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Hossen MS, Islam MN, Pramanik MEA, Rahman MH, Amin MA, Antora ST, Sraboni FS, Chowdhury RN, Farha N, Sathi AA, Sadaf S, Banna F, Karim MR, Akter N, Gofur MR, Islam MS, Miah MMZ, Akhter M, Islam MS, Hasan MS, Fahmin F, Rahman MM, Basak PM, Sonnyashi AK, Das HS, Al Mahtab M, Akbar SMF. Molecular Characterization and Potential Inhibitors Prediction of Protein Arginine Methyltransferase-2 in Carcinoma: An Insight from Molecular Docking, ADMET Profiling and Molecular Dynamics Simulation Studies. Euroasian J Hepatogastroenterol 2024; 14:160-171. [PMID: 39802857 PMCID: PMC11714102 DOI: 10.5005/jp-journals-10018-1443] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/12/2024] [Accepted: 08/13/2024] [Indexed: 01/16/2025] Open
Abstract
Objectives To predict and characterize the three-dimensional (3D) structure of protein arginine methyltransferase 2 (PRMT2) using homology modeling, besides, the identification of potent inhibitors for enhanced comprehension of the biological function of this protein arginine methyltransferase (PRMT) family protein in carcinogenesis. Materials and methods An in silico method was employed to predict and characterize the three-dimensional structure. The bulk of PRMTs in the PDB shares just a structurally conserved catalytic core domain. Consequently, it was determined that ligand compounds may be the source of co-crystallized complexes containing additional PRMTs. Possible PRMT2 inhibitor compounds are found by using S-adenosyl methionine (SAM), a methyl group donor, as a positive control. Results Protein arginine methyltransferases are associated with a range of physiological processes, including as splicing, proliferation, regulation of the cell cycle, differentiation, and signaling of DNA damage. These functional capacities are also related to carcinogenesis and metastasis-several forms of PRMT have been cited in the literature. These include PRMT-1, PRMT-2, and PRMT-5. Among these, the role of PRMT-2 has been shown in breast cancer and hepatocellular carcinoma. To gain more insights into the role of PRMT2 in cancer pathogenesis, we opted to characterize tertiary structure utilizing an in silico approach. The majority of PRMTs in the PDB have a structurally conserved catalytic core domain. Thus, ligand compounds were identified as a possible source of co-crystallized complexes of other PRMTs. The SAM, a methyl group donor, is used as a positive control in order to identify potential inhibitor compounds of PRMT2 by the virtual screening method. We hypothesized that an inhibitor for other PRMTs could alter PRMT2 activities. Out of 45 inhibitor compounds, we ultimately identified three potential inhibitor compounds based on the results of the pharmacokinetics and binding affinity studies. These compounds are identified as 3BQ (PubChem CID: 77620540), 6DX (PubChem CID: 124222721), and TDU (PubChem CID: 53346504). Their binding affinities are -8.5 kcal/mol, -8.1 kcal/mol, and -8.8 kcal/mol, respectively. These compounds will be further investigated to determine the binding stability and compactness using molecular dynamics simulations on a 100 ns time scale. In vitro and in vivo studies may be conducted with these three compounds, and we think that focusing on them might lead to the creation of a PRMT2 inhibitor. Conclusion Three strong inhibitory compounds that were non-carcinogenic also have drug-like properties. By using desirable parameters in root mean square deviation (RMSD), root mean square fluctuation (RMSF), radius of gyration (Rg), solvent accessible surface area (SASA), molecular surface area (MolSA), and intermolecular hydrogen bonding, complexes verified structural stability and compactness over the 100 ns time frame. How to cite this article Hossen MS, Islam MN, Pramanik MEA et al. Molecular Characterization and Potential Inhibitors Prediction of Protein Arginine Methyltransferase-2 (PRMT2) in Carcinoma: An Insight from Molecular Docking, ADMET Profiling and Molecular Dynamics Simulation Studies. Euroasian J Hepato-Gastroenterol 2024;14(2):160-171.
