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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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Maxakato W, Ogbogu MN, Adeleye AP, Amodu IO, Benjamin I, Edet HO. Tailoring adsorbents for levodopa detection: a DFT study on Pt-encapsulated fullerene systems. RSC Adv 2024; 14:27424-27437. [PMID: 39205935 PMCID: PMC11353775 DOI: 10.1039/d4ra03526g] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/13/2024] [Accepted: 08/16/2024] [Indexed: 09/04/2024] Open
Abstract
Despite its effectiveness in managing the motor symptoms of Parkinson's disease, levodopa therapy is often accompanied by adverse effects that can significantly reduce patients' quality of life. Hence, the need to detect levodopa has escalated among researchers and health experts. Herein, the intricacies of levodopa adsorption were studied using newly tailored fullerene-based adsorbents. All theoretical calculations were performed using the DFT/PBE1PBE/GENECP level of theory. Having modified the surface by Pt-encapsulation followed by functionalization with a functional group (COOH, HCO, NH2, NO2, and OH), new materials were engineered towards levodopa adsorption. Various theoretical and computational analyses were thoroughly explored to gain insight into the electronic properties, nature of inter- and intra-molecular interactions, strength and phenomenal of adsorption, and the mechanisms of sensing. Adsorption was found to have taken place from the region of the functional groups, where adsorption strength is influenced by the varying electron-withdrawing abilities of the groups. In all cases, the adsorption phenomenon is best described as physisorption. Changes in the dimensions are attributed to the stretching vibration of the bonds on the surface. Also, the small energy gaps within a close range of 0.295 to 0.675 eV exhibited by the materials upon adsorption are an indication of semiconductors. Hence, the functionalized systems hold promise as adsorbents for levodopa molecules, offering valuable insights for future research endeavors.
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Affiliation(s)
- Wendy Maxakato
- Department of Chemical Sciences, University of Johannesburg Johannesburg South Africa
| | - Miracle N Ogbogu
- Department of Genetics and Biotechnology, University of Calabar Calabar Nigeria
| | - Adebayo P Adeleye
- Department of Chemistry, Federal University of Technology Akure Ondo Nigeria
- Department of Chemistry, Marquette University Milwaukee WI USA
| | - Ismail O Amodu
- Department of Mathematics, University of Calabar Calabar Nigeria
| | | | - Henry O Edet
- Department of Biochemistry, Cross River University of Technology Calabar Nigeria
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Li X, Wang S, Guo J, Wu Z, Guo C, Cai S, Deng M. Core-Hole Excitation Spectra of the Oxides and Hydrates of Fullerene C 60 and Azafullerene C 59N. Molecules 2024; 29:609. [PMID: 38338353 PMCID: PMC10856231 DOI: 10.3390/molecules29030609] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/03/2023] [Revised: 01/18/2024] [Accepted: 01/24/2024] [Indexed: 02/12/2024] Open
Abstract
The interaction of fullerenes and their derivatives with environmental molecules such as oxygen or water was crucial for the rational design of low-dimensional materials and devices. In this paper, the near-edge X-ray absorption fine structure (NEXAFS), X-ray emission spectroscopy (XES) and X-ray photoelectron spectroscopy (XPS) shake-up satellites were employed to distinguish the oxides and hydrates of the fullerene C60 and azafullerene C59N families. The study includes various isomers, such as the open [5,6] and closed [6,6] isomers of C60O, C60H(OH), C60-O-C60, C60H-O-C60H, C59N(OH) and C59N-O-C59N, based on density functional theory. These soft X-ray spectra offered comprehensive insights into the molecular orbitals of these azafullerene molecular groups. The oxygen K-edge NEXAFS, carbon and oxygen K-edge XPS shake-up satellite spectra provided valuable tools for distinguishing oxides or hydrates of fullerene C60 and azafullerene C59N. Our findings could significantly benefit the development of fullerene functional molecular materials and expand the application scope of soft X-ray spectroscopy as a molecular fingerprinting tool for the fullerene family.
