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implicit vs. explicit solvation

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1 implicit vs. explicit solvation
water is only included implicitly as an effective (averaged) interaction with no atomic detail an explicit representation of water is included at the molecular level What does solvent do?

2 implicit vs. explicit solvation
water is only included implicitly as an effective (averaged) interaction with no atomic detail an explicit representation of water is included at the molecular level What does solvent do? viscous damping force dielectric screening / polarization hydrophobic effect structure

3 implicit or no solvent

4 U = q e r e = 1 gas phase e = 80 liquid phase ? e = 4pe0e
What does solvent do? viscous damping force (not important) dielectric screening  U = q i j e r ij e = 1 gas phase e = 80 liquid phase ? dielectric constant, e = 4pe0e

5 This is BULK solvent screening. At short range, no screening…
What does solvent do? viscous damping force (not important) dielectric screening  U = q i j e r ij e = 1 gas phase e = 80 liquid phase ? This is BULK solvent screening. At short range, no screening… 80 e vs. 1 distance

6 U = q e r e = rij or 4rij e What does solvent do?
viscous damping force (not important) dielectric screening  U = q i j e r ij Simple approximation: Distance dependent dielectric e = rij or 4rij 80 e 1 distance

7 U = q e r = rij or 4rij e What does solvent do?
viscous damping force (not important) dielectric screening  U = q i j e r ij Simple approximation: Distance dependent dielectric = rij or 4rij Better? Sigmoidal dielectric 80 e 1

8 What does solvent do? viscous damping force (not important) dielectric screening  hydrophobic effect What does solvent do? viscous damping force (not important) dielectric screening 

9 surface area approaches
Observation: Gsolvation for the saturated hydrocarbons in water is linearly related to the solvent accessible surface area …the line passing through the nonpolar Ala, Val, Leu and Phe has a slope of 22 cal/Å2 First parameterization: -- D. Eisenberg & A. D. McLachlan, “Solvation energy in protein folding and binding.” Nature 319, (1986). The Scheraga hydration shell model: -- T. Ooi, M. Oobatake, G. Nemethy & H. A. Scheraga, “Accessible surface area as a measure of the thermodynamic parameters of hydration of peptides.” Proc. Natl. Acad. Sci. 84, (1987). -- Y. K. Kang, K. D. Gibson, G. Nemethy & H. A. Scheraga, “Free energies of hydration of solute molecules. 4. Revised treatment of the hydration shell model.” J. Phys. Chem. 92, (1988). -- R. L. Williams, J. Vila, G. Perrot & H. A. Scheraga, “Empirical solvation models in the context of conformational energy searches: Application to bovine pancreatic trypsin inhibitor.” Proteins 14, (1992). Use in molecular dynamics simulations: -- C. A. Schiffer, J. W. Caldwell, P. A. Kollman & R. M. Stroud, “Protein structure prediction with a combined solvation free energy-molecular mechanics force field.” Mol. Sim. 10, (1993). Creighton Proteins (FM Richards, Ann Rev Biophys Bioeng 6, (1977))

10 surface area approaches
Observation: Gsolvation for the saturated hydrocarbons in water is linearly related to the solvent accessible surface area Problems: sensitive to si’s, parameterization, surface area and change in conformation in dynamics you need derivatives of SASA what about polarization effects? exposed solvent accessible surface area (SASA) DGresidue =  DsiAi atoms,i free energy of interaction of a solute with water atomic solvation parameters based on free energies of transfer First parameterization: -- D. Eisenberg & A. D. McLachlan, “Solvation energy in protein folding and binding.” Nature 319, (1986). The Scheraga hydration shell model: -- T. Ooi, M. Oobatake, G. Nemethy & H. A. Scheraga, “Accessible surface area as a measure of the thermodynamic parameters of hydration of peptides.” Proc. Natl. Acad. Sci. 84, (1987). -- Y. K. Kang, K. D. Gibson, G. Nemethy & H. A. Scheraga, “Free energies of hydration of solute molecules. 4. Revised treatment of the hydration shell model.” J. Phys. Chem. 92, (1988). -- R. L. Williams, J. Vila, G. Perrot & H. A. Scheraga, “Empirical solvation models in the context of conformational energy searches: Application to bovine pancreatic trypsin inhibitor.” Proteins 14, (1992). Use in molecular dynamics simulations: -- C. A. Schiffer, J. W. Caldwell, P. A. Kollman & R. M. Stroud, “Protein structure prediction with a combined solvation free energy-molecular mechanics force field.” Mol. Sim. 10, (1993).

