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Studziński M, Kozyra P, Pitucha M, Senczyna B, Matysiak J. Retention Behavior of Anticancer Thiosemicarbazides in Biomimetic Chromatographic Systems and In Silico Calculations. Molecules 2023; 28:7107. [PMID: 37894587 PMCID: PMC10608985 DOI: 10.3390/molecules28207107] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/12/2023] [Revised: 10/06/2023] [Accepted: 10/13/2023] [Indexed: 10/29/2023] Open
Abstract
Chromatographic methods, apart from in silico ones, are commonly used rapid techniques for the evaluation of certain properties of biologically active compounds used for their prediction of pharmacokinetic processes. Thiosemicarbazides are compounds possessing anticancer, antimicrobial, and other valuable biological activities. The aim of the investigation was to estimate the lipophilicity of 1-aryl-4-(phenoxy)acetylthiosemicarbazides, to predict their oral adsorption and the assessment of their % plasma-protein binding (%PPB). RP-HPLC chromatographic techniques with five diversified HPLC systems, including columns with surface-bonded octadecylsilanes (C-18), phosphatidylcholine (immobilized artificial membrane, IAM), cholesterol (Chol), and α1-acid glycoprotein (AGP) and human serum albumin (HSA), were applied. The measured lipophilicity of all investigated compounds was within the range recommended for potential drug candidates. However, some derivatives are strongly bonded to HSA (%PPB ≈ 100%), which may limit some pharmacokinetic processes. HPLC determined lipophilicity descriptors were compared with those obtained by various computational approaches.
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Affiliation(s)
- Marek Studziński
- Department of Physical Chemistry, Institute of Chemical Sciences, Faculty of Chemistry, Maria Curie-Skłodowska University, 20-031 Lublin, Poland;
| | - Paweł Kozyra
- Independent Radiopharmacy Unit, Medical University of Lublin, Chodzki 4a, 20-093 Lublin, Poland; (P.K.); (M.P.)
| | - Monika Pitucha
- Independent Radiopharmacy Unit, Medical University of Lublin, Chodzki 4a, 20-093 Lublin, Poland; (P.K.); (M.P.)
| | - Bogusław Senczyna
- Department of Chemistry, University of Life Sciences in Lublin, Akademicka 15, 20-950 Lublin, Poland;
| | - Joanna Matysiak
- Department of Chemistry, University of Life Sciences in Lublin, Akademicka 15, 20-950 Lublin, Poland;
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Begnaud F, Larcinese JP, Fankhauser P, Maddalena U. LogP measurement of a highly hydrophobic properfume: evaluation of extrapolation of RP-HPLC results and impact of chemical moieties on accuracy. FLAVOUR FRAG J 2016. [DOI: 10.1002/ffj.3309] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/06/2022]
Affiliation(s)
- F. Begnaud
- Firmenich SA; Corporate R&D Division; Route des Jeunes 1 1211 Geneva
| | - J.-P. Larcinese
- Firmenich SA; Corporate R&D Division; Route des Jeunes 1 1211 Geneva
| | - P. Fankhauser
- Firmenich SA; Corporate R&D Division; Route des Jeunes 1 1211 Geneva
| | - U. Maddalena
- Firmenich SA; Corporate R&D Division; Route des Jeunes 1 1211 Geneva
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Matysiak J, Juszczak M, Karpińska MM, Langner E, Walczak K, Lemieszek MK, Skrzypek A, Niewiadomy A, Rzeski W. Synthesis of 2-(2,4-dihydroxyphenyl)thieno-1,3-thiazin-4-ones, their lipophilicity and anticancer activity in vitro. Mol Divers 2015; 19:725-36. [DOI: 10.1007/s11030-015-9599-x] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/02/2015] [Accepted: 04/06/2015] [Indexed: 11/25/2022]
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Ledbetter MR, Gutsell S, Hodges G, O'Connor S, Madden JC, Rowe PH, Cronin MTD. Prediction of immobilised artificial membrane chromatography retention factors using theoretical molecular fragments and structural features. SAR AND QSAR IN ENVIRONMENTAL RESEARCH 2013; 24:661-678. [PMID: 23724974 DOI: 10.1080/1062936x.2013.792872] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/02/2023]
Abstract
Many in silico alternatives to aquatic toxicity tests rely on hydrophobicity-based quantitative structure-activity relationships (QSARs). Hydrophobicity is often estimated as log P, where P is the octanol-water partition coefficient. Immobilised artificial membrane (IAM) high performance liquid chromatography (HPLC) may be a more biologically relevant alternative to log P. The aim of this study was to investigate the applicability of a theoretical structural fragment and feature-based method to predict log k IAM (the logarithm of the retention index determined by IAM-HPLC) values. This will allow the prediction of log k IAM based on chemical structure alone. The use of structural fragment values to predict log P was first proposed in the 1970s. The application of a similar method using fragment values to predict log k IAM is a novel approach. Values of log k IAM were determined for 22 aliphatic and 42 aromatic compounds using an optimised and robust IAM-HPLC assay. The method developed shows good predictive performance using leave-one-out cross validation and application to an external validation set not seen a priori by the training set also generated good predictive values. The ability to predict log k IAM without the need for practical measurement will allow for the increased use of QSARs based on this descriptor.