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Affiliation(s)
- Xiong Li
- College of Big Data and Information Engineering, Guizhou University, Guiyang 550025, China; (X.L.); (S.W.)
- School of Science, East China University of Technology, Nanchang 330013, China
| | - Shuyi Wang
- College of Big Data and Information Engineering, Guizhou University, Guiyang 550025, China; (X.L.); (S.W.)
- Guizhou Provincial Key Laboratory of Computational Nano-Material Science, Guizhou Education University, Guiyang 550018, China;
| | - Jingdong Guo
- Guizhou Provincial Key Laboratory of Computational Nano-Material Science, Guizhou Education University, Guiyang 550018, China;
| | - Ziye Wu
- School of Information, Guizhou University of Finance and Economics, Guiyang 550025, China; (Z.W.); (C.G.)
| | - Changrui Guo
- School of Information, Guizhou University of Finance and Economics, Guiyang 550025, China; (Z.W.); (C.G.)
| | - Shaohong Cai
- School of Information, Guizhou University of Finance and Economics, Guiyang 550025, China; (Z.W.); (C.G.)
- Department of Resources and Environment, Moutai Institute, Renhuai 564507, China
| | - Mingsen Deng
- School of Information, Guizhou University of Finance and Economics, Guiyang 550025, China; (Z.W.); (C.G.)
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Chakroborty S, Shakerzadeh E, Yadav T, Mishra NP, Barik A, Upadhyay V, Abhilasha, Soren S, Malviya J, Panda AR, Uniyal K, Kumar N, Wagadre S, Pandey FP. In silico investigation on interaction of small Ag 6 nano-particle cluster with tyramine neurotransmitter. Sci Rep 2023; 13:20200. [PMID: 37980377 PMCID: PMC10657472 DOI: 10.1038/s41598-023-45847-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/20/2023] [Accepted: 10/24/2023] [Indexed: 11/20/2023] Open
Abstract
The interaction of tyramine neurotransmitter with silver nano-particle (Ag6) cluster is explored in terms of the molecular structure, electronic properties and NBO analysis of tyramine-AgNPs bio-molecular conjugate. The adsorption mechanism of tyramine onto the Ag6 cluster has been investigated through computing of the electronic and geometrical properties in addition to the adsorption energies in various possible configurations. The magnitude of adsorption energy corresponding to the most favorable tyramine-Ag6 bio-molecular conjugate has been computed to be - 14.36 kcal/mol in the gas phase, which infers a good adsorption of tyramine with AgNPs cluster suggesting the practical applications of tyramine-AgNPs bio-molecular conjugates in bio-sensing, drug delivery, bio-imaging and other applications. Different electronic properties such as the energy gap of HOMO-LUMO, Fermi level and work function have been investigated in detail. Moreover, the effect of aqueous media on adsorption energy and electronic properties of the most favorable tyramine-AgNPs bio-molecular conjugate is investigated in order to understand the impact of the real biological situation.
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Affiliation(s)
- Subhendu Chakroborty
- Department of Basic Sciences, IITM, IES University, Bhopal, Madhya Pradesh, 462044, India.
| | - E Shakerzadeh
- Chemistry Department, Faculty of Science, Shahid Chamran University of Ahvaz, Ahvaz, Iran
| | - T Yadav
- Department of Basic Sciences, IITM, IES University, Bhopal, Madhya Pradesh, 462044, India.
| | - Nilima Priyadarsini Mishra
- Department of Chemistry, Indian Institute of Technology Ropar, Nangal Road, Rupnagar, 140001, Punjab, India
| | - Arundhati Barik
- CIPET: Institute of Petrochemicals Technology [IPT], Bhubaneswar, Odisha, India
| | - Versha Upadhyay
- Botany Department, Maya Group of Colleges Dehradun, Dehradun, India
| | - Abhilasha
- Dolphin PG Institute of Biomedical and Natural Sciences, Manduwala, Dehradun, Uttrakhand, India
| | - Siba Soren
- Department of Chemistry, Govt. Women's College, Baripada, 757001, India
| | - Jitendra Malviya
- Department of Life Sciences & Biological Sciences, IES University, Bhopal, India.