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Affiliation(s)
- Md Sahadot Hossen
- Department of Biochemistry and Molecular Biology, School of Life Sciences, Shahjalal University of Science and Technology, Sylhet, Bangladesh
| | - Md Nur Islam
- National Laboratory of Biomacromolecules, Chinese Academy of Sciences Center for Excellence in Biomacromolecules, Institute of Biophysics, CAS, Beijing, People's Republic of China; Department of Pharmacy, Manarat International University, Gulshan, Dhaka, Bangladesh
| | - Md Enayet A Pramanik
- Department of Entomology, On-Farm Research Division, Bangladesh Agricultural Research Institute, Terokhadia, Rajshahi, Bangladesh
| | - Md Hasanur Rahman
- Department of Biotechnology and Genetic Engineering, Faculty of Life Sciences, Bangabandhu Sheikh Mujibur Rahman Science and Technology University, Gopalganj, Bangladesh
| | - Md Al Amin
- Department of Biotechnology and Genetic Engineering, Faculty of Life Sciences, Mawlana Bhashani Science and Technology University, Tangail, Santosh, Bangladesh
| | - Saraban T Antora
- Department of Biochemistry and Molecular Biology, Faculty of Life Sciences, Bangabandhu Sheikh Mujibur Rahman Science and Technology University, Gopalganj, Bangladesh
| | - Farzana S Sraboni
- Department of Genetic Engineering and Biotechnology, Faculty of Biological Sciences, University of Rajshahi, Rajshahi, Bangladesh
| | - Rifah N Chowdhury
- Department of Pharmacy, Faculty of Pharmacy, University of Dhaka (DU), Mokarram Hussain Khundker Bhaban, University St, Dhaka, Bangladesh
| | - Nazia Farha
- Department of Genetic Engineering and Biotechnology, Faculty of Biological Sciences, University of Chittagong, Chittagong, Bangladesh
| | - Amina A Sathi
- Department of Genetic Engineering and Biotechnology, Faculty of Biological Sciences, University of Rajshahi, Rajshahi, Bangladesh
| | - Samia Sadaf
- Department of Biology, Development Biology Laboratory, Clarkson University, Potsdam, New York, United States of America
| | - Farjana Banna
- Department of Biotechnology and Genetic Engineering, Faculty of Science, Islamic University, Kushtia, Bangladesh
| | - Md Rezaul Karim
- Department of Pharmacy, School of Engineering, Science and Technology, Manarat International University, Gulshan, Dhaka, Bangladesh
| | - Nasrin Akter
- Department of Biochemistry and Molecular Biology, University of Rajshahi, Rajshahi, Bangladesh
| | - Md Royhan Gofur
- Department of Veterinary and Animal Sciences, University of Rajshahi, Rajshahi, Bangladesh
| | - Md Shariful Islam
- Department of Veterinary and Animal Sciences, University of Rajshahi, Rajshahi, Bangladesh
| | - M Morsed Z Miah
- Department of Hematology, Rajshahi Medical College, Rajshahi, Bangladesh
| | - Mira Akhter
- Department of Clinical Pathology, Rajshahi Medical College Hospital, Rajshahi, Bangladesh
| | - Md Shariful Islam
- Department of Ortho-Surgery, Rajshahi Medical College, Rajshahi, Bangladesh
| | - Md Sharif Hasan
- Department of Cardiology, Mymensingh Medical College Hospital, Mymensingh, Bangladesh
| | - Fahmida Fahmin
- Department of Paediatric, Mymensingh Medical College Hospital, Mymensingh, Bangladesh
| | - Mohammad M Rahman
- Department of Medicine, Rajshahi Medical College, Rajshahi, Bangladesh
| | - Prabir M Basak
- Department of Medicine, Rajshahi Medical College, Rajshahi, Bangladesh
| | - Amio K Sonnyashi
- Department of Medicine, Rajshahi Medical College, Rajshahi, Bangladesh
| | - Haimanti S Das
- Department of Virology, Rajshahi Medical College, Rajshahi, Bangladesh
| | - Mamun Al Mahtab
- Department of Interventional Hepatology, Bangabandhu Sheikh Mujib Medical University, Shahbagh, Dhaka, Bangladesh
| | - Sheikh MF Akbar
- Department of Gastroenterology and Metabology, Ehime University Graduate School of Medicine, Ehime, Japan
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Perta N, Torrieri Di Tullio L, Cugini E, Fattibene P, Rapanotti MC, Borromeo I, Forni C, Malaspina P, Cacciamani T, Di Marino D, Rossi L, De Luca A. Hydroxytyrosol Counteracts Triple Negative Breast Cancer Cell Dissemination via Its Copper Complexing Properties. BIOLOGY 2023; 12:1437. [PMID: 37998036 PMCID: PMC10669715 DOI: 10.3390/biology12111437] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/25/2023] [Revised: 11/09/2023] [Accepted: 11/14/2023] [Indexed: 11/25/2023]
Abstract
Polyphenols have gained increasing attention for their therapeutic potential, particularly in conditions like cancer, due to their established antioxidant and anti-inflammatory properties. Recent research highlights their ability to bind to transition metals, such as copper. This is particularly noteworthy given the key role of copper both in the initiation and progression of cancer. Copper can modulate the activity of kinases required for the epithelial-mesenchymal transition (EMT), a process fundamental to tumor cell dissemination. We have previously demonstrated the copper-binding capacity of oleuropein, a secoiridoid found in Olea europaea. In the present study, we investigated the effect of hydroxytyrosol, the primary oleuropein metabolite, on the metastatic potential of three triple-negative breast cancer cell lines (MDA-MB-231, MDA-MB-468, and SUM159). We found that hydroxytyrosol modulated the intracellular copper levels, influencing both the epithelial and mesenchymal markers, by downregulating copper-dependent AKT phosphorylation, a member of the EMT signaling cascade, through Western blot, RT-qPCR, and immunofluorescence. Indeed, by optical spectra, EPR, and in silico approaches, we found that hydroxytyrosol formed a complex with copper, acting as a chelating agent, thus regulating its homeostasis and affecting the copper-dependent signaling cascades. While our results bring to light the copper-chelating properties of hydroxytyrosol capable of countering tumor progression, they also provide further confirmation of the key role of copper in promoting the aggressiveness of triple-negative breast cancer cells.