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Affiliation(s)
- M R Ledbetter
- School of Pharmacy and Chemistry, Liverpool John Moores University, United Kingdom.
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Pitucha M, Matysiak J, Senczyna B. Synthesis and RP HPLC studies of biologically active semicarbazides and their cyclic analogues 1,2,4-triazol-3-ones. MONATSHEFTE FUR CHEMIE 2012; 143:657-667. [PMID: 26166864 PMCID: PMC4495053 DOI: 10.1007/s00706-011-0715-z] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 08/30/2011] [Accepted: 12/28/2011] [Indexed: 11/25/2022]
Abstract
Abstract The retention behaviour of semicarbazides and their cyclic analogues 1,2,4-triazol-3-ones, has been investigated by RP-8, RP-18 and IAM HPLC. The structures of new derivatives were proved by elemental analyses, IR, 1H NMR and 13C NMR spectroscopy. The compounds showed regular retention behaviour in three chromatographic systems; their log k values decreased linearly with the increasing concentration of an organic modifier in the mobile phase. The ratio of the intercept (log kw) to the slope of compounds is constant and the same for both groups of compounds on C18 and IAM stationary phases. Differences between log kw values from the octadecyl stationary phase of corresponding cyclic and linear derivatives are constant, and they are related to the mechanism of synthesis of 1,2,4-triazol-3-ones from linear substrate semicarbazides, which was confirmed by modelling studies. Good correlations between log kw parameters obtained by RP-8 or RP-18 and determined by the computational approach log P were found. Graphical Abstract ![]()
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Affiliation(s)
- Monika Pitucha
- Department of Organic Chemistry, Medical University of Lublin, Lublin, Poland
| | - Joanna Matysiak
- Department of Chemistry, University of Life Sciences in Lublin, Lublin, Poland
| | - Bogdan Senczyna
- Department of Chemistry, University of Life Sciences in Lublin, Lublin, Poland
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Ledbetter MR, Gutsell S, Hodges G, Madden JC, O'Connor S, Cronin MTD. Database of published retention factors for immobilized artificial membrane HPLC and an assessment of the effect of experimental variability. ENVIRONMENTAL TOXICOLOGY AND CHEMISTRY 2011; 30:2701-8. [PMID: 21919042 DOI: 10.1002/etc.677] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/13/2011] [Revised: 07/22/2011] [Accepted: 08/16/2011] [Indexed: 05/13/2023]
Abstract
A database was collated of published experimental logarithmic values for the relative retention factors (log k(IAM)) measured using an immobilized artificial membrane column and high-performance liquid chromatography (IAM HPLC). Log k(IAM) is an alternative measure of hydrophobicity to the octanol/water partition coefficient (log K(OW)). While there are several accepted methods to measure log K(OW), no standardized method exists to determine log k(IAM). The database of collated log k(IAM) values includes 13 key experimental parameters and contains 1,686 values for 555 compounds, which are predominantly polar organic compounds and include drug molecules and surfactants. These compounds are acidic, basic, and neutral and both ionized and un-ionized under the conditions of analysis. The data compiled demonstrated experimental variability for each experimental parameter considered, including column stationary phase, pH, temperature, and mobile phase. Reducing the experimental variability allowed for greater consistency in the datasets.