11 what is the effective solvent polarization? (solve Poisson equation)
Born: isolated point charge (q) in a spherical cavity of radius r immersed in a dielectric continuum with dielectric constant e ? r einside eoutside q

12 what is the effective solvent polarization? (solve Poisson equation)
Born: isolated point charge (q) in a spherical cavity of radius r immersed in a dielectric continuum with dielectric constant e

13 what is the effective solvent polarization? (solve Poisson equation)
Born: isolated point charge (q) in a spherical cavity of radius r immersed in a dielectric continuum with dielectric constant e Onsager: neutral system with dipole m

14 GBSA: generalized Born surface area approach
{ SASA term Gsolvation = Gcavity + Gvdw + Gpolarization ? m q qi qj

15 GBSA: generalized Born surface area approach
{ SASA term Gsolvation = Gcavity + Gvdw + Gpolarization e: dielectric constant, qi’s: charges, rij: distance between atom pairs. ai: Born radii; calculated numerically for each charged atom in solute; values change as calculation proceeds. k: modification to incorporate salt effects at low salt via a Debye-Huckel term - ( )qiqj/fGB e-kfGB e 1 2 fGB = (r2ij + a2ije-Dij)1/2 aij = (aiaj)1/2 Dij = r2ij/ 2a2ij

16 GBSA: generalized Born surface area approach
{ SASA term Gsolvation = Gcavity + Gvdw + Gpolarization e: dielectric constant, qi’s: charges, rij: distance between atom pairs. ai: Born radii; calculated numerically for each charged atom in solute; values change as calculation proceeds. k: modification to incorporate salt effects at low salt via a Debye-Huckel term “this expression gives the Born equation for superimposed charges when rij = 0, the Onsager reaction field within 10% for a dipole in a spherical cavity when rij < 0.1 aij, and the Born plus Coulomb dielectric polarization energy within 1% for two charged spheres when rij > 2.5 aij.” (Still et al., 1990). - ( )qiqj/fGB e-kfGB e 1 2 fGB = (r2ij + a2ije-Dij)1/2 aij = (aiaj)1/2 Dij = r2ij/ 2a2ij One of the most widely used and cited implementations of the generalized Born methodology is within the Macromodel program using the implementation by Still’s group. In molecular dynamics, the Born radii are assumed fixed over certain intervals (simplifying the derivatives for speed). This effectively reduces the molecular dynamics simulations to running with an effective dielectric constant (unless the radii are allowed to change at every step of the simulation which tremendously increases the cost). -- W. C. Still, A. Tempczyk, R. C. Hawley & T. Hendrickson, “Semianalytic treatment of solvation for molecular mechanics and dynamics.” J. Amer. Chem. Soc. 112, (1990) & supplementary material This isn’t actually the original citation as the method goes back to earlier times… -- G. J. Hoijtink, E. De Boer, P. H. van der Meij & W. P. Weijland, “Reduction potentials of various aromatic hydrocarbons and their univalent anions.” Recueil des travaux chimiques des Pays-Bas 75, (1956). Recently the method has seen a resurgence thanks to more elegant methods to estimate the Born radii using a pairwise descreening approximation (PDA) from a sum over atom pairs which simplifies the derivatives and allows evolution of the Born radii as the simulation proceeds. The PDA is discussed by Hawkins & Cramer: -- G. D. Hawkins, C. J. Cramer & D. G. Truhlar, “Pairwise solute descreening of solute charges from a dielectric medium”, Chem. Phys. Lett. 246, (1995). -- G. D. Hawkins, C. J. Cramer & D. G. Truhlar, “Parameterized models of aqueous free energies of solvation based on pairwise descreening of solute atomic charges from a dielectric medium”, J. Phys. Chem. 100, (1996). With appropriate parameterization of the individual Born radii (and atomic solvation parameters), stable simulations of proteins and nucleic acids have been observed. -- V. Tsui & D. A. Case, “Molecular dynamics simulations of nucleic acids with a generalized Born solvation model”, J. Amer. Chem. Soc. 122, (2000). -- D. J. Williams & K. B. Hall, “Unrestrained stochastic dynamics simulations of the UUCG tetraloop using an implicit solvation model”, Biophys. J. 76, (1999). -- B. N. Dominy & C. L. Brooks, III, “Development of a generalized Born model parameterization for proteins and nucleic acids”, J. Phys. Chem. B. 103, (1999).

