1
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Patidar RK, Tiwari K, Tiwari R, Ranjan N. Promoter G-Quadruplex Binding Styryl Benzothiazolium Derivative for Applications in Ligand Affinity Ranking and as Ethidium Bromide Substitute in Gel Staining. ACS APPLIED BIO MATERIALS 2023. [PMID: 37229607 DOI: 10.1021/acsabm.3c00060] [Citation(s) in RCA: 4] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 05/27/2023]
Abstract
Fluorescent compounds that can preferentially interact with certain nucleic acids are of great importance in new drug discovery in a multitude of functions including fluorescence-based displacement assays and gel staining. Here, we report the discovery of an orange emissive styryl-benzothiazolium derivative (compound 4) which interacts preferentially with Pu22 G-quadruplex DNA among a pool of nucleic acid structures containing G-quadruplex, duplex, and single-stranded DNA structures as well as RNA structures. Fluorescence-based binding analysis revealed that compound 4 interacts with Pu22 G-quadruplex DNA in a 1:1 DNA to ligand binding stoichiometry. The association constant (Ka) for this interaction was found to be 1.12 (±0.15) × 106 M-1. Circular dichroism studies showed that the binding of the probe does not cause changes in the overall parallel G-quadruplex conformation; however, signs of higher-order complex formation were seen in the form of exciton splitting in the chromophore absorption region. UV-visible spectroscopy studies confirmed the stacking nature of the interaction of the fluorescent probe with the G-quadruplex which was further complemented by heat capacity measurement studies. Finally, we have shown that this fluorescent probe can be used toward G-quadruplex-based fluorescence displacement assays for ligand affinity ranking and as a substitute for ethidium bromide in gel staining.
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Affiliation(s)
- Rajesh Kumar Patidar
- Department of Medicinal Chemistry, National Institute of Pharmaceutical Education and Research-Raebareli, New Transit Campus, Lucknow, Uttar Pradesh, India 226002
| | - Khushboo Tiwari
- Department of Medicinal Chemistry, National Institute of Pharmaceutical Education and Research-Raebareli, New Transit Campus, Lucknow, Uttar Pradesh, India 226002
| | - Ratnesh Tiwari
- Department of Medicinal Chemistry, National Institute of Pharmaceutical Education and Research-Raebareli, New Transit Campus, Lucknow, Uttar Pradesh, India 226002
| | - Nihar Ranjan
- Department of Medicinal Chemistry, National Institute of Pharmaceutical Education and Research-Raebareli, New Transit Campus, Lucknow, Uttar Pradesh, India 226002
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2
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Fu L, Mou J, Deng Y, Ren X. Structural modifications of berberine and their binding effects towards polymorphic deoxyribonucleic acid structures: A review. Front Pharmacol 2022; 13:940282. [PMID: 36016553 PMCID: PMC9395745 DOI: 10.3389/fphar.2022.940282] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/10/2022] [Accepted: 07/14/2022] [Indexed: 11/19/2022] Open
Abstract
Berberine (BBR) is a plant derived quaternary benzylisoquinoline alkaloid, which has been widely used in traditional medicines for a long term. It possesses broad pharmacological effects and is widely applied in clinical. In recent years, the anti-tumor effects of BBR have attracted more and more attention of the researchers. The canonical right-handed double-stranded helical deoxyribonucleic acid (B-DNA) and its polymorphs occur under various environmental conditions and are involved in a plethora of genetic instability-related diseases especially tumor. BBR showed differential binding effects towards various polymorphic DNA structures. But its poor lipophilicity and fast metabolism limited its clinical utility. Structural modification of BBR is an effective approach to improve its DNA binding activity and bioavailability in vivo. A large number of studies dedicated to improving the binding affinities of BBR towards different DNA structures have been carried out and achieved tremendous advancements. In this article, the main achievements of BBR derivatives in polymorphic DNA structures binding researches in recent 20 years were reviewed. The structural modification strategy of BBR, the DNA binding effects of its derivatives, and the structure activity relationship (SAR) analysis have also been discussed.
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Affiliation(s)
| | - Jiajia Mou
- School of Chinese Materia Medica, Tianjin University of Traditional Chinese Medicine, Tianjin, China
| | | | - Xiaoliang Ren
- School of Chinese Materia Medica, Tianjin University of Traditional Chinese Medicine, Tianjin, China
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3
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Dickerhoff J, Brundridge N, McLuckey SA, Yang D. Berberine Molecular Recognition of the Parallel MYC G-Quadruplex in Solution. J Med Chem 2021; 64:16205-16212. [PMID: 34677968 PMCID: PMC8614230 DOI: 10.1021/acs.jmedchem.1c01508] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Abstract
The medicinal natural product berberine is one of the most actively studied and pursued G-quadruplex (G4)-ligands. The major G-quadruplex formed in the promoter region of the MYC oncogene (MycG4) is an attractive drug target and a prominent example and model structure for parallel G-quadruplexes. G4-targeted berberine derivatives have been actively developed; however, the analogue design was based on a previous crystal structure in which berberine binds as a dimer to a parallel G-quadruplex. Herein, we show that in solution, the binding mode and stoichiometry of berberine are substantially different from the crystal structure: berberine binds as a monomer to MycG4 using a base-recruitment mechanism with a reversed orientation in that the positively charged convex side is actually positioned above the tetrad center. Our structure provides a physiologically relevant basis for the future structure-based rational design of G4-targeted berberine derivatives, and this study demonstrates that it is crucial to validate the ligand-DNA interactions.
