On the Use of Electrostatic Potential Derived Charges in Molecular Mechanics Force Fields. The Relative Solvation Free Energy of Cis- and Trans-N-Methyl-Acetamide Piotr Cieplak* and Peter Kollmani Department of Pharmaceutical Chemistry, University of California, Sun Francisco, San Francisco, CA 94143 Received 8 February 1991; accepted 1 July 1991 We have carried out free energy perturbation calculations on the relative solvation free energy of cis- and trans-N-methyl-acetamide(NMA). Experimentally,the solvation free energy difference has been found to be near zero. Using 6-31G* ab initio electrostatic potential derived charges for both the cis and trans conformations, we calculate a solvation free energy difference of 0.1 & 0.1 kcal/mol. Using the 6-31G* charges derived for the trans conformation for both the cis and trans models leads to a solvation free energy difference of 0.9 0.1 kcal/mol, compared to the value of 2.2 kcal/mol determined for the OPLS model for trans-NMA. * INTRODUCTION One of the most important issues in molecular mechanical, molecular dynamical, and Monte Carlo simulations of polar and ionic molecules is how to represent the electrostatic energies of the system. For full microscopic models, this often reduces to what to use for the partial charges on all the atoms of the molecule(s). There have been a number of methods to derive such charges and these fall into two classes-empirical, with the possible use of electronegativity ' and by using quantum mechanical calculations-through the use of Mulliken populations," electrostatic potential derived charges; and distributed multipole analysis derived charges! Jorgensen and co-workers, with their OPLS model: have developed the most extensive and validated set of empirical charges. They have used both Monte Carlo simulations of liquids and solutions and a b initio calculations on intermolecular complexes to derive and validate these models. One of the critical assumptions of most molecular mechanical models is that the partial atomic charges are "two-body additive," that is, they are independent of environment or conformation. Jorgensen and Gao6 sought to test the validity of this assumption by using the charges derived for trans-N-methyl-acetaide ( N U ) to calculate the solvation free energy difference between trans- and cis-NMA. They calculated a solvation free energy difference of 2.2 kcal/mol, significantly above the inference from experiments that this solvation free energy should be ca. 0. By *Permanent address: Department of Chemistry, University of Warsaw, Warsaw, Poland. tAuthor to whom all correspondence should be addressed. Journal of Computational Chemistry, Vol. 12, No. 10, 1232-1236 (1991) 0 1991 by John Wiley & Sons, Inc. comparing the hydrogen-bond energies for water * cis-NMA complexes with those found by a b initio calculations, they concluded that the N-H * OH2 hydrogen bond was relatively too strong in trans-NMA and adjusted the charges to reproduce the relative ab initio energy difference between C=O HOH and N-H ... OHzhydrogen bonds (ca. 2 kcal/mol). We have long advocated the use of electrostatic potential derived charges as being simple to derive, transferable, and not subject to bias. We have further validated their effectiveness in nucleic acid base interactions7 and simple associations between crown ethers and polar molecules.8 We thus wished to assess how well electrostatic potential derived charges could reproduce the relative solvation free energy of trans- and cis-NMA. Our calculated relative solvation free energy when trans-NMA charges were used for both cis and trans structures was 0.9 kcal/mol, significantly closer to experiment than found with the original OPLS model (2.2 kcal/mol). Furthermore, when using the trans electrostatic potential based charges for trans-NMA and cis charges for the cis-NMA, we calculate a solvation free energy difference of ca. 0.1 kcal/mol, in excellent agreement with experiment? METHOD In our studies we performed a series of molecular dynamics/ free energy perturbation simulations for NMA in water solution using AMBER version 3A.l' The atomic charges for cis and trans form of NMA were obtained by fitting them to the molecular electrostatic potential." The structure of cis- and trans-NMA were found by carrying out molecular CCC 0192-8651/ 91/ 101232-05$04.OO 1233 SOLVATION FREE ENERGY OF CIS- AND TRANS-NMA Table I. ESPOT derived cis-N-methyl-acetamide conformation. Atom for trans- and Table 11. Parameters used for