17 GBSA: generalized Born surface area approach
Excellent agreement to FEP for neutral small molecules with only ~2-4x overhead compared to gas phase dynamics Implemented in MacroModel, AMSOL, AMBER and CHARMM. [Recent resurgence in interest! Stable MD simulation / folding !!!] Can give stable trajectories of proteins and nucleic acids; ~2-5x cost of in-vacuo simulations.

18 Poisson-Boltzmann electrostatics
treats the solute as a low (fixed) dielectric medium containing atomic charges surrounded by a molecular surface immersed in a dielectric continuum electrostatic component from solution of PB equations; most often done numerically by finite difference hydrophobic/cavity term from surface area gives reasonable free energies of solvation can include salt effects through solution of non-linear PB Fixed, low dielectric in interior. Charges located at atomic positions. Surface (or dielectric discontinuity) is defined by SASA or vdw surface or … For review see: B. Honig & A. Nicholls, “Classical electrostatics in biology and chemistry”, Science 268, (1995). M. E. Davis & J. A. McCammon, “Electrostatics in biomolecular structure and dynamics”, Chem. Rev. 90, (1990). K. A. Sharp & B. Honig, “Electrostatic interactions in macromolecules: theory and applications.” Ann. Rev. Biophys. Biophys. Chem. 19, (1990). J. D. Madura, J. M. Briggs, R. C. Wade, M. E. Davis, B. A. Luty, A Ilin, J. Antosiewicz, M. K. Gilson, B. Bagheri, L. R. Scott & J. A. McCammon, “Electrostatics and diffusion of molecules in solution: simulations with the University of Houston Brownian Dynamics program.” Comp. Phys. Comm. 91, (1995). Dielectric continuum

19 Poisson-Boltzmann electrostatics
treats the solute as a low (fixed) dielectric medium containing atomic charges surrounded by a molecular surface immersed in a dielectric continuum electrostatic component from solution of PB equations; most often done numerically by finite difference hydrophobic/cavity term from surface area gives reasonable free energies of solvation can include salt effects through solution of non-linear PB Issues: no microscopic detail strong dependence on radii time consuming in MD sensitivity to grid sensitivity to interior/exterior dielectric Programs: DELPHI (Honig/Sharp), MEAD (Bashford), UHBD (McCammon), GRASP (Nicholls), APBS, ... For review see: B. Honig & A. Nicholls, “Classical electrostatics in biology and chemistry”, Science 268, (1995). M. E. Davis & J. A. McCammon, “Electrostatics in biomolecular structure and dynamics”, Chem. Rev. 90, (1990). K. A. Sharp & B. Honig, “Electrostatic interactions in macromolecules: theory and applications.” Ann. Rev. Biophys. Biophys. Chem. 19, (1990). J. D. Madura, J. M. Briggs, R. C. Wade, M. E. Davis, B. A. Luty, A Ilin, J. Antosiewicz, M. K. Gilson, B. Bagheri, L. R. Scott & J. A. McCammon, “Electrostatics and diffusion of molecules in solution: simulations with the University of Houston Brownian Dynamics program.” Comp. Phys. Comm. 91, (1995).

20 implicit METHODS: modified dielectric functions “surface area” methods
“continuum” or Poisson-Boltzmann generalized Born methods [reaction field, integral equation methods] BENEFITS: Averaging is implicit; gives free energy of solvation Conformational sampling is “faster”

21 implicit CURSE: cannot represent “specific” (direct) structural water interaction the computational cost is still large force field balance / parameterization methods still under development (i.e. in flux) METHODS: modified dielectric functions “surface area” methods “continuum” or Poisson-Boltzmann generalized Born methods [reaction field, integral equation methods] BENEFITS: Averaging is implicit; gives free energy of solvation Conformational sampling is “faster”

22 explicit solvation ISSUES: water model sampling
viscous damping dielectric screening hydrophobicity, …, ? ISSUES: water model sampling boundary conditions (periodic or non-) long range forces, cutoff methods/effects METHODS: [Langevin dipole] TIP3P and other models (SHAKE)

23 explicit solvation what water model to use?
what representation or boundary conditions? how to make the calculation tractable? how much water to add?

