{"title":"GAFF/IPolQ-Mod+LJ-Fit:溶剂化自由能预测的优化力场参数","authors":"A. Mecklenfeld, G. Raabe","doi":"10.5599/admet.837","DOIUrl":null,"url":null,"abstract":"Rational drug design featuring explicit solubility considerations can greatly benefit from molecular dynamics simulations, as they allow for the prediction of the Gibbs free energy of solvation and thus relative solubilities. In our previous work (A. Mecklenfeld, G. Raabe. J. Chem. Theory Comput. 13 no. 12 (2017) 6266–6274), we have compared solvation free energy results obtained with the General Amber Force Field (GAFF) and its default restrained electrostatic potential (RESP) partial charges to those obtained by modified implicitly polarized charges (IPolQ-Mod) for an implicit representation of impactful polarization effects. In this work, we have adapted Lennard-Jones parameters for GAFF atom types in combination with IPolQ-Mod to further improve the accuracies of solvation free energy and liquid density predictions. We thereby focus on prominent atom types in common drugs. For the refitting, 357 respectively 384 systems were considered for free energies and densities and validation was performed for 142 free energies and 100 densities of binary mixtures. By the in-depth comparison of simulation results for default GAFF, GAFF with IPolQ-Mod and our new set of parameters, which we label GAFF/IPolQ-Mod+LJ-Fit, we can clearly highlight the improvements of our new model for the description of both relative solubilities and fluid phase behaviour.","PeriodicalId":7259,"journal":{"name":"ADMET and DMPK","volume":"226 1","pages":"274 - 296"},"PeriodicalIF":3.4000,"publicationDate":"2020-06-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"3","resultStr":"{\"title\":\"GAFF/IPolQ-Mod+LJ-Fit: Optimized force field parameters for solvation free energy predictions\",\"authors\":\"A. Mecklenfeld, G. Raabe\",\"doi\":\"10.5599/admet.837\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"Rational drug design featuring explicit solubility considerations can greatly benefit from molecular dynamics simulations, as they allow for the prediction of the Gibbs free energy of solvation and thus relative solubilities. In our previous work (A. Mecklenfeld, G. Raabe. J. Chem. Theory Comput. 13 no. 12 (2017) 6266–6274), we have compared solvation free energy results obtained with the General Amber Force Field (GAFF) and its default restrained electrostatic potential (RESP) partial charges to those obtained by modified implicitly polarized charges (IPolQ-Mod) for an implicit representation of impactful polarization effects. In this work, we have adapted Lennard-Jones parameters for GAFF atom types in combination with IPolQ-Mod to further improve the accuracies of solvation free energy and liquid density predictions. We thereby focus on prominent atom types in common drugs. For the refitting, 357 respectively 384 systems were considered for free energies and densities and validation was performed for 142 free energies and 100 densities of binary mixtures. By the in-depth comparison of simulation results for default GAFF, GAFF with IPolQ-Mod and our new set of parameters, which we label GAFF/IPolQ-Mod+LJ-Fit, we can clearly highlight the improvements of our new model for the description of both relative solubilities and fluid phase behaviour.\",\"PeriodicalId\":7259,\"journal\":{\"name\":\"ADMET and DMPK\",\"volume\":\"226 1\",\"pages\":\"274 - 296\"},\"PeriodicalIF\":3.4000,\"publicationDate\":\"2020-06-28\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"3\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"ADMET and DMPK\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.5599/admet.837\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q2\",\"JCRName\":\"CHEMISTRY, MEDICINAL\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"ADMET and DMPK","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.5599/admet.837","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q2","JCRName":"CHEMISTRY, MEDICINAL","Score":null,"Total":0}
引用次数: 3
摘要
明确考虑溶解度的合理药物设计可以极大地受益于分子动力学模拟,因为它们允许预测溶剂化的吉布斯自由能,从而预测相对溶解度。在我们以前的工作中(A. Mecklenfeld, G. Raabe)。j .化学。《理论计算》,第13期。12(2017) 6266-6274),我们将通用琥珀力场(GAFF)及其默认抑制静电势(RESP)部分电荷获得的溶剂化自由能结果与修正隐式极化电荷(IPolQ-Mod)获得的结果进行了比较,以隐式表示影响极化效应。在这项工作中,我们结合IPolQ-Mod调整了GAFF原子类型的Lennard-Jones参数,以进一步提高溶剂化自由能和液体密度预测的准确性。因此,我们将重点放在常见药物中突出的原子类型上。为了进行改装,分别考虑了357个体系的384个自由能和密度,并对二元混合物的142个自由能和100个密度进行了验证。通过对默认GAFF、带有IPolQ-Mod的GAFF和我们的新参数集(我们标记为GAFF/IPolQ-Mod+LJ-Fit)的模拟结果的深入比较,我们可以清楚地强调我们的新模型在描述相对溶解度和流体相行为方面的改进。
GAFF/IPolQ-Mod+LJ-Fit: Optimized force field parameters for solvation free energy predictions
Rational drug design featuring explicit solubility considerations can greatly benefit from molecular dynamics simulations, as they allow for the prediction of the Gibbs free energy of solvation and thus relative solubilities. In our previous work (A. Mecklenfeld, G. Raabe. J. Chem. Theory Comput. 13 no. 12 (2017) 6266–6274), we have compared solvation free energy results obtained with the General Amber Force Field (GAFF) and its default restrained electrostatic potential (RESP) partial charges to those obtained by modified implicitly polarized charges (IPolQ-Mod) for an implicit representation of impactful polarization effects. In this work, we have adapted Lennard-Jones parameters for GAFF atom types in combination with IPolQ-Mod to further improve the accuracies of solvation free energy and liquid density predictions. We thereby focus on prominent atom types in common drugs. For the refitting, 357 respectively 384 systems were considered for free energies and densities and validation was performed for 142 free energies and 100 densities of binary mixtures. By the in-depth comparison of simulation results for default GAFF, GAFF with IPolQ-Mod and our new set of parameters, which we label GAFF/IPolQ-Mod+LJ-Fit, we can clearly highlight the improvements of our new model for the description of both relative solubilities and fluid phase behaviour.
期刊介绍:
ADMET and DMPK is an open access journal devoted to the rapid dissemination of new and original scientific results in all areas of absorption, distribution, metabolism, excretion, toxicology and pharmacokinetics of drugs. ADMET and DMPK publishes the following types of contributions: - Original research papers - Feature articles - Review articles - Short communications and Notes - Letters to Editors - Book reviews The scope of the Journal involves, but is not limited to, the following areas: - physico-chemical properties of drugs and methods of their determination - drug permeabilities - drug absorption - drug-drug, drug-protein, drug-membrane and drug-DNA interactions - chemical stability and degradations of drugs - instrumental methods in ADMET - drug metablic processes - routes of administration and excretion of drug - pharmacokinetic/pharmacodynamic study - quantitative structure activity/property relationship - ADME/PK modelling - Toxicology screening - Transporter identification and study