nonbonded interaction energy calculations." cis trans Atomh A C c1 - 0.4919 H 10,Hll,H 12 c2 03 0.1301 0.7562 - 0.6366 - 0.4603 0.3152 - 0.2922 0.1397 -0.3610 0.1102 0.7583 - 0.6655 - 0.5944 0.3421 0.0446 0.0484 O(SP3 CT(SP? C(SP'1 N(SP') OW HW' 710,751.2 1,044,297.7 1,044,297.7 1,802,925.0 582,100.0 0.0 0.0 7532.0 653.03 676.01 676.01 968.25 595.0 0.0 0.0 21.75 N8 H15 c9 H16,H17,H18 "6-31G*basis set; using algorithm described in reference 11. "See Figure 2 for atom names. mechanics minimization using the parameters of the Weiner et al. all atom force field.12 The electrostatic potential around each molecule was calculated using the Gaussian 80-UCSF program13 and a 6-31G* basis set.14The charges found in our simulations are listed in Table 1. For the nonbonded LennardJones intermolecular interaction between NMA and water molecules we used slightly modified OPLS parameters. The modifications of A and C were based on requiring appropriate hydrogen-bond distances for NMA-water proton-acceptor and proton-donor type dimer interactions. The nonbonded parameters used in our simulations are presented in Table I1 and the results for two different NMA-water complexes after energy minimization are presented in Table 111. All the remaining molecular mechanical parameters come from reference 11. We note that this nonbonded set is not necessarily our final set in the derivation of a complete set of parameters for proteins and nucleic acids using 6-31G* electrostatic potential derived m0de1s.l~ All the molecular dynamical simulations were carried out at T = 300 K and 1 atm of pressure in a cubic box of 261 TIP3P16 water molecules. In all simulations we used an 8 A cutoff for calculating interaction energies and periodic boundary conditions. The time step of At = 0.0015 ps was used with temperature coupling parameters 0.4 ps-' and pres- Hd HC' "A = kcal/mol * Ale; C = kcal/mol . &. "All other parameters for NMA from Weiner et al."; intramolecular 1-4 nonbonded (electrostatic and van der Waals) energies are not scaled by 2, but left at their full weight. TIP3P water parameters for OW and HW from Jorgensen et al.16 'From TIP3P water model.Iti dAmide hydrogen. "Hydrogen attached to sp3 carbon. sure coupling constant 0.2 ps-'. A 10 ps equilibration was done for each simulation before mutating the system. The SHAKE procedure was applied to constrain all bond lengths to their appropriate equilibrium values. For the 1-4 van der Waals and 1-4 electrostatic intramolecular interaction energies in NMA, we use a scale factor equal to 1. In order to determine the solvation free energy differences between the trans and cis forms of NMA, we gradually transformed one into the other during the course of molecular dynamics simulations. We mutated the H in the N-H group and its attached dummy atoms into a full methyl group. At the same time the methyl group was transformed into a hydrogen and three noninteracting dummy atoms. In some simulations we changed only the charges (4) on a given molecule from those which are characteristic of the trans isomer into those characteristic of the cis isomer. To calculate free energy differences we applied windowing as well as the slow growth a p p r 0 a ~ h .In l ~ the first case the 21 windows were chosen with 500 MD steps of equilibration followed by 500 steps of data collection. In some sim- Table 111. H-bond energies and distances for trans-NMA-water complexes? Complex trans charges NMA water proton donor > = 0 ... H,O NMA + water proton acceptor >N-H ..* OH, cis charges NMA + water proton donor + NMA + water proton acceptor "Energies in kcal/mol. "See Figure 2. 'Results from quantum mechanical calculations." AE,,, H-bond distances - 9.1h ( - 7.3)' - 6.5b ( - 5.4)' ro ro rh-,, r, - 9.5b ( - 7.3)' - 7.0h ( - 5.4)' ro rO Th-1, r, 1.81A 2.77 A 1.92 A 2.94 A (, = = = = () = 1.78 = 2.75 (, = ,) ,) A 1.91 A = 2.93 8, 1234 CIEPLAK AND KOLLMAN Table IV. Calculated free energies for different NMA simulations:" Reactant -+ product Method" Total time' AQ 21 windows trans (qtrans)d-+ cis (qtrans) 21 windows cis (qtruns) -+ trans (qtrans) 21 windows trans (qtruns) + cis (qtrans) slow growth trans (qtrans) -+ cis (qtrans) slow growth 5. cis (qtrans) + trans (qtrans) 11 windows trans (qtrans) + trans (qcis) 6. 21 windows cis (qtmns) -+ cis (qcis) 7. 11 windows 8. cis (qtruns) + cis (qcis) "Free energies in kcal/mol. bSee Singh et al.I7for description of the difference between windows and slow growth. Total simulation time, in the case of windows, and equal time was spent in equilibration and data collection. dtruns (qtruns) means trans-NMA with charges derived from trans-NMA. 31.5 ps 31.5 ps 63.0 ps 63.0 ps 63.0 ps 16.5 ps 63.0 ps 16.5 ps 1. 