A Euclidean distance matrix model for protein molecular conformation

被引:4
|
作者
Zhai, Fengzhen [1 ]
Li, Qingna [2 ]
机构
[1] Beijing Inst Technol, Sch Math & Stat, Beijing 100081, Peoples R China
[2] Beijing Inst Technol, Sch Math & Stat, Beijing Key Lab MCAACI, Beijing 100081, Peoples R China
基金
中国国家自然科学基金;
关键词
Protein molecular conformation; Euclidean distance matrix; Accelerated block coordinate descent method; Majorized penalty approach; ALGORITHM; GEOMETRY; LOCALIZATION; OPTIMIZATION; PROGRAMS;
D O I
10.1007/s10898-019-00771-4
中图分类号
C93 [管理学]; O22 [运筹学];
学科分类号
070105 ; 12 ; 1201 ; 1202 ; 120202 ;
摘要
Protein molecular conformation is an important and challenging problem in biophysics. It is to recover the structure of proteins based on limited information such as noised distances, lower and upper bounds on some distances between atoms. In this paper, based on the recent progress in numerical algorithms for Euclidean distance matrix (EDM) optimization problems, we propose a EDM model for protein molecular conformation. We reformulate the problem as a rank-constrained least squares problem with linear equality constraints, box constraints, as well as a cone constraint. Due to the nonconvexity of the problem, we develop a majorized penalty approach to solve the problem. We apply the accelerated block coordinate descent algorithm proposed in Sun et al. (SIAM J Optim 26(2):1072-1100, 2016) to solve the resulting subproblem. Extensive numerical results demonstrate the efficiency of the proposed model.
引用
收藏
页码:709 / 728
页数:20
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