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computer modeling in molecular biology.pdf

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6.3.3.1 Application and Techniques6 Theory of Transport <strong>in</strong> Ion Channels 151The potential of mean force of the ion along the channel axis is calculated us<strong>in</strong>g thefree energy simulation technique [80, 811. From Eq. (6-15), the potential of meanforce at a position W(x + Ax) can be expressed <strong>in</strong> terms of W(x),AW(x+x+ Ax) = W(x+ Ax) - W(x) = -k,T ln(e-A”kB7)U, (6-17)where the bracket with subscript x represents a canonical average with the reactioncoord<strong>in</strong>ate held fixed at x, i. e.,(6-18)and AU is the change <strong>in</strong> potential energy obta<strong>in</strong>ed by displac<strong>in</strong>g the ion from x tox + Ax, i.e., AU is equal to U(R,x + Ax) - U(R,x). The average Eq. (6-18) iscalculated from an ensemble of configurations generated by a <strong>computer</strong> simulationof the system <strong>in</strong> thermal equilibrium with the ion fixed at x. Although Eq. (6-17) isformally valid for any Ax, convergence <strong>in</strong> achievable <strong>computer</strong> times limits thecalculation to the free energy differences <strong>in</strong> the neighborhood of x. In practice, theperturbations have to be relatively small to obta<strong>in</strong> rapid convergence. In practice itis necessary to generate several trajectories of the system with the ion fixed at variousvalues of x. The complete profile is constructed by jo<strong>in</strong><strong>in</strong>g the free energy differencesobta<strong>in</strong>ed with Eq. (6-17) at the mid-po<strong>in</strong>ts between neighbor<strong>in</strong>g simulations, that is,W(X,+,) = W(X,) + AW(xn+xn + Ax)-AW(x,+I +xn+l -AX)=n= C [AW(X~+X~ + Ax) - AW(xi+l +xi+l - AX)], (6-19)i=lwhere Ax is the mid-distance between two neighbor<strong>in</strong>g simulations,(6-20)W(x) can also be calculated by <strong>in</strong>tegrat<strong>in</strong>g the reversible work done by the meanforce (F(x)) act<strong>in</strong>g on the ion <strong>in</strong> the x direction, i. e.,(6-21)

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