2. 3. 4. 0.92 k 0.001 - 1.22 2 0.32 1.06 +- 0.06 0.81 ? 0.01 -0.77 ? 0.01 -1.17 t 0.01 -0.80 t 0.01 -0.83 ? 0.01 ~~~ ulations we doubled the number of MD steps for each window. In the case of slow growth, 42,000 MD steps were performed to make the total perturbation of one form of molecule into another. The results and conditions of different simulations are summarized in Table IV. RESULTS AND DISCUSSION Table IV and Figure 1 summarize the key results. We consider the last three simulations the most reliable for the process N M A trans (qtrans) --.f NMA cis (qtrans) so we have reported the AG for that in the figure. This leads to a AG = 0.88 2 0.12 kcal/mol. Including the first two simulations as well leads to a AG = 0.96 t 0.15. Because such a mutation involves both electrostatic and van der Waals charges, it requires longer and more independent simulations. The two vertical processes in Figure 1 involve only electrostatic perturbations and are expected to be much less sensitive to simulation time/protocol,ls so they were only calculated once. The free energy for the bottom horizontal process was estimated by difference. A reason that the calculations can be carried out in the way described is the large (ca. 20 kcal/mol) barrier between the cis and trans conformations. Thus, the molecule does not undergo rotation around the amide bond during the 10-100 ps of the simulation. The final structures were analyzed to insure that no rotation has occurred. In the previous study by Jorgensen and Gao,G they noted that ab initio calculations suggested a significantly larger difference between C=O HO and N-H -.-OH2hydrogen-bond energies than found in the original model. This was their basis for charge adjustment. In Table I11 we report the N-H OH2 and C=O HO hydrogen bond energies and distances for trans-NMA and show stereoviews of the molecular mechanics optimized structures in Figure 1. As one can see, the molecular mechanical results are consistent with a significant preference for C=O HO over N-H ... OH2hydrogen bonding, as found at the ab initio level. We did not study cis-NMA in - 1 - 1 . - 0.88 It 0.12 NMA - trans (Sums) b NMA - cis (qtrans) -0.80f 0.01 -1.17 fO.O1 7 V NMA - trans (qcis) b NMA - cis (qcis) ( 1.25) Figure 1. Thermodynamic cycle for cis- -+ trans-NMA with cis and trans charges. The top horizontal process was the average over runs 3, 4, and 5 (Table IV), with the average deviation noted. The two vertical processes were for runs 6 and 7, respectively.The bottom horizontal process was the amount required to make the sum of free energies around the cycle sum to zero. See Table IV, footnote d for notation. 1235 SOLVATION FREE ENERGY OF CIS- AND TRANS-NMA r2 r2 i ,, i ” ‘ 8 8‘ 8 815 (b) Figure 2. Stereoviews of (a) N-H bonded structure. ... 0 hydrogen bonded structure and (b) 0 that way because the lowest energy water complex for cis-NMA involves a single water in both C = O HO and N-H OH2 hydrogen bonds.l9 Our H-bond energies are larger than found in the QM calculations partially because TIP3P16 involves a “polarized’ water, with enhanced attraction even over the 6-31G ( d ) ab initio quantum mechanical model. The calculations presented here demonstrate the usefulness of electrostatic potential derived charges in molecular mechanics/ dynamicdfree energy studies. Without any adjusting of charges, the difference in the trans cis solvation free energy of NMA is calculated to be ca. 0.1 kcal/mol, in excellent agreement with experiment. The use of a 6-31G*ab hzitio basis set for these calculations is an appropriate choice because such a basis set overestimates polarity (dipole moments) in molecules by ca. 10-20%, close to the enhancement of the TIP3P water dipole moment over the gas phase value. As noted before, it is most important for simulations that the charges of solute and solvent be balanced and the TIPSP solvent/6-31G* electrostatic potential derived charges for the solute meets this criterion. One of the fundamental assumptions in most molecular mechanical models is the conformational independence of the electrostatic charges. This assumption cannot be correct, but it is important to - s . 