24 Explicit water models flexible water models: few are in general use…
(see Levitt et al., 1995; Ferguson, 1995; Mizan et al., 1994, etc.) rigid water models: require SHAKE/RATTLE to constrain bonds and angles TIP3P: method of choice with Cornell et al. force field [well balanced with 6-31 G* charges since prepolarized through larger fixed dipole] TIP4P/TIP5P: supported within LEaP (and PLEP) SPC/E: works as well as TIP3P (or better), not supported by default in AMBER. TIP3P, TIP4P: Jorgensen et al., 1983 SPC/E: Berendsen et al., 1987 TIP: r(OH) = Å, >HOH = º SPC/E: r(OH) = 1.0 Å, >HOH = º TIP3P: W. L. Jorgensen, J. Chandrasekhar & J. D. Madura, “Comparison of simple potential functions for simulating liquid water.” J. Chem. Phys. 79, (1983) SPC/E: H. J. C. Berendsen, J. R. Grigera & T. P. Straatsma, “The missing term in effective pair potentials.” J. Phys. Chem. 91, (1987).

25 rigid water models: how do they perform?
TIP3P SPC/E experiment r (g/cm3) [density] 0.982 (*) 0.99 cut 0.97 PME 1.0 cut 0.99 PME 0.997 Ei (kcal/mol) [interaction energy] -9.86 (*) -9.7 cut -9.5 PME -11.3 cut -11.1 PME -9.92 D (x10-5 cm2/s) [diffusion] 5.3 cut 5.1 PME 2.5 cut 2.7 PME 2.3 at 25º “reasonable” density, interaction energies and 1st peak radial distribution function occupancies 3 site models underestimate compressibility TIP3P has too little structure beyond the 1st peak; less tetrahedrality than TIP4P and tends to diffuse too rapidly TIP4P has excellent density and proper oxygen structure however hydrogens are somewhat misplaced In simulations of nucleic acids, TIP3P and SPC/E lead to roughly equivalent hydration patterns

26 explicit solvation what water model to use?
what representation or boundary conditions? how to make the calculation tractable? how much water to add?

27 explicit water boundary conditions
finite vs. infinite surrounding? (vacuum, continuum, ...) size and shape (sphere, orthorhombic, truncated octahedral)

28 explicit water boundary conditions
“blob” or cap truly periodic or Ewald

29 vacuum boundary conditions
spherical shell of atoms around the site of interest Problems: - surface tension leads to high pressure - reduced fluctuations - vacuum interface, waters can drift... “blob” or cap

30 vacuum boundary conditions
spherical shell of atoms around the site of interest Problems: - surface tension leads to high pressure - reduced fluctuations - vacuum interface, waters can drift... “blob” or cap alternatives: stochastic boundary … Langevin forces on “near” surface waters surface waters held fixed at “bulk” density

31 vacuum boundary conditions
spherical shell of atoms around the site of interest Problems: - surface tension leads to high pressure - reduced fluctuations - vacuum interface, waters can drift... “blob” or cap alternatives: solvent boundary potentials how to develop??? +

32 vacuum boundary conditions
spherical shell of atoms around the site of interest Problems: - surface tension leads to high pressure - reduced fluctuations - vacuum interface, waters can drift... “blob” or cap alternatives: reaction field or dielectric continuum What happens to waters that leave? (explicit to implicit conversion?)

33 explicit water boundary conditions
truly periodic or Ewald

34 explicit solvation what water model to use?
what representation or boundary conditions? how to make the calculation tractable? how much water to add?

35 nonbonded interactions Can we speed up the calculations by limiting the number of pair interactions?

36 CUTOFFS x x minimum image spherical reorientational motion slowed!
Roberts & Schnitker, 1995

37 nonbonded interactions

38

39 nonbonded interactions

40 10.0 kcal at 10 Å!