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Affiliation(s)
- M R Ledbetter
- School of Pharmacy and Chemistry, Liverpool John Moores University, Liverpool, UK
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Idowu SO, Adeyemo MA, Ogbonna UI. Engineering and validation of a novel lipid thin film for biomembrane modeling in lipophilicity determination of drugs and xenobiotics. J Biol Eng 2009; 3:14. [PMID: 19735551 PMCID: PMC2745359 DOI: 10.1186/1754-1611-3-14] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/31/2008] [Accepted: 09/07/2009] [Indexed: 11/25/2022] Open
Abstract
Background Determination of lipophilicity as a tool for predicting pharmacokinetic molecular behavior is limited by the predictive power of available experimental models of the biomembrane. There is current interest, therefore, in models that accurately simulate the biomembrane structure and function. A novel bio-device; a lipid thin film, was engineered as an alternative approach to the previous use of hydrocarbon thin films in biomembrane modeling. Results Retention behavior of four structurally diverse model compounds; 4-amino-3,5-dinitrobenzoic acid (ADBA), naproxen (NPX), nabumetone (NBT) and halofantrine (HF), representing 4 broad classes of varying molecular polarities and aqueous solubility behavior, was investigated on the lipid film, liquid paraffin, and octadecylsilane layers. Computational, thermodynamic and image analysis confirms the peculiar amphiphilic configuration of the lipid film. Effect of solute-type, layer-type and variables interactions on retention behavior was delineated by 2-way analysis of variance (ANOVA) and quantitative structure property relationships (QSPR). Validation of the lipid film was implemented by statistical correlation of a unique chromatographic metric with Log P (octanol/water) and several calculated molecular descriptors of bulk and solubility properties. Conclusion The lipid film signifies a biomimetic artificial biological interface capable of both hydrophobic and specific electrostatic interactions. It captures the hydrophilic-lipophilic balance (HLB) in the determination of lipophilicity of molecules unlike the pure hydrocarbon film of the prior art. The potentials and performance of the bio-device gives the promise of its utility as a predictive analytic tool for early-stage drug discovery science.
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Affiliation(s)
- Sunday Olakunle Idowu
- Department of Pharmaceutical Chemistry, Faculty of Pharmacy, University of Ibadan, Ibadan, Nigeria.
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Huszár M, Hallgas B, Idei M, Kiss-Szikszai A, Horváth A, Patonay T. Lipophilicity of Substituted Aurones and Related Compounds Measured on Immobilized Artificial Membrane (IAM) and Conventional C8 (MOS) Columns. J LIQ CHROMATOGR R T 2008. [DOI: 10.1080/10826070802480115] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/21/2022]
Affiliation(s)
- Monika Huszár
- a Pathobiochemical Research Group, Hungarian Academy of Sciences and Semmelweis University , Budapest, Hungary
| | - Balázs Hallgas
- a Pathobiochemical Research Group, Hungarian Academy of Sciences and Semmelweis University , Budapest, Hungary
| | - Miklós Idei
- a Pathobiochemical Research Group, Hungarian Academy of Sciences and Semmelweis University , Budapest, Hungary
| | - Attila Kiss-Szikszai
- b Research Group for Carbohydrates, Hungarian Academy of Sciences–University of Debrecen , Debrecen, Hungary
| | - Anikó Horváth
- a Pathobiochemical Research Group, Hungarian Academy of Sciences and Semmelweis University , Budapest, Hungary
| | - Tamás Patonay
- c Department of Organic Chemistry, University of Debrecen , Debrecen, Hungary
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Matysiak J. QSAR of Antiproliferative Activity of N
-Substituted 2-Amino-5-(2,4-dihydroxyphenyl)-1,3,4-thiadiazoles in Various Human Cancer Cells. ACTA ACUST UNITED AC 2007. [DOI: 10.1002/qsar.200610157] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/10/2022]
