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Zheng JJ, Li QZ, Wang Z, Wang X, Zhao Y, Gao X. Computer-aided nanodrug discovery: recent progress and future prospects. Chem Soc Rev 2024; 53:9059-9132. [PMID: 39148378 DOI: 10.1039/d3cs00575e] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 08/17/2024]
Abstract
Nanodrugs, which utilise nanomaterials in disease prevention and therapy, have attracted considerable interest since their initial conceptualisation in the 1990s. Substantial efforts have been made to develop nanodrugs for overcoming the limitations of conventional drugs, such as low targeting efficacy, high dosage and toxicity, and potential drug resistance. Despite the significant progress that has been made in nanodrug discovery, the precise design or screening of nanomaterials with desired biomedical functions prior to experimentation remains a significant challenge. This is particularly the case with regard to personalised precision nanodrugs, which require the simultaneous optimisation of the structures, compositions, and surface functionalities of nanodrugs. The development of powerful computer clusters and algorithms has made it possible to overcome this challenge through in silico methods, which provide a comprehensive understanding of the medical functions of nanodrugs in relation to their physicochemical properties. In addition, machine learning techniques have been widely employed in nanodrug research, significantly accelerating the understanding of bio-nano interactions and the development of nanodrugs. This review will present a summary of the computational advances in nanodrug discovery, focusing on the understanding of how the key interfacial interactions, namely, surface adsorption, supramolecular recognition, surface catalysis, and chemical conversion, affect the therapeutic efficacy of nanodrugs. Furthermore, this review will discuss the challenges and opportunities in computer-aided nanodrug discovery, with particular emphasis on the integrated "computation + machine learning + experimentation" strategy that can potentially accelerate the discovery of precision nanodrugs.
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Affiliation(s)
- Jia-Jia Zheng
- Laboratory of Theoretical and Computational Nanoscience, National Center for Nanoscience and Technology of China, Beijing 100190, China.
| | - Qiao-Zhi Li
- Laboratory of Theoretical and Computational Nanoscience, National Center for Nanoscience and Technology of China, Beijing 100190, China.
| | - Zhenzhen Wang
- Laboratory of Theoretical and Computational Nanoscience, National Center for Nanoscience and Technology of China, Beijing 100190, China.
| | - Xiaoli Wang
- Laboratory of Theoretical and Computational Nanoscience, National Center for Nanoscience and Technology of China, Beijing 100190, China.
- University of Chinese Academy of Sciences, No. 19A Yuquan Road, Beijing 100049, China
| | - Yuliang Zhao
- Laboratory of Theoretical and Computational Nanoscience, National Center for Nanoscience and Technology of China, Beijing 100190, China.
| | - Xingfa Gao
- Laboratory of Theoretical and Computational Nanoscience, National Center for Nanoscience and Technology of China, Beijing 100190, China.
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2
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Tan L, Cao Y, Yan J, Mao K, Liu L, Wang X, Ye W, Harris RA, Zhang H. TiO 2 nanorod arrays@PDA/Ag with biomimetic polydopamine as binary mediators for duplex SERS detection of illegal food dyes. Anal Chim Acta 2024; 1287:342047. [PMID: 38182363 DOI: 10.1016/j.aca.2023.342047] [Citation(s) in RCA: 5] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/15/2023] [Revised: 11/11/2023] [Accepted: 11/18/2023] [Indexed: 01/07/2024]
Abstract
Based on TiO2 nanorod arrays@PDA/Ag (TNRs@PDA/Ag), a better surface-enhanced Raman scattering (SERS) sensor with effective enrichment and enhancement was investigated for duplex SERS detection of illicit food dyes. Biomimetic PDA functions as binary mediators by utilizing the structural characteristics of polydopamine (PDA), which include the conjugated structure and abundant hydrophilic groups. One PDA functioned as an electron transfer mediator to enhance the efficiency of electron transfer, and the other as an enrichment mediator to effectively enrich rhodamine B (RhB) and crystal violet (CV) through hydrogen bonding, π-π stacking, and electrostatic interactions. Individual and duplex detection of illicit food dyes (RhB and CV) was performed using TNRs@PDA/Ag to estimate SERS applications. Their linear equations and limits of detection of 1 nM for RhB and 5 nM for CV were derived. Individual and duplex food colour detection was successfully accomplished even in genuine chili meal with good results. The bifunctional TNRs@PDA/Ag-based highly sensitive and duplex SERS dye detection will have enormous potential for food safety monitoring.
