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Ansari E, Honarvar B, Sajadian SA, Aboosadi ZA, Azizi M. Experimental solubility of aripiprazole in supercritical carbon dioxide and modeling. Sci Rep 2023; 13:13402. [PMID: 37591914 PMCID: PMC10435544 DOI: 10.1038/s41598-023-40537-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/16/2023] [Accepted: 08/12/2023] [Indexed: 08/19/2023] Open
Abstract
The solubility of compounds in supercritical carbon dioxide (SC-[Formula: see text]) has found crucial significance in the fabrication of micro/nano-scaled drugs. In this research, the solubility of Aripiprazole was measured in SC-[Formula: see text] at various temperatures (308-338 K) and pressures (12-30 MPa). Moreover, the experimental solubility results were correlated with several semi-empirical models (Chrastil, Bartle et al., Kumar & Johnston, Menden-Santiago & Teja, Sodeifian et al., and Jouyban et al.) as well as the modified Wilson model. The molar fraction of the drug in SC-[Formula: see text] varied in the range of [Formula: see text] to [Formula: see text]. The solubility highly depended on the operating pressure and temperature. The Chrastil (0.994), Jouyban et al. (0.993) and Sodeifian et al. (0.992) models showed the highest consistency with the obtained values. Furthermore, self-consistency tests were performed on the solubility of Aripiprazole in SC-[Formula: see text]. The approximate total enthalpy ([Formula: see text]), vaporization enthalpy ([Formula: see text]), and solubility enthalpy ([Formula: see text]) were also calculated.
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Affiliation(s)
- Eslam Ansari
- Department of Chemical Engineering, Marvdasht Branch, Islamic Azad University, Marvdasht, Iran
| | - Bizhan Honarvar
- Department of Chemical Engineering, Marvdasht Branch, Islamic Azad University, Marvdasht, Iran.
| | - Seyed Ali Sajadian
- Department of Chemical Engineering, Faculty of Engineering, University of Kashan, Kashan, 87317-53153, Iran
- South Zagros Oil and Gas Production, National Iranian Oil Company, Shiraz, 7135717991, Iran
| | - Zahra Arab Aboosadi
- Department of Chemical Engineering, Marvdasht Branch, Islamic Azad University, Marvdasht, Iran
| | - Mehdi Azizi
- Department of Chemical Engineering, Marvdasht Branch, Islamic Azad University, Marvdasht, Iran
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Using the supercritical carbon dioxide as the solvent of Nystatin: Studying the effect of co-solvent, experimental and correlating. J Supercrit Fluids 2023. [DOI: 10.1016/j.supflu.2023.105858] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/05/2023]
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Oparin RD, Krestyaninov MA, Ivlev DV, Kiselev MG. Molecular Mechanism of Conformational Crossover of Mefenamic Acid Molecules in scCO 2. MATERIALS (BASEL, SWITZERLAND) 2023; 16:1403. [PMID: 36837033 PMCID: PMC9963762 DOI: 10.3390/ma16041403] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 12/22/2022] [Revised: 02/02/2023] [Accepted: 02/06/2023] [Indexed: 06/18/2023]
Abstract
In this work, we studied conformational equilibria of molecules of mefenamic acid in its diluted solution in scCO2 under isochoric heating conditions in the temperature range of 140-210 °C along the isochore corresponding to the scCO2 density of 1.1 of its critical value. This phase diagram range totally covers the region of conformational transitions of molecules of mefenamic acid in its saturated solution in scCO2. We found that in the considered phase diagram region, the equilibrium of two conformers is realized in this solution. In the temperature range of 140-180 °C, conformer I related to the first, most stable polymorph of mefenamic acid prevails. In the temperature range of 200-210 °C, conformer II, which is related to the second metastable polymorph becomes dominant. Based on the results of quantum chemical calculations and experimental IR spectroscopy data on the mefenamic acid conformer populations, we classified this temperature-induced conformational crossover as an entropy-driven phenomenon.
