PPM_One: a static protein structure based chemical shift predictor

被引:37
作者
Li, Dawei [1 ]
Brueschweiler, Rafael [1 ,2 ]
机构
[1] Ohio State Univ, Campus Chem Instrument Ctr, Columbus, OH 43210 USA
[2] Ohio State Univ, Dept Chem & Biochem, Columbus, OH 43210 USA
基金
美国国家科学基金会;
关键词
Protein chemical shift prediction; Physics-based predictor; Backbone and side-chain chemical shifts; Neural network; Database analysis; ARTIFICIAL NEURAL-NETWORKS; SIDE-CHAIN; STRUCTURE GENERATION; TORSION ANGLES; CONTACT MODEL; NMR DATA; BACKBONE; DYNAMICS; DATABASE; N-15;
D O I
10.1007/s10858-015-9958-z
中图分类号
Q5 [生物化学]; Q7 [分子生物学];
学科分类号
071010 ; 081704 ;
摘要
We mined the most recent editions of the BioMagResDataBank and the protein data bank to parametrize a new empirical knowledge-based chemical shift predictor of protein backbone atoms using either a linear or an artificial neural network model. The resulting chemical shift predictor PPM_One accepts a single static 3D structure as input and emulates the effect of local protein dynamics via interatomic steric contacts. Furthermore, the chemical shift prediction was extended to most side-chain protons and it is found that the prediction accuracy is at a level allowing an independent assessment of stereospecific assignments. For a previously established set of test proteins some overall improvement was achieved over current top-performing chemical shift prediction programs.
引用
收藏
页码:403 / 409
页数:7
相关论文
共 41 条
[1]   NMR: prediction of protein flexibility [J].
Berjanskii, Mark ;
Wishart, David S. .
NATURE PROTOCOLS, 2006, 1 (02) :683-688
[2]   The Protein Data Bank [J].
Berman, HM ;
Westbrook, J ;
Feng, Z ;
Gilliland, G ;
Bhat, TN ;
Weissig, H ;
Shindyalov, IN ;
Bourne, PE .
NUCLEIC ACIDS RESEARCH, 2000, 28 (01) :235-242
[3]   Conformational analysis of the chemical shifts for molecules containing diastereotopic methylene protons [J].
Borowski, Piotr .
JOURNAL OF MAGNETIC RESONANCE, 2012, 214 :1-9
[4]   Protein structure determination from NMR chemical shifts [J].
Cavalli, Andrea ;
Salvatella, Xavier ;
Dobson, Christopher M. ;
Vendruscolo, Michele .
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2007, 104 (23) :9615-9620
[5]  
Haigh C.W., 1979, Prog. Nucl. Magn. Reson. Spectrosc, V13, P303
[6]   NEW TABLES OF RING CURRENT SHIELDING IN PROTON MAGNETIC-RESONANCE [J].
HAIGH, CW ;
MALLION, RB .
OMR-ORGANIC MAGNETIC RESONANCE, 1972, 4 (02) :203-&
[7]   SHIFTX2: significantly improved protein chemical shift prediction [J].
Han, Beomsoo ;
Liu, Yifeng ;
Ginzinger, Simon W. ;
Wishart, David S. .
JOURNAL OF BIOMOLECULAR NMR, 2011, 50 (01) :43-57
[8]   Fast and Accurate Predictions of Protein NMR Chemical Shifts from Interatomic Distances [J].
Kohlhoff, Kai J. ;
Robustelli, Paul ;
Cavalli, Andrea ;
Salvatella, Xavier ;
Vendruscolo, Michele .
JOURNAL OF THE AMERICAN CHEMICAL SOCIETY, 2009, 131 (39) :13894-+
[9]   Combining NMR ensembles and molecular dynamics simulations provides more realistic models of protein structures in solution and leads to better chemical shift prediction [J].
Lehtivarjo, Juuso ;
Tuppurainen, Kari ;
Hassinen, Tommi ;
Laatikainen, Reino ;
Perakyla, Mikael .
JOURNAL OF BIOMOLECULAR NMR, 2012, 52 (03) :257-267
[10]   4D prediction of protein 1H chemical shifts [J].
Lehtivarjo, Juuso ;
Hassinen, Tommi ;
Korhonen, Samuli-Petrus ;
Perakyla, Mikael ;
Laatikainen, Reino .
JOURNAL OF BIOMOLECULAR NMR, 2009, 45 (04) :413-426