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Affiliation(s)
- Jonathan Dickerhoff
- Medicinal Chemistry and Molecular Pharmacology, College of Pharmacy, Purdue University, 575 W Stadium Avenue, West Lafayette, Indiana 47904, United States
| | - Nicole Brundridge
- Department of Chemistry, Purdue University, 560 Oval Drive, West Lafayette, Indiana 47907, United States
| | - Scott A McLuckey
- Department of Chemistry, Purdue University, 560 Oval Drive, West Lafayette, Indiana 47907, United States
| | - Danzhou Yang
- Medicinal Chemistry and Molecular Pharmacology, College of Pharmacy, Purdue University, 575 W Stadium Avenue, West Lafayette, Indiana 47904, United States
- Department of Chemistry, Purdue University, 560 Oval Drive, West Lafayette, Indiana 47907, United States
- Purdue Center for Cancer Research, and Purdue Institute for Drug Discovery, West Lafayette, Indiana 47907, United States
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4
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Zou M, Li JY, Zhang MJ, Li JH, Huang JT, You PD, Liu SW, Zhou CQ. G-quadruplex binder pyridostatin as an effective multi-target ZIKV inhibitor. Int J Biol Macromol 2021; 190:178-188. [PMID: 34461156 DOI: 10.1016/j.ijbiomac.2021.08.121] [Citation(s) in RCA: 17] [Impact Index Per Article: 5.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/08/2021] [Revised: 08/15/2021] [Accepted: 08/16/2021] [Indexed: 12/13/2022]
Abstract
At present, there are still no anti-Zika virus (ZIKV) drugs or vaccines approved by FDA with accurate targets and antiviral mechanisms. Considering the RNA G-quadruplex sequences in ZIKV genome, it is very meaningful to develop G-quadruplex binders as potential anti-ZIKV drugs with novel and accurate targets. In this paper, five classical G-quadruplex binders including Ber, Braco 19, NiL, 360A and PDS have been chosen to discuss their interaction with ZIKV RNA G-quadruplexes. PDS shows higher binding affinity and thermal stability than the other G-quadruplex binders. This property is further evidenced in cells by immunofluorescence microscopy. And PDS shows higher anti-ZIKV activity (EC50 = 4.2 ± 0.4 μM) than the other G-quadruplex binders as well as the positive control ribavirin, with a low cytotoxicity. By time-of-addition assay, PDS exerts antiviral activity at the post-entry process of ZIKV replication cycle, thus inhibiting ZIKV mRNA replication and protein expression. Furthermore, PDS combines with ZIKV NS2B-NS3 protease and reduces its catalytic activity. This study suggests that G-quadruplex binder PDS is an effective multi-target ZIKV inhibitor, which provides more guidance to design some novel anti-ZIKV drugs targeting ZIKV RNA G-quadruplexes.
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Affiliation(s)
- Min Zou
- Guangdong Provincial Key Laboratory of New Drug Screening, Guangzhou Key Laboratory of Drug Research for Emerging Virus Prevention and Treatment, School of Pharmaceutical Sciences, Southern Medical University, Guangzhou 510515, PR China
| | - Jing-Yan Li
- Guangdong Provincial Key Laboratory of New Drug Screening, Guangzhou Key Laboratory of Drug Research for Emerging Virus Prevention and Treatment, School of Pharmaceutical Sciences, Southern Medical University, Guangzhou 510515, PR China
| | - Meng-Jia Zhang
- Guangdong Provincial Key Laboratory of New Drug Screening, Guangzhou Key Laboratory of Drug Research for Emerging Virus Prevention and Treatment, School of Pharmaceutical Sciences, Southern Medical University, Guangzhou 510515, PR China
| | - Jun-Hui Li
- Guangdong Provincial Key Laboratory of New Drug Screening, Guangzhou Key Laboratory of Drug Research for Emerging Virus Prevention and Treatment, School of Pharmaceutical Sciences, Southern Medical University, Guangzhou 510515, PR China
| | - Jun-Tao Huang
- Guangdong Provincial Key Laboratory of New Drug Screening, Guangzhou Key Laboratory of Drug Research for Emerging Virus Prevention and Treatment, School of Pharmaceutical Sciences, Southern Medical University, Guangzhou 510515, PR China
| | - Pei-Dan You
- Guangdong Provincial Key Laboratory of New Drug Screening, Guangzhou Key Laboratory of Drug Research for Emerging Virus Prevention and Treatment, School of Pharmaceutical Sciences, Southern Medical University, Guangzhou 510515, PR China
| | - Shu-Wen Liu
- Guangdong Provincial Key Laboratory of New Drug Screening, Guangzhou Key Laboratory of Drug Research for Emerging Virus Prevention and Treatment, School of Pharmaceutical Sciences, Southern Medical University, Guangzhou 510515, PR China.
| | - Chun-Qiong Zhou
- Guangdong Provincial Key Laboratory of New Drug Screening, Guangzhou Key Laboratory of Drug Research for Emerging Virus Prevention and Treatment, School of Pharmaceutical Sciences, Southern Medical University, Guangzhou 510515, PR China.
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5
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Wickhorst PJ, Blachnik M, Lagumdzija D, Ihmels H. Synthesis of 10- O-aryl-substituted berberine derivatives by Chan-Evans-Lam coupling and investigation of their DNA-binding properties. Beilstein J Org Chem 2021; 17:991-1000. [PMID: 34025807 PMCID: PMC8111429 DOI: 10.3762/bjoc.17.81] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/08/2021] [Accepted: 04/22/2021] [Indexed: 12/16/2022] Open
Abstract
Eleven novel 10-O-aryl-substituted berberrubine and berberine derivatives were synthesized by the Cu2+-catalyzed Chan-Evans-Lam coupling of berberrubine with arylboronic acids and subsequent 9-O-methylation. The reaction is likely introduced by the Cu2+-induced demethylation of berberrubine and subsequent arylation of the resulting 10-oxyanion functionality. Thus, this synthetic route represents the first successful Cu-mediated coupling reaction of berberine substrates. The DNA-binding properties of the 10-O-arylberberine derivatives with duplex and quadruplex DNA were studied by thermal DNA denaturation experiments, spectrometric titrations as well as CD and LD spectroscopy. Fluorimetric DNA melting analysis with different types of quadruplex DNA revealed a moderate stabilization of the telomeric quadruplex-forming oligonucleotide sequence G3(TTAG3)3. The derivatives showed a moderate affinity towards quadruplex DNA (K b = 5-9 × 105 M-1) and ct DNA (K b = 3-5 × 104 M-1) and exhibited a fluorescence light-up effect upon complexation to both DNA forms, with slightly higher intensity in the presence of the quadruplex DNA. Furthermore, the CD- and LD-spectroscopic studies revealed that the title compounds intercalate into ct DNA and bind to G4-DNA by terminal stacking.
