Hands-off Linear Interaction Energy Approach to Binding Mode and Affinity Estimation of Estrogens

被引:10
作者
Durmaz, Vedat [1 ]
Schmidt, Sebastian [2 ]
Sabri, Peggy [1 ]
Piechotta, Christian [2 ]
Weber, Marcus [1 ]
机构
[1] ZIB, Dept Numer Anal & Modelling, D-14195 Berlin, Germany
[2] BAM Fed Inst Mat Res & Testing, Dept Anal Chem, D-12205 Berlin, Germany
关键词
MOLECULAR-DYNAMICS SIMULATIONS; EFFICIENT GENERATION; SCORING FUNCTIONS; AM1-BCC MODEL; RECEPTOR; DOCKING; PREDICTION; PARAMETERIZATION; CHARGES; GROMACS;
D O I
10.1021/ci400392p
中图分类号
R914 [药物化学];
学科分类号
100701 ;
摘要
With this work we target the development of a predictictive model for the identification of small molecules which bind to the estrogen receptor alpha and, thus, may act as endocrine disruptors. We propose a combined thermodynamic approach for the estimation of preferential binding modes along with corresponding free energy differences using a linear interaction energy (LIE) ansatz. The LIE model is extended by a Monte Carlo approach for the computation of conformational entropies as recently developed by our group. Incorporating the entropy contribution substantially increased the correlation with experimental affinity values. Both squared coefficients for the fitted data as well as the more meaningful leave-one-out cross-validation of predicted energies were elevated up to r(Fit)(2) = 0.87 and q(LOO)(2) = 0.82, respectively. All calculations have been performed on a set of 31 highly diverse ligands regarding their structural properties and affinities to the estrogen receptor alpha. Comparison of predicted ligand orientations with crystallographic data retrieved from the Protein database pdb.org revealed remarkable binding mode predictions.
引用
收藏
页码:2681 / 2688
页数:8
相关论文
共 59 条
[1]   NEW METHOD FOR PREDICTING BINDING-AFFINITY IN COMPUTER-AIDED DRUG DESIGN [J].
AQVIST, J ;
MEDINA, C ;
SAMUELSSON, JE .
PROTEIN ENGINEERING, 1994, 7 (03) :385-391
[2]   GROMACS - A MESSAGE-PASSING PARALLEL MOLECULAR-DYNAMICS IMPLEMENTATION [J].
BERENDSEN, HJC ;
VANDERSPOEL, D ;
VANDRUNEN, R .
COMPUTER PHYSICS COMMUNICATIONS, 1995, 91 (1-3) :43-56
[3]   MOLECULAR-DYNAMICS WITH COUPLING TO AN EXTERNAL BATH [J].
BERENDSEN, HJC ;
POSTMA, JPM ;
VANGUNSTEREN, WF ;
DINOLA, A ;
HAAK, JR .
JOURNAL OF CHEMICAL PHYSICS, 1984, 81 (08) :3684-3690
[4]   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
[5]   FREE-ENERGY VIA MOLECULAR SIMULATION - APPLICATIONS TO CHEMICAL AND BIOMOLECULAR SYSTEMS [J].
BEVERIDGE, DL ;
DICAPUA, FM .
ANNUAL REVIEW OF BIOPHYSICS AND BIOPHYSICAL CHEMISTRY, 1989, 18 :431-492
[6]   The estrogen receptor relative binding affinities of 188 natural and xenochemicals: Structural diversity of ligands [J].
Blair, RM ;
Fang, H ;
Branham, WS ;
Hass, BS ;
Dial, SL ;
Moland, CL ;
Tong, WD ;
Shi, LM ;
Perkins, R ;
Sheehan, DM .
TOXICOLOGICAL SCIENCES, 2000, 54 (01) :138-153
[7]   HYBRID MONTE-CARLO SIMULATIONS THEORY AND INITIAL COMPARISON WITH MOLECULAR-DYNAMICS [J].
BRASS, A ;
PENDLETON, BJ ;
CHEN, Y ;
ROBSON, B .
BIOPOLYMERS, 1993, 33 (08) :1307-1315
[8]   Canonical sampling through velocity rescaling [J].
Bussi, Giovanni ;
Donadio, Davide ;
Parrinello, Michele .
JOURNAL OF CHEMICAL PHYSICS, 2007, 126 (01)
[9]   APPLICATION OF RESP CHARGES TO CALCULATE CONFORMATIONAL ENERGIES, HYDROGEN-BOND ENERGIES, AND FREE-ENERGIES OF SOLVATION [J].
CORNELL, WD ;
CIEPLAK, P ;
BAYLY, CI ;
KOLLMAN, PA .
JOURNAL OF THE AMERICAN CHEMICAL SOCIETY, 1993, 115 (21) :9620-9631
[10]   HYBRID MONTE-CARLO [J].
DUANE, S ;
KENNEDY, AD ;
PENDLETON, BJ ;
ROWETH, D .
PHYSICS LETTERS B, 1987, 195 (02) :216-222