Solvation free energy and solubility of acetaminophen and ibuprofen in supercritical carbon dioxide: Impact of the solvent model

Abstract Classical molecular dynamics simulations are used to compute the solvation free energy of two pharmaceutical solids, namely ibuprofen and acetaminophen in carbon dioxide (CO2), over the density range of interest in supercritical processes. In order to examine the influence of the solvent model on the resulting free energies, three popular CO2 models (Zhang, EPM2, and TraPPE) are studied. Relatively large discrepancies for the solvation free energy exist between these CO2 models, suggesting that the former is sensitive to the different balances between dispersive and electrostatic forces used in these models. In particular, for the solvation of the highly polar (dipole moment of ∼5.2 Debye) acetaminophen molecule, such discrepancies are more pronounced than for the moderately polar ibuprofen (dipole moment of ∼1.6 D) molecule. Since there is an exponential relationship between the solvation free energy and solubility, the choice of the solvent model substantially affects the predicted solubility. For the solubility of the studied solutes, the value obtained using the TraPPE model is the highest, that of the EPM2 model is intermediate, and that of the Zhang model is the lowest. Generally, the simulations results show that the model with the largest quadrupole moment leads to a more negative solvation free energy and a higher solubility over the entire density range. Further, the decomposition of the solvation free energy into contributions stemming from electrostatics and dispersion interactions shows that the electrostatic interactions are important for a quantitative prediction of solid solubility, while the Lennard–Jones parameters of the solute and solvent are more important for qualitative agreement. Additionally, the infinite-dilution partial molar volume of the two solutes is estimated from the pressure derivative of the solvation free energies. With density increasing beyond the value corresponding to the zero partial molar volume of the solute (minimum solvation free energy), the repulsive part of Lennard–Jones potential wins over the attractive interactions, and the solvent strength of supercritical CO2 decreases; however, due to the increase in the chemical potential of the pure solid (effect of the Poynting correction), the solubility further increases. Overall, these results demonstrate the importance of a proper choice of quadrupole moment of the solvent model, which is crucial for quantitative predictions of the solid solubility in supercritical CO2.

[1]  H. Berendsen,et al.  A LEAP-FROG ALGORITHM FOR STOCHASTIC DYNAMICS , 1988 .

[2]  Andrew S. Paluch,et al.  A method for computing the solubility limit of solids: application to sodium chloride in water and alcohols. , 2010, The Journal of chemical physics.

[3]  M. Maroncelli,et al.  Simulations of solvation free energies and solubilities in supercritical solvents. , 2006, The Journal of chemical physics.

[4]  Fariba Dehghani,et al.  Micronization by Rapid Expansion of Supercritical Solutions to Enhance the Dissolution Rates of Poorly Water-Soluble Pharmaceuticals , 2000 .

[5]  E. Ibáñez,et al.  Sub- and supercritical fluid extraction of functional ingredients from different natural sources: Plants, food-by-products, algae and microalgae: A review , 2006 .

[6]  M. Laidi,et al.  Application of PC-SAFT and cubic equations of state for the correlation of solubility of some pharmaceutical and statin drugs in SC-CO2 , 2013 .

[7]  H. Uchida,et al.  Monte Carlo simulation of solubilities of aromatic compounds in supercritical carbon dioxide by a group contribution site model , 1996 .

[8]  Kwong H. Yung,et al.  Carbon Dioxide's Liquid-Vapor Coexistence Curve And Critical Properties as Predicted by a Simple Molecular Model , 1995 .

[9]  A. D. Mackie,et al.  Thermodynamic and transport properties of carbon dioxide from molecular simulation. , 2007, The Journal of chemical physics.

[10]  A. Harvey SUPERCRITICAL SOLUBILITY OF SOLIDS FROM NEAR-CRITICAL DILUTE-MIXTURE THEORY , 1990 .

[11]  J. S. Rowlinson,et al.  Molecular Thermodynamics of Fluid-Phase Equilibria , 1969 .

