A declarative concurrent system for protein structure prediction on GPU

被引:6
作者
Campeotto, Federico [1 ,2 ,3 ]
Dovier, Agostino [2 ,3 ]
Pontelli, Enrico [1 ]
机构
[1] New Mexico State Univ, Dept Comp Sci, Las Cruces, NM 88003 USA
[2] Univ Udine, Dept Math, I-33100 Udine, Italy
[3] Univ Udine, Dept Comp Sci, I-33100 Udine, Italy
基金
美国国家科学基金会;
关键词
general-purpose graphical processing units; CUDA; protein structure prediction; multi-agent systems; constraint programming; FOLD-RECOGNITION; TASSER;
D O I
10.1080/0952813X.2014.993503
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This paper provides a novel perspective in the protein structure prediction (PSP) problem. The PSP problem focuses on determining putative 3D structures of a protein starting from its primary sequence. The proposed approach relies on a multi-agent system (MAS) perspective, where concurrent agents explore the folding of different parts of a protein. The strength of the approach lies in the agents' ability to apply different types of knowledge, expressed in the form of declarative constraints, to prune the search space of folding alternatives. The paper makes also an important contribution in demonstrating the suitability of a general-purpose graphical processing unit approach to implement such MAS infrastructure, with significant performance improvements over the sequential implementation and other methods.
引用
收藏
页码:503 / 541
页数:39
相关论文
共 54 条
[1]   Blue Gene: A vision for protein science using a petaflop supercomputer [J].
Allen, F ;
Almasi, G ;
Andreoni, W ;
Beece, D ;
Berne, BJ ;
Bright, A ;
Brunheroto, J ;
Cascaval, C ;
Castanos, J ;
Coteus, P ;
Crumley, P ;
Curioni, A ;
Denneau, M ;
Donath, W ;
Eleftheriou, M ;
Fitch, B ;
Fleischer, B ;
Georgiou, CJ ;
Germain, R ;
Giampapa, M ;
Gresh, D ;
Gupta, M ;
Haring, R ;
Ho, H ;
Hochschild, P ;
Hummel, S ;
Jonas, T ;
Lieber, D ;
Martyna, G ;
Maturu, K ;
Moreira, J ;
Newns, D ;
Newton, M ;
Philhower, R ;
Picunko, T ;
Pitera, J ;
Pitman, M ;
Rand, R ;
Royyuru, A ;
Salapura, V ;
Sanomiya, A ;
Shah, R ;
Sham, Y ;
Singh, S ;
Snir, M ;
Suits, F ;
Swetz, R ;
Swope, WC ;
Vishnumurthy, N ;
Ward, TJC .
IBM SYSTEMS JOURNAL, 2001, 40 (02) :310-327
[2]   PRINCIPLES THAT GOVERN FOLDING OF PROTEIN CHAINS [J].
ANFINSEN, CB .
SCIENCE, 1973, 181 (4096) :223-230
[3]  
[Anonymous], MOL BIOL CELL MOL BI
[4]  
[Anonymous], J COMPUTER TECHNOLOG
[5]  
[Anonymous], 2009, WORLD ACAD SCI ENG T
[6]  
[Anonymous], 2006, Pattern Recognition and Machine Learning
[7]  
[Anonymous], 2010, WORKSH LARG SCAL PAR
[8]  
[Anonymous], P 6 JOINT EPS APS IN
[9]   A constraint-based approach to fast and exact structure prediction in three-dimensional protein models [J].
Backofen, Rolf ;
Will, Sebastian .
CONSTRAINTS, 2006, 11 (01) :5-30
[10]   Protein structure prediction and structural genomics [J].
Baker, D ;
Sali, A .
SCIENCE, 2001, 294 (5540) :93-96