1
|
Mostafa EA, Azim MA, ElZaher AA, ElKady EF, Fouad MA, Ghazy FH, Radi EA, El Makarim Saleh MA, El Kerdawy AM. Correlating physico-chemical properties of analytes with Hansen solubility parameters of solvents using machine learning algorithm for predicting suitable extraction solvent. Sci Rep 2024; 14:18741. [PMID: 39138274 PMCID: PMC11322549 DOI: 10.1038/s41598-024-68981-9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/16/2024] [Accepted: 07/30/2024] [Indexed: 08/15/2024] Open
Abstract
Artificial neural networks (ANNs) are biologically inspired algorithms designed to simulate the way in which the human brain processes information. In sample preparation for bioanalysis, liquid-liquid extraction (LLE) represents an important step with the extraction solvent selection is the key laborious step. In the current work, a robust and reliable ANNs model for LLE solvent prediction was generated which could predict the suitable solvent for analyte extraction. The developed ANNs model takes a set of chosen descriptors for the cited analyte as an input and predicts the corresponding Hansen solubility parameters of the suitable extraction solvent as a model output. Then, from the solvent combination's appendix, the analyst can identify the proposed extraction solvents' combination for the cited analyte easily and efficiently. For the experimental validation of the model prediction capabilities, twenty structurally diverse drugs belonging to different pharmacological classes were extracted from human plasma. The extraction process was performed using the predicted extraction solvent combination for each drug and quantitively estimated by HPLC/UV methods to assess their extraction recovery. The developed LLE solvent prediction model is in- line with the global trend towards green chemistry since it limits the consumption of organic solvents.
Collapse
Affiliation(s)
- Eman A Mostafa
- Pharmaceutical Chemistry Department, Faculty of Pharmacy, Cairo University, Kasr El-Aini St., P.O. Box 11562, Cairo, Egypt.
| | - Mohammad Abdul Azim
- Pharmaceutical Chemistry Department, Faculty of Pharmacy, Cairo University, Kasr El-Aini St., P.O. Box 11562, Cairo, Egypt
| | - Asmaa A ElZaher
- Pharmaceutical Chemistry Department, Faculty of Pharmacy, Cairo University, Kasr El-Aini St., P.O. Box 11562, Cairo, Egypt
| | - Ehab F ElKady
- Pharmaceutical Chemistry Department, Faculty of Pharmacy, Cairo University, Kasr El-Aini St., P.O. Box 11562, Cairo, Egypt
| | - Marwa A Fouad
- Pharmaceutical Chemistry Department, Faculty of Pharmacy, Cairo University, Kasr El-Aini St., P.O. Box 11562, Cairo, Egypt
- Department of Pharmaceutical Chemistry, Faculty of Pharmacy, Newgiza University (NGU), Newgiza, km 22 Cairo-Alexandria Desert Road, Cairo, Egypt
| | - Fatma H Ghazy
- Pharmaceutical Chemistry Department, Faculty of Pharmacy, Cairo University, Kasr El-Aini St., P.O. Box 11562, Cairo, Egypt
| | - Esraa A Radi
- Health Minister's Technical Office, Ministry of Health, Cairo, Egypt
| | | | - Ahmed M El Kerdawy
- Pharmaceutical Chemistry Department, Faculty of Pharmacy, Cairo University, Kasr El-Aini St., P.O. Box 11562, Cairo, Egypt
- School of Pharmacy, College of Health and Science, University of Lincoln, Lincoln, UK
| |
Collapse
|
2
|
Zeid AM, Aboshabana R, Ibrahim FA. First-order derivative synchronous spectrofluorimetric determination of two antihypertensive drugs, metolazone and valsartan, in pharmaceutical and biological matrices. SPECTROCHIMICA ACTA. PART A, MOLECULAR AND BIOMOLECULAR SPECTROSCOPY 2022; 267:120591. [PMID: 34789407 DOI: 10.1016/j.saa.2021.120591] [Citation(s) in RCA: 11] [Impact Index Per Article: 5.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/21/2021] [Revised: 10/30/2021] [Accepted: 11/03/2021] [Indexed: 06/13/2023]
Abstract
In this study, a facile, rapid, and sensitive spectrofluorimetric method was evolved to analyse two antihypertensive drugs, namely, metolazone (MTZ) and valsartan (VST), in pharmaceutical and biological matrices. Both analytes exhibited intrinsic fluorescence activities which were significantly affected by environmental factors such as pH and solvent systems. However, simultaneous determination of MTZ and VST by conventional spectrofluorometry cannot be achieved simply because of the strong overlap between their fluorescence spectra. Thus, a combination of derivative and synchronous spectrofluorometry was conducted to overcome this dilemma. The proposed method relies on measurement of the first-order derivative of synchronous fluorescence intensity of the studied drugs at Δλ = 160 nm using 0.1 M acetic acid as the optimum solvent. The amplitudes of the first derivative synchronous fluorescence spectra of MTZ and VST were recorded at 236.0 nm (zero-crossing point of VST) and at 262.8 nm (zero-crossing point of MTZ) for simultaneous analysis of MTZ and VST, respectively. The fluorescent method was optimized efficiently to get the maximum selectivity and sensitivity by investigating different solvents, different buffer pHs, and different surfactants. The highest sensitivity and selectivity were achieved when 0.1 M acetic acid was used as a solvent. The method showed a linear concentration range of 10.0-100.0 ng mL-1 and a limit of detection of <3.0 ng mL-1 for each analyte. Statistical data analysis confirmed that no significant difference between the proposed spectrofluorometric method and the reference methods. The validity of the proposed spectrofluorometric method approved its suitability for quality control work. The proposed spectrofluorometric method was applied to assay the studied drugs in pharmaceutical dosage and in biological matrices with acceptable %recoveries and small RSD values.