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Affiliation(s)
- Nunzio Perta
- Department of Life and Environmental Sciences, Polytechnic University of Marche, Via Brecce Bianche, 60131 Ancona, Italy; (N.P.); (T.C.); (D.D.M.)
- New York-Marche Structural Biology Center (NY-MaSBiC), Polytechnic University of Marche, Via Brecce Bianche, 60131 Ancona, Italy
| | - Laura Torrieri Di Tullio
- Istituto Superiore di Sanità, Core Facilities, Viale Regina Elena, 299, 00185 Rome, Italy; (L.T.D.T.); (P.F.)
- PhD School in Biochemistry, Department of Biochemical Sciences “A. Rossi Fanelli”, University of Rome “Sapienza”, Viale Regina Elena, 332, 00185 Rome, Italy
| | - Elisa Cugini
- Department of Laboratory Medicine, University of Rome Tor Vergata, Viale Oxford, 8, 00133 Rome, Italy; (E.C.); (M.C.R.)
| | - Paola Fattibene
- Istituto Superiore di Sanità, Core Facilities, Viale Regina Elena, 299, 00185 Rome, Italy; (L.T.D.T.); (P.F.)
| | - Maria Cristina Rapanotti
- Department of Laboratory Medicine, University of Rome Tor Vergata, Viale Oxford, 8, 00133 Rome, Italy; (E.C.); (M.C.R.)
| | - Ilaria Borromeo
- PhD School in Evolutionary Biology and Ecology, Department of Biology, University of Rome Tor Vergata, Via della Ricerca Scientifica 1, 00133 Rome, Italy;
| | - Cinzia Forni
- Department of Biology, University of Rome Tor Vergata, Via della Ricerca Scientifica 1, 00133 Rome, Italy; (C.F.); (P.M.); (L.R.)
| | - Patrizia Malaspina
- Department of Biology, University of Rome Tor Vergata, Via della Ricerca Scientifica 1, 00133 Rome, Italy; (C.F.); (P.M.); (L.R.)
| | - Tiziana Cacciamani
- Department of Life and Environmental Sciences, Polytechnic University of Marche, Via Brecce Bianche, 60131 Ancona, Italy; (N.P.); (T.C.); (D.D.M.)
- New York-Marche Structural Biology Center (NY-MaSBiC), Polytechnic University of Marche, Via Brecce Bianche, 60131 Ancona, Italy
| | - Daniele Di Marino
- Department of Life and Environmental Sciences, Polytechnic University of Marche, Via Brecce Bianche, 60131 Ancona, Italy; (N.P.); (T.C.); (D.D.M.)
- New York-Marche Structural Biology Center (NY-MaSBiC), Polytechnic University of Marche, Via Brecce Bianche, 60131 Ancona, Italy
- Neuronal Death and Neuroprotection Unit, Department of Neuroscience, Mario Negri Institute for Pharmacological Research-IRCCS, Via Mario Negri 2, 20156 Milano, Italy
| | - Luisa Rossi
- Department of Biology, University of Rome Tor Vergata, Via della Ricerca Scientifica 1, 00133 Rome, Italy; (C.F.); (P.M.); (L.R.)
| | - Anastasia De Luca
- Department of Biology, University of Rome Tor Vergata, Via della Ricerca Scientifica 1, 00133 Rome, Italy; (C.F.); (P.M.); (L.R.)
