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Volumn 28, Issue 3, 2014, Pages 245-257

Predicting hydration free energies with a hybrid QM/MM approach: An evaluation of implicit and explicit solvation models in SAMPL4

Author keywords

Explicit solvent; Hydration free energy calculations; Implicit solvent; Non Boltzmann Bennett; QM MM

Indexed keywords

BIOINFORMATICS; CONFORMATIONS; FREE ENERGY; HYDRATION; MOLECULAR DYNAMICS; PHASE SPACE METHODS; POTENTIAL ENERGY; QUANTUM THEORY; SOLVATION; SOLVENTS;

EID: 84899916134     PISSN: 0920654X     EISSN: 15734951     Source Type: Journal    
DOI: 10.1007/s10822-014-9708-4     Document Type: Article
Times cited : (62)

References (53)
  • 2
    • 65249155929 scopus 로고    scopus 로고
    • A blind challenge for computational solvation free energies: Introduction and overview
    • doi:10.1021/jp806724u
    • Guthrie JP (2009) A blind challenge for computational solvation free energies: introduction and overview. J Phys Chem B 113(14):4501-4507. doi:10.1021/jp806724u
    • (2009) J Phys Chem B , vol.113 , Issue.14 , pp. 4501-4507
    • Guthrie, J.P.1
  • 3
    • 77953325344 scopus 로고    scopus 로고
    • The SAMPL2 blind prediction challenge: Introduction and overview
    • doi:10.1007/s10822-010-9350-8
    • Geballe MT, Skillman AG, Nicholls A, Guthrie JP, Taylor PJ (2010) The SAMPL2 blind prediction challenge: introduction and overview. J Comput Aid Mol Des 24(4, SI):259-279. doi:10.1007/s10822-010-9350-8
    • (2010) J Comput Aid Mol des , vol.24 , Issue.4 SI , pp. 259-279
    • Geballe, M.T.1    Skillman, A.G.2    Nicholls, A.3    Guthrie, J.P.4    Taylor, P.J.5
  • 5
    • 65249187748 scopus 로고    scopus 로고
    • Small molecule hydration free energies in explicit solvent: An extensive test of fixed-charge atomistic simulations
    • doi:10.1021/ct800409d
    • Mobley DL, Bayly CI, Cooper MD, Shirts MR, Dill KA (2009) Small molecule hydration free energies in explicit solvent: an extensive test of fixed-charge atomistic simulations. J Chem Theory Comput 5(2):350-358. doi:10.1021/ct800409d
    • (2009) J Chem Theory Comput , vol.5 , Issue.2 , pp. 350-358
    • Mobley, D.L.1    Bayly, C.I.2    Cooper, M.D.3    Shirts, M.R.4    Dill, K.A.5
  • 6
    • 77953322826 scopus 로고    scopus 로고
    • Predicting hydration free energies using all-atom molecular dynamics simulations and multiple starting conformations
    • doi:10.1007/s10822-010-9343-7
    • Klimovich PV, Mobley DL (2010) Predicting hydration free energies using all-atom molecular dynamics simulations and multiple starting conformations. J Comput Aid Mol Des 24(4, SI):307-316. doi:10.1007/s10822-010-9343-7
    • (2010) J Comput Aid Mol des , vol.24 , Issue.4 SI , pp. 307-316
    • Klimovich, P.V.1    Mobley, D.L.2
  • 7
    • 84863103481 scopus 로고    scopus 로고
    • Alchemical prediction of hydration free energies for SAMPL
    • doi:10.1007/s10822-011-9528-8
    • Mobley DL, Liu S, Cerutti DS, Swope WC, Rice JE (2012) Alchemical prediction of hydration free energies for SAMPL. J Comput Aid Mol Des 26(5, SI):551-562. doi:10.1007/s10822-011-9528-8
    • (2012) J Comput Aid Mol des , vol.26 , Issue.5 SI , pp. 551-562
    • Mobley, D.L.1    Liu, S.2    Cerutti, D.S.3    Swope, W.C.4    Rice, J.E.5
  • 8
    • 84872305668 scopus 로고    scopus 로고
    • Partial atomic charges and their impact on the free energy of solvation
    • doi:10.1002/jcc.23117
    • Jambeck JPM, Mocci F, Lyubartsev AP, Laaksonen A (2013) Partial atomic charges and their impact on the free energy of solvation. J Comput Chem 34(3):187-197. doi:10.1002/jcc.23117