Collapse
Affiliation(s)
- Abdallah M Zeid
- Department of Pharmaceutical Analytical Chemistry, Faculty of Pharmacy, Mansoura University, Mansoura 35516, Egypt.
| | - Rasha Aboshabana
- Department of Pharmaceutical Analytical Chemistry, Faculty of Pharmacy, Mansoura University, Mansoura 35516, Egypt
| | - Fawzia A Ibrahim
- Department of Pharmaceutical Analytical Chemistry, Faculty of Pharmacy, Mansoura University, Mansoura 35516, Egypt
| |
Collapse
|
3
|
Zaazaa HE, Abdel-Ghany R, Abdelkawy M, Sayed M. Development and Validation of Two Robust Stability-Indicating Chromatographic Methods for Determination of Metolazone in Drug Substance and Pharmaceutical Dosage Form in the Presence of Its Degradation Products and Characterization of Main Degradation Products Based on LC-MS. J Chromatogr Sci 2020; 58:251-261. [PMID: 31879759 DOI: 10.1093/chromsci/bmz110] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/12/2018] [Revised: 08/26/2019] [Accepted: 10/31/2019] [Indexed: 11/15/2022]
Abstract
Two robust and selective stability-indicating chromatographic methods were developed and validated for the determination of metolazone in drug substance and pharmaceutical dosage form in the presence of its degradation products. The HPLC method employed a Kromasil C18 (250 × 4.6,5 μm) column and a mobile phase of acetonitrile: 0.2% orthophosphoric acid (32:68 v/v) at a flow rate 2 mL/min and detection at 238 nm. The separation was performed in HPLC isocratic mode. The robustness of the suggested method was assessed using the Plackett-Burman design, parameters affecting system suitability were established and non-significant intervals for the significant parameters were considered. The HPTLC method employed Nano-SIL-20 UV254 HPTLC plates as adsorbent, ethyl acetate: toluene: acetic acid solution (4:4:0.5, v/v/v), as a developing solvent system and densitometric detection at 238 nm. Metolazone was exposed to different stress conditions, including acid and alkaline hydrolysis and oxidative and photolytic degradation. The main degradation products obtained have been characterized and interpreted based on LC-MS. The linearity of the suggested methods was proved in the concentration range of 20-75 μg/mL for the HPLC method and 100-900 ng/spot for the HPTLC method. The suggested methods were validated according to international conference on harmonization guidelines. These methods were successfully dedicated for the estimation of metolazone in drug substance and pharmaceutical dosage form in the presence of its degradation products. The results of the suggested methods were evaluated and compared statistically with results obtained by an official method without finding any significant difference.
