ABSTRACT
Recent studies suggest that cosolute mixtures may exert significant non-additive effects upon protein stability. The corresponding liquid–vapor interfaces may provide useful insight into these non-additive effects. Accordingly, in this work, we relate the interfacial properties of dilute multicomponent solutions to the interactions between solutes. We first derive a simple model for the surface excess of solutes in terms of thermodynamic observables. We then develop a lattice-based statistical mechanical perturbation theory to derive these observables from microscopic interactions. Rather than adopting a random mixing approximation, this dilute solution theory (DST) exactly treats solute–solute interactions to lowest order in perturbation theory. Although it cannot treat concentrated solutions, Monte Carlo (MC) simulations demonstrate that DST describes the interactions in dilute solutions with much greater accuracy than regular solution theory. Importantly, DST emphasizes a fundamental distinction between the “intrinsic” and “effective” preferences of solutes for interfaces. DST predicts that three classes of solutes can be distinguished by their intrinsic preference for interfaces. While the surface preference of strong depletants is relatively insensitive to interactions, the surface preference of strong surfactants can be modulated by interactions at the interface. Moreover, DST predicts that the surface preference of weak depletants and weak surfactants can be qualitatively inverted by interactions in the bulk. We also demonstrate that DST can be extended to treat surface polarization effects and to model experimental data. MC simulations validate the accuracy of DST predictions for lattice systems that correspond to molar concentrations.
ACKNOWLEDGMENTS
Parts of this research were conducted with Advanced CyberInfrastructure computational resources provided by the Institute for CyberScience at the Pennsylvania State University (http://icds.psu.edu). In addition, parts of this research were conducted with XSEDE resources awarded by Grant No. TG-CHE170062. This work used the Extreme Science and Engineering Discovery Environment (XSEDE), which is supported by the National Science Foundation (Grant No. ACI-1548562).104 The authors gratefully acknowledge Dr. Pho Bui and Professor Paul Cremer for many useful conversations regarding this work.
- 1. P. H. Yancey and G. N. Somero, Biochem. J. 183, 317 (1979). https://doi.org/10.1042/bj1830317, Google ScholarCrossref
- 2. P. H. Yancey, M. E. Clark, S. C. Hand, R. D. Bowlus, and G. N. Somero, Science 217, 1214 (1982). https://doi.org/10.1126/science.7112124, Google ScholarCrossref
- 3. P. Wu and D. W. Bolen, Proteins: Struct., Funct., Bioinf. 63, 290 (2006). https://doi.org/10.1002/prot.20868, Google ScholarCrossref
- 4. A. E. Rydeen, E. M. Brustad, and G. J. Pielak, J. Am. Chem. Soc. 140, 7441 (2018). https://doi.org/10.1021/jacs.8b03903, Google ScholarCrossref
- 5. Y. Nozaki and C. Tanford, J. Biol. Chem. 238, 4074 (1963). https://doi.org/10.1016/s0021-9258(18)51830-5, Google ScholarCrossref
- 6. D. J. Felitsky and M. T. Record, Biochemistry 43, 9276 (2004). https://doi.org/10.1021/bi049862t, Google ScholarCrossref
- 7. M. C. Stumpe and H. Grubmüller, J. Am. Chem. Soc. 129, 16126 (2007). https://doi.org/10.1021/ja076216j, Google ScholarCrossref, ISI
- 8. E. J. Guinn, L. M. Pegram, M. W. Capp, M. N. Pollock, and M. T. Record, Proc. Natl. Acad. Sci. U. S. A. 108, 16932 (2011). https://doi.org/10.1073/pnas.1109372108, Google ScholarCrossref