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Affiliation(s)
- Peter Jonas Wickhorst
- Department of Chemistry – Biology, University of Siegen, and Center of Micro- and Nanochemistry and Engineering (Cµ), Adolf-Reichwein-Str. 2, 57068 Siegen, Germany
| | - Mathilda Blachnik
- Department of Chemistry – Biology, University of Siegen, and Center of Micro- and Nanochemistry and Engineering (Cµ), Adolf-Reichwein-Str. 2, 57068 Siegen, Germany
| | - Denisa Lagumdzija
- Department of Chemistry – Biology, University of Siegen, and Center of Micro- and Nanochemistry and Engineering (Cµ), Adolf-Reichwein-Str. 2, 57068 Siegen, Germany
| | - Heiko Ihmels
- Department of Chemistry – Biology, University of Siegen, and Center of Micro- and Nanochemistry and Engineering (Cµ), Adolf-Reichwein-Str. 2, 57068 Siegen, Germany
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6
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Gargallo R, Aviñó A, Eritja R, Jarosova P, Mazzini S, Scaglioni L, Taborsky P. Study of alkaloid berberine and its interaction with the human telomeric i-motif DNA structure. SPECTROCHIMICA ACTA. PART A, MOLECULAR AND BIOMOLECULAR SPECTROSCOPY 2021; 248:119185. [PMID: 33234477 DOI: 10.1016/j.saa.2020.119185] [Citation(s) in RCA: 13] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/08/2020] [Revised: 10/30/2020] [Accepted: 11/01/2020] [Indexed: 06/11/2023]
Abstract
The alkaloid berberine presents many biological activities related to its potential to bind DNA structures, such as duplex or G-quadruplex. Recently, it has been proposed that berberine may interact with i-motif structures formed from the folding of cytosine-rich sequences. In the present work, the interaction of this alkaloid with the i-motif formed by the human telomere cytosine-rich sequence, as well as with several positive and negative controls, has been studied. Molecular fluorescence and circular dichroism spectroscopies, as well as nuclear magnetic resonance spectrometry and competitive dialysis, have been used with this purpose. The results shown here reveal that the interaction of berberine with this i-motif is weak, mostly electrostatics in nature and takes place with bases not involved in C·C+ base pairs. Moreover, this ligand is not selective for i-motif structures, as binds equally to both, folded structure, and unfolded strand, without producing any stabilization of the i-motif. As a conclusion, the development of analytical methods based on the interaction of fluorescent ligands, such as berberine, with i-motif structures should consider the thermodynamic aspects related with the interaction, as well as the selectivity of the proposed ligands with different DNA structures, including unfolded strands.
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Affiliation(s)
- R Gargallo
- Dept. of Chemical Engineering and Analytical Chemistry, University of Barcelona, Marti i Franquès 1, E-08028 Barcelona, Spain.
| | - A Aviñó
- Institute for Advanced Chemistry of Catalonia (IQAC-CSIC), CIBER-BBN, Jordi Girona 18-26, E-08034 Barcelona, Spain
| | - R Eritja
- Institute for Advanced Chemistry of Catalonia (IQAC-CSIC), CIBER-BBN, Jordi Girona 18-26, E-08034 Barcelona, Spain
| | - P Jarosova
- Department of Chemistry, Faculty of Science, Masaryk University, Kamenice 5, 62500 Brno, Czech Republic
| | - S Mazzini
- Department of Food, Environmental and Nutritional Sciences (DEFENS), Section of Chemical and Biomolecular Sciences, University of Milan, Via Celoria 2, 20133 Milan, Italy
| | - L Scaglioni
- Department of Food, Environmental and Nutritional Sciences (DEFENS), Section of Chemical and Biomolecular Sciences, University of Milan, Via Celoria 2, 20133 Milan, Italy
| | - P Taborsky
- Department of Chemistry, Faculty of Science, Masaryk University, Kamenice 5, 62500 Brno, Czech Republic.
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7
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Becher J, Berdnikova DV, Ihmels H, Stremmel C. Synthesis and investigation of quadruplex-DNA-binding, 9- O-substituted berberine derivatives. Beilstein J Org Chem 2020; 16:2795-2806. [PMID: 33281983 PMCID: PMC7684686 DOI: 10.3762/bjoc.16.230] [Citation(s) in RCA: 9] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/20/2020] [Accepted: 11/02/2020] [Indexed: 12/20/2022] Open
Abstract
A small series of five novel berberine derivatives was synthesized by the Cu-catalyzed click reaction of 9-propargyladenine with 9-O-(azidoalkyl)berberine derivatives. The association of the resulting berberine-adenine conjugates with representative quadruplex-forming oligonucleotides 22AG dA(G3TTA)3G3 and a2 d(ACAG4TGTG4)2 was examined with photometric and fluorimetric titrations, thermal DNA denaturation analysis, and CD spectroscopy. The results from the spectrometric titrations indicated the formation of 2:1 or 1:1 complexes (ligand:G4-DNA) with log K b values of 10-11 (2:1) and 5-6 (1:1), which are typical for berberine derivatives. Notably, a clear relationship between the binding affinity of the ligands with the length of the alkyl linker chain, n, was not observed. However, depending on the structure, the ligands exhibited different effects when bound to the G4-DNA, such as fluorescent light-up effects and formation of ICD bands, which are mostly pronounced with a linker length of n = 4 (with a2) and n = 5 (with 22AG), thus indicating that each ligand-G4-DNA complex has a specific structure with respect to relative alignment and conformational flexibility of the ligand in the binding site. It was shown exemplarily with one representative ligand from the series that such berberine-adenine conjugates exhibit a selective binding, specifically a selectivity to quadruplex DNA in competition with duplex DNA, and a preferential thermal stabilization of the G4-DNA forms 22AG and KRAS. Notably, the experimental data do not provide evidence for a significant effect of the adenine unit on the binding affinity of the ligands, for example, by additional association with the loops, presumably because the adenine residue is sterically shielded by the neighboring triazole unit.
