084904-6 Lu et al. J. Chem. Phys. 123, 084904 2005In method HS2 for <strong>the</strong> singular point at <strong>the</strong> node <strong>of</strong> atriangular element, e.g., <strong>the</strong> first node 0,0, <strong>the</strong> functions inˆ reduce to only one type,1ˆ =cos + sin , 0 2 , 39<strong>and</strong> <strong>the</strong> functions in N are=1, =1N 00, =20, =3,<strong>and</strong>=− cos − sin , =1N 1 cos , =240sin , =3.Now, all <strong>the</strong> essential elements are ready for <strong>the</strong> calculation<strong>of</strong> <strong>the</strong> derivatives <strong>of</strong> <strong>the</strong> potential on <strong>the</strong> molecularsurface. The PB force calculation takes <strong>the</strong> following steps:First, we use <strong>the</strong> BEM to get <strong>the</strong> PBE solution potentials<strong>and</strong> <strong>the</strong>ir normal derivatives on <strong>the</strong> boundary elements foran arbitrary number <strong>of</strong> solvated molecules, as described inour former work. 15 Second, <strong>the</strong> singular integrals as describedabove are used to calculate <strong>the</strong> derivatives <strong>of</strong> <strong>the</strong>modified potential v ,i , <strong>the</strong>n <strong>the</strong> derivatives <strong>of</strong> <strong>the</strong> potential ,iare obtained by adding <strong>the</strong> contribution <strong>of</strong> <strong>the</strong> source pointcharges to v ,i , <strong>and</strong> <strong>the</strong> <strong>stress</strong> <strong>tensor</strong> T at any point on <strong>the</strong>surface can be computed from Eq. 9. Finally, <strong>the</strong> PB forceF <strong>and</strong> torque M acting on each molecule are calculated byintegrationsF =STx · dSx, 41M r c x Tx · dSx,42=Swhere r c x is a vector from <strong>the</strong> center <strong>of</strong> mass <strong>of</strong> <strong>the</strong> targetmolecule to <strong>the</strong> surface point x, <strong>and</strong> <strong>the</strong> dot <strong>and</strong> cross vectormultiplication are applied to <strong>the</strong> vector <strong>and</strong> <strong>tensor</strong> quantities.IV. TESTS FOR SOME SIMPLE CASESSince we have previously compared <strong>the</strong> potentials calculatedfrom a variational approach with <strong>the</strong> analytical resultson some cases, 15 here we just calculate <strong>and</strong> compare <strong>the</strong>electrostatic interaction forces between solvated moleculescomputed by all <strong>the</strong>se methods. For a test model, we choosetwo point charges in vacuum, in which each charge is surroundedby a unit sphere discretized by 320 flat triangularelements 162 nodes. Both charges are put on <strong>the</strong> x axis,<strong>the</strong>refore, <strong>the</strong> nonzero force component is along <strong>the</strong> x direction,i.e., F x , <strong>and</strong> <strong>the</strong> o<strong>the</strong>r two components F y <strong>and</strong> F z arezero in <strong>the</strong>ory. Figure 4 shows <strong>the</strong> forces F x along <strong>the</strong> xdirection as a function <strong>of</strong> <strong>the</strong> distance between <strong>the</strong> two pointcharges calculated using <strong>the</strong> two hypersingular integralmethods HS1 <strong>and</strong> HS2, <strong>the</strong> variational approach, <strong>and</strong> <strong>the</strong>analytical formula.FIG. 4. The force calculation comparison using different approaches: analyticalresults solid line, hypersingular integral type I HS1 with singularpoint in <strong>the</strong> center <strong>of</strong> each element dotted line, hypersingular integral typeII HS2 with singular point on <strong>the</strong> nodes dot-dashed line, <strong>and</strong> variationalapproach dashed line.It is found that <strong>the</strong> forces F x calculated by both HS1 <strong>and</strong><strong>the</strong> variational approach are very close to <strong>the</strong> analytical onesin all <strong>the</strong> distance range shown in Fig. 4. The results from <strong>the</strong>hypersingular integral method HS1 are even more accuratethan those from <strong>the</strong> variational approach; <strong>the</strong> HS1 curve isbetween those obtained by analytical solution <strong>and</strong> <strong>the</strong> variationalapproach over all <strong>the</strong> range. For HS2, <strong>the</strong> results atclose distance are even more accurate than those frommethod HS1, but HS2 is less accurate at a large distance. It isalso found that <strong>the</strong> more separated <strong>the</strong> two charges become,<strong>the</strong> smaller <strong>the</strong> relative errors <strong>of</strong> HS1 <strong>and</strong> <strong>the</strong> variationalmethods are. For example, <strong>the</strong> relative errors given by <strong>the</strong>variational approach <strong>and</strong> <strong>the</strong> HS1 method at a distance <strong>of</strong> 4Å are 5.6% <strong>and</strong> 3.1%, respectively, <strong>and</strong> 2.8% <strong>and</strong> 0.3% at adistance <strong>of</strong> 10 Å, respectively. HS2 gives a more accurateresult with a relative error <strong>of</strong> 