    • (2013) J Comput Chem , vol.34 , Issue.3 , pp. 187-197
    • Jambeck, J.P.M.1    Mocci, F.2    Lyubartsev, A.P.3    Laaksonen, A.4
  • 9
    • 65249135879 scopus 로고    scopus 로고
    • Performance of SM6, SM8, and SMD on the SAMPL1 test set for the prediction of small-molecule solvation free energies
    • Marenich AV, Cramer CJ, Truhlar DG (2009) Performance of SM6, SM8, and SMD on the SAMPL1 test set for the prediction of small-molecule solvation free energies. J Phys Chem B 113(14):4538-4543
    • (2009) J Phys Chem B , vol.113 , Issue.14 , pp. 4538-4543
    • Marenich, A.V.1    Cramer, C.J.2    Truhlar, D.G.3
  • 10
    • 77953326951 scopus 로고    scopus 로고
    • Prediction of sampl2 aqueous solvation free energies and tautomeric ratios using the sm8, sm8ad, and smd solvation models
    • Ribeiro R, Marenich A, Cramer C, Truhlar D (2010) Prediction of sampl2 aqueous solvation free energies and tautomeric ratios using the sm8, sm8ad, and smd solvation models. J Comput Aid Mol Des 24(4):317-333
    • (2010) J Comput Aid Mol des , vol.24 , Issue.4 , pp. 317-333
    • Ribeiro, R.1    Marenich, A.2    Cramer, C.3    Truhlar, D.4
  • 11
    • 77953324675 scopus 로고    scopus 로고
    • Blind prediction test of free energies of hydration with COSMO-RS
    • doi:10.1007/s10822-010-9354-4
    • Klamt A, Diedenhofen M (2010) Blind prediction test of free energies of hydration with COSMO-RS. J Comput Aid Mol Des 24(4, SI):357-360. doi:10.1007/s10822-010-9354-4
    • (2010) J Comput Aid Mol des , vol.24 , Issue.4 SI , pp. 357-360
    • Klamt, A.1    Diedenhofen, M.2
  • 12
    • 79955509805 scopus 로고    scopus 로고
    • A simple QM/MM approach for capturing polarization effects in protein-ligand binding free energy calculations
    • doi:10.1021/jp109054j
    • Beierlein FR, Michel J, Essex JW (2011) A simple QM/MM approach for capturing polarization effects in protein-ligand binding free energy calculations. J Phys Chem B 115(17):4911-4926. doi:10.1021/jp109054j
    • (2011) J Phys Chem B , vol.115 , Issue.17 , pp. 4911-4926
    • Beierlein, F.R.1    Michel, J.2    Essex, J.W.3
  • 13
    • 84882305295 scopus 로고    scopus 로고
    • Free energies of binding from large-scale first-principles quantum mechanical calculations: Application to ligand hydration energies
    • doi:10.1021/jp404518r
    • Fox SJ, Pittock C, Tautermann CS, Fox T, Christ C, Malcolm NOJ, Essex JW, Skylaris CK (2013) Free energies of binding from large-scale first-principles quantum mechanical calculations: application to ligand hydration energies. J Phys Chem B 117(32):9478-9485. doi:10.1021/jp404518r
    • (2013) J Phys Chem B , vol.117 , Issue.32 , pp. 9478-9485
    • Fox, S.J.1    Pittock, C.2    Tautermann, C.S.3    Fox, T.4    Christ, C.5    Malcolm, N.O.J.6    Essex, J.W.7    Skylaris, C.K.8
  • 14
    • 85051912728 scopus 로고    scopus 로고
    • Quantum mechanical free energy barrier for an enzymatic reaction
    • doi:10.1103/PhysRevLett.94.138302
    • Rod TH, Ryde U (2005) Quantum mechanical free energy barrier for an enzymatic reaction. Phys Rev Lett 94(13):138-302. doi:10.1103/PhysRevLett.94. 138302
    • (2005) Phys Rev Lett , vol.94 , Issue.13 , pp. 138-302
    • Rod, T.H.1    Ryde, U.2
  • 15
    • 33646508010 scopus 로고    scopus 로고
    • Accurate QM/MM free energy calculations of enzyme reactions: Methylation by catechol O-methyltransferase
    • doi:10.1021/ct0501102
    • Rod TH, Ryde U (2005) Accurate QM/MM free energy calculations of enzyme reactions: methylation by catechol O-methyltransferase. J Chem Theory Comput 1(6):1240-1251. doi:10.1021/ct0501102