- 9. D. R. Canchi and A. E. García, Annu. Rev. Phys. Chem. 64, 273 (2013). https://doi.org/10.1146/annurev-physchem-040412-110156, Google ScholarCrossref, ISI
- 10. J. Mondal, G. Stirnemann, and B. J. Berne, J. Phys. Chem. B 117, 8723 (2013). https://doi.org/10.1021/jp405609j, Google ScholarCrossref
- 11. T.-Y. Lin and S. N. Timasheff, Biochemistry 33, 12695 (1994). https://doi.org/10.1021/bi00208a021, Google ScholarCrossref
- 12. A. Wang and D. W. Bolen, Biochemistry 36, 9101 (1997). https://doi.org/10.1021/bi970247h, Google ScholarCrossref, ISI
- 13. L. Larini and J.-E. Shea, J. Phys. Chem. B 117, 13268 (2013). https://doi.org/10.1021/jp403635g, Google ScholarCrossref
- 14. C. C. Mello and D. Barrick, Protein Sci. 12, 1522 (2003). https://doi.org/10.1110/ps.0372903, Google ScholarCrossref
- 15. L. M. F. Holthauzen and D. W. Bolen, Protein Sci. 16, 293 (2006). https://doi.org/10.1110/ps.062610407, Google ScholarCrossref
- 16. M. Auton and D. W. Bolen, Biochemistry 43, 1329 (2004). https://doi.org/10.1021/bi035908r, Google ScholarCrossref
- 17. M. Auton and D. W. Bolen, Methods in Enzymology (Elsevier, 2007), Vol. 428, pp. 397–418. Google Scholar
- 18. P. Ganguly, J. Polák, N. F. A. van der Vegt, J. Heyda, and J.-E. Shea, J. Phys. Chem. B 124, 6181 (2020). https://doi.org/10.1021/acs.jpcb.0c04357, Google ScholarCrossref
- 19. P. Narang and P. Venkatesu, RSC Adv. 7, 34023 (2017). https://doi.org/10.1039/c7ra05120d, Google ScholarCrossref
- 20. J. Hunger, N. Ottosson, K. Mazur, M. Bonn, and H. J. Bakker, Phys. Chem. Chem. Phys. 17, 298 (2015). https://doi.org/10.1039/c4cp02709d, Google ScholarCrossref
- 21. E. E. Bruce and N. F. A. van der Vegt, J. Am. Chem. Soc. 141, 12948 (2019). https://doi.org/10.1021/jacs.9b03469, Google ScholarCrossref
- 22. N. T. Southall, K. A. Dill, and A. D. J. Haymet, J. Phys. Chem. B 106, 521 (2002). https://doi.org/10.1021/jp015514e, Google ScholarCrossref, ISI
- 23. M. Auton, A. C. M. Ferreon, and D. W. Bolen, J. Mol. Biol. 361, 983 (2006). https://doi.org/10.1016/j.jmb.2006.07.003, Google ScholarCrossref
- 24. D. Chandler, Nature 437, 640 (2005). https://doi.org/10.1038/nature04162, Google ScholarCrossref, ISI
- 25. W. Kauzmann, Advances in Protein Chemistry (Elsevier, 1959), Vol. 14, pp. 1–63. Google ScholarCrossref
- 26. T. Arakawa and S. N. Timasheff, Arch. Biochem. Biophys. 224, 169 (1983). https://doi.org/10.1016/0003-9861(83)90201-1, Google ScholarCrossref
- 27. T. Arakawa and S. N. Timasheff, Biophys. J. 47, 411 (1985). https://doi.org/10.1016/s0006-3495(85)83932-1, Google ScholarCrossref
- 28. Y. Kita, T. Arakawa, T.-Y. Lin, and S. N. Timasheff, Biochemistry 33, 15178 (1994). https://doi.org/10.1021/bi00254a029, Google ScholarCrossref
- 29. T.-Y. Lin and S. N. Timasheff, Protein Sci. 5, 372 (1996). https://doi.org/10.1002/pro.5560050222, Google ScholarCrossref
- 30. J. C. Lee and S. N. Timasheff, J. Biol. Chem. 256, 7193 (1981). https://doi.org/10.1016/s0021-9258(19)68947-7, Google ScholarCrossref
- 31. J. K. Kaushik and R. Bhat, J. Phys. Chem. B 102, 7058 (1998). https://doi.org/10.1021/jp981119l, Google ScholarCrossref
- 32. Y.-T. Liao, A. C. Manson, M. R. DeLyser, W. G. Noid, and P. S. Cremer, Proc. Natl. Acad. Sci. U. S. A. 114, 2479 (2017). https://doi.org/10.1073/pnas.1614609114, Google ScholarCrossref
- 33. V. A. Parsegian, R. P. Rand, and D. C. Rau, Proc. Natl. Acad. Sci. U. S. A. 97, 3987 (2000). https://doi.org/10.1073/pnas.97.8.3987, Google ScholarCrossref
