Skip to main content
Log in

Prediction and analysis of structure, stability and unfolding of thermolysin-like proteases

  • Research Papers
  • Published:
Journal of Computer-Aided Molecular Design Aims and scope Submit manuscript

Summary

Bacillus neutral proteases (NPs) form a group of well-characterized homologous enzymes, that exhibit large differences in thermostability. The three-dimensional (3D) structures of several of these enzymes have been modelled on the basis of the crystal structures of the NPs ofB. thermoproteolyticus (thermolysin) andB. cercus. Several new techniques have been developed to improve the model-building procedures. Also a model-building by mutagenesis' strategy was used, in which mutants were designed just to shed light on parts of the structures that were particularly hard to model.

The NP models have been used for the prediction of site-directed mutations aimed at improving the thermostability of the enzymes. Predictions were made using several novel computational techniques, such as position-specific rotamer searching, packing quality analysis and property-profile database searches. Many stabilizing mutations were predicted and produced: improvement of hydrogen bonding, exclusion of buried water molecules, capping helices, improvement of hydrophobic interactions and entropic stabilization have been applied successfully.

At elevated temperatures NPs are irreversibly inactivated as a result of autolysis. It has been shown that this denaturation process is independent of the protease activity and concentration and that the inactivation follows first-order kinetics. From this it has been conjectured that local unfolding of (surface) loops, which renders the protein susceptible to autolysis, is the rate-limiting step. Despite the particular nature of the thermal denaturation process, normal rules for protein stability can be applied to NPs. However, rather than stabilizing the whole protein against global unfolding, only a small region has to be protected against local unfolding. In contrast to proteins in general, mutational effects in proteases are not additive and their magnitude is strongly dependent on the location of the mutation. Mutations that alter the stability of the NP by a large amount are located in a relatively weak region (or more precisely, they affect a local unfolding pathway with a relatively low free energy of activation).

One weak region, that is supposedly important in the early steps of NP unfolding, has been determined in the NP ofB. stearothermophilus. After eliminating this weakest link a drastic increase in thermostability was observed and the search for the second-weakest link, or the second-lowest energy local unfolding pathway is now in progress. Hopefully, this approach can be used to unravel the entire early phase of unfolding.

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.

Similar content being viewed by others

References

  1. Giege, R. and Mikol, V., Trends Biotechnol., 7 (1989) 277.

    Article  CAS  Google Scholar 

  2. Swindells, M.B. and Thornton, J.M., Curr. Opin. Struct. Biol., 1 (1991) 219.

    Article  CAS  Google Scholar 

  3. Bajai, M. and Blundell, T.L., Annu. Rev. Biophys. Bioeng., 13 (1984) 453.

    Google Scholar 

  4. Bashford, D., Chotia, C. and Lesk, A.M., J. Mol. Biol., 196 (1987) 199.

    Article  CAS  Google Scholar 

  5. Chotia, C. and Lesk, A.M., EMBO J., 5 (1986) 823.

    Google Scholar 

  6. Sander, C. and Schneider, R., Proteins, 9 (1991) 56.

    Article  CAS  Google Scholar 

  7. Blundell, T.L., Sibanda, B.L., Sternberg, M.J.E. and Thornton, J.M., Nature, 326 (1987) 347.

    Article  CAS  Google Scholar 

  8. Van den Burg, B., Enequist, H.G., Van der Haar, M.E., Eijsink, V.G.H., Stulp, B.K. and Venema, G., J. Bacteriol., 173 (1991) 4107.

    Google Scholar 

  9. Eijsink, V.G.H., Vriend, G., Van der Vinne, B., Van den Burg, B. and Venema, G., Proteins, 14 (1992) 224.

    Article  CAS  Google Scholar 

  10. Eijsink, V.G.H., Dijkstra, B.W., Vriend, G., Van der Zee, J.R., Veltman, O.R., Van der Vinne, B., Van den Burg, B., Kempe, S. and Venema, G., Protein Eng., 5 (1992) 421.