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Matysiak J. Evaluation of electronic, lipophilic and membrane affinity effects on antiproliferative activity of 5-substituted-2-(2,4-dihydroxyphenyl)-1,3,4-thiadiazoles against various human cancer cells. Eur J Med Chem 2007; 42:940-7. [PMID: 17320247 DOI: 10.1016/j.ejmech.2006.12.033] [Citation(s) in RCA: 70] [Impact Index Per Article: 4.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/19/2006] [Revised: 12/16/2006] [Accepted: 12/21/2006] [Indexed: 11/16/2022]
Abstract
The QSAR studies of 5-substituted-2-(2,4-dihydroxyphenyl)-1,3,4-thiadiazoles set of antiproliferative activity against human cancer cell lines have been performed. Electronic properties of compounds were estimated by the Hartree-Fock method at 6-31G** level. Lipophilicity and membrane affinity parameters were determined by the chromatographic methods RP-8 OPLC and IAM HPLC, respectively. Mono- and multivariable regression analyses were performed. The principle factor for determination of activity of compounds is partial charge of nitrogen (q(N3), q(N4)) and carbon (q(C5)) atoms of the 1,3,4-thiadiazole ring. Biological effect is also connected with molar refractivity (CMR) and lipophilicity of derivatives obtained by RP-8 chromatography. The analysis of the QSAR equations for individual cell lines indicates both similarities and differences of electron, steric factors and hydrophobic-hydrophilic character of the analogues of the tested set affecting the antiproliferative activity.
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Affiliation(s)
- Joanna Matysiak
- Department of Chemistry, Agricultural University, Akademicka 15, 20-950 Lublin, Poland.
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Ruiz-Angel MJ, Carda-Broch S, García-Alvarez-Coque MC, Berthod A. Effect of ionization and the nature of the mobile phase in quantitative structure-retention relationship studies. J Chromatogr A 2005; 1063:25-34. [PMID: 15700454 DOI: 10.1016/j.chroma.2004.11.062] [Citation(s) in RCA: 15] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/26/2022]
Abstract
The octanol-water distribution constant, commonly called partition coefficient, Po/w, is a parameter often retained as a measure of the hydrophobicity of a molecule. log Po/w, for a given molecule, can be conveniently evaluated constructing correlation lines between standard retention factor logarithms (log k) in reversed-phase liquid chromatography (RPLC) and standard log Po/w values. Many compounds of pharmaceutical interest can be quite hydrophobic and have, simultaneously, basic nitrogen atoms or acidic sulfur containing groups in their structure. This renders them ionizable. The hydrophobicity of the molecular drug form (Po/w value) is completely different from its ionic form (log Po/w(+ or -) value). The actual hydrophobicity of such ionizable molecule depends on the pH. It can be represented by an apparent Papp value that takes into account the amount of compound in its molecular and ionic state combining the Po/w and Po/w(+ or -) values. In this work, log k in RPLC for ionizable as well as non-ionizable pharmaceutical compounds with different therapeutic properties (10 beta-blockers, seven tricyclic antidepressants (TA), eight steroids and 12 sulfonamides) were correlated with log Po/w. Similar correlations were done between log k and the corrected log Papp values at pH 3. Aqueous-organic mobile phases containing acetonitrile (conventional RPLC) and micellar-organic mobile phases (micellar liquid chromatography, MLC), prepared with the anionic surfactant sodium dodecyl sulfate and the organic solvents acetonitrile, propanol or pentanol, were also used to elute the compounds. All mobile phases were buffered at pH 3. Using conventional retention RPLC data, the correlation of log k with log Po/w, was satisfactory for steroids because they cannot ionize. For ionizable beta-blockers and TAs, the use of log Papp values improved the quality of the correlations, but yielded similar results for sulfonamides. In MLC, since an electrostatic interaction is added to hydrophobic forces, poorer correlations were obtained in all cases. The retention data obtained in RPLC also seems to correlate better with the biological activity of the drugs.
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Affiliation(s)
- M J Ruiz-Angel
- Laboratoire des Sciences Analytiques, Université Claude Bernard-Lyon 1, Villeurbanne, France
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