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Fast Methods for Biomolecule Charge Optimization

机译:生物分子充电优化的快速方法

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Charge optimization is an essential element of rational drug design; given ligand and receptor proteins, one wishes to determine the ligand charge distribution―a vector of partial atomic charges―that maximizes the favorable change in electrostatic free energy on binding. Work in biophysics has shown that this problem is convex, and that it can be solved using standard quadratic programming methods. However, the use of these techniques requires an initial calculation of the Hessian matrix; the present work introduces an new method that avoids this expensive computation and also scales much more favorably with problem size. The technique couples a boundary element formulation with a primal-dual interior point algorithm; initial results suggest that the cost to solve these optimization problems can be reduced by more than an order of magnitude.
机译:电荷优化是合理药物设计的必要因素;给定配体和受体蛋白,一种愿望确定配体电荷分布 - 部分原子电荷的载体 - 最大化静电能量的良好变化。生物物理学的工作表明,此问题是凸的,并且可以使用标准二次编程方法来解决它。然而,使用这些技术需要初始计算Hessian矩阵;目前的工作介绍了一种新方法,避免了这种昂贵的计算,并且还具有更有利地缩放问题大小。该技术耦合具有引流 - 双内部点算法的边界元配方;初始结果表明,解决这些优化问题的成本可以减少超过一个数量级。

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