Collapse
Affiliation(s)
- Hala E Zaazaa
- Analytical Chemistry Department, Faculty of Pharmacy, Cairo University, Kasr ElـAini St, Cairo 11562, Egypt
| | - Rasha Abdel-Ghany
- Pharmaceutical Analytical Chemistry Department,National Organization for Drug Control and Research (NODCAR), 51 wezaret El-Zeraa St, Agouza, P.O. Box 12553, Giza 35521, Egypt
| | - M Abdelkawy
- Pharmaceutical Chemistry Department,Faculty of Pharmaceutical Science and Pharmaceutical Industries, Future University, End of 90th St., Fifth Settlement, New Cairo 12311, Egypt
| | - Mahmoud Sayed
- Pharmaceutical Analytical Chemistry Department,National Organization for Drug Control and Research (NODCAR), 51 wezaret El-Zeraa St, Agouza, P.O. Box 12553, Giza 35521, Egypt
| |
Collapse
|
4
|
Kachingwe BH, Uang YS, Huang TJ, Wang LH, Lin SJ. Development and validation of an LC–MS/MS method for quantification of NC-8 in rat plasma and its application to pharmacokinetic studies. J Food Drug Anal 2018; 26:401-408. [PMID: 29389580 PMCID: PMC9332635 DOI: 10.1016/j.jfda.2017.09.003] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/26/2016] [Revised: 08/24/2017] [Accepted: 09/17/2017] [Indexed: 02/07/2023] Open
Abstract
ent-16-Oxobeyeran-19-N-methylureido (NC-8) is a recently synthesized derivative of iso-steviol that showed anti-hepatitis B virus (HBV) activity by disturbing replication and gene expression of the HBV and by inhibiting the host toll-like receptor 2/nuclear factor-κB signaling pathway. To study its pharmacokinetics as a part of the drug development process, a highly sensitive, rapid, and reliable liquid chromatography tandem mass spectrometry (LC–MS/MS) method was developed and validated for determining NC-8 in rat plasma. After protein precipitation extraction, the chromatographic separation of the analyte and internal standard (IS; diclofenac sodium) was performed on a reverse-phase Luna C18 column coupled with a Quattro Ultima triple quadruple mass spectrometer in the multiple-reaction monitoring mode using the transitions, m/z 347.31 → 75.09 for NC-8 and m/z 295.89 → 214.06 for the IS. The lower limit of quantitation was 0.5 ng/mL. The linear scope of the standard curve was between 0.5 and 500 ng/mL. Both the precision (coefficient of variation; %) and accuracy (relative error; %) were within acceptable criteria of <15%. Recoveries ranged from 104% to 113.4%, and the matrix effects (absolute) were nonsignificant (CV ≤ 6%). The validated method was successfully applied to investigate the pharmacokinetics of NC-8 in male Sprague–Dawley rats. The present methodology provides an analytical means to better understand the preliminary pharmacokinetics of NC-8 for investigations on further drug development.
Collapse
Affiliation(s)
| | - Yow-Shieng Uang
- Graduate Institute of Pharmacognosy, Taipei Medical University, Taipei 11031,
Taiwan
- Rosetta Pharmamate Co., Ltd, Taipei 231,
Taiwan
| | | | - Li-Hsuan Wang
- School of Pharmacy, Taipei Medical University, Taipei 11031,
Taiwan
- Corresponding authors. School of Pharmacy, Taipei Medical University, 250 Wu-Hsing Street, Taipei 11031, Taiwan. E-mail addresses: (L.-H. Wang), (S.-J. Lin)
| | - Shwu-Jiuan Lin
- School of Pharmacy, Taipei Medical University, Taipei 11031,
Taiwan
- Ph.D. Program for the Clinical Drug Discovery from Botanical Herbs, College of Pharmacy, Taipei Medical University, Taipei 11031,
Taiwan
- Corresponding authors. School of Pharmacy, Taipei Medical University, 250 Wu-Hsing Street, Taipei 11031, Taiwan. E-mail addresses: (L.-H. Wang), (S.-J. Lin)
| |
Collapse
|
5
|
Li X, Wang R, Liu Y, Liu Y, Zheng H, Feng Y, Zhao N, Geng H, Zhang W, Wen A. Pharmacokinetic study of single- and multiple-dosing with metolazone tablets in healthy Chinese population. BMC Pharmacol Toxicol 2017; 18:73. [PMID: 29145890 PMCID: PMC5689141 DOI: 10.1186/s40360-017-0178-x] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/29/2016] [Accepted: 10/30/2017] [Indexed: 11/10/2022] Open
Abstract
