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Bhattarai P, Gunasekaran TI, Belloy ME, Reyes-Dumeyer D, Jülich D, Tayran H, Yilmaz E, Flaherty D, Turgutalp B, Sukumar G, Alba C, McGrath EM, Hupalo DN, Bacikova D, Le Guen Y, Lantigua R, Medrano M, Rivera D, Recio P, Nuriel T, Ertekin-Taner N, Teich AF, Dickson DW, Holley S, Greicius M, Dalgard CL, Zody M, Mayeux R, Kizil C, Vardarajan BN. Rare genetic variation in fibronectin 1 (FN1) protects against APOEε4 in Alzheimer's disease. Acta Neuropathol 2024; 147:70. [PMID: 38598053 PMCID: PMC11006751 DOI: 10.1007/s00401-024-02721-1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/11/2023] [Revised: 02/28/2024] [Accepted: 03/18/2024] [Indexed: 04/11/2024]
Abstract
The risk of developing Alzheimer's disease (AD) significantly increases in individuals carrying the APOEε4 allele. Elderly cognitively healthy individuals with APOEε4 also exist, suggesting the presence of cellular mechanisms that counteract the pathological effects of APOEε4; however, these mechanisms are unknown. We hypothesized that APOEε4 carriers without dementia might carry genetic variations that could protect them from developing APOEε4-mediated AD pathology. To test this, we leveraged whole-genome sequencing (WGS) data in the National Institute on Aging Alzheimer's Disease Family Based Study (NIA-AD FBS), Washington Heights/Inwood Columbia Aging Project (WHICAP), and Estudio Familiar de Influencia Genetica en Alzheimer (EFIGA) cohorts and identified potentially protective variants segregating exclusively among unaffected APOEε4 carriers. In homozygous unaffected carriers above 70 years old, we identified 510 rare coding variants. Pathway analysis of the genes harboring these variants showed significant enrichment in extracellular matrix (ECM)-related processes, suggesting protective effects of functional modifications in ECM proteins. We prioritized two genes that were highly represented in the ECM-related gene ontology terms, (FN1) and collagen type VI alpha 2 chain (COL6A2) and are known to be expressed at the blood-brain barrier (BBB), for postmortem validation and in vivo functional studies. An independent analysis in a large cohort of 7185 APOEε4 homozygous carriers found that rs140926439 variant in FN1 was protective of AD (OR = 0.29; 95% CI [0.11, 0.78], P = 0.014) and delayed age at onset of disease by 3.37 years (95% CI [0.42, 6.32], P = 0.025). The FN1 and COL6A2 protein levels were increased at the BBB in APOEε4 carriers with AD. Brain expression of cognitively unaffected homozygous APOEε4 carriers had significantly lower FN1 deposition and less reactive gliosis compared to homozygous APOEε4 carriers with AD, suggesting that FN1 might be a downstream driver of APOEε4-mediated AD-related pathology and cognitive decline. To validate our findings, we used zebrafish models with loss-of-function (LOF) mutations in fn1b-the ortholog for human FN1. We found that fibronectin LOF reduced gliosis, enhanced gliovascular remodeling, and potentiated the microglial response, suggesting that pathological accumulation of FN1 could impair toxic protein clearance, which is ameliorated with FN1 LOF. Our study suggests that vascular deposition of FN1 is related to the pathogenicity of APOEε4, and LOF variants in FN1 may reduce APOEε4-related AD risk, providing novel clues to potential therapeutic interventions targeting the ECM to mitigate AD risk.