    • (2005) J Chem Theory Comput , vol.1 , Issue.6 , pp. 1240-1251
    • Rod, T.H.1    Ryde, U.2
  • 16
    • 84865471425 scopus 로고    scopus 로고
    • Convergence of QM/MM free-energy perturbations based on molecular-mechanics or semiempirical simulations
    • doi:10.1039/c2cp41005b
    • Heimdal J, Ryde U (2012) Convergence of QM/MM free-energy perturbations based on molecular-mechanics or semiempirical simulations. Phys Chem Chem Phys 14:12,592-12,604. doi:10.1039/c2cp41005b
    • (2012) Phys Chem Chem Phys , vol.14 , pp. 12592-12604
    • Heimdal, J.1    Ryde, U.2
  • 17
    • 77955568818 scopus 로고    scopus 로고
    • Practically efficient QM/MM alchemical free energy simulations: The orthogonal space random walk strategy
    • doi:10.1021/ct100033s
    • Min D, Zheng L, Harris W, Chen M, Lv C, Yang W (2010) Practically efficient QM/MM alchemical free energy simulations: the orthogonal space random walk strategy. J Chem Theory Comput 6(8):2253-2266. doi:10.1021/ct100033s
    • (2010) J Chem Theory Comput , vol.6 , Issue.8 , pp. 2253-2266
    • Min, D.1    Zheng, L.2    Harris, W.3    Chen, M.4    Lv, C.5    Yang, W.6
  • 18
    • 77955766844 scopus 로고    scopus 로고
    • Chapter 4 - QM/MM alchemical free energy simulations: Challenges and recent developments
    • doi:10.1016/S1574-1400(10)06004-4
    • Yang W, Cui Q, Min D, Li H (2010) Chapter 4 - QM/MM alchemical free energy simulations: challenges and recent developments. Annu Rep Comput Chem 6:51-62. doi:10.1016/S1574-1400(10)06004-4
    • (2010) Annu Rep Comput Chem , vol.6 , pp. 51-62
    • Yang, W.1    Cui, Q.2    Min, D.3    Li, H.4
  • 19
    • 34047170424 scopus 로고    scopus 로고
    • Sampling enhancement for the quantum mechanical potential based molecular dynamics simulations: A general algorithm and its extension for free energy calculation on rugged energy surface
    • doi:10.1063/1.2710790
    • Li H, Yang W (2007) Sampling enhancement for the quantum mechanical potential based molecular dynamics simulations: a general algorithm and its extension for free energy calculation on rugged energy surface. J Chem Phys 126(11) doi:10.1063/1.2710790
    • (2007) J Chem Phys , vol.126 , Issue.11
    • Li, H.1    Yang, W.2
  • 20
    • 79952501515 scopus 로고    scopus 로고
    • Non-Boltzmann sampling and Bennett's acceptance ratio method: How to profit from bending the rules
    • doi:10.1002/jcc.21687
    • König G, Boresch S (2011) Non-Boltzmann sampling and Bennett's acceptance ratio method: how to profit from bending the rules. J Comput Chem 32(6):1082-1090. doi:10.1002/jcc.21687
    • (2011) J Comput Chem , vol.32 , Issue.6 , pp. 1082-1090
    • König, G.1    Boresch, S.2
  • 21
    • 84898491607 scopus 로고    scopus 로고
    • Multiscale free energy simulations: An efficient method for connecting classical MD simulations to QM or QM/MM free energies using Non-Boltzmann Bennett reweighting schemes
    • in press
    • König G, Hudson P, Boresch S, Woodcock HL (2014) Multiscale free energy simulations: an efficient method for connecting classical MD simulations to QM or QM/MM free energies using Non-Boltzmann Bennett reweighting schemes. J Chem Theory Comput (in press)
    • (2014) J Chem Theory Comput
    • König, G.1    Hudson, P.2    Boresch, S.3    Woodcock, H.L.4
  • 22
    • 5244304444 scopus 로고
    • Efficient estimation of free energy differences from Monte Carlo data
    • Bennett CH (1976) Efficient estimation of free energy differences from Monte Carlo data. J Comp Phys 22:245-268
    • (1976) J Comp Phys , vol.22 , pp. 245-268