    CAS  Google Scholar 

  11. Fontana, A., Biophys. Chem., 29 (1988) 181.

    Article  CAS  Google Scholar 

  12. Taylor, W.T., J. Mol. Biol., 188 (1986) 233.

    Article  CAS  Google Scholar 

  13. Novotny, J., Rashin, A.A. and Bruccoleri, R.E., Proteins, 4 (1988) 19.

    CAS  Google Scholar 

  14. Overington, J., Donnelly, D., Johnson, M.S., Sali, A. and Blundell, T.L., Protein Sci., 1 (1992) 216.

    CAS  Google Scholar 

  15. Crippen, G.M., Biochemistry, 30 (1990) 4232.

    Google Scholar 

  16. Sippl, M.J. and Weitckus, S., Proteins, 13 (1992) 258.

    Article  CAS  Google Scholar 

  17. Luthy, R., McLachlan, A.D. and Eisenberg, D., Proteins, 10 (1991) 229.

    CAS  Google Scholar 

  18. Bowie, J.B., Luthy, R. and Eisenberg, D., Science, 253 (1991) 164.

    CAS  Google Scholar 

  19. Luthy, R., Bowie, J.U. and Eisenberg, D., Nature, 356 (1992) 83.

    CAS  Google Scholar 

  20. Jones, D.T., Taylor, W.R. and Thornton, J.M., Nature, 358 (1992) 86.

    Article  CAS  Google Scholar 

  21. Scharf, M., Ph.D. Thesis, University of Heidelberg, 1989.

  22. Thornton, J.M., Flores, T.P., Jones, D.J. and Swindells, M.B., Nature, 354 (1991) 105.

    Article  CAS  Google Scholar 

  23. McGregor, M.J., Islam, S.A. and Sternberg, M.J.E., J. Mol. Biol., 198 (1987) 295.

    Article  CAS  Google Scholar 

  24. Ponder, J.W. and Richards, F.M., J. Mol. Biol., 193 (1987) 775.

    Article  CAS  Google Scholar 

  25. Read, L.S. and Thornton, J.M., Proteins, 5 (1989) 170.

    Google Scholar 

  26. Summers, N.L. and Karplus, M., J. Mol. Biol., 210 (1989) 785.

    Article  CAS  Google Scholar 

  27. Eisenmenger, F., Argos, P. and Abagyan, R., J. Mol. Biol., 231 (1993) 849.

    Article  CAS  Google Scholar 

  28. Jones, T.A. and Thirup, S., EMBO J., 5 (1986) 819.

    CAS  Google Scholar 

  29. Schomburg, D. and Reichelt, J., J. Mol. Graphics, 6 (1988) 161.

    CAS  Google Scholar 

  30. Dayringer, H.E., Tramontano, A. and Fletterick, R.J., J. Mol. Graphics, 4 (1986) 82.

    CAS  Google Scholar 

  31. Vriend, G., J. Mol. Graphics, 8 (1990) 52.

    CAS  Google Scholar 

  32. Jones, T.A., J. Appl. Cryst., 11 (1978) 268.

    Article  CAS  Google Scholar 

  33. Hubbard, R.E., In Fletterick, R.J. and Zoller, M. (Eds), Computer Graphics and Molecular Modelling, Cold Spring Harbor, 1986, pp. 9–12.

  34. Jones, T.A., Zou, J.Y., Cowan, S.W. and Kjelgaard, M., Acta Cryst., A 47 (1991) 110.

    Google Scholar 

  35. Moult, J. and James, M.N.G., Proteins, 1 (1986) 146.

    Article  CAS  Google Scholar 

  36. Bruccoleri, R.E. and Karplus, M., Biopolymers, 26 (1987) 137.

    Article  CAS  Google Scholar 

  37. Fine, R.M., Wang, P.S., Shenkin, D.L., Yarmush, D.L. and Levinthal, C., Proteins, 1 (1986) 342.

    Article  CAS  Google Scholar 

  38. Havel, T.F. and Snow, M.E., J. Mol. Biol., 217 (1991) 1.

    Article  CAS  Google Scholar 

  39. Sippl, M.J., Hendlich, M. and Lackner, P., Protein Sci., 1 (1992) 625.

    CAS  Google Scholar 

  40. Simon, I., Glasser, L. and Scheraga, H.A., Proc. Natl. Acad. Sci. U.S.A., 88 (1991) 3661.

    CAS  Google Scholar 

  41. Ripoll, D.R. and Scheraga, H.A., Biopolymers, 30 (1990) 165.

    Article  CAS  Google Scholar 

  42. Lesk, A.M. and Chothia, C., J. Mol. Biol., 136 (1980) 225.

    Article  CAS  Google Scholar 

  43. Chothia, C. and Lesk, A.M., J. Mol. Biol., 182 (1985) 151.

    Article  CAS  Google Scholar 

  44. Chothia, C. and Lesk, A.M., Trends Biochem. Sci., 190 (1985) 116.

    Google Scholar 

  45. Richardson, J.S., In Anfinsen, C.B., Edsall, J.T. and Richards, R.M. (Eds), Advances in Protein Chemistry, Vol. 34, Academic Press, pp. 167–339.

  46. Ashida, T., Tsunogae, Y., Tanaka, I. and Yamane, T., Acta Cryst., B43 (1987) 212.

    Article  Google Scholar 

  47. Islam, S.A. and Sternberg, M.J.E., Protein Eng., 2 (1989) 431.

    CAS  Google Scholar 

  48. Akrigg, D., Bleasby, A.J., Dix, N.I.M., Findlay, J.B.C., North, A.C.T., Parry-Smith, D., Wootton, J.C., Blundell, T.L., Gardner, S.P., Hayes, F., Islam, S., Sternberg, M.J.E., Thornton, J.M. and Tickle, I.J., Nature, 335 (1988) 745.