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Affiliation(s)
- Lin Tan
- State Key Laboratory of Applied Organic Chemistry, Key Laboratory of Special Functional Materials and Structural Design (Ministry of Education), Lanzhou University, Lanzhou 730000, China
| | - Yanqiang Cao
- State Key Laboratory of Applied Organic Chemistry, Key Laboratory of Special Functional Materials and Structural Design (Ministry of Education), Lanzhou University, Lanzhou 730000, China
| | - Juanjuan Yan
- State Key Laboratory of Applied Organic Chemistry, Key Laboratory of Special Functional Materials and Structural Design (Ministry of Education), Lanzhou University, Lanzhou 730000, China
| | - Kang Mao
- State Key Laboratory of Environmental Geochemistry, Institute of Geochemistry, Chinese Academy of Sciences, Guiyang, 550081, China
| | - Li Liu
- Center for Inspection of Gansu Drug Administration (Center for Vaccine Inspection of Gansu), Lanzhou 730030, China
| | - Xiaolong Wang
- State Key Laboratory of Solid Lubrication, Lanzhou Institute of Chemical Physics, Chinese Academy of Sciences, Lanzhou 730000, China.
| | - Weichun Ye
- State Key Laboratory of Applied Organic Chemistry, Key Laboratory of Special Functional Materials and Structural Design (Ministry of Education), Lanzhou University, Lanzhou 730000, China.
| | - R A Harris
- Department of Physics, University of the Free State, Bloemfontein 9301, South Africa.
| | - Hua Zhang
- State Key Laboratory of Environmental Geochemistry, Institute of Geochemistry, Chinese Academy of Sciences, Guiyang, 550081, China.
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3
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Tamafo Fouegue AD, de Paul Zoua V, Kounou GN, Ndjopme Wandji BL, Ghogomu JN, Ntieche RA. DFT investigation of temozolomide drug delivery by pure and boron doped C 24 fullerene-like nanocages. NANOSCALE ADVANCES 2023; 5:5880-5891. [PMID: 37881702 PMCID: PMC10597570 DOI: 10.1039/d3na00402c] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 06/09/2023] [Accepted: 09/02/2023] [Indexed: 10/27/2023]
Abstract
In this paper, the DFT/M05-2X-D3/6-31+G(d,p) theoretical chemistry method is used to probe the adsorption ability of pure and boron doped C24 toward the temozolomide (TMZ) anticancer drug. The study is conducted in both gas and aqueous phases. The positive values of the Gibbs free energy of formation (12.03, 9.14 and 2.51 kcal mol-1) show that the adsorption of TMZ on C24 is not allowed. However, the boron-doped C24 (BC23) forms a very stable molecular complex with TMZ in the gas phase, characterized by the adsorption energy and Gibbs free energy values of -32.07 and -21.27 kcal mol-1 respectively. Analysis of Hirshfeld's atomic charge revealed the transfer of 0.6395e from TMZ to BC23, which is confirmed by the value of the dipole moment of the complex (13.42 D in the gas phase) as well as its molecular electrostatic potential map. The change in the frontier molecular orbital energy difference of BC23 is found to be 21.67% proving the good sensitivity of the cage toward the drug. The TMZ-BC23 molecular complex is very stable in water though the sensitivity of the cage is hugely reduced in that solvent. The reliability of these results was confirmed by checking the outcomes at both wB97XD/6-31+G(d,p) and B3LYP-D3/6-31+G(d,p) levels. This work shows that pristine BC23 is a better adsorbent of TMZ than some reported nanomaterials from the theoretical chemistry point of view.