    • Bennett, C.H.1
  • 24
    • 36849122972 scopus 로고
    • High-temperature equation of state by a perturbation method. I. Nonpolar gases
    • Zwanzig RW (1954) High-temperature equation of state by a perturbation method. I. Nonpolar gases. J Chem Phys 22:1420
    • (1954) J Chem Phys , vol.22 , pp. 1420
    • Zwanzig, R.W.1
  • 25
    • 84899935825 scopus 로고    scopus 로고
    • SAMPL4, a blind challenge for computational solvation free energies: The compounds considered
    • in press
    • Guthrie JP (2014) SAMPL4, a blind challenge for computational solvation free energies: the compounds considered. J Comput Aided Mol Des (in press)
    • (2014) J Comput Aided Mol des
    • Guthrie, J.P.1
  • 26
    • 84899976104 scopus 로고    scopus 로고
    • Blind prediction of solvation free energies from the SAMPL4 challenge
    • doi:10.1007/s10822-014-9718-2
    • Mobley DL, Wymer KL, Lim NM, Guthrie JP (2014) Blind prediction of solvation free energies from the SAMPL4 challenge. J Comput Aided Mol Des. doi:10.1007/s10822-014-9718-2
    • (2014) J Comput Aided Mol des
    • Mobley, D.L.1    Wymer, K.L.2    Lim, N.M.3    Guthrie, J.P.4
  • 30
    • 0034294024 scopus 로고    scopus 로고
    • Multidimensional replica-exchange method for free-energy calculations
    • Sugita Y, Kitao A, Okamoto Y (2000) Multidimensional replica-exchange method for free-energy calculations. J Chem Phys 113:6042
    • (2000) J Chem Phys , vol.113 , pp. 6042
    • Sugita, Y.1    Kitao, A.2    Okamoto, Y.3
  • 31
    • 33846823909 scopus 로고
    • Particle mesh ewald - An n.Log(n) method for ewald sums in large systems
    • Darden T, York D, Pedersen L (1993) Particle mesh ewald - an n.log(n) method for ewald sums in large systems. J Chem Phys 98:10089-10092
    • (1993) J Chem Phys , vol.98 , pp. 10089-10092
    • Darden, T.1    York, D.2    Pedersen, L.3
  • 32
    • 0038792211 scopus 로고    scopus 로고
    • New analytic approximation to the standard molecular volume definition and its application to generalized born calculations
    • Lee MS, Feig M, Salsbury FR, Brooks CL III (2003) New analytic approximation to the standard molecular volume definition and its application to generalized born calculations. J Comput Chem 23:1348-1356
    • (2003) J Comput Chem , vol.23 , pp. 1348-1356
    • Lee, M.S.1    Feig, M.2    Salsbury, F.R.3    Brooks III, C.L.4
  • 34
    • 0000189651 scopus 로고
    • Density-functional thermochemistry. III. The role of exact exchange
    • doi:10.1063/1.464913
    • Becke AD (1993) Density-functional thermochemistry. III. The role of exact exchange. J Chem Phys 98(7):5648-5652. doi:10.1063/1.464913
    • (1993) J Chem Phys , vol.98 , Issue.7 , pp. 5648-5652
    • Becke, A.D.1
  • 35
    • 43049141516 scopus 로고    scopus 로고
    • The M06 suite of density functionals for main group thermochemistry, thermochemical kinetics, noncovalent interactions, excited states, and transition elements: Two new functionals and systematic testing of four M06-class functionals and 12 other function
    • Zhao Y, Truhlar DG (2007) The M06 suite of density functionals for main group thermochemistry, thermochemical kinetics, noncovalent interactions, excited states, and transition elements: two new functionals and systematic testing of four M06-class functionals and 12 other function. Theor Chem Acc 120:215-241
    • (2007) Theor Chem Acc , vol.120 , pp. 215-241
    • Zhao, Y.1    Truhlar, D.G.2
  • 36
    • 40549127108 scopus 로고    scopus 로고
    • Density functionals with broad applicability in chemistry