    Google Scholar 

  49. Huysmans, M., Richelle, J. and Wodak, S.J., Proteins, 11 (1991) 59.

    Article  CAS  Google Scholar 

  50. Vriend, G., Stouten, P. and Sander, C., submitted.

  51. Levitt, M., J. Mol. Biol., 226 (1992) 507.

    Article  CAS  Google Scholar 

  52. Vriend, G. and Sander, C., submitted.

  53. Singh, J. and Thornton, J.M., J. Mol. Biol., 211 (1990) 595.

    Article  CAS  Google Scholar 

  54. Vriend, G. and Sander, C., J. Appl. Cryst., 26 (1993) 47.

    Article  CAS  Google Scholar 

  55. Pakula, A.A. and Sauer, R.T., Annu. Rev. Genet., 23 (1989) 289.

    Article  CAS  Google Scholar 

  56. Brennan, R.G., Wozniak, J., Faber, R. and Matthews, B.W., J. Cryst. Growth, 90 (1988) 160.

    Article  CAS  Google Scholar 

  57. Van Gunsteren, W.F., Protein Eng., 2 (1989) 5.

    Google Scholar 

  58. Yun-Yu, S., Mark, A.E., Cun-xin, W., Funua, H., Berendsen, H.J.C. and Van Gunsteren, W.F., Protein Eng., 6 (1993) 289.

    Google Scholar 

  59. Priest, F.G., In Harwood, C.R. (Ed.), Biotechnology Handbook, Plenum Press, 1989, pp. 293–320.

  60. Wetmore, D.R., Wong, S.L. and Roche, R.S., Mol. Microbiol., 6 (1992) 1593.

    CAS  Google Scholar 

  61. Wandersman, C., Mol. Microbiol., 3 (1989) 1825.

    CAS  Google Scholar 

  62. Heinrikson, R.L., Methods Enzymol., 47 (1977) 175.

    CAS  Google Scholar 

  63. Stoeva, S. and Kleinschmidt, T., Biol. Chem. Hoppe-Seyler, 370 (1989) 1139.

    CAS  Google Scholar 

  64. Titani, K., Hermodson, M.A., Ericsson, L.H., Walsh, K.A. and Neurath, H., Nature, 238 (1972) 35.

    CAS  Google Scholar 

  65. Takagi, M., Imanaka, T. and Aiba, S., J. Bacteriol., 163 (1985) 824.

    CAS  Google Scholar 

  66. Sidler, W., Niederer, E., Suter, F. and Zuber, H., Biol. Chem. Hoppe-Seyler, 367 (1986) 643.

    CAS  Google Scholar 

  67. Yang, M., Ferrari, E. and Henner, D.J., J. Bacteriol., 160 (1984) 15.

    CAS  Google Scholar 

  68. Vasantha, N., Thompson, L.D., Rhodes, G., Banner, C., Nagle, J. and Fipula, D., J. Bacteriol., 159 (1984) 811.

    CAS  Google Scholar 

  69. Kubo, M. and Imanaka, T., J. Gen. Microbiol., 134 (1988) 1883.

    CAS  Google Scholar 

  70. Matthews, B.W., Jansonius, J.N., Colman, P.M., Schoenborn, B.P. and Dupourque, D., Nature, 238 (1972) 37.

    CAS  Google Scholar 

  71. Holmes, M.A. and Matthews, B.W., J. Mol. Biol., 160 (1982) 623.

    Article  CAS  Google Scholar 

  72. Pauptit, R.A., Karlson, R., Picot, D., Jenkins, J.A., Niklaus-Reimer, A.S. and Jansonius, J.N., J. Mol. Biol., 199 (1988) 525.

    Article  CAS  Google Scholar 

  73. Stark, W., Pauptit, R.A., Wilson, K.S. and Jansonius, J.N., Eur. J. Biochem., 207 (1992) 781.

    Article  CAS  Google Scholar 

  74. Kester, W.R. and Matthews, B.W., J. Biol. Chem., 252 (1977) 7704.

    CAS  Google Scholar 

  75. Hangauer, D.G., Monzingo, A.F. and Matthews, B.W., Biochemistry, 23 (1984) 5730.

    Article  CAS  Google Scholar 

  76. Tronrud, D.E., Monzingo, A.F. and Matthews, B.W., Eur. J. Biochem., 157 (1986) 261.

    Article  CAS  Google Scholar 

  77. Toma, S., Campagnoli, S., De Gregoris, E., Gioanna, R., Margarit, I., Zamai, M. and Grandi, G., Protein Eng., 2 (1989) 359.