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Affiliation(s)
- Aymard Didier Tamafo Fouegue
- Department of Chemistry, Higher Teacher Training College, The University of Bertoua P.O. Box 652 Bertoua Cameroon
| | - Vincent de Paul Zoua
- Department of Chemistry, Faculty of Science, The University of Maroua P.O. Box 814 Maroua Cameroon
| | - Gervais Ndongo Kounou
- University Institute of Wood Technology of Mbalmayo, University of Yaoundé I P.O. Box 306 Mbalmayo Cameroon
| | | | - Julius Numbonui Ghogomu
- Department of Chemistry, Faculty of Science, The University of Bamenda P.O. Box 39 Bambili-Bamenda Cameroon
| | - Rahman Abdoul Ntieche
- Department of Chemistry, Higher Teacher Training College, The University of Bertoua P.O. Box 652 Bertoua Cameroon
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Harris R. The PEGylated and non-PEGylated interaction of the anticancer drug 5-fluorouracil with paramagnetic Fe3O4 nanoparticles as drug carrier. J Mol Liq 2022. [DOI: 10.1016/j.molliq.2022.119515] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/17/2022]
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5
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Solgi S, Ghorbani-Vaghei R, Alavinia S, Izadkhah V. Preparation and Application of Highly Efficient and Reusable Nanomagnetic Catalyst Supported with Sulfonated-Hexamethylenetetramine for Synthesis of 2,3-Dihydroquinazolin-4(1 H)-Ones. Polycycl Aromat Compd 2022. [DOI: 10.1080/10406638.2020.1833054] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/23/2022]
Affiliation(s)
- Sepideh Solgi
- Department of Organic Chemistry, Faculty of Chemistry, Bu-Ali Sina University, Hamadan, Iran
| | - Ramin Ghorbani-Vaghei
- Department of Organic Chemistry, Faculty of Chemistry, Bu-Ali Sina University, Hamadan, Iran
| | - Sedigheh Alavinia
- Department of Organic Chemistry, Faculty of Chemistry, Bu-Ali Sina University, Hamadan, Iran
| | - Vida Izadkhah
- Department of Organic Chemistry, Faculty of Chemistry, Bu-Ali Sina University, Hamadan, Iran
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Ndjopme Wandji BL, Tamafo Fouegue AD, Nkungli NK, Ntieche RA, Wahabou A. DFT investigation on the application of pure and doped X 12N 12 (X = B and Al) fullerene-like nano-cages toward the adsorption of temozolomide. ROYAL SOCIETY OPEN SCIENCE 2022; 9:211650. [PMID: 35401995 PMCID: PMC8992703 DOI: 10.1098/rsos.211650] [Citation(s) in RCA: 10] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 10/24/2021] [Accepted: 03/01/2022] [Indexed: 05/03/2023]
Abstract
The sensitivity of pure and doped X12N12 (X = B and Al) fullerene-like nano-cages (FLNs) toward the anti-cancer drug temozolomide (TMZ) is probed herein at DFT/M06-2X-D3/6-311G(d,p) theoretical level in both gas phase and water. A noticeable affinity of the FLNs toward TMZ was observed along with the negative gas-phase adsorption energies -1.37 and -2.09 eV for the most stable configurations of pure B12N12 and Al12N12 pristines, respectively. Considerable charge transfer from TMZ to the FLNs was also revealed via NBO analysis and the Hirshfeld atomic charges, making the dipole moment vector of the molecular complexes to be oriented from the nano-cages to the TMZ moiety. Furthermore, a percentage decrease in the HOMO-LUMO energy gap (ΔE g) of 38.09 and 17.72% was obtained for the B12N12 and Al12N12 nano-cages, respectively. The percentage change in ΔE g was found to be reduced upon doping and solvation of the FLNs. Finally, a recovery time in vacuum ultraviolet light of 1.06 s is found for the complex with pure B12N12, which in addition to the above-mentioned parameters make this boron nitride cage the best sensor for TMZ, among the FLNs considered in the present work.