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Affiliation(s)
- Jonas Becher
- Department of Chemistry and Biology, University of Siegen and Center of Micro- and Nanochemistry and Engineering (Cμ); Adolf-Reichwein-Str. 2, 57068 Siegen, Germany
| | - Daria V Berdnikova
- Department of Chemistry and Biology, University of Siegen and Center of Micro- and Nanochemistry and Engineering (Cμ); Adolf-Reichwein-Str. 2, 57068 Siegen, Germany
| | - Heiko Ihmels
- Department of Chemistry and Biology, University of Siegen and Center of Micro- and Nanochemistry and Engineering (Cμ); Adolf-Reichwein-Str. 2, 57068 Siegen, Germany
| | - Christopher Stremmel
- Department of Chemistry and Biology, University of Siegen and Center of Micro- and Nanochemistry and Engineering (Cμ); Adolf-Reichwein-Str. 2, 57068 Siegen, Germany
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8
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Comez L, Bianchi F, Libera V, Longo M, Petrillo C, Sacchetti F, Sebastiani F, D'Amico F, Rossi B, Gessini A, Masciovecchio C, Amenitsch H, Sissi C, Paciaroni A. Polymorphism of human telomeric quadruplexes with drugs: a multi-technique biophysical study. Phys Chem Chem Phys 2020; 22:11583-11592. [PMID: 32400802 DOI: 10.1039/d0cp01483d] [Citation(s) in RCA: 9] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022]
Abstract
The human telomeric G-quadruplex structural motif of DNA has come to be known as a new and stimulating target for anticancer drug discovery. Small molecules that interact with G-quadruplex structures in a selective way have gained impressive interest in recent years as they may serve as potential therapeutic agents. Here, we show how circular dichroism, UV resonance Raman and small angle X-ray scattering spectroscopies can be effectively combined to provide insights into structural and molecular aspects of the interaction between human telomeric quadruplexes and ligands. This study focuses on the ability of berberine and palmatine to bind with human telomeric quadruplexes and provides analysis of the conformational landscape visited by the relevant complexes upon thermal unfolding. With increasing temperature, both free and bound G-quadruplexes undergo melting through a multi-state process, populating different intermediate states. Despite the structural similarity of the two ligands, valuable distinctive features characterising their interaction with the G-quadruplex emerged from our multi-technique approach.
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Affiliation(s)
- L Comez
- IOM-CNR c/o Dipartimento di Fisica e Geologia, Università di Perugia, 06123 Perugia, Italy.
| | - F Bianchi
- Dipartimento di Fisica e Geologia, Università di Perugia, 06123 Perugia, Italy.
| | - V Libera
- Dipartimento di Fisica e Geologia, Università di Perugia, 06123 Perugia, Italy.
| | - M Longo
- JCNS Forschungszentrum Jülich GmbH at Heinz Maier-Leibnitz Zentrum (MLZ), 85748 Garching, Germany
| | - C Petrillo
- Dipartimento di Fisica e Geologia, Università di Perugia, 06123 Perugia, Italy.
| | - F Sacchetti
- Dipartimento di Fisica e Geologia, Università di Perugia, 06123 Perugia, Italy.
| | - F Sebastiani
- Dipartimento di Chimica "Ugo Schiff", Università degli Studi di Firenze, 50019 Sesto Fiorentino, FI, Italy
| | - F D'Amico
- Elettra Sincrotrone Trieste, S.S. 14 Km 163.5, 34012 Trieste, Italy
| | - B Rossi
- Elettra Sincrotrone Trieste, S.S. 14 Km 163.5, 34012 Trieste, Italy
| | - A Gessini
- Elettra Sincrotrone Trieste, S.S. 14 Km 163.5, 34012 Trieste, Italy
| | - C Masciovecchio
- Elettra Sincrotrone Trieste, S.S. 14 Km 163.5, 34012 Trieste, Italy
| | - H Amenitsch
- Institute of Inorganic Chemistry, Graz University of Technology, 8010 Graz, Austria
| | - C Sissi
- Dipartimento di Scienze del Farmaco, Via Marzolo 5, 35131 Padova, Italy and Interdepartmental Research Center for Innovative Biotechnologies (CRIBI), University of Padova, University of Padova, Italy
| | - A Paciaroni
- Dipartimento di Fisica e Geologia, Università di Perugia, 06123 Perugia, Italy.
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9
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Synthetic and antitumor comparison of 9-O-alkylated and carbohydrate-modified berberine derivatives. JOURNAL OF THE IRANIAN CHEMICAL SOCIETY 2020. [DOI: 10.1007/s13738-020-01985-0] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/22/2022]
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10
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Habtemariam S. Recent Advances in Berberine Inspired Anticancer Approaches: From Drug Combination to Novel Formulation Technology and Derivatization. Molecules 2020; 25:molecules25061426. [PMID: 32245062 PMCID: PMC7144379 DOI: 10.3390/molecules25061426] [Citation(s) in RCA: 29] [Impact Index Per Article: 7.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/18/2020] [Revised: 03/01/2020] [Accepted: 03/19/2020] [Indexed: 12/13/2022] Open
Abstract
Berberine is multifunctional natural product with potential to treat diverse pathological conditions. Its broad-spectrum anticancer effect through direct effect on cancer cell growth and metastasis have been established both in vitro and in vivo. The cellular targets that account to the anticancer effect of berberine are incredibly large and range from kinases (protein kinase B (Akt), mitogen activated protein kinases (MAPKs), cell cycle checkpoint kinases, etc.) and transcription factors to genes and protein regulators of cell survival, motility and death. The direct effect of berberine in cancer cells is however relatively weak and occur at moderate concentration range (10–100 µM) in most cancer cells. The poor pharmacokinetics profile resulting from poor absorption, efflux by permeability-glycoprotein (P-gc) and extensive metabolism in intestinal and hepatic cells are other dimensions of berberine’s limitation as anticancer agent. This communication addresses the research efforts during the last two decades that were devoted to enhancing the anticancer potential of berberine. Strategies highlighted include using berberine in combination with other chemotherapeutic agents either to reduce toxic side effects or enhance their anticancer effects; the various novel formulation approaches which by order of magnitude improved the pharmacokinetics of berberine; and semisynthetic approaches that enhanced potency by up to 100-fold.