    CAS  Google Scholar 

  78. Dunn, B.M., In Beynon, R.J. and Bond, J.S. (Eds), Proteolytic Enzymes, a Practical Approach, IRL Press, 1989, pp. 57–82.

  79. Matthews, B.W., Acc. Chem. Res., 21 (1988) 333.

    Article  CAS  Google Scholar 

  80. Voordouw, G., Milo, C. and Roche, R.S., Biochemistry, 15 (1976) 3716.

    Article  CAS  Google Scholar 

  81. Roche, R.S. and Voordouw, G., CRC Crit. Rev. Biochem., (1978) 1.

  82. Rasnick, D. and Powers, J.C., Biochemistry, 17 (1978) 4363.

    Article  CAS  Google Scholar 

  83. Tronrud, D.E., Holden, H.M. and Matthews, B.W., Science, 235 (1987) 571.

    CAS  Google Scholar 

  84. Colman, P.M., Jansonius, J.N. and Matthews, B.W., J. Mol. Biol., 70 (1972) 701.

    Article  CAS  Google Scholar 

  85. Dalzoppo, D., Vita, C. and Fontana, A., J. Mol. Biol., 182 (1985) 331.

    Article  CAS  Google Scholar 

  86. Imanaka, T., Shibazaki, M. and Takagi, M., Nature, 324 (1986) 695.

    Article  CAS  Google Scholar 

  87. Eijsink, V.G.H., Vriend, G., Van den Burg, B., Venema, G. and Stulp, B.K., Protein Eng., 4 (1990) 99.

    CAS  Google Scholar 

  88. Eijsink, V.G.H., Van derZee, J.R., Van den Burg, B., Vriend, G. and Venema, G., FEBS Lett., 282 (1991) 13.

    Article  CAS  Google Scholar 

  89. Vriend, G., Berendsen, H.J.C., Van der Zee, J.R., Van den Burg, B., Eijsink, V.G.H., Protein Eng., 4 (1991) 941.

    CAS  Google Scholar 

  90. Eijsink, V.G.H., Vriend, G., Van der Zee, J.R., Van den Burg, B. and Venema, G., Biochem. J., 285 (1992) 625.

    CAS  Google Scholar 

  91. Eijsink, V.G.H., Vriend, G., Van den Burg, B., Van der Zee, J.R. and Venema, G., Protein Eng., 5 (1992) 165.

    CAS  Google Scholar 

  92. Eijsink, V.G.H., Vriend, G., Van den Burg, B., Van der Zee, J.R., Veltman, O.R., Stulp, B.K. and Venema, G., Protein Eng., 5 (1992) 157.

    CAS  Google Scholar 

  93. Toma, S., Campagnoli, S., Margarit, I., Gianna, R., Grandi, G., Bolognesi, M., De Filippis, V. and Fontana, A., Biochemistry, 30 (1991) 97.