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Affiliation(s)
| | - Aymard Didier Tamafo Fouegue
- Department of Chemistry, Higher Teacher Training College Bertoua, The University of Bertoua, PO Box 652, Bertoua, Cameroon
| | - Nyiang Kennet Nkungli
- Department of Chemistry, Faculty of Science, The University of Bamenda, PO Box 39, Bambili-Bamenda, Cameroon
| | - Rahman Abdoul Ntieche
- Department of Chemistry, Higher Teacher Training College Bertoua, The University of Bertoua, PO Box 652, Bertoua, Cameroon
| | - Abdoul Wahabou
- Department of Chemistry, Faculty of Science, The University of Maroua, PO Box 814, Maroua, Cameroon
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Trong DN, Long VC, Dang PN, Ţălu Ş. A molecular dynamics study concerning the effect of high-temperature and high-pressure on the structure and phase transition of Fe<sub>2</sub>O<sub>3</sub> material. AIMS MATERIALS SCIENCE 2022; 9:406-429. [DOI: 10.3934/matersci.2022024] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/06/2024]
Abstract
<abstract>
<p>This paper uses Molecular Dynamics (MD) method to study the influence of high temperature (T) and high pressure (P) on the structure and phase transition of Fe<sub>2</sub>O<sub>3</sub> materials. The results show that, when increasing the temperature from T = 300 K to T = 7000 K, P = 0.0 GPa, the size (1) of the Fe<sub>2</sub>O<sub>3</sub> materials increases, the energy (E) increases, the length link (r) decreased, the number of structural units FeO<sub>4</sub>, FeO<sub>5</sub> increased, and FeO<sub>6</sub> decreased. Similarly, as the pressure (P) is increased, from P = 0 GPa to P = 360 GPa at temperatures T, l decreases, E increases, r decreases, FeO<sub>4</sub> decreases and disappears, FeO<sub>5</sub> decreases, and FeO<sub>6</sub> increases at high P with P ≥ 150 GPa, FeO<sub>5</sub> disappeared at P ≥ 250 GPa and only FeO<sub>6</sub> appeared at T = 2300, 7000 K. In addition, when increasing T, P, the bond angle of Fe–O–Fe, O–Fe–O decreases, E increases, r decreases, l increases when T increases and l decreases when P increases, leading to the number of structural units FeO<sub>4</sub>, FeO<sub>5</sub> increasing and FeO<sub>6</sub> decreasing when T increases and vice versa when P increases. In addition, the phase transition temperature (T<sub>m</sub>), T<sub>m</sub> = 2300 K was determined. All the obtained results will be the basis for future experimental studies of amorphous Fe<sub>2</sub>O<sub>3</sub> materials.</p>
</abstract>
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Affiliation(s)
- Dung Nguyen Trong
- Institute of Physics, University of Zielona Góra, Zielona Góra, Poland
- Faculty of Physics, Hanoi National University of Education, Hanoi, Vietnam
| | - Van Cao Long
- Institute of Physics, University of Zielona Góra, Zielona Góra, Poland
| | - Phu Nguyen Dang
- Faculty of Electronics and Telecommunications, VNU-University of Engineering and Technology Hanoi, Vietnam
| | - Ştefan Ţălu
- The Directorate of Research, Development and Innovation Management (DMCDI), Technical University of Cluj-Napoca, Cluj County, Romania
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8
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Cao Y, Farahmand M, Fosshat S, Rezaei S, Pourmomen Arabi L, Liu P. Potential of aluminum nitride nanocone as a chemical sensor for anticancer drug detection. COMPUT THEOR CHEM 2022. [DOI: 10.1016/j.comptc.2021.113537] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/07/2022]
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9
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Preparation of magnetic chitosan-supported palladium-5-amino-1H-tetrazole complex as a magnetically recyclable catalyst for Suzuki-Miyaura coupling reaction in green media. J Mol Struct 2021. [DOI: 10.1016/j.molstruc.2021.130873] [Citation(s) in RCA: 9] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/21/2022]
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10
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Rezaei A, Morsali A, Bozorgmehr MR, Nasrabadi M. Quantum chemical analysis of 5-aminolevulinic acid anticancer drug delivery systems: Carbon nanotube, –COOH functionalized carbon nanotube and iron oxide nanoparticle. J Mol Liq 2021. [DOI: 10.1016/j.molliq.2021.117182] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/25/2022]
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11
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Shariatinia Z. Molecular Dynamics Simulations on Drug Delivery Systems. MODELING AND CONTROL OF DRUG DELIVERY SYSTEMS 2021:153-182. [DOI: 10.1016/b978-0-12-821185-4.00013-0] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/06/2025]