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Affiliation(s)
- Solomon Habtemariam
- Pharmacognosy Research Laboratories & Herbal Analysis Services UK, University of Greenwich, Chatham-Maritime, ME4 4TB Kent, UK
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11
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Papi F, Bazzicalupi C, Ferraroni M, Ciolli G, Lombardi P, Khan AY, Kumar GS, Gratteri P. Pyridine Derivative of the Natural Alkaloid Berberine as Human Telomeric G 4-DNA Binder: A Solution and Solid-State Study. ACS Med Chem Lett 2020; 11:645-650. [PMID: 32435365 DOI: 10.1021/acsmedchemlett.9b00516] [Citation(s) in RCA: 15] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/08/2019] [Accepted: 02/07/2020] [Indexed: 12/18/2022] Open
Abstract
Telomerase is an enzyme deputed to the maintenance of eukaryotic chromosomes; however, its overexpression is a recognized hallmark of many cancer forms. A viable route for the inhibition of telomerase in malignant cells is the stabilization of G-quadruplex structures (G4) at the 3' overhang of telomeres. Berberine has shown in this regard valuable G4 binding properties together with a significant anticancer activity and telomerase inhibition effects. Here, we focused on a berberine derivative featuring a pyridine containing side group at the 13th position. Such modification actually improves the binding toward telomeric G-quadruplexes and establishes a degree of selectivity in the interaction with different sequences. Moreover, the X-ray crystal structure obtained for the complex formed by the ligand and a bimolecular human telomeric quadruplex affords a better understanding of the 13-berberine derivatives behavior with telomeric G4 and allows to draw useful insights for the future design of derivatives with remarkable anticancer properties.
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Affiliation(s)
- Francesco Papi
- Department of Chemistry ’Ugo Schiff’, University of Florence, Via della Lastruccia 3, 50019 Sesto Fiorentino (FI), Italy
| | - Carla Bazzicalupi
- Department of Chemistry ’Ugo Schiff’, University of Florence, Via della Lastruccia 3, 50019 Sesto Fiorentino (FI), Italy
| | - Marta Ferraroni
- Department of Chemistry ’Ugo Schiff’, University of Florence, Via della Lastruccia 3, 50019 Sesto Fiorentino (FI), Italy
| | - Giulia Ciolli
- Department of Chemistry ’Ugo Schiff’, University of Florence, Via della Lastruccia 3, 50019 Sesto Fiorentino (FI), Italy
| | - Paolo Lombardi
- Naxospharma srl, Via G. Di Vittorio 70, 20026 Novate Milanese (MI), Italy
| | - Asma Yasmeen Khan
- Biophysical Chemistry Laboratory, CSIR-Indian Institute of Chemical Biology, Kolkata 700 032, India
| | - Gopinatha Suresh Kumar
- Biophysical Chemistry Laboratory, CSIR-Indian Institute of Chemical Biology, Kolkata 700 032, India
| | - Paola Gratteri
- Department NEUROFARBA − Pharmaceutical and Nutraceutical Section and Laboratory of Molecular Modeling Cheminformatics & QSAR, University of Florence, Via U. Schiff 6, 50019 Sesto Fiorentino, Florence, Italy
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12
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Wang L, Yang X, Li X, Stoika R, Wang X, Lin H, Ma Y, Wang R, Liu K. Synthesis of hydrophobically modified berberine derivatives with high anticancer activity through modulation of the MAPK pathway. NEW J CHEM 2020. [DOI: 10.1039/d0nj01645d] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/25/2023]
Abstract
Linoleic acid-modified berberine derivative induces apoptosis of A549 cells and affects the expression of proteins associated with the MAPK pathway.