BACKGROUND Metolazone is a diuretic, saluretic and antihypertensive chemical compound from the quinazoline category that possesses medicinal features similar to those of other thiazide diuretic drugs. However, the pharmacokinetics of metolazone in the Chinese population has rarely been studied. This study aimed to examine the pharmacokinetic characteristics, safety characteristic, and tolerability of metolazone in healthy Chinese subjects after single and multiple doses taken orally as well as the effects that food and gender have on oral metolazone pharmacokinetic parameters. METHODS An open-label, randomized, and single- and multiple-dosing investigation was performed in healthy Chinese subjects. The investigation included 3 study groups: the 0.5 mg, 1 mg and 2 mg dose groups were the single-dose study groups in the first stage. Eligible volunteers were randomly and orally administered a single 0.5 mg, 1 mg, or 2 mg metolazone tablet. The 0.5 mg dose group was also part of the multiple-dose study group, and the 1 mg dose group was the food-effect study group in the second stage. Human plasma samples were gathered pre-dosing and up to 48 h after dosing. The human plasma sample concentration of metolazone was quantified using a validated liquid chromatography tandem mass spectrometry method. Pharmacokinetic data were calculated by a noncompartmental analysis method using WinNonlin version 6.4. Tolerability was evaluated based on adverse events, medical examination, 12-lead ECG, and other clinical laboratory exams. RESULTS Thirty eligible subjects (15 men and 15 women) were registered in our investigation and completed all of the study stages. The AUC and Cmax showed dose proportionality after a single dose based on the linear-regression analysis. A comparison of the pharmacokinetic data revealed that the differences between the male and female groups were not statistically significant. The tmax of metolazone was increased by approximately 100% in the fed condition. Metolazone was well tolerated at the tested dose, and no adverse effects were observed. CONCLUSIONS Single dosing with 0.5 mg, 1 mg, or 2 mg metolazone yielded linear plasma pharmacokinetic properties in healthy Chinese subjects. Multiple oral doses of metolazone did not display significantly different distributions or elimination characteristics from those observed for a single dose. Gender factors did not appear to influence the pharmacokinetic parameter variation of metolazone. The tmax of metolazone increased in the fed condition. Metolazone was well tolerated at the tested dose in this study. TRIAL REGISTRATION This investigation is retrospectively registered at chictr.org.cn (ChiCTR-IIR-17012929, October 09 2017).
Collapse
Affiliation(s)
- Xueqing Li
- Department of Pharmacy, Xijing Hospital, Fourth Military Medical University, Xi'an, China.
| | - Rutao Wang
- Xi'an Libang Zhaoxin Biological Technology Co., Ltd, Xi'an, China
| | - Yang Liu
- Eliving Pharmaceutical Co., Ltd, Shenyang, China
| | - Yun Liu
- Xi'an Libang Zhaoxin Biological Technology Co., Ltd, Xi'an, China
| | - Heng Zheng
- Department of Pharmacy, Tongji Hospital, Wuhan, China
| | - Yabo Feng
- Eliving Pharmaceutical Co., Ltd, Shenyang, China
| | - Na Zhao
- Eliving Pharmaceutical Co., Ltd, Shenyang, China
| | - Hongbin Geng
- Xi'an Libang Zhaoxin Biological Technology Co., Ltd, Xi'an, China
| | - Wanzhi Zhang
- Xi'an Libang Zhaoxin Biological Technology Co., Ltd, Xi'an, China
| | - Aidong Wen
- Department of Pharmacy, Xijing Hospital, Fourth Military Medical University, Xi'an, China
| |
Collapse
|
6
|
Simultaneous Determination and Pharmacokinetics of Metolazone, Losartan and Losartan Carboxylic Acid in Rat Plasma by HPLC–ESI–MS-MS. J Chromatogr Sci 2015; 53:1520-7. [DOI: 10.1093/chromsci/bmv047] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/02/2014] [Indexed: 11/12/2022]
|
7
|
Ismail R, Lee HY, Mahyudin NA, Abu Bakar F. Linearity study on detection and quantification limits for the determination of avermectins using linear regression. J Food Drug Anal 2014; 22:407-412. [PMID: 28911453 PMCID: PMC9355011 DOI: 10.1016/j.jfda.2014.01.026] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/08/2013] [Revised: 01/09/2014] [Accepted: 01/10/2014] [Indexed: 11/21/2022] Open
Abstract
In this study, linear relationships between response and concentration were used to estimate the detection limit (DL) and quantification limit (QL) for five avermectins: emamectin, abamectin, doramectin, moxidectin, and ivermectin. Estimation of DL and QL was based on the standard deviation of residual and y-intercept of the regression line at low concentrations of avermectins, using the dispersive solid-phase extraction procedure. Avermectin extracts were analyzed using liquid chromatography tandem mass spectrometry. Based on the regression slope, DL and QL were higher at concentrations of 0.3–0.4 μg/kg and 1 μg/kg, respectively, for all avermectin compounds. Linearity assessment was performed by linear regression, which incorporated a regression model, outlier rejection, and evaluation of the assumption with a significant test. For all avermectins, there is a significant correlation between response and concentration in the range 1–15 μg/kg, and the y-intercept passes through origin (zero).
Collapse
|