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Affiliation(s)
- Prabesh Bhattarai
- Department of Neurology, Columbia University Irving Medical Center, Columbia University New York, New York, NY, USA
- Taub Institute for Research on Alzheimer's Disease and the Aging Brain, Columbia University Irving Medical Center, Columbia University, New York, NY, USA
| | - Tamil Iniyan Gunasekaran
- Department of Neurology, Columbia University Irving Medical Center, Columbia University New York, New York, NY, USA
- Gertrude H. Sergievsky Center, College of Physicians and Surgeons, Columbia University, New York, NY, USA
| | - Michael E Belloy
- Department of Neurology and Neurological Sciences, Stanford University, Stanford, CA, USA
- NeuroGenomics and Informatics Center, Washington University School of Medicine, St. Louis, MO, USA
- Department of Neurology, Washington University School of Medicine, St. Louis, MO, USA
| | - Dolly Reyes-Dumeyer
- Department of Neurology, Columbia University Irving Medical Center, Columbia University New York, New York, NY, USA
- Gertrude H. Sergievsky Center, College of Physicians and Surgeons, Columbia University, New York, NY, USA
| | - Dörthe Jülich
- Department of Molecular, Cellular, and Developmental Biology, Yale University, New Haven, CT, 06520, USA
| | - Hüseyin Tayran
- Department of Neurology, Columbia University Irving Medical Center, Columbia University New York, New York, NY, USA
- Taub Institute for Research on Alzheimer's Disease and the Aging Brain, Columbia University Irving Medical Center, Columbia University, New York, NY, USA
| | - Elanur Yilmaz
- Department of Neurology, Columbia University Irving Medical Center, Columbia University New York, New York, NY, USA
- Taub Institute for Research on Alzheimer's Disease and the Aging Brain, Columbia University Irving Medical Center, Columbia University, New York, NY, USA
| | - Delaney Flaherty
- Taub Institute for Research on Alzheimer's Disease and the Aging Brain, Columbia University Irving Medical Center, Columbia University, New York, NY, USA
- Department of Pathology and Cell Biology, Columbia University Irving Medical Center, New York, NY, 10032, USA
| | - Bengisu Turgutalp
- Department of Neurology, Columbia University Irving Medical Center, Columbia University New York, New York, NY, USA
- Taub Institute for Research on Alzheimer's Disease and the Aging Brain, Columbia University Irving Medical Center, Columbia University, New York, NY, USA
| | - Gauthaman Sukumar
- Henry M. Jackson Foundation for the Advancement of Military Medicine, Bethesda, MD, 20817, USA
| | - Camille Alba
- Henry M. Jackson Foundation for the Advancement of Military Medicine, Bethesda, MD, 20817, USA
| | - Elisa Martinez McGrath
- Henry M. Jackson Foundation for the Advancement of Military Medicine, Bethesda, MD, 20817, USA
| | - Daniel N Hupalo
- Henry M. Jackson Foundation for the Advancement of Military Medicine, Bethesda, MD, 20817, USA
| | - Dagmar Bacikova
- Henry M. Jackson Foundation for the Advancement of Military Medicine, Bethesda, MD, 20817, USA
| | - Yann Le Guen
- Department of Neurology and Neurological Sciences, Stanford University, Stanford, CA, USA
- Quantitative Sciences Unit, Department of Medicine, Stanford University, Stanford, CA, USA
| | - Rafael Lantigua
- Department of Neurology, Columbia University Irving Medical Center, Columbia University New York, New York, NY, USA
- Taub Institute for Research on Alzheimer's Disease and the Aging Brain, Columbia University Irving Medical Center, Columbia University, New York, NY, USA
- Department of Medicine, College of Physicians and Surgeons, Columbia University New York, New York, USA
| | - Martin Medrano
- School of Medicine, Pontificia Universidad Catolica Madre y Maestra, Santiago, Dominican Republic
| | - Diones Rivera
- Department of Neurology, CEDIMAT, Plaza de la Salud, Santo Domingo, Dominican Republic
- School of Medicine, Universidad Pedro Henriquez Urena (UNPHU), Santo Domingo, Dominican Republic
| | - Patricia Recio
- Department of Neurology, CEDIMAT, Plaza de la Salud, Santo Domingo, Dominican Republic
| | - Tal Nuriel
- Taub Institute for Research on Alzheimer's Disease and the Aging Brain, Columbia University Irving Medical Center, Columbia University, New York, NY, USA
- Department of Pathology and Cell Biology, Columbia University Irving Medical Center, New York, NY, 10032, USA
| | - Nilüfer Ertekin-Taner