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Synthesis, spectroscopic, and molecular interaction study of lead(II) complex of DL-alanine using experimental techniques and quantum chemical calculations. J Mol Struct 2023. [DOI: 10.1016/j.molstruc.2023.135208] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/25/2023]
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Vaithiyalingam M, Sumathi DL, Sabarathinam S. Isolation and In silico Study of Curcumin from Curcuma longa and Its Anti-Diabetic Activity. Appl Biochem Biotechnol 2023; 195:947-957. [PMID: 36242725 DOI: 10.1007/s12010-022-04173-3] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 09/28/2022] [Indexed: 01/24/2023]
Abstract
Natural products have been widely used for the management of various diseases that affect human health. Natural products are chemical substances that can be extracted with solvents and isolated by column chromatography techniques from the plant source. The development of new drugs from natural products is still challenging, and the most extensively studied plant material is turmeric, Curcuma longa, which is the chief source of curcumin. Curcumin is a bright yellow solid. In our present study, we have taken Curcuma longa, which is defatted with hexane, followed by being extracted with methanol as a solvent. The turmeric methanolic extract is taken for the isolation of curcumin. This was carried out and confirmed by spectroscopy techniques including 1H NMR, 13C NMR, ESI-HRMS, and FT-IR. The compound in silico ADME properties estimate falls within an acceptable range, and a molecular docking analysis shows that it has a higher binding affinity than reference standards. Based on the findings, it can be said that curcumin, a natural substance, has good therapeutic qualities when it is isolated.
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Affiliation(s)
- Mariyappan Vaithiyalingam
- Department of Chemistry, SRM Institute of Science and Technology, Kattankulathur, Chengalpattu, 603203, Tamilnadu, India
| | - Dhivya Loganathan Sumathi
- APJ Kalam Research Lab, Department of Pharmaceutical Chemistry, SRM College of Pharmacy, SRM Institute of Science and Technology, Kattankulathur - 603 203, Kancheepuram, Tamil Nadu, India
| | - Sarvesh Sabarathinam
- Drug Testing Laboratory, Interdisciplinary Institute of Indian System of Medicine (IIISM), SRM Institute of Science and Technology, CV Raman Research Park, Kattankulathur, 603 203, Tamil Nadu, Kancheepuram, India.
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Molecularly Designed Ion-Imprinted Nanoparticles for Real-Time Sensing of Cu(II) Ions Using Quartz Crystal Microbalance. Biomimetics (Basel) 2022; 7:biomimetics7040191. [PMID: 36412719 PMCID: PMC9680276 DOI: 10.3390/biomimetics7040191] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/23/2022] [Revised: 10/27/2022] [Accepted: 10/31/2022] [Indexed: 11/09/2022] Open
Abstract
A molecularly designed imprinting method was combined with a gravimetric nanosensor for the real-time detection Cu(II) ions in aqueous solutions without using expensive laboratory devices. Thus, 1:1 and 2:1 mol-ratio-dependent coordination modes between Cu(II), N-methacyloly-L histidine methyl ester (MAH) functional monomer complexes, and their four-fold and six-fold coordinations were calculated by means of density functional theory molecular modeling. Cu(II)-MIP1 and Cu(II)-MIP2 nanoparticles were synthesized in the size range of 80-100 nm and characterized by SEM, AFM and FTIR. Cu(II)-MIP nanoparticles were then conducted to a quartz crystal microbalance sensor for the real-time detection of Cu(II) ions in aqueous solutions. The effects of initial Cu(II) concentration, selectivity, and imprinting efficiency were investigated for the optimization of the nanosensor. Linearity of 99% was obtained in the Cu(II) ion linear concentration range of 0.15-1.57 µM with high sensitivity. The LOD was obtained as 40.7 nM for Cu(II)-MIP2 nanoparticles. The selectivity and the imprinting efficiency of the QCM nanosensor were obtained significantly in the presence of competitive ion samples (Co(II), Ni(II), Zn(II), and Fe(II)). The results are promising for sensing Cu(II) ions as environmental toxicants in water by combining molecularly designed ion-imprinted nanoparticles and a gravimetric sensor.