    • Zhao Y, Truhlar DG (2008) Density functionals with broad applicability in chemistry. Acc Chem Res 41:157-167
    • (2008) Acc Chem Res , vol.41 , pp. 157-167
    • Zhao, Y.1    Truhlar, D.G.2
  • 37
    • 0000812163 scopus 로고
    • Accuracy of ah n equilibrium geometries by single determinant molecular orbital theory
    • doi:10.1080/00268977400100171
    • Hariharan PC, Pople JA (1974) Accuracy of ah n equilibrium geometries by single determinant molecular orbital theory. Mol Phys 27(1):209-214. doi:10.1080/00268977400100171
    • (1974) Mol Phys , vol.27 , Issue.1 , pp. 209-214
    • Hariharan, P.C.1    Pople, J.A.2
  • 38
    • 33746614482 scopus 로고
    • Gaussian basis sets for use in correlated molecular calculations. I. The atoms boron through neon and hydrogen
    • Dunning TH Jr (1989) Gaussian basis sets for use in correlated molecular calculations. I. The atoms boron through neon and hydrogen. J Chem Phys 90(2):1007-1023
    • (1989) J Chem Phys , vol.90 , Issue.2 , pp. 1007-1023
    • Dunning Jr., T.H.1
  • 39
    • 84961980477 scopus 로고    scopus 로고
    • Quantum mechanical continuum solvation models
    • doi:10.1021/cr9904009
    • Tomasi J, Mennucci B, Cammi R (2005) Quantum mechanical continuum solvation models. Chem Rev 105(8):2999-3094. doi:10.1021/cr9904009
    • (2005) Chem Rev , vol.105 , Issue.8 , pp. 2999-3094
    • Tomasi, J.1    Mennucci, B.2    Cammi, R.3
  • 40
    • 66349120487 scopus 로고    scopus 로고
    • Universal solvation model based on solute electron density and on a continuum model of the solvent defined by the bulk dielectric constant and atomic surface tensions
    • Marenich AV, Cramer CJ, Truhlar DG (2009) Universal solvation model based on solute electron density and on a continuum model of the solvent defined by the bulk dielectric constant and atomic surface tensions. J Phys Chem B 113(18):6378-6396
    • (2009) J Phys Chem B , vol.113 , Issue.18 , pp. 6378-6396
    • Marenich, A.V.1    Cramer, C.J.2    Truhlar, D.G.3
  • 41
    • 84962359443 scopus 로고    scopus 로고
    • a calculations for carboxylic acids using Complete Basis Set and Gaussian-n models combined with CPCM continuum solvation methods
    • DOI 10.1021/ja010534f
    • Liptak M, Shields G (2001) Accurate pK(a) calculations for carboxylic acids using complete basis set and gaussian-n models combined with CPCM continuum solvation methods. J Am Chem Soc 123(30):7314-7319. doi:10.1021/ja010534f (Pubitemid 32879445)
    • (2001) Journal of the American Chemical Society , vol.123 , Issue.30 , pp. 7314-7319
    • Liptak, M.D.1    Shields, G.C.2
  • 44
    • 0004016501 scopus 로고
    • Comparison of simple potential functions for simulating liquid water
    • doi:10.1063/1.445869
    • Jorgensen WL, Chandrasekhar J, Madura JD, Impey RW, Klein ML (1983) Comparison of simple potential functions for simulating liquid water. J Chem Phys 79(2):926-935. doi:10.1063/1.445869
    • (1983) J Chem Phys , vol.79 , Issue.2 , pp. 926-935
    • Jorgensen, W.L.1    Chandrasekhar, J.2    Madura, J.D.3    Impey, R.W.4    Klein, M.L.5
  • 46
    • 84863089714 scopus 로고    scopus 로고
    • The SAMPL3 blind prediction challenge: Transfer energy overview
    • doi:10.1007/s10822-012-9568-8
    • Geballe MT, Guthrie JP (2012) The SAMPL3 blind prediction challenge: transfer energy overview. J Comput Aid Mol Des 26(5, SI):489-496. doi:10.1007/s10822-012-9568-8
    • (2012) J Comput Aid Mol des , vol.26 , Issue.5 SI , pp. 489-496
    • Geballe, M.T.1    Guthrie, J.P.2
  • 47
    • 84863114434 scopus 로고    scopus 로고
