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基于自适应核密度估计和回归的蛋白质平滑骨架相关构象文库。

A smoothed backbone-dependent rotamer library for proteins derived from adaptive kernel density estimates and regressions.

机构信息

Institute for Cancer Research, Fox Chase Cancer Center, 333 Cottman Avenue, Philadelphia, PA 19111, USA.

出版信息

Structure. 2011 Jun 8;19(6):844-58. doi: 10.1016/j.str.2011.03.019.

Abstract

Rotamer libraries are used in protein structure determination, prediction, and design. The backbone-dependent rotamer library consists of rotamer frequencies, mean dihedral angles, and variances as a function of the backbone dihedral angles. Structure prediction and design methods that employ backbone flexibility would strongly benefit from smoothly varying probabilities and angles. A new version of the backbone-dependent rotamer library has been developed using adaptive kernel density estimates for the rotamer frequencies and adaptive kernel regression for the mean dihedral angles and variances. This formulation allows for evaluation of the rotamer probabilities, mean angles, and variances as a smooth and continuous function of phi and psi. Continuous probability density estimates for the nonrotameric degrees of freedom of amides, carboxylates, and aromatic side chains have been modeled as a function of the backbone dihedrals and rotamers of the remaining degrees of freedom. New backbone-dependent rotamer libraries at varying levels of smoothing are available from http://dunbrack.fccc.edu.

摘要

构象文库在蛋白质结构测定、预测和设计中得到了广泛应用。基于主链的构象文库包含构象频率、平均二面角以及主链二面角的方差作为函数。采用主链柔性的结构预测和设计方法将极大地受益于平滑变化的概率和角度。我们使用自适应核密度估计来构象频率和自适应核回归来构象平均二面角和方差,从而开发了新版本的基于主链的构象文库。这种方法允许对构象概率、平均角度和方差进行评估,作为 phi 和 psi 的平滑连续函数。酰胺、羧酸酯和芳侧链的非构象自由度的连续密度估计作为其余自由度的主链二面角和构象的函数进行建模。可从 http://dunbrack.fccc.edu 获取不同平滑度的新型基于主链的构象文库。

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