    Article  CAS  Google Scholar 

  94. Margarit, I., Campagnoli, S., Frigerio, F., Grandi, G., De Filippis, V. and Fontana, A., Protein Eng., 5 (1992) 543.

    CAS  Google Scholar 

  95. Hardy, F., Vriend, G., Veltman, O.R., Van der Vinne, B., Venema, G. and Eijsink, V.G.H., FEBS Lett., 317 (1993) 89.

    Article  CAS  Google Scholar 

  96. Van den Burg, B., Dijkstra, B.W., Vriend, G., Van der Vinne, B., Venema, G. and Eijsink, V.G.H., submitted.

  97. Privalov, P.L., Adv. Prot. Chem., 33 (1979) 167.

    CAS  Google Scholar 

  98. Pace, C.N., Trends Biochem. Sci., 15 (1990) 14.

    Article  CAS  Google Scholar 

  99. Creighton, T.E., Biochem. J., 270 (1990) 1.

    CAS  Google Scholar 

  100. Pace, C.N., Methods Enzymol., 131 (1986) 266.

    CAS  Google Scholar 

  101. Pace, C.N., Trends Biotech., 8 (1990) 93.

    CAS  Google Scholar 

  102. Becktel, W.J. and Baase, W.A., Biopolymers, 26 (1986) 619.

    Google Scholar 

  103. Becktel, W.J. and Schellman, J.A., Biopolymers, 26 (1987) 1859.

    CAS  Google Scholar 

  104. Segawa, S.I. and Sugihara, M., Biopolymers, 23 (1984) 2473.

    CAS  Google Scholar 

  105. Matouschek, A., KellisJr., J.T., Serrano, L. and Fersht, A.R., Nature, 340 (1989) 122.

    Article  CAS  Google Scholar 

  106. Chen, B., Baase, W.A. and Schellman, J.A., Biochemistry, 28 (1989) 691.

    CAS  Google Scholar 

  107. Sancho, J., Meiering, E.M. and Fersht, A.R., J. Mol. Biol., 221 (1991) 1007.

    Article  CAS  Google Scholar 

  108. Jackson, S.E. and Fersht, A.R., Biochemistry, 30 (1991) 10436.

    CAS  Google Scholar 

  109. Liang, H. and Terwilliger, T.C., Biochemistry, 30 (1991) 2772.

    Article  CAS  Google Scholar 

  110. Serrano, L., Matouschek, A. and Fersht, A.R., J. Mol. Biol., 224 (1992) 805.

    CAS  Google Scholar 

  111. Careaga, C.L. and Falke, J.J., J. Mol. Biol., 226 (1992) 1219.

    Article  CAS  Google Scholar 

  112. Dahlquist, F.W., Long, J.W. and Bigbee, W.L., Biochemistry, 15 (1976) 1103.

    Article  CAS  Google Scholar 

  113. Wells, J.A. and Powers, D.B., J. Biol. Chem., 261 (1986) 6564.

    CAS  Google Scholar 

  114. Van den Burg, B., Eijsink, V.G.H., Stulp, B.K. and Venema, G., Biochem. J., 272 (1990) 93.

    Google Scholar 

  115. Eijsink, V.G.H., Van den Burg, B., Vriend, G., Berendsen, H.J.C. and Venema, G., Biochem. Int., 24 (1991) 517.

    CAS  Google Scholar 

  116. Wetzel, R., Trends Biochem. Sci., 12 (1987) 478.

    Article  CAS  Google Scholar 

  117. Mitchinson, C. and Wells, J.A., Biochemistry, 28 (1989) 480.

    Article  Google Scholar 

  118. McLendon, G. and Radany, E., J. Biol. Chem., 252 (1978) 6335.

    Google Scholar 

  119. Pace, C.N. and Barrett, A.J., Biochem. J., 219 (1984) 411.

    CAS  Google Scholar 

  120. Imoto, T., Yamada, H. and Ueda, T., J. Mol. Biol., 190 (1986) 647.

    Article  CAS  Google Scholar 

  121. Voordouw, G. and Roche, R.S., Biochemistry, 14 (1975) 4667.

    CAS  Google Scholar 

  122. Fassina, G., Vita, C., Dalzoppo, D., Zamai, M., Zambonin, M. and Fontana, A., Eur. J. Biochem., 156 (1986) 221.

    Article  CAS  Google Scholar 

  123. Van den Burg, B., Eijsink, V.G.H., Stulp, B.K. and Venema, G., J. Biochem. Biophys. Methods, 18 (1989) 209.

    Google Scholar 

  124. Daniel, R.M., Cowan, D.A., Morgan, H.W. and Curran, M.P., Biochem. J., 207 (1982) 641.

    CAS  Google Scholar 

  125. Ogasahara, K., Tsunasawa, S., Soda, Y., Yutani, K. and Sugino, Y., Eur. J. Biochem., 150 (1985) 17.

    Article  CAS  Google Scholar 

  126. Parsell, D.A. and Sauer, R.T., J. Biol. Chem., 264 (1989) 7590.

    CAS  Google Scholar 

  127. Fontana, A., Fassina, G., Vita, C., Dalzoppo, D., Zamai, M. and Zambonin, M., Biochemistry, 25 (1986) 1847.

    Article  CAS  Google Scholar 

  128. Van Gunsteren, W.F. and Berendsen, H.J.C., BIOMOS, Biomolecular software, Laboratory of Physical Chemistry, University of Groningen, The Netherlands, 1987.

    Google Scholar 

  129. Hol, W.G.J. and Vriend, G., unpublished results.

  130. Eijsink, V.G.H., Ph.D. Thesis, University of Groningen, The Netherlands, 1991.

  131. Signor, G., Vita, C., Fontana, A., Frigerio, R., Bolognesi, M., Toma, S., Gianni, R., De Gregoris, E. and Grandi, G., Eur. J. Biochem., 189 (1990) 221.