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Affiliation(s)
- Lizhen Wang
- Biology Institute, Qilu University of Technology (Shandong Academy of Sciences)
- Jinan 250353
- China
- Engineering Research Center of Zebrafish Models for Human Diseases and Drug Screening of Shandong Province
- Qilu University of Technology (Shandong Academy of Sciences)
| | - Xueliang Yang
- Biology Institute, Qilu University of Technology (Shandong Academy of Sciences)
- Jinan 250353
- China
- Engineering Research Center of Zebrafish Models for Human Diseases and Drug Screening of Shandong Province
- Qilu University of Technology (Shandong Academy of Sciences)
| | - Xiaobin Li
- Biology Institute, Qilu University of Technology (Shandong Academy of Sciences)
- Jinan 250353
- China
- Engineering Research Center of Zebrafish Models for Human Diseases and Drug Screening of Shandong Province
- Qilu University of Technology (Shandong Academy of Sciences)
| | - Rostyslav Stoika
- Department of Regulation of Cell Proliferation and Apoptosis
- Institute of Cell Biology
- National Academy of Sciences of Ukraine
- Lviv
- Ukraine
| | - Xue Wang
- Biology Institute, Qilu University of Technology (Shandong Academy of Sciences)
- Jinan 250353
- China
- Engineering Research Center of Zebrafish Models for Human Diseases and Drug Screening of Shandong Province
- Qilu University of Technology (Shandong Academy of Sciences)
| | - Houwen Lin
- Research Center for Marine Drugs
- State Key Laboratory of Oncogenes and Related Genes
- Shanghai Jiao Tong University
- Shanghai
- China
| | - Yukui Ma
- Shandong Provincial Key Laboratory of Chemical Drugs
- Shandong Academy of Pharmaceutical Sciences
- 250101 Jinan
- China
| | - Rongchun Wang
- Biology Institute, Qilu University of Technology (Shandong Academy of Sciences)
- Jinan 250353
- China
- Engineering Research Center of Zebrafish Models for Human Diseases and Drug Screening of Shandong Province
- Qilu University of Technology (Shandong Academy of Sciences)
| | - Kechun Liu
- Biology Institute, Qilu University of Technology (Shandong Academy of Sciences)
- Jinan 250353
- China
- Engineering Research Center of Zebrafish Models for Human Diseases and Drug Screening of Shandong Province
- Qilu University of Technology (Shandong Academy of Sciences)
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13
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A Simple and Label-Free Detection of As 3+ using 3-nitro-L-tyrosine as an As 3+-chelating Ligand. SENSORS 2019; 19:s19132857. [PMID: 31252602 PMCID: PMC6651597 DOI: 10.3390/s19132857] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 05/27/2019] [Revised: 06/23/2019] [Accepted: 06/24/2019] [Indexed: 11/17/2022]
Abstract
A simple and rapid As3+ detection method using 3-nitro-L-tyrosine (N-Tyr) is reported. We discovered the specific property of N-Tyr, which specifically chelates As3+. The reaction between As3+ and N-Tyr induces a prompt color change to vivid yellow, concomitantly increasing the absorbance at 430 nm. The selectivity for As3+ is confirmed by competitive binding experiments with various metal ions (Hg2+, Pb2+, Cd2+, Cr3+, Mg2+, Ni2+, Cu2+, Fe2+, Ca2+, Zn2+, and Mn2+). Also, the N-Tyr binding site, binding affinity, and As3+/N-Tyr reaction stoichiometry are investigated. The specific reaction is utilized to design a sensor that enables the quantitative detection of As3+ in the 0.1-100 μM range with good linearity (R2 = 0.995). Furthermore, the method's applicability for the analysis of real samples, e.g., tap and river water, is successfully confirmed, with good recoveries (94.32-109.15%) using As3+-spiked real water samples. We believe that our discovering and its application for As3+ analysis can be effectively utilized in environmental analyses such as those conducted in water management facilities, with simplicity, rapidity, and ease.
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Basu A, Suresh Kumar G. Interaction of proflavine with the RNA polynucleotide polyriboadenylic acid-polyribouridylic acid: photophysical and calorimetric studies. J Biomol Struct Dyn 2019; 38:1590-1597. [PMID: 31057051 DOI: 10.1080/07391102.2019.1615001] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/26/2022]
Abstract
The binding of proflavine, an acriflavine derivative, with the RNA polynucletodide polyadenylic acid-polyuridylic acid is investigated here to understand the structural and thermodynamic basis of the binding process. Such binding data are crucial for designing viable theraperutic agents. Spectroscopic studies clearly suggest a strong binding interaction between proflavine and polyadenylic acid-polyuridylic acid leading to efficient energy transfer between the poly AU base pairs and proflavine. The stoichiometry of proflavine polyadenylic acid-polyuridylic acid binding was independently estimated by continuous variation analysis of Job. An intercalative binding model is envisaged for the binding from hydrodynamic studies. Circular dichroism experiments revealed that the binding induced conformational changes in the RNA, and also led to induction of optical activity in the bound dye molecules. The binding affinity of the complex was deduced to be (6.57 ± 0.75) 105 M-1 at (298.15 ± 0.10) K from isothermal titration calorimetry experiment. Positive entropy and negative enthalpy changes characterized the complexation. The binding was observed to be weaker both at higher temperatures and increased [Na+]. The affinity of binding decreased with increasing [Na+]. When the Gibbs energy was parsed between polyelectrolytic and nonpolyelectropytic components, it surprisingly revealed a higher role for the non-polyelectrolytic forces. These results present new data for developing RNA targeted ligands.Communicated by Ramaswamy H. Sarma.
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Affiliation(s)
- Anirban Basu
- Organic and Medicinal Chemistry Division, CSIR-Indian Institute of Chemical Biology, Kolkata, India.,Department of Chemistry and Chemical Technology, Vidyasagar University, Midnapore, India
| | - Gopinatha Suresh Kumar
- Organic and Medicinal Chemistry Division, CSIR-Indian Institute of Chemical Biology, Kolkata, India
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15
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Funke A, Weisz K. Thermodynamic signature of indoloquinolines interacting with G-quadruplexes: Impact of ligand side chain. Biochimie 2018; 157:142-148. [PMID: 30481540 DOI: 10.1016/j.biochi.2018.11.015] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/26/2018] [Accepted: 11/22/2018] [Indexed: 10/27/2022]
Abstract
Binding of indoloquinolines with different aliphatic side chains to a parallel G-quadruplex derived from the MYC promoter sequence was characterized by optical and calorimetric measurements. ITC experiments performed at different temperatures enabled the determination of molar heat capacity changes upon quadruplex binding and a partitioning of the total binding free enthalpy into contributing terms with hydrophobic effects being major driving forces for all derivatives. Whereas affinities increase for indoloquinolines equipped with a long and positively charged side arm, the highest contribution of specific intermolecular interactions anticipated to impart enhanced specificity is found for a ligand with an uncharged ether aliphatic tail. Obtained thermodynamic signatures may considerably aid in the rational selection of ligand side chains for G-quadruplex binders with enhanced affinity or selectivity.
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Affiliation(s)
- Andrea Funke
- Institute of Biochemistry, Universität Greifswald, Felix-Hausdorff-Str. 4, D-17487, Greifswald, Germany
| | - Klaus Weisz
- Institute of Biochemistry, Universität Greifswald, Felix-Hausdorff-Str. 4, D-17487, Greifswald, Germany.
