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Tayebi L, Rahimi R, Akbarzadeh AR, Maleki A. A reliable QSPR model for predicting drug release rate from metal-organic frameworks: a simple and robust drug delivery approach. RSC Adv 2023; 13:24617-24627. [PMID: 37601598 PMCID: PMC10432896 DOI: 10.1039/d3ra00070b] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/04/2023] [Accepted: 06/05/2023] [Indexed: 08/22/2023] Open
Abstract
During the drug release process, the drug is transferred from the starting point in the drug delivery system to the surface, and then to the release medium. Metal-organic frameworks (MOFs) potentially have unique features to be utilized as promising carriers for drug delivery, due to their suitable pore size, high surface area, and structural flexibility. The loading and release of various therapeutic drugs through the MOFs are effectively accomplished due to their tunable inorganic clusters and organic ligands. Since the drug release rate percentage (RES%) is a significant concern, a quantitative structure-property relationship (QSPR) method was applied to achieve an accurate model predicting the drug release rate from MOFs. Structure-based descriptors, including the number of nitrogen and oxygen atoms, along with two other adjusted descriptors, were applied for obtaining the best multilinear regression (BMLR) model. Drug release rates from 67 MOFs were applied to provide a precise model. The coefficients of determination (R2) for the training and test sets obtained were both 0.9999. The root mean square error for prediction (RMSEP) of the RES% values for the training and test sets were 0.006 and 0.005, respectively. To examine the precision of the model, external validation was performed through a set of new observations, which demonstrated that the model works to a satisfactory degree.
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Affiliation(s)
- Leila Tayebi
- Department of Chemistry, Iran University of Science and Technology P. O. Box: 16846-13114 Tehran Islamic Republic of Iran
| | - Rahmatollah Rahimi
- Department of Chemistry, Iran University of Science and Technology P. O. Box: 16846-13114 Tehran Islamic Republic of Iran
| | - Ali Reza Akbarzadeh
- Department of Chemistry, Iran University of Science and Technology P. O. Box: 16846-13114 Tehran Islamic Republic of Iran
| | - Ali Maleki
- Department of Chemistry, Iran University of Science and Technology P. O. Box: 16846-13114 Tehran Islamic Republic of Iran
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2
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SiO2-coated layered gadolinium hydroxides for simultaneous drug delivery and magnetic resonance imaging. J SOLID STATE CHEM 2020. [DOI: 10.1016/j.jssc.2020.121291] [Citation(s) in RCA: 9] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/18/2022]
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3
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Wu ZF, Tan B, Lustig WP, Velasco E, Wang H, Huang XY, Li J. Magnesium based coordination polymers: Syntheses, structures, properties and applications. Coord Chem Rev 2019. [DOI: 10.1016/j.ccr.2019.213025] [Citation(s) in RCA: 12] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/26/2022]
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4
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Drug delivery and selective CO2 adsorption of a bio-based porous zinc-organic framework from 2,5-furandicarboxylate ligand. INORG CHEM COMMUN 2017. [DOI: 10.1016/j.inoche.2017.10.007] [Citation(s) in RCA: 17] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/20/2022]
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5
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Rajiv Singh A, Rawat NS, Sanjeeta Devi P, Lonibala R. Hydrothermal synthesis of a coordination polymer[Ca II (5-AIP)(DMA)] n and its application in epoxidation of various organic substrates. Polyhedron 2017. [DOI: 10.1016/j.poly.2017.07.027] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/25/2022]
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6
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Structural studies of poly[(μ 2 -acetato)(μ 3 -5-aminoisophthalato)diaquacerium(III) monohydrate]: A new three dimensional fluorescent metal-organic framework constructed from dimers of CeO 9 polyhedra with hydrophilic ‘S’ shaped channels. J Mol Struct 2017. [DOI: 10.1016/j.molstruc.2017.02.024] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022]
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7
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Wu ZF, Huang XY. A series of Mg–Zn heterometallic coordination polymers: synthesis, characterization, and fluorescence sensing for Fe3+, CS2, and nitroaromatic compounds. Dalton Trans 2017; 46:12597-12604. [DOI: 10.1039/c7dt02800h] [Citation(s) in RCA: 36] [Impact Index Per Article: 5.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/16/2022]
Abstract
Herein, three luminescent Mg–Zn coordination polymers were constructed, which demonstrated high fluorescence sensing of Fe3+, CS2, and nitro explosive compounds.
