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Rahimpour E, Moradi M, Sheikhi-Sovari A, Rezaei H, Rezaei H, Jouyban-Gharamaleki V, Kuentz M, Jouyban A. Comparative Drug Solubility Studies Using Shake-Flask Versus a Laser-Based Robotic Method. AAPS PharmSciTech 2023; 24:207. [PMID: 37817041 DOI: 10.1208/s12249-023-02667-9] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/17/2023] [Accepted: 09/20/2023] [Indexed: 10/12/2023] Open
Abstract
Drug solubility is of central importance to the pharmaceutical sciences, but reported values often show discrepancies. Various factors have been discussed in the literature to account for such differences, but the influence of manual testing in comparison to a robotic system has not been studied adequately before. In this study, four expert researchers were asked to measure the solubility of four drugs with various solubility behaviors (i.e., paracetamol, mesalazine, lamotrigine, and ketoconazole) in the same laboratory with the same instruments, method, and material sources and repeated their measurements after a time interval. In addition, the same solubility data were determined using an automated laser-based setup. The results suggest that manual testing leads to a handling influence on measured solubility values, and the results were discussed in more detail as compared to the automated laser-based system. Within the framework of unavoidable uncertainties of solubility testing, it is a possibility to combine minimal experimental testing that is preferably automated with mathematical modeling. That is a practical suggestion to support future pharmaceutical development in a more efficient way.
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Affiliation(s)
- Elaheh Rahimpour
- Pharmaceutical Analysis Research Center and Faculty of Pharmacy, Tabriz University of Medical Sciences, Tabriz, Iran
- Infectious and Tropical Diseases Research Center, Tabriz University of Medical Sciences, Tabriz, Iran
| | - Milad Moradi
- Drug Applied Research Center, Tabriz University of Medical Sciences, Tabriz, Iran
| | | | - Homa Rezaei
- Immunology Research Center, Tabriz University of Medical Sciences, Tabriz, Iran
| | - Hadis Rezaei
- Research Center for Pharmaceutical Nanotechnology, Tabriz University of Medical Sciences, Tabriz, Iran
| | - Vahid Jouyban-Gharamaleki
- Kimia Idea Pardaz Azarbayjan (KIPA) Science Based Company, Tabriz University of Medical Sciences, Tabriz, Iran
| | - Martin Kuentz
- Institute of Pharma Technology, University of Applied Sciences and Arts Northwestern Switzerland, Hofackerstr. 30, 4132, Muttenz, Switzerland
| | - Abolghasem Jouyban
- Pharmaceutical Analysis Research Center and Faculty of Pharmacy, Tabriz University of Medical Sciences, Tabriz, Iran.
- Faculty of Pharmacy, Near East University, Mercin, Turkey.
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Baracaldo-Santamaría D, Calderon-Ospina CA, Ortiz CP, Cardenas-Torres RE, Martinez F, Delgado DR. Thermodynamic Analysis of the Solubility of Isoniazid in (PEG 200 + Water) Cosolvent Mixtures from 278.15 K to 318.15 K. Int J Mol Sci 2022; 23:ijms231710190. [PMID: 36077585 PMCID: PMC9456571 DOI: 10.3390/ijms231710190] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/03/2022] [Revised: 09/01/2022] [Accepted: 09/01/2022] [Indexed: 11/16/2022] Open
Abstract
The solubility of drugs in cosolvent systems of pharmaceutical interest is of great importance for understanding and optimizing a large number of processes. Here, we report the solubility of isoniazid in nine (PEG 200 + water) cosolvent mixtures at nine temperatures (278.15, 283.15, 288.15, 293.15, 298.15, 303.15, 308.15, and 318.15 K) determined by UV-vis spectrophotometry. From the solubility data, the thermodynamic solution, mixing, and transfer functions were calculated in addition to performing the enthalpy-entropy compensation analysis. The solubility of isoniazid depends on the concentration of PEG 200 (positive cosolvent effect) and temperature (endothermic process) reaching its maximum solubility in pure PEG 200 at 318.15 K and the lowest solubility in pure water at 278.15 K. The solution process is favored by the solution entropy and according to the enthalpy-entropy compensation analysis it is driven by entropy in mixtures rich in water and by enthalpy in mixtures rich in PEG 200.
