser light. Annu Rev Biophys. 2022;51:79-98. https://doi.org/10.1146/annurev-biophys-100421-110959
Xiao R, Anderson S, Aramini J, Belote R, Buchwald WA, Ciccosanti C, et al. The high-throughput protein sample production platform of the Northeast Structural Genomics Consortium. J Struct Biol. 2010;172:21-33. https://doi.org/10.1016/j.jsb.2010.07.011
Yang M, Ferreon AC, Bolen DW. Structural thermodynamics of a random coil protein in guanidine hydrochloride. Proteins. 2000;4:44-49. https://doi.org/10.1002/1097-0134(2000)41:4+<44::aid-prot40>3.3.co;2-z
Yang W, Hendrickson WA, Crouch RJ, Satow Y. Structure of ribonuclease H phased at 2 A resolution by MAD analysis of the selenomethionyl protein. Science. 1990;249:1398-1405. https://doi.org/10.1126/science.2169648
Zarrine-Afsar A, Mittermaier A, Kay LE, Davidson AR. Protein stabilization by specific binding of guanidinium to a functional arginine-binding surface on an SH3 domain. Protein Sci. 2006;15:162-170. https://doi.org/10.1110/ps.051829106
Zhang Y, Skolnick J. Scoring function for automated assessment of protein structure template quality. Proteins. 2004;57:702-710. https://doi.org/10.1002/prot.20264
Zheng W, Borgia A, Buholzer K, Grishaev A, Schuler B, Best RB. Probing the action of chemical denaturant on an intrinsically disordered protein by simulation and experiment. J Am Chem Soc. 2016;138:11702-11713. https://doi.org/10.1021/jacs.6b05443

Auteurs

Nooriel E Banayan (NE)

Department of Biological Sciences, 702A Sherman Fairchild Center, MC2434, Columbia University, New York, New York, USA.

Blaine J Loughlin (BJ)

Department of Biological Sciences, 702A Sherman Fairchild Center, MC2434, Columbia University, New York, New York, USA.

Shikha Singh (S)

Department of Biological Sciences, 702A Sherman Fairchild Center, MC2434, Columbia University, New York, New York, USA.

Farhad Forouhar (F)

Department of Biological Sciences, 702A Sherman Fairchild Center, MC2434, Columbia University, New York, New York, USA.

Guanqi Lu (G)

Department of Biological Sciences, 702A Sherman Fairchild Center, MC2434, Columbia University, New York, New York, USA.

Kam-Ho Wong (KH)

Department of Biological Sciences, 702A Sherman Fairchild Center, MC2434, Columbia University, New York, New York, USA.

Matthew Neky (M)

Department of Biological Sciences, 702A Sherman Fairchild Center, MC2434, Columbia University, New York, New York, USA.

Henry S Hunt (HS)

Department of Physics, Stanford University, Stanford, California, USA.

Larry B Bateman (LB)

Accendero Software, Idaho Falls, Idaho, USA.

Angel Tamez (A)

Accendero Software, Idaho Falls, Idaho, USA.

Samuel K Handelman (SK)

Department of Biological Sciences, 702A Sherman Fairchild Center, MC2434, Columbia University, New York, New York, USA.

W Nicholson Price (WN)

Department of Biological Sciences, 702A Sherman Fairchild Center, MC2434, Columbia University, New York, New York, USA.

John F Hunt (JF)

Department of Biological Sciences, 702A Sherman Fairchild Center, MC2434, Columbia University, New York, New York, USA.

Classifications MeSH