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Affiliation(s)
- Zhao-Feng Wu
- State Key Laboratory of Structural Chemistry
- Fujian Institute of Research on the Structure of Matter
- the Chinese Academy of Sciences
- Fuzhou
- P.R. China
| | - Xiao-Ying Huang
- State Key Laboratory of Structural Chemistry
- Fujian Institute of Research on the Structure of Matter
- the Chinese Academy of Sciences
- Fuzhou
- P.R. China
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8
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Wang J, Ma D, Liao W, Li S, Huang M, Liu H, Wang Y, Xie R, Xu J. A hydrostable anionic zinc-organic framework carrier with a bcu topology for drug delivery. CrystEngComm 2017. [DOI: 10.1039/c7ce01238a] [Citation(s) in RCA: 23] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022]
Abstract
A hydrostable anionic zinc-organic open framework with a bcu topology was synthesized based on 2,5-furandicarboxylate ligand by a solvothermal process and exhibited a 17.2 wt% 5-fluorouracil payload, constituting a negligible cytotoxicity effect.
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Affiliation(s)
- Jun Wang
- College of Medicine
- Jinan University
- Guangzhou 510632
- P. R. China
| | - Deyun Ma
- School of Food and Pharmaceutical Engineering
- Zhaoqing University
- Zhaoqing 526061
- P. R. China
| | - Weilin Liao
- School of Food and Pharmaceutical Engineering
- Zhaoqing University
- Zhaoqing 526061
- P. R. China
| | - Shujun Li
- School of Food and Pharmaceutical Engineering
- Zhaoqing University
- Zhaoqing 526061
- P. R. China
| | - Manfei Huang
- School of Food and Pharmaceutical Engineering
- Zhaoqing University
- Zhaoqing 526061
- P. R. China
| | - Huimin Liu
- School of Food and Pharmaceutical Engineering
- Zhaoqing University
- Zhaoqing 526061
- P. R. China
| | - Yifei Wang
- School of Food and Pharmaceutical Engineering
- Zhaoqing University
- Zhaoqing 526061
- P. R. China
| | - Rui Xie
- School of Food and Pharmaceutical Engineering
- Zhaoqing University
- Zhaoqing 526061
- P. R. China
| | - Jun Xu
- College of Medicine
- Jinan University
- Guangzhou 510632
- P. R. China
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Bag PP, Wang D, Chen Z, Cao R. Outstanding drug loading capacity by water stable microporous MOF: a potential drug carrier. Chem Commun (Camb) 2016; 52:3669-72. [DOI: 10.1039/c5cc09925k] [Citation(s) in RCA: 100] [Impact Index Per Article: 12.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/13/2022]
Abstract
A robust, highly water stable, microporous MOF, [Zn8(O)2(CDDB)6(DMF)4(H2O)] {where CDDB = 4,4′-(9-H carbazole-3,6-diyl)dibenzoic acid}, was synthesized based on an open N–H site by a solvothermal process and exhibited an outstanding loading capacity and satisfactory release capability for 5-fluorouracil, with a negligible cytotoxicity effect.
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Affiliation(s)
- Partha Pratim Bag
- State Key Laboratory of Structural Chemistry
- Fujian Institute of Research on the Structure of Matter
- Chinese Academy of Sciences
- Fuzhou 350002
- P. R. China
| | - Dong Wang
- State Key Laboratory of Structural Chemistry
- Fujian Institute of Research on the Structure of Matter
- Chinese Academy of Sciences
- Fuzhou 350002
- P. R. China
| | - Zhuo Chen
- State Key Laboratory of Structural Chemistry
- Fujian Institute of Research on the Structure of Matter
- Chinese Academy of Sciences
- Fuzhou 350002
- P. R. China
| | - Rong Cao
- State Key Laboratory of Structural Chemistry
- Fujian Institute of Research on the Structure of Matter
- Chinese Academy of Sciences
- Fuzhou 350002
- P. R. China
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Xu X, Hu F, Yan S, Lin J, Li Q, Shuai Q. Eco-friendly microwave synthesis of Mg( ii) phenoxy carboxylic acid coordination compounds with specific motifs driven by multiple hydrogen bonding. RSC Adv 2016. [DOI: 10.1039/c6ra09589e] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/23/2023] Open
Abstract
Four magnesium complexes with specific motifs driven by multiple hydrogen bonding were synthesized by microwave method. The design strategy presented here gave an insight into the further structural prediction of magnesium supramolecular assemblies.