- Department of Neuroscience, Mayo Clinic Florida, Jacksonville, FL, 32224, USA
- Department of Neurology, Mayo Clinic Florida, Jacksonville, FL, 32224, USA
| | - Andrew F Teich
- Department of Neurology, Columbia University Irving Medical Center, Columbia University New York, New York, NY, USA
- Taub Institute for Research on Alzheimer's Disease and the Aging Brain, Columbia University Irving Medical Center, Columbia University, New York, NY, USA
- Department of Pathology and Cell Biology, Columbia University Irving Medical Center, New York, NY, 10032, USA
| | - Dennis W Dickson
- Department of Neuroscience, Mayo Clinic Florida, Jacksonville, FL, 32224, USA
| | - Scott Holley
- Department of Molecular, Cellular, and Developmental Biology, Yale University, New Haven, CT, 06520, USA
| | - Michael Greicius
- Department of Neurology and Neurological Sciences, Stanford University, Stanford, CA, USA
| | - Clifton L Dalgard
- Department of Anatomy, Physiology and Genetics, Uniformed Services University of the Health Sciences, Bethesda, MD, 20814, USA
- The American Genome Center, Center for Military Precision Health, Uniformed Services University of the Health Sciences, Bethesda, MD, USA
| | - Michael Zody
- New York Genome Center, New York, NY, 10013, USA
| | - Richard Mayeux
- Department of Neurology, Columbia University Irving Medical Center, Columbia University New York, New York, NY, USA
- Taub Institute for Research on Alzheimer's Disease and the Aging Brain, Columbia University Irving Medical Center, Columbia University, New York, NY, USA
- Gertrude H. Sergievsky Center, College of Physicians and Surgeons, Columbia University, New York, NY, USA
- Department of Psychiatry, College of Physicians and Surgeons, Columbia University, 1051 Riverside Drive, New York, NY, 10032, USA
- Department of Epidemiology, Mailman School of Public Health, Columbia University, 722 W 168th St., New York, NY, 10032, USA
| | - Caghan Kizil
- Department of Neurology, Columbia University Irving Medical Center, Columbia University New York, New York, NY, USA.
- Taub Institute for Research on Alzheimer's Disease and the Aging Brain, Columbia University Irving Medical Center, Columbia University, New York, NY, USA.
- Gertrude H. Sergievsky Center, College of Physicians and Surgeons, Columbia University, New York, NY, USA.
| | - Badri N Vardarajan
- Department of Neurology, Columbia University Irving Medical Center, Columbia University New York, New York, NY, USA.
- Taub Institute for Research on Alzheimer's Disease and the Aging Brain, Columbia University Irving Medical Center, Columbia University, New York, NY, USA.
- Gertrude H. Sergievsky Center, College of Physicians and Surgeons, Columbia University, New York, NY, USA.
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Turgutalp B, Bhattarai P, Ercetin T, Luise C, Reis R, Gurdal EE, Isaak A, Biriken D, Dinter E, Sipahi H, Schepmann D, Junker A, Wünsch B, Sippl W, Gulcan HO, Kizil C, Yarim M. Discovery of Potent Cholinesterase Inhibition-Based Multi-Target-Directed Lead Compounds for Synaptoprotection in Alzheimer's Disease. J Med Chem 2022; 65:12292-12318. [PMID: 36084304 DOI: 10.1021/acs.jmedchem.2c01003] [Citation(s) in RCA: 9] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/19/2023]
Abstract
Drug development efforts that focused on single targets failed to provide effective treatment for Alzheimer's disease (AD). Therefore, we designed cholinesterase inhibition (ChEI)-based multi-target-directed ligands (MTDLs) to simultaneously target AD-related receptors. We built a library of 70 compounds, sequentially screened for ChEI, and determined σ1R, σ2R, NMDAR-GluN2B binding affinities, and P2X7R antagonistic activities. Nine fulfilled in silico drug-likeness criteria and did not display toxicity in three cell lines. Seven displayed cytoprotective activity in two stress-induced cellular models. Compared to donepezil, six showed equal/better synaptic protection in a zebrafish model of acute amyloidosis-induced synaptic degeneration. Two P2X7R antagonists alleviated the activation state of microglia in vivo. Permeability studies were performed, and four did not inhibit CYP450 3A4, 2D6, and 2C9. Therefore, four ChEI-based lead MTDLs are promising drug candidates for synaptic integrity protection and could serve as disease-modifying AD treatment. Our study also proposes zebrafish as a useful preclinical tool for drug discovery and development.