[12]  Alessandro Pedretti,et al.  VEGA – An open platform to develop chemo-bio-informatics applications, using plug-in architecture and script programming , 2004, J. Comput. Aided Mol. Des..

[13]  Miguel Jorge,et al.  1-Octanol/Water Partition Coefficients of n-Alkanes from Molecular Simulations of Absolute Solvation Free Energies. , 2009, Journal of chemical theory and computation.

[14]  Andrew S. Paluch,et al.  Efficient Estimation of the Equilibrium Solution-Phase Fugacity of Soluble Nonelectrolyte Solids in Binary Solvents by Molecular Simulation , 2013 .

[15]  M. Kiselev,et al.  Prediction of cosolvent effect on solvation free energies and solubilities of organic compounds in supercritical carbon dioxide based on fully atomistic molecular simulations. , 2014, The journal of physical chemistry. B.

[16]  H. Uchida,et al.  Monte Carlo simulation of solubilities of naphthalene, phenanthrene, and anthracene in supercritical fluids , 1998 .

[17]  A. Tabernero,et al.  On the use of semiempirical models of (solid + supercritical fluid) systems to determine solid sublimation properties , 2011 .

[18]  Shiang‐Tai Lin,et al.  A predictive method for the solubility of drug in supercritical carbon dioxide , 2014 .

[19]  E. Maginn,et al.  Thermodynamic Properties of Supercritical Mixtures of Carbon Dioxide and Methane: A Molecular Simulation Study , 2014 .

[20]  H. Diogo,et al.  Thermochemistry of paracetamol , 2010 .

[21]  Y. Shimoyama,et al.  Development of activity coefficient model based on COSMO method for prediction of solubilities of solid solutes in supercritical carbon dioxide , 2009 .

[22]  K. Shing,et al.  Grand Canonical Monte Carlo Simulation for Solubility Calculation in Supercritical Extraction , 1989 .

[23]  Robert C. Reid,et al.  Solubility of solid mixtures in supercritical fluids , 1982 .

[24]  Stefan Bruckner,et al.  Efficiency of alchemical free energy simulations. I. A practical comparison of the exponential formula, thermodynamic integration, and Bennett's acceptance ratio method , 2011, J. Comput. Chem..

[25]  George Jackson,et al.  SAFT-γ force field for the simulation of molecular fluids. 1. A single-site coarse grained model of carbon dioxide. , 2011, The journal of physical chemistry. B.

[26]  N. Srivastava,et al.  Investigation of ground state charge transfer complex between paracetamol and p-chloranil through DFT and UV–visible studies , 2012 .

[27]  I. Tsivintzelis,et al.  Modeling the solid–liquid equilibrium in pharmaceutical‐solvent mixtures: Systems with complex hydrogen bonding behavior , 2009 .

[28]  Y. Arai,et al.  Monte carlo calculation of solubilities of high-boiling component in supercritical carbon dioxide and solubility enhancements by entrainer , 1994 .

[29]  N. Foster,et al.  Solubilities of solid mixtures in supercritical carbon dioxide: a review , 2000 .

[30]  G. Pazuki,et al.  A study on the predictive capability of the SAFT-VR equation of state for solubility of solids in supercritical CO2 , 2014 .

[31]  Jonas Baltrusaitis,et al.  Absolute Organic Crystal Thermodynamics: Growth of the Asymmetric Unit into a Crystal via Alchemy. , 2014, Journal of chemical theory and computation.

[32]  Ali Eslamimanesh,et al.  Thermodynamic modeling of solubilities of various solid compounds in supercritical carbon dioxide: Effects of equations of state and mixing rules , 2011 .

[33]  M. Shamsipur,et al.  Investigation on the supercritical carbon dioxide extraction of some polar drugs from spiked matrices and tablets , 2005 .

[34]  B. Shekunov,et al.  Solubility Analysis of Drug Compounds in Supercritical Carbon Dioxide Using Static and Dynamic Extraction Systems , 2001 .