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12
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Ghasemzadeh MA, Bakhshali‐Dehkordi R. Novel and Green Preparation of Fe
3
O
4
@TiO
2
‐Immobilized‐ILs Based on DABCO for Highly Efficient Synthesis of Primido[4,5‐d]pyrimidines. ChemistrySelect 2020. [DOI: 10.1002/slct.202002085] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/10/2022]
Affiliation(s)
- Mohammad Ali Ghasemzadeh
- Department of Chemistry, Qom BranchIslamic Azad University Qom, Iran Post Box: 37491–13191 I. R. Iran
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13
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Bakhshali‐Dehkordi R, Ghasemzadeh MA, Safaei‐Ghomi J. Preparation and characterization of a novel DABCO‐based ionic liquid supported on Fe
3
O
4
@TiO
2
nanoparticles and investigation of its catalytic activity in the synthesis of quinazolinones. Appl Organomet Chem 2020. [DOI: 10.1002/aoc.5721] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/24/2022]
Affiliation(s)
| | | | - Javad Safaei‐Ghomi
- Department of Organic Chemistry, Faculty of ChemistryUniversity of Kashan Kashan Iran
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14
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Removal of phenol from aqueous solution by adsorption onto hematite (α-Fe2O3): Mechanism exploration from both experimental and theoretical studies. ARAB J CHEM 2020. [DOI: 10.1016/j.arabjc.2020.03.026] [Citation(s) in RCA: 32] [Impact Index Per Article: 6.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/14/2022] Open
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15
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Mirzaei-Kalar Z, Yavari A, Jouyban A. Increasing DNA binding affinity of doxorubicin by loading on Fe 3O 4 nanoparticles: A multi-spectroscopic study. SPECTROCHIMICA ACTA. PART A, MOLECULAR AND BIOMOLECULAR SPECTROSCOPY 2020; 229:117985. [PMID: 31901801 DOI: 10.1016/j.saa.2019.117985] [Citation(s) in RCA: 16] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/10/2019] [Revised: 12/14/2019] [Accepted: 12/20/2019] [Indexed: 06/10/2023]
Abstract
Magnetic Fe3O4 nanoparticles were synthesized successfully by co-precipitation method and characterized using XRD, SEM and EDS analyses. Then doxorubicin (DOX, a known anticancer drug) was loaded onto nanoparticles. In vitro DNA interaction of free DOX and loaded DOX onto Fe3O4 nanoparticles (DOX-Fe3O4) was investigated by DNA-viscosity measurements, UV-visible and fluorescence spectroscopies. The obtained values for binding constant of DOX and DOX-Fe3O4 compounds from UV-visible spectroscopies were 0.04 × 105 and 0.68 × 105 L mol-1, respectively, which confirms DOX-Fe3O4 compound have a stronger interaction with CT-DNA compared to DOX. Considerable changes on viscosity of the compounds recommended that their binding mode with CT-DNA is intercalative binding. Fluorescence intensity of DOX and DOX-Fe3O4 was quenched via static process by regular addition of CT-DNA. Thermodynamic parameters suggest that Van der Waals forces and hydrogen bonding for DOX and electrostatic forces for DOX-Fe3O4 are predominantly responsible for interaction with CT-DNA. Competition fluorescence studies were done by Hoechst 33258 as a well-known groove binder and ethidium bromide (EtBr) as a known intercalator probe. Percentage of displacement for EtBr-DNA complex with DOX and DOX-Fe3O4 was 39% and 61%, and for Hoechst-DNA complex was 9% and 5%, respectively. These results confirmed that both compounds are intercalator binders, although DOX-Fe3O4 with a further 22% displacement is a stronger intercalator binder than DOX. The stronger interaction of DOX-Fe3O4 compared to DOX suggests that the current system can be used as a new and effective way to targeted therapy of anticancer drugs.
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Affiliation(s)
- Zeinab Mirzaei-Kalar
- Department of Materials Engineering and Nanotechnology, Sabalan University of Advanced Technologies (SUAT), Namin, Iran; Department of Advanced Technologies, University of Mohaghegh Ardabili, Namin, Ardabil, Iran.
| | - Azin Yavari
- Department of Inorganic Chemistry, Faculty of Chemistry, University of Tabriz, Tabriz 51666-14766, Iran
| | - Abolghasem Jouyban
- Pharmaceutical Analysis Research Center and Faculty of Pharmacy, Tabriz University of Medical Sciences, Tabriz, Iran; Digestive Diseases Research Institute, Tehran University of Medical Sciences, Tehran, Iran
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