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Affiliation(s)
- Xiuling Xu
- Shaanxi Key Laboratory of Natural Products & Chemical Biology
- College of Science
- Northwest A&F University
- Yangling
- People's Republic of China
| | - Fan Hu
- Shaanxi Key Laboratory of Natural Products & Chemical Biology
- College of Science
- Northwest A&F University
- Yangling
- People's Republic of China
| | - Saisai Yan
- Shaanxi Key Laboratory of Natural Products & Chemical Biology
- College of Science
- Northwest A&F University
- Yangling
- People's Republic of China
| | - Jianguang Lin
- Shaanxi Key Laboratory of Natural Products & Chemical Biology
- College of Science
- Northwest A&F University
- Yangling
- People's Republic of China
| | - Qing Li
- College of Foreign Languages
- Qingdao Agricultural University
- Qingdao 266109
- People's Republic of China
| | - Qi Shuai
- Shaanxi Key Laboratory of Natural Products & Chemical Biology
- College of Science
- Northwest A&F University
- Yangling
- People's Republic of China
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Cooper L, Hidalgo T, Gorman M, Lozano-Fernández T, Simón-Vázquez R, Olivier C, Guillou N, Serre C, Martineau C, Taulelle F, Damasceno-Borges D, Maurin G, González-Fernández Á, Horcajada P, Devic T. A biocompatible porous Mg-gallate metal–organic framework as an antioxidant carrier. Chem Commun (Camb) 2015; 51:5848-51. [DOI: 10.1039/c5cc00745c] [Citation(s) in RCA: 70] [Impact Index Per Article: 7.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022]
Abstract
The slow release of gallic acid from a biocompatible porous MOF lead to a strong antioxidant activity.
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12
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Wang HN, Jiang SQ, Lu QY, Zhou ZY, Zhuo SP, Shan GG, Su ZM. A pillar-layer MOF for detection of small molecule acetone and metal ions in dilute solution. RSC Adv 2015. [DOI: 10.1039/c5ra08347h] [Citation(s) in RCA: 29] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022] Open
Abstract
A pillared-layer MOFs as luminescent probes has been covered which can be used to detect metal ions and small molecules. The results exhibit that its luminescent intensity is highly sensitive to Ni2+ and Cd2+ ions and acetone molecules.
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Affiliation(s)
- Hai-Ning Wang
- College of Chemical Engineering
- Shandong University of Technology
- Zibo
- China
| | - Si-Quan Jiang
- College of Chemical Engineering
- Shandong University of Technology
- Zibo
- China
| | - Qing-Yun Lu
- College of Chemical Engineering
- Shandong University of Technology
- Zibo
- China
| | - Zi-Yan Zhou
- College of Chemical Engineering
- Shandong University of Technology
- Zibo
- China
| | - Shu-Ping Zhuo
- College of Chemical Engineering
- Shandong University of Technology
- Zibo
- China
| | - Guo-Gang Shan
- Institute of Functional Material Chemistry
- Faculty of Chemistry
- Northeast Normal University
- Changchun 130024
- P. R. China
| | - Zhong-Min Su
- Institute of Functional Material Chemistry
- Faculty of Chemistry
- Northeast Normal University
- Changchun 130024
- P. R. China
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Wang HN, Shan GG, Li HB, Wang XL, Cao HT, Su ZM. A series of coordination compounds containing rigid multi-pyridine based ligands: syntheses, structures and properties. CrystEngComm 2014. [DOI: 10.1039/c3ce41841c] [Citation(s) in RCA: 14] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022]
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14
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Danylyuk O, Fedin VP. Unexpected crystallization of the metastable tubular coordination polymer of cucurbit[6]uril with magnesium ions which spontaneously transforms into a discrete coordination complex. CrystEngComm 2014. [DOI: 10.1039/c3ce42287a] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/01/2023]
Abstract
We report on the kinetic crystallization of the tubular coordination polymer constructed from cucurbit[6]uril and magnesium ions. The metastable phase spontaneously converts into a thermodynamically favored discrete coordination complex.