- 34. L. M. Pegram and M. T. Record, J. Phys. Chem. C 113, 2171 (2009). https://doi.org/10.1021/jp8073305, Google ScholarCrossref
- 35. M. A. Freedman, Chem. Soc. Rev. 46, 7694 (2017). https://doi.org/10.1039/c6cs00783j, Google ScholarCrossref, ISI
- 36. A. Zdziennicka and B. Jańczuk, Adv. Colloid Interface Sci. 284, 102249 (2020). https://doi.org/10.1016/j.cis.2020.102249, Google ScholarCrossref
- 37. N. Baccile, C. Seyrig, A. Poirier, S. Alonso-de Castro, S. L. K. W. Roelants, and S. Abel, Green Chem. 23, 3842 (2021). https://doi.org/10.1039/d1gc00097g, Google ScholarCrossref
- 38. J. W. Gibbs and J. Tyndall, “Connecticut academy of arts and sciences, and Burndy library,” On the Equilibrium of Heterogeneous Substances (Published by the Academy, New Haven, 1874). Google ScholarCrossref
- 39. J. S. Rowlinson and B. Widom, Molecular Theory of Capillarity, dover ed. (Dover Publications, Mineola, 2002). Google Scholar
- 40. S. Ono and S. Kondo, “Molecular theory of surface tension in liquids,” Structure of Liquids/Struktur Der Flüssigkeiten (Springer, Berlin, Heidelberg, 1960), Vol. 3–10, pp. 134–280. Google Scholar
- 41. I. Benjamin, Annu. Rev. Phys. Chem. 66, 165 (2015). https://doi.org/10.1146/annurev-physchem-040214-121428, Google ScholarCrossref, ISI
- 42. J. Malila and N. L. Prisle, “A monolayer partitioning scheme for droplets of surfactant solutions,” J. Adv. Modeling Earth Syst. 10(12), 3233–3251 (2018). https://doi.org/10.1029/2018ms001456, Google ScholarCrossref
- 43. M. Lbadaoui-Darvas, A. Idrissi, and P. Jedlovszky, J. Phys. Chem. B 126, 751 (2022). https://doi.org/10.1021/acs.jpcb.1c08553, Google ScholarCrossref
- 44. J. Butler, Proc. R. Soc. London, Ser. A 135, 348 (1932). https://doi.org/10.1098/rspa.1932.0040, Google ScholarCrossref
- 45. M. S. C. S. Santos and J. C. R. Reis, ChemPhysChem 15, 2834 (2014). https://doi.org/10.1002/cphc.201402100, Google ScholarCrossref
- 46. G. Kaptay, Adv. Colloid Interface Sci. 256, 163 (2018). https://doi.org/10.1016/j.cis.2018.04.007, Google ScholarCrossref
- 47. J. A. W. Elliott, J. Phys. Chem. B 124, 10859 (2020). https://doi.org/10.1021/acs.jpcb.0c05946, Google ScholarCrossref
- 48. F. B. Sprow and J. M. Prausnitz, Trans. Faraday Soc. 62, 1105 (1966). https://doi.org/10.1039/tf9666201105, Google ScholarCrossref
- 49. J. L. Shereshefsky, J. Colloid Interface Sci. 24, 317 (1967). https://doi.org/10.1016/0021-9797(67)90256-1, Google ScholarCrossref
- 50. S. Lamperski, J. Colloid Interface Sci. 144, 153 (1991). https://doi.org/10.1016/0021-9797(91)90245-4, Google ScholarCrossref
- 51. S. Nath, J. Colloid Interface Sci. 209, 116 (1999). https://doi.org/10.1006/jcis.1998.5873, Google ScholarCrossref
- 52. L. Chunxi, W. Wenchuan, and W. Zihao, Fluid Phase Equilib. 175, 185 (2000). https://doi.org/10.1016/s0378-3812(00)00447-7, Google ScholarCrossref
- 53. V. B. Fainerman and R. Miller, J. Phys. Chem. B 105, 11432 (2001). https://doi.org/10.1021/jp004179b, Google ScholarCrossref
- 54. R. Tahery, H. Modarress, and J. Satherley, Chem. Eng. Sci. 60, 4935 (2005). https://doi.org/10.1016/j.ces.2005.03.056, Google ScholarCrossref
- 55. P. Brocos, Á. Piñeiro, A. Amigo, and J. Gracia-Fadrique, Fluid Phase Equilib. 260, 343 (2007). https://doi.org/10.1016/j.fluid.2007.07.068, Google ScholarCrossref
- 56. B. Jańczuk, A. Zdziennicka, K. Szymczyk, and M. L. González-Martín, Colloids Interfaces 5, 53 (2021). https://doi.org/10.3390/colloids5040053, Google ScholarCrossref