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Affiliation(s)
- Bengisu Turgutalp
- Department of Pharmaceutical Chemistry, Faculty of Pharmacy, Yeditepe University, 34755 Istanbul, Turkey.,German Centre for Neurodegenerative Diseases (DZNE), Helmholtz Association, 01307 Dresden, Germany
| | - Prabesh Bhattarai
- German Centre for Neurodegenerative Diseases (DZNE), Helmholtz Association, 01307 Dresden, Germany.,Department of Neurology, Columbia University Irving Medical Center, 10032 New York, United States
| | - Tugba Ercetin
- Department of Pharmaceutical Chemistry, Faculty of Pharmacy, Eastern Mediterranean University, TRNC, via Mersin 10, 99628 Famagusta, Turkey
| | - Chiara Luise
- Department of Medicinal Chemistry, Institute of Pharmacy, Martin-Luther-Universität Halle-Wittenberg, 6099 Halle (Saale), Germany
| | - Rengin Reis
- Department of Toxicology, Faculty of Pharmacy, Yeditepe University, 34755 Istanbul, Turkey.,Department of Toxicology, Faculty of Pharmacy, Acibadem Mehmet Ali Aydinlar University, 34758 Istanbul, Turkey
| | - Enise Ece Gurdal
- Department of Pharmaceutical Chemistry, Faculty of Pharmacy, Yeditepe University, 34755 Istanbul, Turkey.,Institute of Chemistry, Martin-Luther-Universität Halle-Wittenberg, 06120 Halle, Germany
| | - Andreas Isaak
- European Institute for Molecular Imaging (EIMI), der Westfälischen Wilhelms-Universität, D-48149 Münster, Germany
| | - Derya Biriken
- German Centre for Neurodegenerative Diseases (DZNE), Helmholtz Association, 01307 Dresden, Germany.,Department of Medical Microbiology, Ankara University Faculty of Medicine, 06620 Ankara, Turkey
| | - Elisabeth Dinter
- German Centre for Neurodegenerative Diseases (DZNE), Helmholtz Association, 01307 Dresden, Germany.,Department of Neurology, University Clinic, TU Dresden, 01307 Dresden, Germany
| | - Hande Sipahi
- Department of Toxicology, Faculty of Pharmacy, Yeditepe University, 34755 Istanbul, Turkey
| | - Dirk Schepmann
- Institute of Pharmaceutical and Medicinal Chemistry, University of Münster, D-48149 Münster, Germany
| | - Anna Junker
- European Institute for Molecular Imaging (EIMI), der Westfälischen Wilhelms-Universität, D-48149 Münster, Germany
| | - Bernhard Wünsch
- Institute of Pharmaceutical and Medicinal Chemistry, University of Münster, D-48149 Münster, Germany
| | - Wolfgang Sippl
- Department of Medicinal Chemistry, Institute of Pharmacy, Martin-Luther-Universität Halle-Wittenberg, 6099 Halle (Saale), Germany
| | - Hayrettin Ozan Gulcan
- Department of Pharmaceutical Chemistry, Faculty of Pharmacy, Eastern Mediterranean University, TRNC, via Mersin 10, 99628 Famagusta, Turkey
| | - Caghan Kizil
- German Centre for Neurodegenerative Diseases (DZNE), Helmholtz Association, 01307 Dresden, Germany.,Department of Neurology, Columbia University Irving Medical Center, 10032 New York, United States
| | - Mine Yarim
- Department of Pharmaceutical Chemistry, Faculty of Pharmacy, Yeditepe University, 34755 Istanbul, Turkey
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Turgutalp B, Uslu M, Helvacioglu S, Charehsaz M, Gurdal EE, Sippl W, Kocabas F, Yarim M. Lead Optimization and Structure-Activity Relationship Studies on Myeloid Ecotropic Viral Integration Site 1 Inhibitor. J Med Chem 2021; 64:14448-14464. [PMID: 34542289 DOI: 10.1021/acs.jmedchem.1c00972] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
Abstract
The pivotal role of the myeloid ecotropic viral integration site 1 (MEIS1) transcriptional factor was reported in cardiac regeneration and hematopoietic stem-cell (HSC) regulation with our previous findings. MEIS1 as a promising target in the context of pharmacological inhibition, we identified a potent myeloid ecotropic viral integration site (MEIS) inhibitor, MEISi-1, to induce murine and human HSC expansion ex vivo and in vivo. In this work, we performed lead optimization on MEISi-1 by synthesizing 45 novel analogues. Structure-activity relationship studies revealed the significance of a para-methoxy group on ring A and a hydrophobic moiety at the meta position of ring B. Obtained biological data were supported by inhibitor docking and molecular dynamics simulation studies. Eleven compounds were depicted as potent inhibitors demonstrating a better inhibitory profile on MEIS1 and target genes Meis1, Hif-1α, and p21. Among those, 4h, 4f, and 4b were the most potent inhibitors. The predicted pharmacokinetics properties fulfill drug-likeness criteria. In addition, compounds exerted neither cytotoxicity on human dermal fibroblasts nor mutagenicity.