2.7% at distance <strong>of</strong> 4 Å, but abigger relative error 5.6% at a distance <strong>of</strong> 10 Å. One reasonmay be <strong>the</strong> approximation <strong>of</strong> treating <strong>the</strong> adjacent elementsas on a plane when using Eqs. 35 <strong>and</strong> 36, as mentionedabove. Ano<strong>the</strong>r possible reason will be discussed later. Inaddition, note that as mentioned in our previous work <strong>the</strong>force calculations at moderate to large distances are evenmore accurate than <strong>the</strong> potential itself on <strong>the</strong> boundary. Thisis quite promising for BD trajectory calculations.It has to be noted that in our calculations <strong>the</strong> o<strong>the</strong>r tw<strong>of</strong>orce components F y <strong>and</strong> F z that should be zero are verysmall less than 10 −5 in <strong>the</strong> variational approach, while inhypersingular integral method HS1, <strong>the</strong>se numbers are not assmall, although <strong>the</strong>y are still small relative to <strong>the</strong> nonzerocomponent F x e.g., F y =0.14 kcal/mol Å <strong>and</strong> F z=0.28 kcal/mol Å at 4-Å distance. At larger distances, <strong>the</strong>setwo force components do not decrease much, thus <strong>the</strong> relativeerrors <strong>of</strong> <strong>the</strong>se force components will be increased at along distance. This is mostly due to <strong>the</strong> numerical error inherentlyexisting in <strong>the</strong> algorithms. Comparing <strong>the</strong> two approachesrefer to previous work 15 , we find that <strong>the</strong> interactionbetween molecules calculated using <strong>the</strong> variationalapproach depends on , which is <strong>the</strong> difference <strong>of</strong> <strong>the</strong> potentialon <strong>the</strong> molecular surface in <strong>the</strong> interacting molecularDownloaded 02 Sep 2005 to 132.239.16.167. Redistribution subject to AIP license or copyright, see http://jcp.aip.org/jcp/copyright.jsp
084904-7 Stress <strong>tensor</strong> on a solvated molecular surface J. Chem. Phys. 123, 084904 2005system relative to that in <strong>the</strong> isolated case. Therefore ,<strong>and</strong> consequently <strong>the</strong> force calculation, directly depend on<strong>the</strong> distance between <strong>the</strong> molecules. This keeps <strong>the</strong> relativeaccuracy more constant over almost all <strong>the</strong> distance rangeswhere <strong>the</strong> BEM is valid. But for <strong>the</strong> hypersingular integralmethod, as described in Sec. III <strong>the</strong> calculation <strong>of</strong> <strong>the</strong> derivative<strong>of</strong> <strong>the</strong> potential v ,i depends on <strong>the</strong> total potential including due to <strong>the</strong> interaction, as well as <strong>the</strong> potential from<strong>the</strong> isolated molecule isol that is fixed independent <strong>of</strong> <strong>the</strong>relative positions <strong>of</strong> <strong>the</strong> two molecules. Therefore, at a largedistance, even if is small, isol stays <strong>the</strong> same; <strong>the</strong> numericalerror due to this part is maintained, <strong>and</strong> this makes<strong>the</strong> relative error increase. However, as illustrated by <strong>the</strong>above example, <strong>the</strong> relative error does not increase for <strong>the</strong>main force component, e.g., F x . So, it seems that <strong>the</strong> relativeerrors <strong>of</strong> <strong>the</strong> variational approach are more stable <strong>and</strong> independent<strong>of</strong> <strong>the</strong> relative position <strong>of</strong> <strong>the</strong> molecules, while formolecules that are closer toge<strong>the</strong>r, where <strong>the</strong> interaction isexpected to be strong, <strong>the</strong> hypersingular methods give moreaccurate results.An interesting thing is to check how much <strong>the</strong> singularintegral parts including strong <strong>and</strong> hypersingular contributeto <strong>the</strong> total calculated electrostatic field. In <strong>the</strong> HS1 method,<strong>the</strong> singular integral contribution is just from <strong>the</strong> integrationon one element where <strong>the</strong> singular point is located, <strong>and</strong> <strong>the</strong>o<strong>the</strong>r part is from <strong>the</strong> integral on all <strong>of</strong> <strong>the</strong> o<strong>the</strong>r elements.However, it is found that <strong>the</strong> singular integral contribution islarge enough to <strong>of</strong>fset <strong>the</strong> contributions from all <strong>the</strong> o<strong>the</strong>relementary integrals. For example, at 4-Å distance in <strong>the</strong>above case, at <strong>the</strong> center <strong>of</strong> <strong>the</strong> first element, <strong>the</strong> singularintegral part HS1 gives <strong>the</strong> contributions to <strong>the</strong> electrostaticfield −47.86, −34.84, <strong>and</strong> −347.17 kcal/mol Å e on x, y, <strong>and</strong>z directions, respectively, <strong>and</strong> <strong>the</strong> regular