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Affiliation(s)
- Daniela Baracaldo-Santamaría
- Pharmacology Unit, Department of Biomedical Sciences, School of Medicine and Health Sciences, Universidad del Rosario, Bogotá 111221, Colombia
| | - Carlos Alberto Calderon-Ospina
- Pharmacology Unit, Department of Biomedical Sciences, School of Medicine and Health Sciences, Universidad del Rosario, Bogotá 111221, Colombia
- GENIUROS Research Group, Center for Research in Genetics and Genomics (CIGGUR), School of Medicine and Health Sciences, Universidad del Rosario, Bogotá 111221, Colombia
| | - Claudia Patricia Ortiz
- Programa de Administración en Seguridad y Salud en el Trabajo, Grupo de Investigación en Seguridad y Salud en el Trabajo, Corporación Universitaria Minuto de Dios-UNIMINUTO, Neiva 410001, Colombia
| | - Rossember Edén Cardenas-Torres
- Grupo de Fisicoquímica y Análisis Matemático, Facultad de Ciencias y Humanidades, Fundación Universidad de América, Bogotá 111221, Colombia
| | - Fleming Martinez
- Grupo de Investigaciones Farmacéutico-Fisicoquímicas, Departamento de Farmacia, Facultad de Ciencias, Universidad Nacional de Colombia, Sede Bogotá, Carrera 30 No. 45-03, Bogotá 111221, Colombia
| | - Daniel Ricardo Delgado
- Programa de Ingeniería Civil, Grupo de Investigación de Ingenierías UCC-Neiva, Facultad de Ingeniería, Universidad Cooperativa de Colombia, Sede Neiva, Neiva 410001, Colombia
- Correspondence: ; Tel.: +57-321-910-4471
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Employing Abraham and Hansen Parameters for Solubility Prediction of Ketoconazole in Binary Solvents at Various Temperatures. J SOLUTION CHEM 2021. [DOI: 10.1007/s10953-021-01121-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/19/2022]
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Hussain A, Alshehri S, Ramzan M, Afzal O, Altamimi AS, Alossaimi MA. Biocompatible solvent selection based on thermodynamic and computational solubility models, in-silico GastroPlus prediction, and cellular studies of ketoconazole for subcutaneous delivery. J Drug Deliv Sci Technol 2021. [DOI: 10.1016/j.jddst.2021.102699] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/25/2022]
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Jouyban-Gharamaleki V, Jouyban A, Zhao H, Martinez F, Rahimpour E. Solubility study of ketoconazole in propylene glycol and ethanol mixtures at different temperatures: A laser monitoring method. J Mol Liq 2021. [DOI: 10.1016/j.molliq.2021.116060] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/21/2022]
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Rahimpour E, Soleymani J, Acree WE, Jouyban A. Prediction of hypothetical solubility of drugs in phase separated miscible binary solvent mixtures using an interpolation technique. J Mol Liq 2021. [DOI: 10.1016/j.molliq.2021.116518] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/30/2022]
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Hussain A, Altamimi MA, Alshehri S, Imam SS, Alnemer UA, Haque MW. Experimental Solubility of Ketoconazole, Validation Models, and In vivo Prediction in Human Based on GastroPlus. AAPS PharmSciTech 2021; 22:194. [PMID: 34184161 DOI: 10.1208/s12249-021-02075-x] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/11/2021] [Accepted: 06/14/2021] [Indexed: 11/30/2022] Open
Abstract
The study aimed to identify a suitable cosolvent + water mixture for subcutaneous (sub-Q) delivery of ketoconazole (KETO). The solubility was assessed for several dimethyl acetamide (DMA) + water mixtures at T = 293.2 to 318.2 K and pressure P = 0.1 MPa. The experimental solubility (xe) was validated using the Van 't Hoff and Yalkowsky models and functional thermodynamic parameters (enthalpy ΔsolH°, entropy ΔsolS°, and Gibbs free energy ΔsolG°). The in vitro drug release study was performed at physiological pH, and the data served as the input to GastroPlus, which predicted the in vivo performance of KETO dissolved in a DMA + water cosolvent mixture for sub-Q delivery in human. The maximum solubility (mole fraction) of KETO (9.81 × 10-1) was obtained for neat DMA at 318.2 K whereas the lowest value (1.7 × 10-5) was for pure water at 293.2 K. An apparent thermodynamic analysis based on xe gave positive values for the functional parameters. KETO dissolution requires energy, as evidenced by the high positive values of ΔsolH° and ΔsolG°. Interestingly, ΔsolG° progressively decreased with increasing concentration of DMA in the DMA + water mixture, suggesting that the DMA-based molecular interaction improved the solubilization. Positive values of ΔsolG° and ΔsolS° for each DMA + water cosolvent mixture corroborated the endothermic and entropy-driven dissolution. GastroPlus predicted better absorption of KETO through sub-Q delivery than oral delivery. Hence, the DMA + water mixture may be a promising system for sub-Q delivery of KETO to control topical and systemic fungal infections.