41 nonbonded interactions

42 Can we avoid artifacts due to the cutoff of pair interactions?
Avoid minimum image Don’t split dipoles: charge group neutrality (AMBER) Use two cutoffs: CUT2ND>CUT Do not ignore long ranged electrostatic interactions Ewald (Ewald, 1921), particle mesh Ewald (Essman et al., 1995; Darden & Sagui, 2000), particle-particle particle-mesh Ewald (Luty & van Gunsteren, 1996) Fast multipole method (Greengard & Rokhlin, 1989; Board et al., 1992; Lambert et al., 1996) Cell multipole (Ding et al., 1992) outer interactions are updated less frequently x Truncated “group-based” cutoffs have traditionally been applied within AMBER. The idea was that artifacts due to the truncation could be minimized by avoiding the splitting of dipoles. This assumption turned out to be in error and in fact, very deleterious artifacts can be seen with the application of group-based truncation. Better (as discussed in the next slide) is to avoid the energy and force discontinuities through the application of a switched or shifted potential/force. Even better is to explicitly include the long-ranged electrostatic interactions. Recently an excellent review by Darden & Sagui has appeared discussing long-range electrostatic methods; this reference contains a discussion of the work cited above. C. Sagui, T. A. Darden, “Molecular dynamics simulations of bio-molecules: Long-range electrostatic effects.” Ann. Rev. Biophys. Biomol. Struct. 28, (1999). T. E. Cheatham, III & B. R. Brooks, “Recent advances in molecular dynamics simulation towards the realistic representation of biomolecules in solution.” Theor. Chem. Acc. 99, (1998).

43 improving cutoffs? switch shift
shift/switch the energy or force discontinuity

44 shift/switch the energy or force discontinuity
improving cutoffs? shift/switch the energy or force discontinuity Better to use longer cutoff than worry about details of switch/shift Best cutoff method is atom-based force shift Switch is not-advised for electrostatics Truncation may lead to “heating” due to dipole reorientation near the cutoff shift switch

45 …but what about artifacts from the cutoff?
Examples of the deleterious effects of the cutoff DNA falls apart (Cheatham et al., 1995) electrostatic potential (Pettitt & Smith, 1991) anomalous water transport (Feller et al., 1996) alpha helical peptides (Schreiber & Steinhauser, 1992) attractive ion PMF (Bader & Chandler, 1992)

46 d[CCAACGTTGG]2 120 ps, 12 Å cutoff 50 ps, 16 Å cutoff
overall extension of duplex, middle base pairs fray terminal base pairs fray, duplex bends 120 ps, 12 Å cutoff ps, 16 Å cutoff (group based truncation)

47 Coulombic potential atom switch group switch Ewald
Smith & Pettitt J. Chem. Phys. 95, (1991) Coulombic potential atom switch group switch Ewald

48 Ewald (solid) 12 Å force shift 10-12 Å force switch
S. E. Feller, R. W. Pastor, A. Rojnuckarin, S. Bogusz, B. R. Brooks, “Effect of electrostatic force truncation on interfacial and transport properties of water.” J. Phys. Chem. 100, (1996). density weighted water polarization profile Electrostatic potential profile across vapor/water/vapor interface Ewald Ewald (solid) 12 Å shift 12 Å force shift 10-12 Å force switch

49 Biochemistry 31,

50 W(R): PMF of two ions Fe2+-Fe3+ CUTOFF Fe2.5+-Fe2.5+ EWALD +
J. Phys. Chem. 96, (1992) W(R): PMF of two ions Fe2+-Fe CUTOFF Fe2.5+-Fe2.5+ EWALD Ewald cutoff non-integral charge to avoid dipole correction; leads to same structure and energetics not cutoff spline dependent! Artifact is > 8 kBT!!! in simulation with cutoffs, two like charged ions moved closer together… + dielectric continuum

51 Periodic boundary conditions: Ewald electrostatics
truly periodic or Ewald

52 å qi qj electrostatics... 1 2 __ + UQcorr | ri - rj | UQ = U rij
N (assume e=1) rij < cutoff

53 is conditionally convergent
electrostatics... U rij boundary conditions? ...extend to truly periodic n: sum over lattice vectors n = nxX + nyY + nzZ implies n = 0 & i = j omitted 1 2 __ å qi qj + UQcorr | ri - rj | UQ = i,j=1 N (assume e=1) rij < cutoff 1 2 __ å qi qj | ri - rj + n | UQ = i,j=1 N n , å n , , is conditionally convergent