[35]  Laxmikant V. Kale,et al.  NAMD2: Greater Scalability for Parallel Molecular Dynamics , 1999 .

[36]  Madalena Dionísio,et al.  Molecular motions in amorphous ibuprofen as studied by broadband dielectric spectroscopy. , 2008, The journal of physical chemistry. B.

[37]  A. Teja,et al.  The solubility of solids in supercritical fluids , 1999 .

[38]  Zhenhao Duan,et al.  An optimized molecular potential for carbon dioxide. , 2005, The Journal of chemical physics.

[39]  Junmei Wang,et al.  Development and testing of a general amber force field , 2004, J. Comput. Chem..

[40]  Andrew S. Paluch,et al.  Predicting the Solubility of Solid Phenanthrene: A Combined Molecular Simulation and Group Contribution Approach , 2013 .

[41]  David L Mobley,et al.  Comparison of charge models for fixed-charge force fields: small-molecule hydration free energies in explicit solvent. , 2007, The journal of physical chemistry. B.

[42]  J. Carstensen,et al.  Determination of ibuprofen vapor pressure at temperatures of pharmaceutical interest. , 1990, Journal of Pharmacy and Science.

[43]  Li Yang,et al.  Comparison of two simulation methods to compute solvation free energies and partition coefficients , 2013, J. Comput. Chem..

[44]  Katherine S. Shing,et al.  Computer simulation methods for the calculation of solubility in supercritical extraction systems , 1987 .

[45]  Chongli Zhong,et al.  Modeling of the solubility of aromatic compounds in supercritical carbon dioxide–cosolvent systems using SAFT equation of state , 2005 .

[46]  A. Frolov Accurate Calculation of Solvation Free Energies in Supercritical Fluids by Fully Atomistic Simulations: Probing the Theory of Solutions in Energy Representation. , 2015, Journal of chemical theory and computation.

[47]  Andrew S. Paluch,et al.  Predicting the excess solubility of acetanilide, acetaminophen, phenacetin, benzocaine, and caffeine in binary water/ethanol mixtures via molecular simulation. , 2015, The Journal of chemical physics.

[48]  H. Lüdemann,et al.  Molecular Dynamics Simulation of Transport and Structural Properties of CO2 Using Different Molecular Models , 2015 .

[49]  Mark E. Tuckerman,et al.  Reversible multiple time scale molecular dynamics , 1992 .

[50]  S. Sandler,et al.  Temperature-Dependent Physicochemical Properties and Solvation Thermodynamics of Nitrotoluenes from Solvation Free Energies , 2015 .

[51]  John M. Stubbs,et al.  Partial molar volume and solvation structure of naphthalene in supercritical carbon dioxide: a Monte Carlo simulation study. , 2005, The journal of physical chemistry. B.

[52]  H. Uchida,et al.  Monte Carlo simulation of solubilities of naphthalene in supercritical carbon dioxide , 1995 .

[53]  Ioannis G. Economou,et al.  Effect of the integration method on the accuracy and computational efficiency of free energy calculations using thermodynamic integration , 2010 .

[54]  C. Eckert,et al.  Solute partial molal volumes in supercritical fluids , 1986 .

[55]  Ling Wang,et al.  Prediction of partition coefficients and infinite dilution activity coefficients of 1-ethylpropylamine and 3-methyl-1-pentanol using force field methods , 2009 .

[56]  Alexander D. MacKerell,et al.  All-atom empirical potential for molecular modeling and dynamics studies of proteins. , 1998, The journal of physical chemistry. B.

[57]  J. Chrastil,et al.  Solubility of solids and liquids in supercritical gases , 1982 .

[58]  S. Kjelstrup,et al.  Thermal conductivity of carbon dioxide from non-equilibrium molecular dynamics: a systematic study of several common force fields. , 2014, The Journal of chemical physics.

[59]  C. Vega,et al.  Solubility of KF and NaCl in water by molecular simulation. , 2007, The Journal of chemical physics.