    Article  CAS  Google Scholar 

  132. Frigerio, F., Vriend, G. and Eijsink, V.G.H., in preparation.

  133. Alber, T., Annu. Rev. Biochem., 58 (1989) 765.

    Article  CAS  Google Scholar 

  134. Fontana, A., Curr. Opin. Biotech., 2 (1991) 551.

    CAS  Google Scholar 

  135. Matthews, B.W., Curr. Opin. Struct. Biol., 1 (1991) 17.

    Article  CAS  Google Scholar 

  136. Sauer, R.T. and Lim, W., Opin. Struct. Biol., 2 (1992) 46.

    Google Scholar 

  137. Argos, P., Rossmann, M.G., Grau, U.M., Zuber, H., Frank, G. and Tratschin, J.D., Biochemistry, 18 (1979) 5698.

    CAS  Google Scholar 

  138. Menedez-Arias, L. and Argos, P., J. Mol. Biol., 206 (1989) 397.

    Google Scholar 

  139. Querrol, E. and Parilla, A., Enzyme Microb. Technol., 9 (1987) 238.

    Google Scholar 

  140. Alber, T., Bell, J.A., Dao-Pin, S., Nicholson, H., Wozniak, J.A. and Matthews, B.W., Science, 239 (1988) 631.

    CAS  Google Scholar 

  141. Shortle, D., Sites, W.E. and Meeker, A.K., Biochemistry, 29 (1990) 8033.

    Article  CAS  Google Scholar 

  142. Sandberg, W.S. and Terwilliger, T.C., Proc. Natl. Acad. Sci. U.S.A., 88 (1991) 1706.

    CAS  Google Scholar 

  143. Serrano, L., Neira, J.L., Sancho, J. and Fersht, A.R., Nature, 356 (1992) 453.

    Article  CAS  Google Scholar 

  144. Mrabet, N.T., Van den Broeck, A., Van den Brande, I., Stanssens, P., Laroche, Y., Lambeir, A.M., Matthijsens, G., Jenkins, J., Chiadmi, M., Van Tilbeurgh, H., Rey, F., Janin, J., Quax, W.J., Lasters, I., De Maeyer, M. and Wodak, S.J., Biochemistry, 31 (1992) 2239.

    CAS  Google Scholar 

  145. Takagi, H., Takahasi, T., Momose, H., Inouye, M., Maeda, Y., Matsuzawa, H. and Ohta, T., J. Biol. Chem., 265 (1990) 6874.

    CAS  Google Scholar 

  146. Van der Vinne, B., Vriend, G., Venema, G. and Eijsink, V.G.H., in preparation.

  147. Kauzmann, W., Adv. Prot. Chem., 14 (1957) 1.

    Google Scholar 

  148. Tanford, C., Adv. Prot. Chem., 23 (1968) 121.

    CAS  Google Scholar 

  149. Dill, K.A., Biochemistry, 29 (1990) 7133.

    Article  CAS  Google Scholar 

  150. Sharp, K.A., Curr. Opin. Struct. Biol., 1 (1991) 171.

    Article  CAS  Google Scholar 

  151. Connolly, M.L., J. Pept. Prot. Res., 28 (1986) 360.

    CAS  Google Scholar 

  152. Karpusas, M., Baase, W.A., Matsumura, M. and Matthews, B.W., Proc. Natl. Acad. Sci. U.S.A., 86 (1989) 8237.

    CAS  Google Scholar 

  153. Lim, W.A. and Sauer, R.T., Nature, 339 (1989) 31.

    Article  CAS  Google Scholar 

  154. Sandberg, W.C. and Terwilliger, T.C., Science, 245 (1989) 54.

    CAS  Google Scholar 

  155. Rashin, A.A., Iofin, M. and Honig, B., Biochemistry, 25 (1986) 3619.

    Article  CAS  Google Scholar 

  156. Creighton, T.E., Curr. Opin. Struct. Biol., 1 (1991) 5.

    CAS  Google Scholar 

  157. KellisJr., J.T., Nyberg, K., Sali, D. and Fersht, A.R., Nature, 333 (1988) 784.

    Article  CAS  Google Scholar 

  158. Eriksson, A.E., Baase, W.A., Zhang, X.J., Heinz, D.W., Blaber, M., Baldwin, E.P. and Matthews, B.W., Science, 225 (1992) 178.

    Google Scholar 

  159. Matsumura, M., Becktel, W.J. and Matthews, B.W., Nature, 334 (1988) 406.

    Article  CAS  Google Scholar 

  160. Kimura, S., Oda, Y., Nakai, T., Katayanagi, K., Kitakuni, E., Nakai, C., Nakamura, H., Ikehara, M. and Kanaya, S., Eur. J. Biochem., 206 (1992) 337.