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Affiliation(s)
- Bengisu Turgutalp
- Department of Pharmaceutical Chemistry, Faculty of Pharmacy, Yeditepe University, Istanbul 34755, Turkey.,German Center for Neurodegenerative Diseases (DZNE), Helmholtz Association, Dresden 01307, Germany
| | - Merve Uslu
- Regenerative Biology Research Laboratory, Department of Genetics and Bioengineering, Faculty of Engineering, Yeditepe University, Istanbul 34755, Turkey
| | - Sinem Helvacioglu
- Department of Toxicology, Faculty of Pharmacy, Yeditepe University, Istanbul 34755, Turkey
| | - Mohammad Charehsaz
- Department of Toxicology, Faculty of Pharmacy, Yeditepe University, Istanbul 34755, Turkey
| | - Enise Ece Gurdal
- Department of Pharmaceutical Chemistry, Faculty of Pharmacy, Yeditepe University, Istanbul 34755, Turkey.,Institute of Pharmacy, Martin Luther University Halle-Wittenberg, Halle (Saale) 06120, Germany
| | - Wolfgang Sippl
- Institute of Pharmacy, Martin Luther University Halle-Wittenberg, Halle (Saale) 06120, Germany
| | - Fatih Kocabas
- Regenerative Biology Research Laboratory, Department of Genetics and Bioengineering, Faculty of Engineering, Yeditepe University, Istanbul 34755, Turkey
| | - Mine Yarim
- Department of Pharmaceutical Chemistry, Faculty of Pharmacy, Yeditepe University, Istanbul 34755, Turkey
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6
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Alhusadi NA, Turgutalp B, Deniz I, Acar ET, Sipahi H, Yarim M, Gurdal EE. Synthesis, Antimicrobial, Antioxidant and Molecular Docking Studies on Novel 6-Methoxybenzothiazole-piperazine Derivatives with Propanamide Chain. Curr Top Med Chem 2021; 20:1733-1741. [PMID: 32552651 DOI: 10.2174/1568026620666200618122500] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/15/2019] [Revised: 12/05/2019] [Accepted: 01/10/2020] [Indexed: 11/22/2022]
Abstract
BACKGROUND Infectious diseases are a major threat in the developing world and the discovery of novel antimicrobial agents remains to be crucial due to acquired resistance by the microorganisms. Additionally, various diseases can be prevented with antioxidant agents as they can eliminate the harmful effects of reactive oxygen species. OBJECTIVE In this study, it was aimed to synthesize novel compounds bearing N-(6- methoxybenzothiazol-2-yl)-3-(4-substitued piperazinyl)propanamide backbone that had antimicrobial and antioxidant activities. Mechanisms of activity were aimed to be revealed by docking studies. METHODS Antimicrobial activities were tested by agar-based disc diffusion assay, and antioxidant activities were determined by CUPRAC assay. RESULTS In agar-based disc diffusion assay, the most active compounds were 2b and 2e against Staphylococcus aureus, Pseudomonas aeruginosa, Escherichia coli and Candida albicans. Compounds 2e and 2j showed promising antioxidant activity in CUPRAC assay. Docking studies were performed to optimize the interactions of compounds with DNA gyrase subunit B of S. aureus. Under the light of docking studies, a new compound with potential GyrB inhibition was designed. Antioxidant activity was also supported by docking studies on superoxide dismutase 1 enzyme in which interactions with key residues were observed. CONCLUSION Ten novel benzothiazole-piperazine derivatives were synthesized and their antimicrobial and antioxidant activities were evaluated. Superoxide dismutase 1 enzyme was suggested to be a possible target for the antioxidant activity of the series.