| | - Amiya Ranjan Panda
- Kabi Samrat Upendra Bhanja (KSUB) College, Bhanjanagar, Ganjam, Odisha, India
| | - Kartik Uniyal
- Department of Biochemistry and Biotechnology, Sardar Bhagwan Singh University Balawala, Dehradun, 248161, Uttrakhand, India
| | - Narendra Kumar
- Alpine Institute of Management and Technology Dehradun (Uttarakhand), Dehradun, India
| | - Shradha Wagadre
- Department of Basic Sciences, IITM, IES University, Bhopal, Madhya Pradesh, 462044, India
| | - F P Pandey
- Scitechesy Research and Technology Private Limited, Central Discovery Center, Banaras Hindu University, Varanasi, Uttar Pradesh, India
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Esrafili MD, Kadri M. Efficient delivery of anticancer 5-fluorouracil drug by alkaline earth metal functionalized porphyrin-like porous fullerenes: A DFT study. J Mol Graph Model 2023; 120:108403. [PMID: 36669273 DOI: 10.1016/j.jmgm.2023.108403] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/08/2022] [Revised: 12/25/2022] [Accepted: 01/03/2023] [Indexed: 01/09/2023]
Abstract
Finding and developing effective targeted drug delivery systems has emerged as an attractive approach for treating a wide range of diseases. In the present study, the potential of alkaline earth metal functionalized porphyrin-like porous C24N24 fullerenes for delivering 5-fluorouracil (5FU) anticancer drug is assessed using density functional theory calculations. The goal is to evaluate how the addition of alkaline earth metals to C24N24 enhances the adsorption capabilities of this system towards 5FU drug. The adsorption energies and charge transfers are determined in order to evaluate the strength of the interaction between the 5FU and fullerene surfaces. According to the results, adding alkaline earth metals increases the drug's adsorption energy on the C24N24 fullerene. In all cases, the drug molecule interacts with the metal atom through its CO group. Furthermore, the adsorption strength of the 5FU increases with metal atom size (Ca > Mg > Be), which is connected to the polarizability of these atoms. The adsorption energies of 5FU are shown to be highly sensitive on solvent effects and the acidity of the environment. The adsorption strength of 5FU decreases within the solvent (water), allowing it to be released more easily. The moderate adsorption energies and short desorption times of 5FU imply that it is reversibly adsorbed on the functionalized fullerenes.
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Affiliation(s)
- Mehdi D Esrafili
- Department of Chemistry, Faculty of Basic Sciences, University of Maragheh, P.O. Box 55136-553, Maragheh, Iran.
| | - Mahtab Kadri
- Department of Chemistry, Faculty of Basic Sciences, University of Maragheh, P.O. Box 55136-553, Maragheh, Iran
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Effects of Ge, Si, and B doping on the adsorption and detection properties of C 60 fullerene towards methadone in gas and aqua phases: a DFT study. J Mol Model 2023; 29:71. [PMID: 36808316 DOI: 10.1007/s00894-023-05470-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/24/2022] [Accepted: 02/08/2023] [Indexed: 02/23/2023]
Abstract
CONTEXT Methadone can be abused and caused addictive and has various side effects. Therefore, the development of a fast and reliable diagnosis technique for its monitoring is essential. In this work, applications of C60, GeC59, SiC59, and BC59 fullerenes were investigated utilizing density functional theory (DFT) to find a suitable probe for methadone detection. The C60 fullerene indicated weak adsorption energy for methadone sensing. Therefore, for the construction of the fullerene with good property for methadone adsorption and sensing, the GeC59, SiC59, and BC59 fullerenes have been studied. The adsorption energy of GeC59, SiC59, and BC59 in the most stable complexes were calculated at -2.08, -1.26, and -0.71 eV, respectively. Although GeC59, SiC59, and BC59 all showed strong adsorption, only BC59 present a high sensitivity for detection. Further, the BC59 fullerene showing a proper short recovery time (about 1.11 × 10-6 s for methadone desorption). Water as a solution is used to simulate the behavior of fullerenes in the body fluids, and results indicated that the selected pure and complex nanostructures are stable in water. The UV-vis spectrums indicated that the after adsorption of methadone on the BC59 exhibits shift toward the lower wavelengths (blue shift). Therefore, our investigation indicated that the BC59 fullerene is an excellent candidate for methadone detection. METHODS The interaction of methadone with pristine and doped C60 fullerenes surfaces was calculated using the density functional theory calculations. The GAMESS program and M06-2X method with a 6-31G(d) basis set were used for computations. Since the M06-2X method overestimates the LUMO-HOMO energy gaps (Eg) of carbon nanostructures, the HOMO and LUMO energies and Eg were investigated at the B3LYP/6-31G(d) level of theory using the optimization calculations. UV-vis spectra of excited species were obtained through the time-dependent density functional theory. To simulate the human biological fluid, the solvent phase was also evaluated in adsorption studies, and water was considered a liquid solvent.