    Article  CAS  Google Scholar 

  161. Voorintholt, R., Kosters, M.T., Vegter, G., Vriend, G. and Hol, W.G.J., J. Mol. Graphics, 7 (1989) 243.

    CAS  Google Scholar 

  162. Richardson, J.S. and Richardson, D.C., Science, 240 (1988) 1648.

    CAS  Google Scholar 

  163. Presta, L.G. and Rose, G.D., Science, 240 (1988) 1632.

    CAS  Google Scholar 

  164. Wada, A., Adv. and Biophys., 9 (1976) 1.

    CAS  Google Scholar 

  165. Hol, W.G.J., Van Duijnen, P.T. and Berendsen, H.J.C., Nature, 273 (1978) 443.

    Article  CAS  Google Scholar 

  166. Aquist, J., Luecke, H., Quiocho, F. and Warshel, A., Proc. Natl. Acad. Sci. U.S.A., 88 (1991) 2026.

    Google Scholar 

  167. Sali, D., Bycroft, M. and Fersht, A.R., Nature, 335 (1988) 740.

    CAS  Google Scholar 

  168. Nicholson, H., Becktel, W.J. and Matthews, B.W., Nature, 336 (1988) 651.

    Article  CAS  Google Scholar 

  169. Serrano, L. and Fersht, A.R., Nature, 342 (1989) 296.

    Article  CAS  Google Scholar 

  170. Dao-Pin, S., Sauer, U., Nicholson, H. and Matthews, B.W., Biochemistry, 30 (1991) 7142.

    Article  Google Scholar 

  171. Sali, D., Bycroft, M. and Fersht, A.R., J. Mol. Biol., 220 (1991) 779.

    Article  CAS  Google Scholar 

  172. Sancho, J., Serrano, L. and Fersht, A.R., Biochemistry, 31 (1992) 2253.

    Article  CAS  Google Scholar 

  173. Bell, J.A., Becktel, W.J., Sauer, U., Baase, W.A. and Matthews, B.W., Biochemistry, 31 (1992) 3590.

    Article  CAS  Google Scholar 

  174. Perutz, M.F. and Raidt, H., Nature, 255 (1975) 256.

    Article  CAS  Google Scholar 

  175. Marqusee, S. and Baldwin, R.L., Proc. Natl. Acad. Sci. U.S.A., 84 (1987) 8898.

    CAS  Google Scholar 

  176. Bradley, E.K., Thomason, J.F., Cohen, F.E., Kosen, P. and Kuntz, I.D., J. Mol. Biol., 215 (1990) 607.

    CAS  Google Scholar 

  177. Lyu, P.C., Gans, P.J. and Kallenbach, N.R., J. Mol. Biol., 223 (1992) 343.

    Article  CAS  Google Scholar 

  178. Akke, M. and Forssen, S., Proteins, 8 (1990) 23.

    Article  CAS  Google Scholar 

  179. Horovitz, A., Serrano, L., Avron, B., Bycroft, M. and Fersht, A.R., J. Mol. Biol., 216 (1990) 1031.

    CAS  Google Scholar 

  180. Serrano, L., Horovitz, A., Avron, B., Bycroft, M. and Fersht, A.R., Biochemistry, 29 (1990) 9343.

    Article  CAS  Google Scholar 

  181. Anderson, D.E., Becktel, W.J. and Dahlquist, F.W., Biochemistry, 29 (1990) 2403.

    CAS  Google Scholar 

  182. Erwin, C.R., Barnett, B.L., Oliver, J.D. and Sullivan, J.F., Protein Eng., 4 (1990) 87.

    CAS  Google Scholar 

  183. Goldenberg, D.P. and Creighton, T.E., Biopolymers, 24 (1985) 167.

    Article  CAS  Google Scholar 

  184. Alber, T., Dao-Pin, S., Wilson, K., Wozniak, J.A., Cook, S.P. and Matthews, B.W., Nature, 330 (1987) 41.

    Article  CAS  Google Scholar 

  185. Perry, K.M., Onuuffer, J.J., Touchette, N.A., Herndon, C.S., Gittelman, M.S., Matthews, C.R., Chen, J.T., Mayer, R.J., Taira, K., Benkovic, S.J., Howell, E.E. and Kraut, J., Biochemistry, 26 (1987) 2674.

    Article  CAS  Google Scholar 

  186. Bryan, P.N., Rollence, M.L., Pantoliano, M.W., Wood, J., Finzel, B.C., Gilliand, G.L., Howard, A.J. and Poulos, T.L., Proteins, 1 (1986) 326.

    CAS  Google Scholar 

  187. Pantoliano, M.W., Whitlow, M., Wood, J.F., Dodd, S.W., Hardman, K.D., Rollence, M.L. and Bryan, P.N., Biochemistry, 28 (1989) 7205.

    Article  CAS  Google Scholar 

  188. Vriend, G., Protein Eng., 4 (1990) 221.

    CAS  Google Scholar 

  189. Matthews, B., W., Nicholson, H. and Becktel, W.J., Proc. Natl. Acad. Sci. U.S.A., 84 (1987) 6663.

    CAS  Google Scholar 

  190. Pantoliano, M.W., Whitlow, M., Wood, J.F., Rollence, M.L., Finzel, B.C., Gilliand, G.L., Poulos, T.L. and Bryan, P.N., Biochemistry, 27 (1988) 8311.