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16
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Basu A, Kumar GS. Nucleic acids binding strategies of small molecules: Lessons from alkaloids. Biochim Biophys Acta Gen Subj 2018; 1862:1995-2016. [DOI: 10.1016/j.bbagen.2018.06.010] [Citation(s) in RCA: 13] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/05/2018] [Revised: 06/11/2018] [Accepted: 06/11/2018] [Indexed: 01/14/2023]
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17
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Saha U, Yasmeen Khan A, Bhuiya S, Das S, Fiorillo G, Lombardi P, Suresh Kumar G. Targeting human telomeric DNA quadruplex with novel berberrubine derivatives: insights from spectroscopic and docking studies. J Biomol Struct Dyn 2018; 37:1375-1389. [DOI: 10.1080/07391102.2018.1459319] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/18/2022]
Affiliation(s)
- Urmila Saha
- Biophysical Chemistry Laboratory, Organic and Medicinal Chemistry Division, CSIR-Indian Institute of Chemical Biology, 4, Raja S. C. Mullick Road, Kolkata 700032, India
| | - Asma Yasmeen Khan
- Biophysical Chemistry Laboratory, Organic and Medicinal Chemistry Division, CSIR-Indian Institute of Chemical Biology, 4, Raja S. C. Mullick Road, Kolkata 700032, India
| | - Sutanwi Bhuiya
- Department of Chemistry, Jadavpur University, Kolkata 700032, India
| | - Suman Das
- Department of Chemistry, Jadavpur University, Kolkata 700032, India
| | - Gaetano Fiorillo
- Naxospharma srl, Via G. Di Vittorio, 70, 20026 Novate Milanese, MI, Italy
| | - Paolo Lombardi
- Naxospharma srl, Via G. Di Vittorio, 70, 20026 Novate Milanese, MI, Italy
| | - Gopinatha Suresh Kumar
- Biophysical Chemistry Laboratory, Organic and Medicinal Chemistry Division, CSIR-Indian Institute of Chemical Biology, 4, Raja S. C. Mullick Road, Kolkata 700032, India
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18
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Papi F, Ferraroni M, Rigo R, Da Ros S, Bazzicalupi C, Sissi C, Gratteri P. Role of the Benzodioxole Group in the Interactions between the Natural Alkaloids Chelerythrine and Coptisine and the Human Telomeric G-Quadruplex DNA. A Multiapproach Investigation. JOURNAL OF NATURAL PRODUCTS 2017; 80:3128-3135. [PMID: 29148767 DOI: 10.1021/acs.jnatprod.7b00350] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/07/2023]
Abstract
The binding properties toward the human telomeric G-quadruplex of the two natural alkaloids coptisine and chelerythrine were studied using spectroscopic techniques, molecular modeling, and X-ray diffraction analysis. The results were compared with reported data for the parent compounds berberine and sanguinarine. Spectroscopic studies showed modest, but different rearrangements of the DNA-ligand complexes, which can be explained considering particular stereochemical features for these alkaloids, in spite of the similarity of their skeletons. In fact, the presence of a dioxolo moiety rather than the two methoxy functions improves the efficiency of coptisine and sanguinarine in comparison to berberine and chelerythrine, and the overall stability trend is sanguinarine > chelerythrine ≈ coptisine > berberine. Accordingly, the X-ray diffraction analysis confirmed the involvement of the benzodioxolo groups in the coptisine/DNA binding by means of π···π, O···π, and CH···O interactions. Similar information is provided by modeling studies, which, additionally, evidenced reasons for the quadruplex vs double-helix selectivity shown by these alkaloids. Thus, the analyses shed light on the key role of the benzodioxolo moieties in strengthening the interaction with the G4-folded human telomeric sequence and indicated the superior G4 stabilizing properties of the benzophenanthridine scaffold with respect to the protoberberine one and conversely the better G4 vs dsDNA selectivity profile of coptisine over the other alkaloids.
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Affiliation(s)
- F Papi
- Department of Chemistry "U. Schiff", University of Florence , Via della Lastruccia 3, 50019 Sesto Fiorentino, Florence, Italy
- Department Neurofarba-Pharmaceutical and Nutraceutical Section and Laboratory of Molecular Modeling Cheminformatics & QSAR, University of Florence , Via U. Schiff 6, 50019 Sesto Fiorentino, Florence, Italy
| | - M Ferraroni
- Department of Chemistry "U. Schiff", University of Florence , Via della Lastruccia 3, 50019 Sesto Fiorentino, Florence, Italy
| | - R Rigo
- Department of Pharmaceutical and Pharmacological Science, University of Padua , Via F. Marzolo 5, 35131 Padua, Italy
| | - S Da Ros
- Department of Pharmaceutical and Pharmacological Science, University of Padua , Via F. Marzolo 5, 35131 Padua, Italy
| | - C Bazzicalupi
- Department of Chemistry "U. Schiff", University of Florence , Via della Lastruccia 3, 50019 Sesto Fiorentino, Florence, Italy
| | - C Sissi
- Department of Pharmaceutical and Pharmacological Science, University of Padua , Via F. Marzolo 5, 35131 Padua, Italy
| | - P Gratteri
- Department Neurofarba-Pharmaceutical and Nutraceutical Section and Laboratory of Molecular Modeling Cheminformatics & QSAR, University of Florence , Via U. Schiff 6, 50019 Sesto Fiorentino, Florence, Italy
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A highly sensitive and widely adaptable plasmonic aptasensor using berberine for small-molecule detection. Biosens Bioelectron 2017; 97:292-298. [PMID: 28618365 DOI: 10.1016/j.bios.2017.06.019] [Citation(s) in RCA: 35] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/08/2017] [Revised: 06/08/2017] [Accepted: 06/09/2017] [Indexed: 01/04/2023]
Abstract
Localized surface plasmon resonance (LSPR) biosensors allow label-free detection of small molecules in molecular binding events; however, they are limited by a relatively low sensitivity and narrow dynamic range. Here, we report highly sensitive small-molecule detection by LSPR peak shift exploiting the G-quadruplex (GQx) structure-binding characteristic of known GQx binders to enhance the LSPR signal of a plasmonic aptasensor. Six known GQx binders (thiazole orange, malachite green, crystal violet, zinc protoporphyrin IX, thioflavin T, and berberine) were tested for their ability to enhance the LSPR signal. Among these, berberine (BER) induced the largest LSPR peak shift by interacting with the GQx structure formed by the aptamer/target binding event on a gold nanorod surface. This specific binding performance was confirmed by the fluorescence signal of BER and through repeated cycles of BER addition and washing on the plasmonic sensing chip. The proposed plasmonic aptasensor respectively showed limit of detection (LOD) of 0.56, 0.63, 0.87 and 1.05 pM for ochratoxin A, aflatoxin B1, adenosine triphosphate and potassium ions, which was 1000-fold higher than that in BER-free condition, and a wide dynamic range from 10 pM to 10μM. In addition, the proposed LSPR aptasensor could effectively be used to quantitatively analyze small molecules in real samples.