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Affiliation(s)
- Oksana Danylyuk
- Institute of Physical Chemistry
- Polish Academy of Sciences
- 01-224 Warszawa, Poland
| | - Vladimir P. Fedin
- Nikolaev Institute of Inorganic Chemistry
- Siberian Branch of the Russian Academy of Sciences
- 600090 Novosibirsk, Russian Federation
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Chang XH, Qin JH, Han ML, Ma LF, Wang LY. Exploring the structural diversities and magnetic properties of copper(ii) and manganese(ii) complexes based on 5-methoxyisophthalate and flexible bis(imidazole) ligands. CrystEngComm 2014. [DOI: 10.1039/c3ce41641k] [Citation(s) in RCA: 68] [Impact Index Per Article: 6.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022]
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16
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Wang HN, Yang GS, Wang XL, Su ZM. pH-induced different crystalline behaviors in extended metal–organic frameworks based on the same reactants. Dalton Trans 2013; 42:6294-7. [DOI: 10.1039/c3dt32958e] [Citation(s) in RCA: 22] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022]
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17
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Meng X, Song XZ, Song SY, Yang GC, Zhu M, Hao ZM, Zhao SN, Zhang HJ. A multifunctional proton-conducting and sensing pillar-layer framework based on [24-MC-6] heterometallic crown clusters. Chem Commun (Camb) 2013; 49:8483-5. [DOI: 10.1039/c3cc44106g] [Citation(s) in RCA: 60] [Impact Index Per Article: 5.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/12/2022]
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18
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Meng X, Song XZ, Song SY, Su SQ, Zhu M, Hao ZM, Zhao SN, Zhang HJ. Supramolecular isomerism, single-crystal to single-crystal transformation induced by release of in situ generated I2 between two supramolecular frameworks. Dalton Trans 2013; 42:5619-22. [DOI: 10.1039/c3dt50183c] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022]
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Wang HN, Liu FH, Zhu YF, Wang XL, Chen ZH, Su ZM. Synthesis and property investigation of two hexa-cobalt cluster based porous coordination polymers. CrystEngComm 2013. [DOI: 10.1039/c3ce41044g] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022]
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20
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Wang X, Mu B, Lin H, Yang S, Liu G, Tian A, Zhang J. Substituent groups from aromatic dicarboxylates modulated structural diversification in the assembly of Co(II) complexes based on the bis-pyridyl-bis-amide ligands. Sci China Chem 2012. [DOI: 10.1007/s11426-012-4784-6] [Citation(s) in RCA: 11] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/24/2022]
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21
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Sun CY, Qin C, Wang XL, Su ZM. Metal-organic frameworks as potential drug delivery systems. Expert Opin Drug Deliv 2012; 10:89-101. [PMID: 23140545 DOI: 10.1517/17425247.2013.741583] [Citation(s) in RCA: 275] [Impact Index Per Article: 22.9] [Reference Citation Analysis] [Abstract] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/04/2023]
Abstract
INTRODUCTION Metal-organic frameworks (MOFs) are a unique class of hybrid porous solids based on metals and organic linkers. Compared to traditional porous materials, they possess predominance of large surface areas, tunable pore size and shape, adjustable composition and functionalized pore surface, which enable them unique advantages and promises for applications in adsorption and release of therapeutic agents. AREAS COVERED This review addresses MOFs as a new avenue for drug delivery and exhibits their ability to efficiently deliver various kinds of therapeutic agents. It also details the requirements that MOFs need to satisfy for biomedical application, such as toxicological compatibility, stability, particle size, and surface modification. In addition, several approaches used to enhance encapsulation efficiency are summarized and parameters influencing delivery efficiency are also discussed. EXPERT OPINION Benefiting from the unique advantages of MOFs materials, efficient delivery of various kinds of drugs has been achieved in some MOF materials. However, it is only the outset of MOFs in drug delivery system, and numerous work need to be done before clinical applications, for example, studying their in vivo toxicity, exploring degradation mechanisms so as to establish real stability of MOFs in body's liquid, providing appropriated surface modification avenue for MOFs, and researching in vivo efficiency and pharmacokinetics of drug-loaded MOFs.
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Affiliation(s)
- Chun-Yi Sun
- Northeast Normal University, Institute of Functional Materials Chemistry, Department of Chemistry, Key Laboratory of Polyoxometalate Science of Ministry of Education, Changchun, Jilin, 130024, China.
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Yin X, Xiao TT, Fan J, Zheng SR, Wang N, Cai SL, Tan JB, Zhang WG. Assembly of two new Mn(II) coordination polymers based on 5-aminoisophthalate: Structural diversity and properties. INORG CHEM COMMUN 2012. [DOI: 10.1016/j.inoche.2012.05.031] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/28/2022]
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23
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Wang HN, Meng X, Wang XL, Su ZM, Xie HM. Construction and property investigation of three metal phosphates based on N-donor ligands. INORG CHEM COMMUN 2012. [DOI: 10.1016/j.inoche.2012.05.008] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
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Sun CY, Qin C, Wang XL, Yang GS, Shao KZ, Lan YQ, Su ZM, Huang P, Wang CG, Wang EB. Zeolitic imidazolate framework-8 as efficient pH-sensitive drug delivery vehicle. Dalton Trans 2012; 41:6906-9. [DOI: 10.1039/c2dt30357d] [Citation(s) in RCA: 440] [Impact Index Per Article: 36.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/01/2023]
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