    Article  CAS  Google Scholar 

  191. Kuroki, R., Kawakita, S., Nakamura, H. and Yutani, K., Proc. Natl. Acad. Sci. U.S.A., 89 (1992) 6803.

    CAS  Google Scholar 

  192. Hecht, M.H., Sturtevant, J.M. and Sauer, R.T., Proteins, 1 (1986) 43.

    Article  CAS  Google Scholar 

  193. Ganter, C. and Pluckthun, A., Biochemistry, 29 (1990) 9395.

    Article  CAS  Google Scholar 

  194. Finkelstein, A.V., Badretdinov, A.Y. and Ptitsyn, O.B., Proteins, 10 (1991) 287.

    Article  CAS  Google Scholar 

  195. O'Neill, K.T. and DeGrado, W.F., Science, 250 (1990) 646.

    Google Scholar 

  196. Dao-Pin, S., Baase, W.A. and Matthews, B.W., Proteins, 7 (1990) 198.

    Article  CAS  Google Scholar 

  197. Zhang, X.J., Baase, W.A. and Matthews, B.W., Biochemistry, 30 (1991) 2012.

    CAS  Google Scholar 

  198. Suzuki, Y., Oishi, K., Nakano, H. and Nagayama, T., Appl. Microbiol. Biotechnol., 26 (1987) 546.

    Article  CAS  Google Scholar 

  199. Tesfay, H.S., Amelunxen, R.E. and Goldberg, I.D., Gene, 82 (1989) 237.

    Article  CAS  Google Scholar 

  200. Yutani, K., Hayashi, S., Sugisaki, Y. and Ogasahara, K., Proteins, 9 (1991) 90.

    Article  CAS  Google Scholar 

  201. Van Osten, K., personal communication.

  202. Pace, C.N., Grimsley, G.R., Thomson, J.A. and Barnett, B.J., J. Biol. Chem., 263 (1988) 11820.

    CAS  Google Scholar 

  203. Jacobson, R.H., Matsumura, M., Faber, H.R. and Matthews, B.W., Protein Sci., 1 (1992) 46.

    CAS  Google Scholar 

  204. Matsumura, M., Becktel, W.J., Levitt, M. and Matthews, B.W., Proc. Natl. Acad. Sci. U.S.A., 86 (1989) 6562.

    CAS  Google Scholar 

  205. Kanaya, S., Katsuda, C., Kimura, S., Nakai, T., Kitakuni, E., Nakamura, H., Katayanagi, K., Morikawa, K. and Ikehara, M., J. Biol. Chem., 266 (1991) 6038.

    CAS  Google Scholar 

  206. Gusev, N.B., Grabarek, Z. and Gergely, J., J. Biol. Chem., 266 (1991) 16622.

    CAS  Google Scholar 

  207. Matsumura, M., Signor, G. and Matthews, B.M., Nature, 342 (1989) 291.

    Article  CAS  Google Scholar 

  208. Pantoliano, M.W., Ladner, R.C., Bryan, P.N., Rollence, M.L., Wood, J.F. and Poulos, T.L., Biochemistry, 26 (1987) 2077.

    Article  CAS  Google Scholar 

  209. Van den Burg, B., Dijkstra, B.W., Van der Vinne, B., Stulp, B.K., Eijsink, V.G.H. and Venema, G., Protein Eng., 6 (1993) in press.

  210. Wells, J.A., Biochemistry, 29 (1990) 8509.

    Article  CAS  Google Scholar 

  211. Pfeill, W., Biophys. Chem., 13 (1981) 181.

    Google Scholar 

  212. Corbett, R.J.T., Ahmad, F. and Roche, R.S., Biochem. Cell Biol., 64 (1986) 953.

    CAS  Google Scholar 

  213. Bernstein, F.C., Koetzle, T.F., Williams, G.J.B., Meyer, E.F., BriceJr., M.D., Rodgers, J.R., Kennard, O., Shimanouchi, T. and Tasuma, M., J. Mol. Biol., 112 (1977) 535.

    CAS  Google Scholar 

  214. Takagi, M. and Imanaka, T., FEBS Lett., 254 (1989) 43.

    Article  CAS  Google Scholar 

  215. Carson, M., J. Mol. Graphics, 5 (1987) 103.

    CAS  Google Scholar 

Download references

Author information

Authors and Affiliations

Authors

Rights and permissions

Reprints and permissions

About this article

Cite this article

Vriend, G., Eijsink, V. Prediction and analysis of structure, stability and unfolding of thermolysin-like proteases. J Computer-Aided Mol Des 7, 367–396 (1993). https://doi.org/10.1007/BF02337558

Download citation

  • Received:

  • Accepted:

  • Issue Date:

  • DOI: https://doi.org/10.1007/BF02337558

Key words

Navigation