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Affiliation(s)
- Nesrin Atiah Alhusadi
- Department of Pharmaceutical Chemistry, Faculty of Pharmacy, Yeditepe University, 34755 Atasehir, Istanbul, Turkey
| | - Bengisu Turgutalp
- Department of Pharmaceutical Chemistry, Faculty of Pharmacy, Yeditepe University, 34755 Atasehir, Istanbul, Turkey
| | - Inci Deniz
- Laboratory of Microbiological Analysis, Faculty of Pharmacy, Yeditepe University, 34755 Atasehir, Istanbul, Turkey
| | - Ebru Turkoz Acar
- Department of Analytical Chemistry, Faculty of Pharmacy, Yeditepe University, 34755 Atasehir, Istanbul, Turkey
| | - Hande Sipahi
- Department of Pharmaceutical Toxicology, Faculty of Pharmacy, Yeditepe University, 34755 Atasehir, Istanbul, Turkey
| | - Mine Yarim
- Department of Pharmaceutical Chemistry, Faculty of Pharmacy, Yeditepe University, 34755 Atasehir, Istanbul, Turkey
| | - Enise Ece Gurdal
- Department of Pharmaceutical Chemistry, Faculty of Pharmacy, Yeditepe University, 34755 Atasehir, Istanbul, Turkey
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7
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Gurdal EE, Turgutalp B, Gulcan HO, Ercetin T, Sahin MF, Durmaz I, Atalay RC, Nguyen QD, Sippl W, Yarim M. Synthesis of Novel Benzothiazole-Piperazine Derivatives and Their Biological Evaluation as Acetylcholinesterase Inhibitors and Cytotoxic Agents. Anticancer Agents Med Chem 2017; 17:1837-1845. [PMID: 28403780 DOI: 10.2174/1871520617666170412153604] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/11/2016] [Revised: 03/23/2017] [Accepted: 03/30/2017] [Indexed: 11/22/2022]
Abstract
OBJECTIVE AND METHOD A new series of benzothiazole-piperazine derivatives was synthesized and a complete chemical characterization of the novel compounds was provided. In vitro cytotoxic activities were screened against colorectal (HCT-116), breast (MCF-7) and hepatocellular (Huh7) cancer cell lines by Sulforhodamine B assay. RESULT AND DISCUSSION All compounds showed cytotoxic activity against hepatocellular (Huh7) and breast (MCF-7) cancer cell lines. Dihalo substituted benzylpiperazine derivatives (2a, 2e) had the highest cytotoxic activities in all the tested cell lines. In addition, acetylcholinesterase (AChE) and butyrylcholinesterase (BuChE) inhibitory activities of synthesized compounds were investigated by in vitro Ellman's method. Compound 2j led to moderate and selective inhibition against AChE. Docking study was utilized to understand the binding mode of compound 2j in comparision with donepezil on AChE. The other tested compounds showed weak or no inhibition against AChE as promising anticancer agents.
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Affiliation(s)
- Enise Ece Gurdal
- Department of Pharmaceutical Chemistry, Faculty of Pharmacy, Yeditepe University, 34755, Kayisdagi, Istanbul. Turkey
| | - Bengisu Turgutalp
- Department of Pharmaceutical Chemistry, Faculty of Pharmacy, Yeditepe University, 34755, Kayisdagi, Istanbul. Turkey
| | - Hayrettin Ozan Gulcan
- Department of Pharmaceutical Chemistry, Faculty of Pharmacy, Eastern Mediterranean University, Famagusta. Cyprus
| | - Tugba Ercetin
- Department of Pharmaceutical Chemistry, Faculty of Pharmacy, Eastern Mediterranean University, Famagusta. Cyprus
| | - Mustafa Fethi Sahin
- Department of Pharmaceutical Chemistry, Faculty of Pharmacy, Eastern Mediterranean University, Famagusta. Cyprus
| | - Irem Durmaz
- Bioinformatics Department, Graduate School of Informatics, Middle East Technical University, Ankara. Turkey
| | - Rengul Cetin Atalay
- Bioinformatics Department, Graduate School of Informatics, Middle East Technical University, Ankara. Turkey
| | - Quoc Dat Nguyen
- Martin-Luther- Universität Halle-Wittenberg, Institute of Pharmacy, Medicinal Chemistry Department, Halle (Saale). Germany
| | - Wolfgang Sippl
- Martin-Luther- Universität Halle-Wittenberg, Institute of Pharmacy, Medicinal Chemistry Department, Halle (Saale). Germany
| | - Mine Yarim
- Department of Pharmaceutical Chemistry, Faculty of Pharmacy, Yeditepe University, 34755, Kayisdagi, Istanbul. Turkey
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