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computer modeling in molecular biology.pdf

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150 Benoi’t Rouxbulk waters. A stable hydrogen bond is formed with a bulk water at 50 ps and isma<strong>in</strong>ta<strong>in</strong>ed for the rest of the trajectory leav<strong>in</strong>g the entrance of the channel free. Itis possible that this type of rare event plays a role <strong>in</strong> the entrance and exit of watermolecules. Appropriate techniques based on biased sampl<strong>in</strong>g must be used to studyrare events accurately. This is the object of the next section.6.3.3 Calculation of the Potential of Mean Force:Free Energy SimulationIn Section 6.2, it was shown that the free energy profile, W(x), plays a fundamentalrole <strong>in</strong> the phenomenological description of ion transport. From its def<strong>in</strong>ition, W(x)is the free energy of the system when the ion is at position x along the channel axis,i.e., [79],(6-15)where U(R,x) is the total potential energy of the system and R represents all thecoord<strong>in</strong>ates of the system other than the x coord<strong>in</strong>ate of the ion (the x, y, z coord<strong>in</strong>atesof all the channel and water atoms <strong>in</strong>clud<strong>in</strong>g the y and z coord<strong>in</strong>ates ofthe ion), xo is an arbitrary reference position chosen such that W(xo) = Wo. Thefree energy profile is often called “potential of mean force”, follow<strong>in</strong>g from the propertythat the average force exerted on the ion when it is located at position x, i.e.,( -aU(R, x)/dx>, is equal to - aW(x)/ax [79]. Because the potential of mean force,based on Eq. (6-15), can be related to the average probability distribution functionof the ion,(6-16)it can, <strong>in</strong> pr<strong>in</strong>ciple, be extracted directly from (p(x)) through a normal <strong>molecular</strong>dynamics simulation. However, because it is expected that the movements of the ionalong the channel axis are tak<strong>in</strong>g place on a very long time-scale compared torealistic simulation times, a direct approach is not practical. It is necessary to usea biased sampl<strong>in</strong>g technique to obta<strong>in</strong> accurate results on the potential of meanforce. Such a technique is free energy perturbation which is illustrated <strong>in</strong> the nextsection.

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