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Affinity-Recognition-Based Gravimetric Nanosensor for Equilin Detection. CHEMOSENSORS 2022. [DOI: 10.3390/chemosensors10050172] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/10/2022]
Abstract
The estrogenic hormones that are widely used in postmenopausal hormone supplements for women contaminate natural water resources. Equilin (Equ) is one of the estrogenic hormones that have a maximum contaminant level of 0.35 µg/L in the chemical pollutants list. In this study, estrogenic hormones were precisely detected in a short time by affinity-recognition-based interactions in Quartz Crystal Microbalance (QCM) sensors. The QCM sensors were modified with 11-mercaptoundecanoic acid forming a self-assembled monolayer and with amino acids, namely tyrosine, tryptophan and phenylalanine. The affinity interactions between Equ and amino acids were studied using docking tools and confirmed by QCM experiments. The LODs of Equ were obtained as 4.59, 5.05 and 6.30 ng/L for tyrosine-, tryptophan- and phenylalanine-modified QCM nanosensors, respectively, with linear dynamic detection in the range of 25–500 nM. In terms of the LOD, selectivity and sensitivity calculations, the tyrosine-modified QCM nanosensor was found to have the highest performance for Equ detection compared to the tryptophan- and phenylalanine-modified ones.
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Asena Özbek M, Çimen D, Bereli N, Denizli A. Metal-chelated polyamide hollow fiber membranes for ovalbumin purification from egg white. J Chromatogr B Analyt Technol Biomed Life Sci 2022; 1203:123293. [DOI: 10.1016/j.jchromb.2022.123293] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/29/2021] [Revised: 03/17/2022] [Accepted: 05/08/2022] [Indexed: 12/17/2022]
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A Comprehensive Review of Computation-Based Metal-Binding Prediction Approaches at the Residue Level. BIOMED RESEARCH INTERNATIONAL 2022; 2022:8965712. [PMID: 35402609 PMCID: PMC8989566 DOI: 10.1155/2022/8965712] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 01/02/2022] [Accepted: 03/04/2022] [Indexed: 12/29/2022]
Abstract
Clear evidence has shown that metal ions strongly connect and delicately tune the dynamic homeostasis in living bodies. They have been proved to be associated with protein structure, stability, regulation, and function. Even small changes in the concentration of metal ions can shift their effects from natural beneficial functions to harmful. This leads to degenerative diseases, malignant tumors, and cancers. Accurate characterizations and predictions of metalloproteins at the residue level promise informative clues to the investigation of intrinsic mechanisms of protein-metal ion interactions. Compared to biophysical or biochemical wet-lab technologies, computational methods provide open web interfaces of high-resolution databases and high-throughput predictors for efficient investigation of metal-binding residues. This review surveys and details 18 public databases of metal-protein binding. We collect a comprehensive set of 44 computation-based methods and classify them into four categories, namely, learning-, docking-, template-, and meta-based methods. We analyze the benchmark datasets, assessment criteria, feature construction, and algorithms. We also compare several methods on two benchmark testing datasets and include a discussion about currently publicly available predictive tools. Finally, we summarize the challenges and underlying limitations of the current studies and propose several prospective directions concerning the future development of the related databases and methods.
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Kılıç S, Andaç M, Denizli A. Binding modes of cibacron blue with albumin in affinity chromatography using docking tools. Int J Biol Macromol 2021; 183:110-118. [PMID: 33915211 DOI: 10.1016/j.ijbiomac.2021.04.142] [Citation(s) in RCA: 13] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/14/2021] [Accepted: 04/23/2021] [Indexed: 12/13/2022]
Abstract
Affinity chromatography is a standard method, which used for protein purification and separation studies due to its specificity and selectivity. There are several affinity chromatography methods, such as dye affinity, immobilized metal chelated affinity, and affinity electrophoresis. Cibacron Blue F3G-A (CBD), as a dye ligand, is one of the most used dyes among dye affinity chromatography. CBD is ideally suited for human serum albumin (HSA) separation and purification in affinity chromatography for several years. However, even though CBD has many purification applications, there is not much research focused on the interaction between CBD and HSA in molecular docking. The interactions between CBD and HSA were simulated via AutoDock molecular docking software in this study. Investigated possibilities resulted in six different conformations on different locations, which light the way to variable connectivity of CBD. Thus, it was determined that the most favorable binding is conformation 5, with its lowest binding energy, which is energetically favorable.
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Affiliation(s)
- Seçkin Kılıç
- Hacettepe University, Department of Chemistry, Biochemistry Division, Beytepe, Ankara, Turkey.
| | - Müge Andaç
- Hacettepe University, Department of Environmental Engineering, Beytepe, Ankara, Turkey.
| | - Adil Denizli
- Hacettepe University, Department of Chemistry, Biochemistry Division, Beytepe, Ankara, Turkey.
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