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20
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Funke A, Weisz K. Comprehensive Thermodynamic Profiling for the Binding of a G-Quadruplex Selective Indoloquinoline. J Phys Chem B 2017; 121:5735-5743. [DOI: 10.1021/acs.jpcb.7b02686] [Citation(s) in RCA: 16] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/15/2023]
Affiliation(s)
- Andrea Funke
- Institute of Biochemistry, Ernst-Moritz-Arndt University Greifswald, Felix-Hausdorff-Str. 4, D-17487 Greifswald, Germany
| | - Klaus Weisz
- Institute of Biochemistry, Ernst-Moritz-Arndt University Greifswald, Felix-Hausdorff-Str. 4, D-17487 Greifswald, Germany
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21
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Li ZQ, Liao TC, Dong C, Yang JW, Chen XJ, Liu L, Luo Y, Liang YY, Chen WH, Zhou CQ. Specifically targeting mixed-type dimeric G-quadruplexes using berberine dimers. Org Biomol Chem 2017; 15:10221-10229. [DOI: 10.1039/c7ob02326j] [Citation(s) in RCA: 26] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/18/2022]
Abstract
Berberine dimer (1a) with the shortest polyether linker demonstrates highest binding affinity, selectivity and thermal stabilization towards mixed-type dimeric quadruplexes.
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22
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Recent advances in targeting the telomeric G-quadruplex DNA sequence with small molecules as a strategy for anticancer therapies. Future Med Chem 2016; 8:1259-90. [PMID: 27442231 DOI: 10.4155/fmc-2015-0017] [Citation(s) in RCA: 45] [Impact Index Per Article: 5.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/18/2022] Open
Abstract
Human telomeric DNA (hTelo), present at the ends of chromosomes to protect their integrity during cell division, comprises tandem repeats of the sequence d(TTAGGG) which is known to form a G-quadruplex secondary structure. This unique structural formation of DNA is distinct from the well-known helical structure that most genomic DNA is thought to adopt, and has recently gained prominence as a molecular target for new types of anticancer agents. In particular, compounds that can stabilize the intramolecular G-quadruplex formed within the human telomeric DNA sequence can inhibit the activity of the enzyme telomerase which is known to be upregulated in tumor cells and is a major contributor to their immortality. This provides the basis for the discovery and development of small molecules with the potential for selective toxicity toward tumor cells. This review summarizes the various families of small molecules reported in the literature that have telomeric quadruplex stabilizing properties, and assesses the potential for compounds of this type to be developed as novel anticancer therapies. A future perspective is also presented, emphasizing the need for researchers to adopt approaches that will allow the discovery of molecules with more drug-like properties in order to improve the chances of lead molecules reaching the clinic in the next decade.
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23
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Ferraroni M, Bazzicalupi C, Papi F, Fiorillo G, Guamán-Ortiz LM, Nocentini A, Scovassi AI, Lombardi P, Gratteri P. Solution and Solid-State Analysis of Binding of 13-Substituted Berberine Analogues to Human Telomeric G-quadruplexes. Chem Asian J 2016; 11:1107-15. [DOI: 10.1002/asia.201600116] [Citation(s) in RCA: 22] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/28/2016] [Indexed: 12/29/2022]
Affiliation(s)
- Marta Ferraroni
- Department of Chemistry; University of Florence; Via della Lastruccia 3 50019 Sesto Fiorentino FI Italy
| | - Carla Bazzicalupi
- Department of Chemistry; University of Florence; Via della Lastruccia 3 50019 Sesto Fiorentino FI Italy
| | - Francesco Papi
- Department of Chemistry; University of Florence; Via della Lastruccia 3 50019 Sesto Fiorentino FI Italy
- Department NEUROFARBA-Pharmaceutical and nutraceutical section; Laboratory of Molecular Modeling Cheminformatics&QSAR; University of Firenze; via Ugo Schiff 6 50019 Sesto Fiorentino, Firenze Italy
| | - Gaetano Fiorillo
- Naxospharma srl; via G. Di Vittorio, 70 20026 Novate Milanese Italy
| | - Luis Miguel Guamán-Ortiz
- Universidad Técnica Particular de Loja; Departamento de Ciencias de la Salud; San Cayetano Alto Calle Paris 1101608 Loja Ecuador
- Istituto di Genetica Molecolare del CNR, Via Abbiategrasso 207; 27100 Pavia Italy
| | - Alessio Nocentini
- Department NEUROFARBA-Pharmaceutical and nutraceutical section; Laboratory of Molecular Modeling Cheminformatics&QSAR; University of Firenze; via Ugo Schiff 6 50019 Sesto Fiorentino, Firenze Italy
| | - Anna Ivana Scovassi
- Istituto di Genetica Molecolare del CNR, Via Abbiategrasso 207; 27100 Pavia Italy
| | - Paolo Lombardi
- Naxospharma srl; via G. Di Vittorio, 70 20026 Novate Milanese Italy
| | - Paola Gratteri
- Department NEUROFARBA-Pharmaceutical and nutraceutical section; Laboratory of Molecular Modeling Cheminformatics&QSAR; University of Firenze; via Ugo Schiff 6 50019 Sesto Fiorentino, Firenze Italy
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