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Najmi M, Ayari MA, Sadeghsalehi H, Vaferi B, Khandakar A, Chowdhury MEH, Rahman T, Jawhar ZH. Estimating the Dissolution of Anticancer Drugs in Supercritical Carbon Dioxide with a Stacked Machine Learning Model. Pharmaceutics 2022; 14:1632. [PMID: 36015258 PMCID: PMC9416672 DOI: 10.3390/pharmaceutics14081632] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/25/2022] [Revised: 07/25/2022] [Accepted: 07/30/2022] [Indexed: 11/17/2022] Open
Abstract
Synthesizing micro-/nano-sized pharmaceutical compounds with an appropriate size distribution is a method often followed to enhance drug delivery and reduce side effects. Supercritical CO2 (carbon dioxide) is a well-known solvent utilized in the pharmaceutical synthesis process. Reliable knowledge of a drug's solubility in supercritical CO2 is necessary for feasible study, modeling, design, optimization, and control of such a process. Therefore, the current study constructs a stacked/ensemble model by combining three up-to-date machine learning tools (i.e., extra tree, gradient boosting, and random forest) to predict the solubility of twelve anticancer drugs in supercritical CO2. An experimental databank comprising 311 phase equilibrium samples was gathered from the literature and applied to design the proposed stacked model. This model estimates the solubility of anticancer drugs in supercritical CO2 as a function of solute and solvent properties and operating conditions. Several statistical indices, including average absolute relative deviation (AARD = 8.62%), mean absolute error (MAE = 2.86 × 10-6), relative absolute error (RAE = 2.42%), mean squared error (MSE = 1.26 × 10-10), and regression coefficient (R2 = 0.99809) were used to validate the performance of the constructed model. The statistical, sensitivity, and trend analyses confirmed that the suggested stacked model demonstrates excellent performance for correlating and predicting the solubility of anticancer drugs in supercritical CO2.
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Affiliation(s)
- Maryam Najmi
- Faculty of Industrial Engineering, South Tehran Branch, Islamic Azad University, Tehran 1584715414, Iran
| | - Mohamed Arselene Ayari
- Department of Civil and Architectural Engineering, Qatar University, Doha 2713, Qatar
- Technology Innovation and Engineering Education Unit, Qatar University, Doha 2713, Qatar
| | - Hamidreza Sadeghsalehi
- Department of Neuroscience, Faculty of Advanced Technologies in Medicine, Iran University of Medical Sciences, Tehran 1449614535, Iran
| | - Behzad Vaferi
- Department of Chemical Engineering, Shiraz Branch, Islamic Azad University, Shiraz 7198774731, Iran
| | - Amith Khandakar
- Department of Electrical Engineering, Qatar University, Doha 2713, Qatar
| | | | - Tawsifur Rahman
- Department of Electrical Engineering, Qatar University, Doha 2713, Qatar
| | - Zanko Hassan Jawhar
- Department of Medical Laboratory Science, College of Health Science, Lebanese French University, Kurdistan Region 44001, Iraq
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Oparin RD, Krestyaninov MA, Kiselev MG. Role of an intramolecular H-bond in lidocaine conformer distribution and polymorph stability. J Mol Liq 2022. [DOI: 10.1016/j.molliq.2022.119461] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/18/2022]
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Bagheri H, Notej B, Shasavari S, Hashemipour H. Supercritical carbon dioxide utilization in drug delivery:Experimental study and modeling of paracetamol solubility. Eur J Pharm Sci 2022; 177:106273. [DOI: 10.1016/j.ejps.2022.106273] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/14/2022] [Revised: 07/28/2022] [Accepted: 08/04/2022] [Indexed: 11/25/2022]
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Solubility of Lacosamide in supercritical carbon Dioxide: An experimental analysis and thermodynamic modeling. J Mol Liq 2022. [DOI: 10.1016/j.molliq.2022.119467] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/07/2023]
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Sajadian SA, Ardestani NS, Esfandiari N, Askarizadeh M, Jouyban A. Solubility of favipiravir (as an anti-COVID-19) in supercritical carbon dioxide: An experimental analysis and thermodynamic modeling. J Supercrit Fluids 2022; 183:105539. [PMID: 35136283 PMCID: PMC8815272 DOI: 10.1016/j.supflu.2022.105539] [Citation(s) in RCA: 8] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/16/2021] [Revised: 01/31/2022] [Accepted: 02/01/2022] [Indexed: 12/15/2022]
Abstract
Favipiravir is one of the most commonly prescribed drugs in the treatment of COVID-19 in the early stages of the disease. In this work, the solubility of favipiravir was measured in supercritical CO2 at temperatures ranging from 308 to 338 K and pressures ranging from 12 to 30 MPa. The mole fraction solubility of favipiravir was in the range of 3.0 × 10-6 to 9.05 × 10-4. The solubility data were correlated with three types of methods including; (a) density-based models (Chrastil, Garlapati and Madras, Sparks et al., Sodeifian et al., K-J and Keshmiri et al.), (b) Equations of states SRK with quadratic mixing rules) and (c) expanded liquid theory (modified Wilson model). According to the results, modified Wilson and K-J models are generally capable of providing good correlation of solubility. Finally, the approximate values of total (Δ H total ), vaporization (Δ H vap ), and solvation (Δ H sol ) enthalpies were computed.