54 Udirect: Ewald UQ = Udirect +Ureciprocal +U self +Usurface charges
“j” periodic image “j” “i” Udirect:

55 Udirect: Ewald UQ = Udirect +Ureciprocal +U self +Usurface r(r) = b3e
x erfc(x) = e-t2dt 2 p1/2 UQ = Udirect +Ureciprocal +U self +Usurface charges “j” periodic image “j” “i” Udirect: -b2r2 p3/2 r(r) = b3e r: position relative to center b: width screening “counterion” charge density, r(r)

56 Udirect: Uidirect= qj Ewald
x erfc(x) = e-t2dt 2 p1/2 UQ = Udirect +Ureciprocal +U self +Usurface charges “j” periodic image “j” “i” Udirect: -b2r2 p3/2 r(r) = b3e r: position relative to center b: width screening “counterion” charge density, r(r) Uidirect= qj erfc(b|ri-rj|) |ri-rj| ...extend to periodic system, add “n” and sum over all charges:

57 Simplify? adjust b so only terms within the cutoff are significant...
Ewald x erfc(x) = e-t2dt 2 p1/2 UQ = Udirect +Ureciprocal +U self +Usurface charges “j” periodic image “j” “i” Udirect: -b2r2 p3/2 r(r) = b3e r: position relative to center b: width screening “counterion” charge density, r(r) Uidirect= qj erfc(b|ri-rj|) |ri-rj| ...extend to periodic system, add “n” and sum over all charges: Udirect= qiqj erfc(b|ri-rj+n|) |ri-rj+n| 1 2 __ å i,j=1 N n , Simplify? adjust b so only terms within the cutoff are significant...

58 Ureciprocal: Ewald: “reciprocal sum”
...solution to Poisson’s equation with periodic boundary conditions and source term r(r) [expand in Fourier series, solve term by term...]

59 å å | S(m) | e 2pim.|ri| Ureciprocal: e -p2m2/b2 = c.F(Q) S(m) =
Ewald: “reciprocal sum” Ureciprocal: ...solution to Poisson’s equation with periodic boundary conditions and source term r(r) [expand in Fourier series, solve term by term...] Ur = 1 2pV __ å m=0 e -p2m2/b2 m2 | S(m) | 2 V: volume of unit cell m: mxX*+myY*+MzZ* å i=1 N qi e 2pim.|ri| S(m) = = c.F(Q) ? The key to the speed is the FFT on Q, the cardinal spline interpolated charge grid...

60 particle mesh Ewald: other terms...
Uself = S qi2 -b p1/2 self term: “surface” term: assume spherical boundary (dipole, surroundings, “shape”) “tin foil boundary”: e = ¥ implies Usurface = 0 PME extensions... r-6 “Ewald” (particle mesh) PME into gibbs (free energy simulation) further parallelization and single PE optimization, beyond SPMD? Full conversion to MPI and distribution of source with AMBER 4.x PME by default in AMBER6 PME with dipoles, quadrupoles (i.e. polarization) Usurface= S qi.ri2 2p 3v

61

62 Consequences of imposing true periodicity
dipole reorientation vs. induced correlations vs. + -

63 Consequences of imposing true periodicity
dipole reorientation vs. induced correlations - + vs. - + - + - + surface effects? tin-foil vs. vacuum boundary conditions non-ideal (effectively increased) molality anisotropic interaction energy uniform neutralization background, DG force field artifacts?

64 Consequences of imposing true periodicity
Smith & Pettitt: true periodicity is not a problem in solvents with a reasonably high dielectric! dipole rotation protein rotation (effect < kT) Cheatham & Kollman, Norberto de Souza & Ornstein no apparent dependence on box size on DNA 5 Å, 10 Å or 15 Å of water surrounding the DNA little salt effects ….but:

65 Consequences of imposing true periodicity
20 Å box 30 Å box 40 Å box artificial stabilization of a-helix poly-alanine octapeptide, 2 ns simulations Hünenberger & McCammon J. Phys. Chem. B. 104, (2000) Continuum calculations show artifacts, Confirmed in MD simulations

66 Cutoff or Ewald? If using a cutoff, use a “good” cutoff method such as atom-based force shifting. Be aware of potential artifacts (water transport properties, …) If using Ewald (i.e. the correct physics) make sure there is enough surrounding solvent or sufficient dielectric to screen image artifacts. Note: for many systems (such as systems that are not highly charged) these artifacts may not be large!


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