1 H-O hydrogen assess the magnitude of the error made by this assumption. Comparing the difference in free energy of solvation of trans N M A and cis-NMA using trans-NMA charges lets one assess the errors inherent in assuming a single set of charges and that error turns out to be ca. 0.9 kcal/mol. This is comparable to the “best case” error (* 1 kcal/mol) for free energy calculations on macromolecular systems. Since electronic structure differences between trans- and cis-NMA are probably larger than found between different single bond rotamers, a single set of electrostatic charges should be at least adequate for many sets of free energy calculations. This has been nicely demonstrated by Williarns,2O who showed that a single set of charges for 13 different conformations of alanyl dipeptide led to only an average 7.4%error in the electrostatic potential values. This level of percent difference is reflected in the difference in hydrogen bond energies for trans-NMA using cis and trans charges (Table 111), the values differing by ca. 0.4-0.5 kcal/mol, or 5-7% of the total hydrogen bond energy. Obvious exceptions are free energy changes between ground and excited states21or different rotamers involving charges in multiple bond conformations (e.g., trans or cis-NMA vs. N M A with Cp(CNC0) = 90’). This study demonstrates some significant advan- C I E P M AND KOLLMAN 1236 tages of electrostatic potential (ESPOT) derived charges for molecular mechanics over empirical ones. What is the relation of ESPOT derived charges to other quantum mechanical charges? The superiority of ESPOT charges over Mulliken population charges is quite clear.“J1:22Since ESPOT charges seem to reproduce the multipole moments of the molecule well, ESPOT derived charges should be very similar to those derived by “Multipole Con~ t r a i n t . What ” ~ ~ is the relationship of ESPOT charges to distributed multipole analysis (DMA) charges?3 The method of deriving ESPOT charges is to ensure a model that reproduces the electrostatic properties outside the van der Waals envelope of the molecule, the region most relevant for molecular interactions. On the other hand, the DMA analysis focuses on the electron distribution and derives point multipoles (charges, dipoles, and quadrupoles) at various centers. The DMA analysis is in principle, more “transferable,” but requires a significantly more complex model. Is the extra complexity worth it for molecular mechanics/dynamics, given that the intermolecular interactions are also sensitive to the dispersion and repulsion parameters of the model, not to mention the charge transfer and polarization effects usually left out of such models? In our opinion, ESPOT charges at the monopole level are an excellent current compromise between computational efficiency, “balance of errors” and accuracy. The recent results of William@’ and those presented here delineate its accuracy and limitations. It seems to us that the burden of proof for the use of the DMA approach is on its proponents to show, for typical H-bonded complexes such as in Table 111, that such a model leads to sufficiently more accurate intermolecular energies to be worth the computational cost. Although 0.9 kcal/mol is a small error for many cases, it does correspond to a factor of ca. 5 in equilibrium constant. Thus, one seeks to improve the charge models for molecular simulations. The accuracy with which the AGsOlvis calculated using cis charges for cis-NMA and trans charges for trans-NMA suggests that, if necessary, these can be used directly, albeit the book-keeping in simulation programs would be much increased. An alternative, more elegant approach will be to see if nonadditive polarization models can represent conformational dependent electrostatic potentials as well as different intermolecular electrostatic fields. Such an analysis is underway in our lab?4 We are glad to acknowledge research support of the NSF (CHE-85-10066) and NIH (GM-29072). P.C. thanks the Polish Academy of Science for partial support through project CPBP 01.12. Some of these calculations were carried out at the San Diego and Pittsburgh Supercomputer Centers through supercomputer support provided to P.A.K. We also acknowledge the facilities of the UCSF Computer Graphics Laboratory (supported by the NIH, RR01081 to R. Langridge). Useful comments by Allison Howard are acknowledged. References 1. J. Gasteiger and M. Marsili, Tetrahedron, 36, 3219 (1980). 2. G. Nemethy, M. Pottle, and H. Scheraga, J. Phys. Chem., 87, 1883 (1983). 3. S. J. Weiner, P.A. Kollman, D.A. Case, U.C. Singh, C. Ghio, G. Alagona, S. 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