- 57. K. A. Connors and J. L. Wright, Anal. Chem. 61, 194 (1989). https://doi.org/10.1021/ac00178a001, Google ScholarCrossref
- 58. V. B. Fainerman, E. H. Lucassen-Reynders, and R. Miller, Colloids Surf., A 143, 141 (1998). https://doi.org/10.1016/s0927-7757(98)00585-8, Google ScholarCrossref
- 59. Z. Li and B. C.-Y. Lu, Chem. Eng. Sci. 56, 6977 (2001). https://doi.org/10.1016/s0009-2509(01)00330-x, Google ScholarCrossref
- 60. L. M. Varela, J. Carrete, M. Turmine, E. Rilo, and O. Cabeza, J. Phys. Chem. B 113, 12500 (2009). https://doi.org/10.1021/jp9057065, Google ScholarCrossref
- 61. P. Wang, A. Anderko, and R. D. Young, Ind. Eng. Chem. Res. 50, 4086 (2011). https://doi.org/10.1021/ie101915n, Google ScholarCrossref
- 62. D. Topping, Geosci. Model Dev. 3, 635 (2010). https://doi.org/10.5194/gmd-3-635-2010, Google ScholarCrossref
- 63. N. Shardt and J. A. W. Elliott, Langmuir 33, 11077 (2017). https://doi.org/10.1021/acs.langmuir.7b02587, Google ScholarCrossref
- 64. I. Prigogine, A. Bellemans, and A. Englert‐Chwoles, J. Chem. Phys. 24, 518 (1956). https://doi.org/10.1063/1.1742540, Google ScholarScitation, ISI
- 65. S. Stephan and H. Hasse, Int. Rev. Phys. Chem. 39, 319 (2020). https://doi.org/10.1080/0144235x.2020.1777705, Google ScholarCrossref
- 66. J. G. Kirkwood and F. P. Buff, J. Chem. Phys. 17, 338 (1949). https://doi.org/10.1063/1.1747248, Google ScholarScitation, ISI
- 67. J. H. Irving and J. G. Kirkwood, J. Chem. Phys. 18, 817 (1950). https://doi.org/10.1063/1.1747782, Google ScholarScitation, ISI
- 68. B. S. Carey, L. E. Scriven, and H. T. Davis, J. Chem. Phys. 69, 5040 (1978). https://doi.org/10.1063/1.436494, Google ScholarScitation, ISI
- 69. A. Ghoufi, P. Malfreyt, and D. J. Tildesley, Chem. Soc. Rev. 23 (2016). https://doi.org/10.1039/C5CS00736D, Google ScholarCrossref
- 70. J. W. Cahn and J. E. Hilliard, J. Chem. Phys. 28, 258 (1958). https://doi.org/10.1063/1.1744102, Google ScholarScitation, ISI
- 71. C. Miqueu, B. Mendiboure, A. Graciaa, and J. Lachaise, Ind. Eng. Chem. Res. 44, 3321 (2005). https://doi.org/10.1021/ie049086l, Google ScholarCrossref
- 72. O. G. Nino-Amezquita, S. Enders, P. T. Jaeger, and R. Eggers, Ind. Eng. Chem. Res. 49, 592 (2010). https://doi.org/10.1021/ie901209z, Google ScholarCrossref
- 73. J. Mairhofer and J. Gross, Fluid Phase Equilib. 439, 31 (2017). https://doi.org/10.1016/j.fluid.2017.02.009, Google ScholarCrossref
- 74. R. Evans, Adv. Phys. 28, 143 (1979). https://doi.org/10.1080/00018737900101365, Google ScholarCrossref, ISI
- 75. J. Wu, AIChE J. 52, 1169 (2006). https://doi.org/10.1002/aic.10713, Google ScholarCrossref, ISI
- 76. F. Llovell, A. Galindo, F. J. Blas, and G. Jackson, J. Chem. Phys. 133, 024704 (2010). https://doi.org/10.1063/1.3449143, Google ScholarScitation, ISI
- 77. P. Rehner, B. Bursik, and J. Gross, Ind. Eng. Chem. Res. 60, 7111 (2021). https://doi.org/10.1021/acs.iecr.1c00169, Google ScholarCrossref, ISI
- 78. C. S. Dutcher, A. S. Wexler, and S. L. Clegg, J. Phys. Chem. A 114, 12216 (2010). https://doi.org/10.1021/jp105191z, Google ScholarCrossref
- 79. A. S. Wexler and C. S. Dutcher, J. Phys. Chem. Lett. 4, 1723 (2013). https://doi.org/10.1021/jz400725p, Google ScholarCrossref
- 80. H. C. Boyer and C. S. Dutcher, J. Phys. Chem. A 120, 4368 (2016). https://doi.org/10.1021/acs.jpca.6b01469, Google ScholarCrossref
- 81. H. C. Boyer, B. R. Bzdek, J. P. Reid, and C. S. Dutcher, J. Phys. Chem. A 121, 198 (2017). https://doi.org/10.1021/acs.jpca.6b10057, Google ScholarCrossref