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Alshehri S, Hussain A, Ahsan MN, Ali R, Siddique MUM. Thermodynamic, Computational Solubility Parameters in Organic Solvents and In Silico GastroPlus Based Prediction of Ketoconazole. ACS OMEGA 2021; 6:5033-5045. [PMID: 33644612 PMCID: PMC7905953 DOI: 10.1021/acsomega.0c06234] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/23/2020] [Accepted: 02/02/2021] [Indexed: 05/19/2023]
Abstract
The study aimed to select a suitable solvent capable to solubilize ketoconazole (KETO) and serve as a permeation enhancer across the skin. Experimental solubility and Hansen solubility parameters were obtained in ethanol, dimethyl sulfoxide (DMSO), ethylene glycol, oleic acid, span 80, limonene, eugenol, transcutol (THP), labrasol, and propylene glycol. Thermodynamic functional parameters and computational models (van't Hoff and Apelblat) validated the determined solubility in various solvents at T = 298.2 K to 318.2 K and P = 0.1 MPa. The HSPiP software estimated the solubility parameters in the solvents. The maximum mole fractional solubility values of KETO were found to be in an order as oleic acid (8.5 × 10-3) > limonene (7.3 × 10-3) > span 80 (6.9 × 10-2) > THP (4.9 × 10-2) > eugenol (4.5 × 10-3) at T = 318.2 K. The results of the apparent thermodynamic analysis confirmed that the dissolution rate was endothermic and entropy driven. The GastroPlus program predicted significantly high permeation of KETO (79.1%) in human skin from the KETO-THP construct as compared to drug solution (38%) and excellent immediate release from THP-solubilized construct (90% < 1 h). Hence, THP could be a better option for topical, transdermal, and oral formulation.
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Affiliation(s)
- Sultan Alshehri
- Department
of Pharmaceutics, College of Pharmacy, King
Saud University, P.O. Box 2457, Riyadh 11451, Saudi Arabia
| | - Afzal Hussain
- Department
of Pharmaceutics, College of Pharmacy, King
Saud University, P.O. Box 2457, Riyadh 11451, Saudi Arabia
| | - Mohd Neyaz Ahsan
- Department
of Medical Laboratory Technology University Polytechnic, Birla Institute of Technology, Mesra, Ranchi 835215, Jharkhand, India
| | - Raisuddin Ali
- Department
of Pharmaceutics, College of Pharmacy, King
Saud University, P.O. Box 2457, Riyadh 11451, Saudi Arabia
| | - Mohd Usman Mohd Siddique
- Department
of Pharmaceutical Chemistry, Shri Vile Parley
Kelavani Mandal’s Institute of Pharmacy, Dhule 424001, Maharastra, India
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Jouyban A, Acree WE, Martínez F. Dissolution thermodynamics and preferential solvation of ketoconazole in some {ethanol (1) + water (2)} mixtures. J Mol Liq 2020. [DOI: 10.1016/j.molliq.2020.113579] [Citation(s) in RCA: 27] [Impact Index Per Article: 6.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/08/2023]
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Barzegar-Jalali M, Mazaher Haji Agha E, Adibkia K, Martinez F, Kuentz M, Jouyban A. Solubility of ketoconazole in 1,4-dioxane + water mixtures at T = (293.2 to 313.2) K. J Mol Liq 2020. [DOI: 10.1016/j.molliq.2020.112830] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/14/2023]
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Barzegar-Jalali M, Mazaher Haji Agha E, Adibkia K, Martinez F, Jouyban A. The solubility of ketoconazole in binary carbitol + water mixtures at T = (293.2–313.2) K. J Mol Liq 2020. [DOI: 10.1016/j.molliq.2019.111756] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/01/2023]
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Zadaliasghar S, Rahimpour E, Ghafourian T, Martinez F, Barzegar-Jalali M, Jouyban A. Measurement and mathematical modeling of ketoconazole solubility in propylene glycol + water mixtures at various temperatures. J Mol Liq 2019. [DOI: 10.1016/j.molliq.2019.111246] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
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Hatefi A, Rahimpour E, Ghafourian T, Martinez F, Barzegar-Jalali M, Jouyban A. Solubility of ketoconazole in N-methyl-2-pyrrolidone + water mixtures at T = (293.2 to 313.2) K. J Mol Liq 2019. [DOI: 10.1016/j.molliq.2019.02.038] [Citation(s) in RCA: 19] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/27/2022]
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Farjami A, Jouyban A. Solubility of Tadalafil in Pharmaceutical Solvent Mixtures at 298.2K. CHEM ENG COMMUN 2014. [DOI: 10.1080/00986445.2014.956738] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/24/2022]
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Hashemzadeh N, Jouyban A. Solubility of Ketoconazole in Ethanol + Water Mixtures at Various Temperatures. CHEM ENG COMMUN 2014. [DOI: 10.1080/00986445.2014.912636] [Citation(s) in RCA: 18] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/24/2022]
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