integral part gives59.59, 36.55, <strong>and</strong> 364.69 kcal/mol Å e on x, y, <strong>and</strong> z directions,respectively. Therefore, <strong>the</strong> singular integral part cannotbe omitted in <strong>the</strong> <strong>stress</strong> <strong>tensor</strong> calculation in <strong>the</strong> BEM.The main advantage <strong>of</strong> <strong>the</strong> hypersingular integralmethod is its calculation efficiency, which is also <strong>the</strong> mainmotivation to develop this method, as mentioned above. In<strong>the</strong> above test case, in which 30 calculation points were selectedas shown in Fig. 4, <strong>the</strong> CPU time on an Intel PentiumIV2 GHz for <strong>the</strong> whole BEM calculation is 28.3 s for <strong>the</strong>variational approach, 23.0 s for HS1, <strong>and</strong> 19.3 s for HS2.Moreover, as shown in <strong>the</strong> methods sections, <strong>the</strong> CPU timespent on <strong>the</strong> force calculation for <strong>the</strong> hypersingular integralis only dependent on <strong>the</strong> boundary elements on <strong>the</strong> target2molecule, i.e., N elem , while that in <strong>the</strong> variational approachis dependent on all <strong>the</strong> boundary elements <strong>of</strong> <strong>the</strong> molecularsystems. Therefore, for a large biomolecular system, <strong>the</strong> hypersingularintegral methods should display much more efficiencythan in <strong>the</strong> above simple system.The second testing model is a point charge interactingwith a dipole. The point charge surrounded by a unitspherical boundary is located at −2,0,0; <strong>the</strong> dipole is alsosurrounded by a unit spherical boundary with its two pointcharges located at 2, 0, 0.1 <strong>and</strong> 2,0,−0.1, respectively. Inthis model, <strong>the</strong>re are both force <strong>and</strong> torque acting on <strong>the</strong>dipole, but only <strong>the</strong> z direction force component F z <strong>and</strong><strong>the</strong> y direction torque component M y are in principle notzero. The analytical solutions are F z analy =−1.04 kcal/mol Å,<strong>and</strong> M y analy =−4.15 kcal/mol. The variational approachgives F z =−1.02 kcal/mol Å, <strong>and</strong> M y =−4.08 kcal/mol,<strong>and</strong> <strong>the</strong> hypersingular integral method HS1 givesF z =−1.01 kcal/mol Å, <strong>and</strong> M y =−4.01 kcal/mol, <strong>and</strong> <strong>the</strong>yare all close to <strong>the</strong> correct values. HS2 givesF z =−1.15 kcal/mol Å, <strong>and</strong> M y =−4.58 kcal/mol. The results<strong>of</strong> HS2 have a relatively large deviation from <strong>the</strong> analyticalvalues, <strong>and</strong> show a less accuracy than HS1 again.V. CONCLUSIONS AND DISCUSSIONWe use <strong>the</strong> hypersingular integral technique in a BEMframe to directly calculate <strong>the</strong> derivatives <strong>of</strong> <strong>the</strong> potential on<strong>the</strong> molecular boundary, <strong>and</strong> <strong>the</strong>n <strong>the</strong> <strong>Maxwell</strong> <strong>stress</strong> is obtained<strong>and</strong> used to compute <strong>the</strong> PB force on a molecule in aninteracting solvated molecular system. The computationalaccuracy <strong>and</strong> performance for force <strong>and</strong> torque are demonstratedin <strong>the</strong> sample tests <strong>and</strong> compared with that <strong>of</strong> <strong>the</strong>previous variational approach. The accuracy <strong>of</strong> <strong>the</strong> hypersingularintegral method HS1 is found to be even somewhathigher than that <strong>of</strong> <strong>the</strong> variational method for <strong>the</strong> main forcecomponent computation. Compared with HS2, <strong>the</strong> first kind<strong>of</strong> hypersingular integral method HS1 is rigorous in principlewithout <strong>the</strong> plane approximation for <strong>the</strong> adjacentboundary elements, <strong>and</strong> it has a stable computational performancein terms <strong>of</strong> accuracy in different cases. Overall, <strong>the</strong>major advantage <strong>of</strong> this hypersingular integral method is itsfaster performance compared with <strong>the</strong> variational approach,especially for biomolecular systems, <strong>and</strong> this makes it potentiallyuseful for <strong>the</strong> BD simulation <strong>of</strong> protein-proteindocking.ACKNOWLEDGMENTSThis work was supported in part by <strong>the</strong> NIH, NSF, <strong>the</strong>Howard Hughes Medical Institute, National BiomedicalComputing Resource, <strong>the</strong> NSF Center for Theoretical BiologicalPhysics, SDSC, <strong>the</strong> W. M. Keck Foundation, <strong>and</strong> Accelrys,Inc.1 M. E. Davis <strong>and</strong> J. A. McCammon, J. Comput. Chem. 10, 386 1989.2 M. Holst, R. E. Kozack, F. Saied, <strong>and</strong> S. Subramaniam, J. Biomol. Struct.Dyn. 11, 1437 1994.3 A. Nicholls <strong>and</strong> B. Honig, J. Comput. Chem. 12, 435 1991.4 T. J. You <strong>and</strong> S. C. Harvey, J. 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