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Louis H, Chima CM, Amodu IO, Gber TE, Unimuke TO, Adeyinka AS. Organochlorine detection on transition metals (X=Zn, Ti, Ni, Fe, and Cr) anchored fullerenes (C
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X). ChemistrySelect 2023. [DOI: 10.1002/slct.202203843] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/14/2023]
Affiliation(s)
- Hitler Louis
- Computational and Bio-Simulation Research Group University of Calabar Calabar Nigeria
- Department of Pure and Applied Chemistry Faculty of Physical Sciences University of Calabar Calabar Nigeria
| | - Chioma M. Chima
- Computational and Bio-Simulation Research Group University of Calabar Calabar Nigeria
- Department of Pure and Applied Chemistry Faculty of Physical Sciences University of Calabar Calabar Nigeria
| | - Ismail O. Amodu
- Computational and Bio-Simulation Research Group University of Calabar Calabar Nigeria
- Department of Mathematics Faculty of Physical Sciences University of Calabar Calabar Nigeria
| | - Terkumbur E. Gber
- Computational and Bio-Simulation Research Group University of Calabar Calabar Nigeria
- Department of Pure and Applied Chemistry Faculty of Physical Sciences University of Calabar Calabar Nigeria
| | - Tomsmith O. Unimuke
- Computational and Bio-Simulation Research Group University of Calabar Calabar Nigeria
- Department of Pure and Applied Chemistry Faculty of Physical Sciences University of Calabar Calabar Nigeria
| | - Adedapo S. Adeyinka
- Department of Chemical Sciences University of Johannesburg Johannesburg South Africa
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Investigate the effect of Zn12O12, AlZn11O12, and GaZn11O12 nanoclusters in the carbamazepine drug detection in gas and solvent phases: a comparative DFT study. MONATSHEFTE FUR CHEMIE 2022. [DOI: 10.1007/s00706-022-03025-4] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/28/2022]
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9
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Jiwanti PK, Wardhana BY, Sutanto LG, Dewi DMM, Putri IZD, Savitri INI. Recent Development of Nano-Carbon Material in Pharmaceutical Application: A Review. Molecules 2022; 27:7578. [PMID: 36364403 PMCID: PMC9654677 DOI: 10.3390/molecules27217578] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/22/2022] [Revised: 10/21/2022] [Accepted: 11/03/2022] [Indexed: 11/09/2022] Open
Abstract
Carbon nanomaterials have attracted researchers in pharmaceutical applications due to their outstanding properties and flexible dimensional structures. Carbon nanomaterials (CNMs) have electrical properties, high thermal surface area, and high cellular internalization, making them suitable for drug and gene delivery, antioxidants, bioimaging, biosensing, and tissue engineering applications. There are various types of carbon nanomaterials including graphene, carbon nanotubes, fullerenes, nanodiamond, quantum dots and many more that have interesting applications in the future. The functionalization of the carbon nanomaterial surface could modify its chemical and physical properties, as well as improve drug loading capacity, biocompatibility, suppress immune response and have the ability to direct drug delivery to the targeted site. Carbon nanomaterials could also be fabricated into composites with proteins and drugs to reduce toxicity and increase effectiveness in the pharmaceutical field. Thus, carbon nanomaterials are very effective for applications in pharmaceutical or biomedical systems. This review will demonstrate the extraordinary properties of nanocarbon materials that can be used in pharmaceutical applications.