- 82. S. Liu and C. S. Dutcher, J. Phys. Chem. A 125, 1577 (2021). https://doi.org/10.1021/acs.jpca.0c10232, Google ScholarCrossref
- 83. E. A. Guggenheim, Trans. Faraday Soc. 41, 150 (1945). https://doi.org/10.1039/tf9454100150, Google ScholarCrossref
- 84. R. Defay and I. Prigogine, Trans. Faraday Soc. 46, 199 (1950). https://doi.org/10.1039/tf9504600199, Google ScholarCrossref
- 85. T. Murakami, S. Ono, M. Tamura, and M. Kurata, J. Phys. Soc. Jpn. 6, 309 (1951). https://doi.org/10.1143/jpsj.6.309, Google ScholarCrossref
- 86. R. Defay, I. Prigogine, and A. Bellemans, Surface Tension and Adsorption (Longmans, London, 1966). Google Scholar
- 87. W. G. McMillan and J. E. Mayer, J. Chem. Phys. 13, 276 (1945). https://doi.org/10.1063/1.1724036, Google ScholarScitation, ISI
- 88. T. L. Hill, An Introduction to Statistical Thermodynamics (Dover Publications, New York, 1986). Google Scholar
- 89. I. Prigogine and A. Bellemans, in Adhesion and Adsorption of Polymers, edited by L.-H. Lee (Springer, Boston, MA, 1980), pp. 5–14. Google ScholarCrossref
- 90. G. Kalies, P. Bräuer, and U. Messow, J. Colloid Interface Sci. 275, 90 (2004). https://doi.org/10.1016/j.jcis.2004.01.077, Google ScholarCrossref
- 91. J. Rösgen, Methods in Enzymology (Elsevier, 2007), Vol. 428, pp. 459–486. Google Scholar
- 92. J. Rösgen, J. Phys. Chem. B 119, 150 (2015). https://doi.org/10.1021/jp5111339, Google ScholarCrossref
- 93. T. L. Hill, J. Chem. Phys. 26, 955 (1957). https://doi.org/10.1063/1.1743442, Google ScholarScitation, ISI
- 94. M. Rubinstein and R. H. Colby, Polymer Physics (Oxford University Press, Oxford, 2003). Google Scholar
- 95. E. S. Courtenay, M. W. Capp, C. F. Anderson, and M. T. Record, Biochemistry 39, 4455 (2000). https://doi.org/10.1021/bi992887l, Google ScholarCrossref
- 96. C. N. Likos, Phys. Rep. 348, 267 (2001). https://doi.org/10.1016/s0370-1573(00)00141-1, Google ScholarCrossref, ISI
- 97. N. J. H. Dunn, T. T. Foley, and W. G. Noid, Acc. Chem. Res. 49, 2832 (2016). https://doi.org/10.1021/acs.accounts.6b00498, Google ScholarCrossref
- 98. J. G. Kirkwood and F. P. Buff, J. Chem. Phys. 19, 774 (1951). https://doi.org/10.1063/1.1748352, Google ScholarScitation, ISI
- 99. P. E. Smith, Biophys. J. 91, 849 (2006). https://doi.org/10.1529/biophysj.105.078790, Google ScholarCrossref, ISI
- 100. E. E. Bruce, P. T. Bui, B. A. Rogers, P. S. Cremer, and N. F. A. van der Vegt, J. Am. Chem. Soc. 141, 6609 (2019). https://doi.org/10.1021/jacs.9b00295, Google ScholarCrossref
- 101. Y. Zhao, S. Bharadwaj, and N. F. A. van der Vegt, Phys. Chem. Chem. Phys. 24, 10346 (2022). https://doi.org/10.1039/d2cp00057a, Google ScholarCrossref
- 102. D. E. Knuth, The Art of Computer Programming, 3rd ed. (Addison-Wesley, Reading, Mass, 1997). Google Scholar
- 103. M. R. Shirts and J. D. Chodera, J. Chem. Phys. 129, 124105 (2008). https://doi.org/10.1063/1.2978177, Google ScholarScitation, ISI
- 104. J. Towns, T. Cockerill, M. Dahan, I. Foster, K. Gaither, A. Grimshaw, V. Hazlewood, S. Lathrop, D. Lifka, G. D. Peterson, R. Roskies, J. R. Scott, and N. Wilkins-Diehr, Comput. Sci. Eng. 16, 62 (2014). https://doi.org/10.1109/mcse.2014.80, Google ScholarScitation, ISI
Article Metrics
Views
409
Citations
Crossref
0
Web of Science
ISI
0
Altmetric
Please Note: The number of views represents the full text views from December 2016 to date. Article views prior to December 2016 are not included.