[60]  H. Uchida,et al.  Monte Carlo calculation of solubilities of aromatic compounds in supercritical carbon dioxide , 1995 .

[61]  E. Maginn,et al.  Transport properties of carbon dioxide and methane from molecular dynamics simulations. , 2014, The Journal of chemical physics.

[62]  K. Shing,et al.  Henry constants in non-ideal fluid mixtures , 1988 .

[63]  Ioannis G. Economou,et al.  Modeling the phase behavior in mixtures of pharmaceuticals with liquid or supercritical solvents. , 2009, The journal of physical chemistry. B.

[64]  Wilfred F van Gunsteren,et al.  Practical Aspects of Free-Energy Calculations: A Review. , 2014, Journal of chemical theory and computation.

[65]  P. Debenedetti Homogeneous nucleation in supercritical fluids , 1990 .

[66]  F. Dehghani,et al.  Processing Pharmaceutical Compounds Using Dense Gas Technology , 2003 .

[67]  E. A. Müller,et al.  On the Calculation of Supercritical Fluid−Solid Equilibria by Molecular Simulation , 2003 .

[68]  G. Madras,et al.  Solubilities of Benzene Derivatives in Supercritical Carbon Dioxide , 2011 .

[69]  A. Bauer-Brandl,et al.  Thermodynamics of sublimation, crystal lattice energies, and crystal structures of racemates and enantiomers: (+)- and (+/-)-ibuprofen. , 2004, Journal of pharmaceutical sciences.

[70]  Yoshio Iwai,et al.  Prediction of vapor-liquid equilibria for supercritical alcohol + fatty acid ester systems by SRK equation of state with Wong-Sandler mixing rule based on COSMO theory , 2008 .

[71]  Ioannis G. Economou,et al.  Prediction of the n‐hexane/water and 1‐octanol/water partition coefficients for environmentally relevant compounds using molecular simulation , 2012 .

[72]  Y. Arai,et al.  Monte Carlo calculation of solubilities of high-boiling component in supercritical carbon dioxide , 1992 .

[73]  Ireneo Kikic,et al.  Particle production of steroid drugs using supercritical fluid processing , 1996 .

[74]  Alauddin Ahmed,et al.  Physicochemical Properties of Hazardous Energetic Compounds from Molecular Simulation. , 2013, Journal of chemical theory and computation.

[75]  Jonah Z. Vilseck,et al.  Determination of partial molar volumes from free energy perturbation theory. , 2015, Physical chemistry chemical physics : PCCP.

[76]  Y. Arai,et al.  Monte Carlo simulation of n-paraffins and higher alcohols in supercritical carbon dioxide , 1996 .

[77]  Edward J. Maginn,et al.  Force field comparison and thermodynamic property calculation of supercritical CO2 and CH4 using molecular dynamics simulations , 2014 .

[78]  K. Johnston,et al.  Solubilization of Biomolecules in Carbon Dioxide Based Supercritical Fluids , 1986, Biotechnology progress.

[79]  Yan-Ping Chen,et al.  Correlation for the solubilities of pharmaceutical compounds in supercritical carbon dioxide , 2007 .

[80]  Wei Yang,et al.  The Structure, Thermodynamics and Solubility of Organic Crystals from Simulation with a Polarizable Force Field. , 2012, Journal of chemical theory and computation.

[81]  Y. Arai,et al.  Monte Carlo simulation for solubility and spatial structure of fatty acid and higher alcohol in supercritical carbon dioxide with octane , 1997 .

[82]  J. Ilja Siepmann,et al.  Vapor–liquid equilibria of mixtures containing alkanes, carbon dioxide, and nitrogen , 2001 .

[83]  Yan-Ping Chen,et al.  Calculation of Solid Solubility of Complex Molecules in Supercritical Carbon Dioxide using a Solution Model Approach , 2003 .

[84]  David A. Case,et al.  Soft‐core potentials in thermodynamic integration: Comparing one‐ and two‐step transformations , 2011, J. Comput. Chem..