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Affiliation(s)
- Prastika K. Jiwanti
- Nanotechnology Engineering, Faculty of Advanced Technology and Multidiscipline, Kampus C Universitas Airlangga, Surabaya 60115, Indonesia
| | - Brasstira Y. Wardhana
- Nanotechnology Engineering, Faculty of Advanced Technology and Multidiscipline, Kampus C Universitas Airlangga, Surabaya 60115, Indonesia
| | - Laurencia G. Sutanto
- Nanotechnology Engineering, Faculty of Advanced Technology and Multidiscipline, Kampus C Universitas Airlangga, Surabaya 60115, Indonesia
| | - Diva Meisya Maulina Dewi
- Nanotechnology Engineering, Faculty of Advanced Technology and Multidiscipline, Kampus C Universitas Airlangga, Surabaya 60115, Indonesia
| | | | - Ilmi Nur Indira Savitri
- Department of Chemistry, Faculty of Science and Technology, Universitas Airlangga, Surabaya 60115, Indonesia
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Adsorption properties of B12N12, AlB11N12, and GaB11N12 nanostructure in gas and solvent phase for phenytoin detecting: A DFT study. INORG CHEM COMMUN 2022. [DOI: 10.1016/j.inoche.2022.110158] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/11/2022]
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Abdalkareem Jasim S, Alsultany FH, Mahmoud MZ, Olegovich Bokov D, Suksatan W. Investigations of chemical sensing properties of Al24N24, B24N24, and B24P24 nanoclusters toward carbamazepine: A DFT study. INORG CHEM COMMUN 2022. [DOI: 10.1016/j.inoche.2022.109644] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/05/2022]
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Flores Bautista MC, Cortés-Arriagada D, Shakerzadeh E, Chigo Anota E. Acetylsalicylic acid interaction with Boron nitride nanostructures – A density functional analysis. J Mol Liq 2022. [DOI: 10.1016/j.molliq.2022.118980] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/26/2022]
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Esrafili MD, Khan AA. Alkali metal decorated C 60 fullerenes as promising materials for delivery of the 5-fluorouracil anticancer drug: a DFT approach. RSC Adv 2022; 12:3948-3956. [PMID: 35425459 PMCID: PMC8981040 DOI: 10.1039/d1ra09153k] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/18/2021] [Accepted: 01/23/2022] [Indexed: 12/12/2022] Open
Abstract
The development of effective drug delivery vehicles is essential for the targeted administration and/or controlled release of drugs. Using first-principles calculations, the potential of alkali metal (AM = Li, Na, and K) decorated C60 fullerenes for delivery of 5-fluorouracil (5FU) is explored. The adsorption energies of the 5FU on a single AM atom decorated C60 are -19.33, -16.58, and -14.07 kcal mol-1 for AM = Li, Na, and K, respectively. The results, on the other hand, show that up to 12 Li and 6 Na or K atoms can be anchored on the exterior surface of the C60 fullerene simultaneously, each of which can interact with a 5FU molecule. Because of the moderate adsorption energies and charge-transfer values, the 5FU can be simply separated from the fullerene at ambient temperature. Furthermore, the results show that the 5FU may be easily protonated in the target cancerous tissues, which facilitates the release of the drug from the fullerene. The inclusion of solvent effects tends to decrease the 5FU adsorption energies in all 5FU-fullerene complexes. This is the first report on the high capability of AM decorated fullerenes for delivery of multiple 5FU molecules utilizing a C60 host molecule.
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Affiliation(s)
- Mehdi D Esrafili
- Department of Chemistry, Faculty of Basic Sciences, University of Maragheh P. O. Box 55136-553 Maragheh Iran
| | - Adnan Ali Khan
- Centre for Computational Materials Science, University of Malakand Chakdara Pakistan
- Department of Chemistry, University of Malakand Chakdara Pakistan
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