    • Prediction of hydration free energies for aliphatic and aromatic chloro derivatives using molecular dynamics simulations with the OPLS-AA force field
    • doi:10.1007/s10822-011-9527-9
    • Beckstein O, Iorga BI (2012) Prediction of hydration free energies for aliphatic and aromatic chloro derivatives using molecular dynamics simulations with the OPLS-AA force field. J Comput Aid Mol Des 26(5, SI):635-645. doi:10.1007/s10822-011-9527-9
    • (2012) J Comput Aid Mol des , vol.26 , Issue.5 SI , pp. 635-645
    • Beckstein, O.1    Iorga, B.I.2
  • 48
    • 84863107344 scopus 로고    scopus 로고
    • Prediction of free energies of hydration with COSMO-RS on the SAMPL3 data set
    • doi:10.1007/s10822-012-9576-8
    • Reinisch J, Klamt A, Diedenhofen M (2012) Prediction of free energies of hydration with COSMO-RS on the SAMPL3 data set. J Comput Aid Mol Des 26(5, SI):669-673. doi:10.1007/s10822-012-9576-8
    • (2012) J Comput Aid Mol des , vol.26 , Issue.5 SI , pp. 669-673
    • Reinisch, J.1    Klamt, A.2    Diedenhofen, M.3
  • 49
    • 84863089652 scopus 로고    scopus 로고
    • Testing the semi-explicit assembly solvation model in the SAMPL3 community blind test
    • doi:10.1007/s10822-011-9536-8
    • Kehoe CW, Fennell CJ, Dill KA (2012) Testing the semi-explicit assembly solvation model in the SAMPL3 community blind test. J Comput Aid Mol Des 26(5, SI):563-568. doi:10.1007/s10822-011-9536-8
    • (2012) J Comput Aid Mol des , vol.26 , Issue.5 SI , pp. 563-568
    • Kehoe, C.W.1    Fennell, C.J.2    Dill, K.A.3
  • 50
    • 84872783761 scopus 로고    scopus 로고
    • Absolute hydration free energies of blocked amino acids: Implications for protein solvation and stability
    • doi:10.1016/j.bpj.2012.12.008
    • König G, Bruckner S, Boresch S (2013) Absolute hydration free energies of blocked amino acids: implications for protein solvation and stability. Biophys J 104(2):453-462. doi:10.1016/j.bpj.2012.12.008
    • (2013) Biophys J , vol.104 , Issue.2 , pp. 453-462
    • König, G.1    Bruckner, S.2    Boresch, S.3
  • 51
    • 67649458222 scopus 로고    scopus 로고
    • Hydration free energies of amino acids: Why side chain analog data are not enough
    • doi:10.1021/jp902638y
    • König G, Boresch S (2009) Hydration free energies of amino acids: why side chain analog data are not enough. J Phys Chem B 113(26):8967-8974. doi:10.1021/jp902638y
    • (2009) J Phys Chem B , vol.113 , Issue.26 , pp. 8967-8974
    • König, G.1    Boresch, S.2
  • 52
    • 84863099334 scopus 로고    scopus 로고
    • Predicting binding affinities of host-guest systems in the SAMPL3 blind challenge: The performance of relative free energy calculations
    • doi:10.1007/s10822-011-9525-y
    • König G, Brooks BR (2012) Predicting binding affinities of host-guest systems in the SAMPL3 blind challenge: the performance of relative free energy calculations. J Comput Aid Mol Des 26(5):543-550. doi:10.1007/s10822-011-9525-y
    • (2012) J Comput Aid Mol des , vol.26 , Issue.5 , pp. 543-550
    • König, G.1    Brooks, B.R.2
  • 53
    • 84871544678 scopus 로고    scopus 로고
    • Automation of the CHARMM General Force Field (CGenFF) II: Assignment of bonded parameters and partial atomic charges
    • doi:10.1021/ci3003649
    • Vanommeslaeghe K, Raman EP, MacKerell AD Jr (2012) Automation of the CHARMM General Force Field (CGenFF) II: assignment of bonded parameters and partial atomic charges. J Chem Inf Model 52(12):3155-3168. doi:10.1021/ci3003649
    • (2012) J Chem Inf Model , vol.52 , Issue.12 , pp. 3155-3168
    • Vanommeslaeghe, K.1    Raman, E.P.2    MacKerell Jr., A.D.3


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