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Affiliation(s)
- Seyed Ali Sajadian
- South Zagros Oil and Gas Production, National Iranian Oil Company, 7135717991 Shiraz, Iran
- Department of Chemical Engineering, Faculty of Engineering, University of Kashan, 87317-53153 Kashan, Iran
| | - Nedasadat Saadati Ardestani
- Department of Nanotechnology and Advanced Materials, Materials and Energy Research Center, 14155-4777 Karaj, Iran
| | - Nadia Esfandiari
- Department of Chemical Engineering, Marvdasht Branch, Islamic Azad University, Marvdasht, Iran
| | - Mahshid Askarizadeh
- Department of Chemical Engineering, Marvdasht Branch, Islamic Azad University, Marvdasht, Iran
| | - Abolghasem Jouyban
- Pharmaceutical Analysis Research Center and Faculty of Pharmacy, Tabriz University of Medical Sciences, Tabriz, Iran
- Faculty of Pharmacy, Near East University, PO BOX: 99138, Mersin 10, Nicosia, North Cyprus,Turkey
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Ali Sajadian S, Amani M, Saadati Ardestani N, Shirazian S. Experimental Analysis and Thermodynamic Modelling of Lenalidomide Solubility in Supercritical Carbon Dioxide. ARAB J CHEM 2022. [DOI: 10.1016/j.arabjc.2022.103821] [Citation(s) in RCA: 6] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/16/2022] Open
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Oparin RD, Belov KV, Khodov IA, Dyshin AA, Kiselev MG. Impregnation of Polymethyl Methacrylate with Carbamazepine in Supercritical Carbon Dioxide. RUSSIAN JOURNAL OF PHYSICAL CHEMISTRY B 2022. [DOI: 10.1134/s1990793121070101] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/05/2023]
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Kalikin NN, Budkov YA, Kolesnikov AL, Krestyaninov MA, Ivlev DV, Kiselev MG. Computation of the Solubility of 1,2,4-Thiadiazole Derivatives in Supercritical Carbon Dioxide. RUSSIAN JOURNAL OF PHYSICAL CHEMISTRY B 2022. [DOI: 10.1134/s1990793121070071] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/23/2022]
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Kalikin N, Oparin R, Kolesnikov A, Budkov Y, Kiselev M. A crossover of the solid substances solubility in supercritical fluids: What is it in fact? J Mol Liq 2021. [DOI: 10.1016/j.molliq.2021.115997] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/21/2022]
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Possibility of dopant morphology control in the process of polymer impregnation with pharmaceuticals in a supercritical CO2 medium. J Mol Liq 2021. [DOI: 10.1016/j.molliq.2021.115657] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/23/2022]
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High temperature polymorphic conversion of carbamazepine in supercritical CO2: A way to obtain pure polymorph I. J Mol Liq 2021. [DOI: 10.1016/j.molliq.2020.114630] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/19/2022]
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Pishnamazi M, Zabihi S, Jamshidian S, Hezaveh HZ, Hezave AZ, Shirazian S. Measuring solubility of a chemotherapy-anti cancer drug (busulfan) in supercritical carbon dioxide. J Mol Liq 2020. [DOI: 10.1016/j.molliq.2020.113954] [Citation(s) in RCA: 28] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/06/2023]
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