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Dai Y, Zhang Z, Wang D, Li T, Ren Y, Chen J, Feng L. Machine-Learning-Driven G-Quartet-Based Circularly Polarized Luminescence Materials. ADVANCED MATERIALS (DEERFIELD BEACH, FLA.) 2024; 36:e2310455. [PMID: 37983564 DOI: 10.1002/adma.202310455] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/09/2023] [Revised: 11/12/2023] [Indexed: 11/22/2023]
Abstract
Circularly polarized luminescence (CPL) materials have garnered significant interest due to their potential applications in chiral functional devices. Synthesizing CPL materials with a high dissymmetry factor (glum ) remains a significant challenge. Inspired by efficient machine learning (ML) applications in scientific research, this work demonstrates ML-based techniques for the first time to guide the synthesis of G-quartet-based CPL gels with high glum values and multiple chiral regulation strategies. Employing an "experiment-prediction-verification" approach, this work devises a ML classification and regression model for the solvothermal synthesis of G-quartet gels in deep eutectic solvents. This process illustrates the relationship between various synthesis parameters and the glum value. The decision tree algorithm demonstrates superior performance across six ML models, with model accuracy and determination coefficients amounting to 0.97 and 0.96, respectively. The screened CPL gels exhibiting a glum value up to 0.15 are obtained through combined ML guidance and experimental verification, among the highest ones reported till now for biomolecule-based CPL systems. These findings indicate that ML can streamline the rational design of chiral nanomaterials, thereby expediting their further development.
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Affiliation(s)
- Yankai Dai
- Materials Genome Institute, Shanghai University, Shanghai, 200444, China
| | - Zhiwei Zhang
- Materials Genome Institute, Shanghai University, Shanghai, 200444, China
| | - Dong Wang
- Materials Genome Institute, Shanghai University, Shanghai, 200444, China
| | - Tianliang Li
- Materials Genome Institute, Shanghai University, Shanghai, 200444, China
| | - Yuze Ren
- Materials Genome Institute, Shanghai University, Shanghai, 200444, China
| | - Jingqi Chen
- Materials Genome Institute, Shanghai University, Shanghai, 200444, China
| | - Lingyan Feng
- Materials Genome Institute, Shanghai University, Shanghai, 200444, China
- Shanghai Engineering Research Center of Organ Repair, ShanghaiUniversity, Shanghai, 200444, China
- QianWeichang College, Shanghai University, Shanghai, 200444, China
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2
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Huang Y, Gao T, Sun C, Han T, Zang M, Wang D, Xu W. An electrochemical platform for guanosine-5’-monophosphate detection using gold doped polypyrrole nanocomposite embedded on graphitic carbon nitride. Electrochim Acta 2022. [DOI: 10.1016/j.electacta.2022.140271] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/24/2022]
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3
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Huang Y, Garcia-Bennett AE. Equilibrium and Kinetic Study of l- and d-Valine Adsorption in Supramolecular-Templated Chiral Mesoporous Materials. Molecules 2021; 26:molecules26020338. [PMID: 33440748 PMCID: PMC7827360 DOI: 10.3390/molecules26020338] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/11/2020] [Revised: 01/05/2021] [Accepted: 01/08/2021] [Indexed: 12/02/2022] Open
Abstract
Adsorption kinetic studies are conducted to investigate the potential to use chiral mesoporous materials nanoporous guanosine monophosphate material-1 (NGM-1) and nanoporous folic acid material-1 (NFM-1) for the enantiomeric separation of l- and d-valine. A pseudo-second-order (PSO) kinetic model is applied to test the experimental adsorption equilibrium isotherms, according to both the Langmuir and Freundlich models and the characteristic parameters for each model are determined. The calcined versions of both NGM-1 and NFM-1 fit the Langmuir model with maximum sorption capacities of 0.36 and 0.26 g/g for the preferred adsorption enantiomers, d-valine and l-valine, respectively. Experimental results and the analysis of adsorption models suggest a strong adsorbate–adsorbent interaction, and the formation of a monolayer of tightly packed amino acid on the internal mesopore surface for the preferred enantiomers.
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Affiliation(s)
- Yanan Huang
- Department of Molecular Sciences, Macquarie University, Sydney, NSW 2109, Australia;
| | - Alfonso E. Garcia-Bennett
- Department of Molecular Sciences, Macquarie University, Sydney, NSW 2109, Australia;
- Australian Research Council Centre for Nanoscale Biophotonics, Macquarie University, Sydney, NSW 2109, Australia
- Correspondence:
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del Prado A, González‐Rodríguez D, Wu Y. Functional Systems Derived from Nucleobase Self-assembly. ChemistryOpen 2020; 9:409-430. [PMID: 32257750 PMCID: PMC7110180 DOI: 10.1002/open.201900363] [Citation(s) in RCA: 26] [Impact Index Per Article: 6.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/17/2019] [Revised: 03/05/2020] [Indexed: 12/12/2022] Open
Abstract
Dynamic and reversible non-covalent interactions endow synthetic systems and materials with smart adaptive functions that allow them to response to diverse stimuli, interact with external agents, or repair structural defects. Inspired by the outstanding performance and selectivity of DNA in living systems, scientists are increasingly employing Watson-Crick nucleobase pairing to control the structure and properties of self-assembled materials. Two sets of complementary purine-pyrimidine pairs (guanine:cytosine and adenine:thymine(uracil)) are available that provide selective and directional H-bonding interactions, present multiple metal-coordination sites, and exhibit rich redox chemistry. In this review, we highlight several recent examples that profit from these features and employ nucleobase interactions in functional systems and materials, covering the fields of energy/electron transfer, charge transport, adaptive nanoparticles, porous materials, macromolecule self-assembly, or polymeric materials with adhesive or self-healing ability.
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Affiliation(s)
- Anselmo del Prado
- Departamento de Química OrgánicaFacultad de CienciasUniversidad Autónoma de Madrid28049MadridSpain
| | - David González‐Rodríguez
- Departamento de Química OrgánicaFacultad de CienciasUniversidad Autónoma de Madrid28049MadridSpain
- Institute for Advanced Research in Chemical Sciences (IAdChem)Universidad Autónoma de Madrid28049MadridSpain
| | - Yi‐Lin Wu
- School of ChemistryCardiff UniversityPark PlaceCardiffCF10 3ATUK
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Huang Y, Vidal X, Garcia‐Bennett AE. Chiral Resolution using Supramolecular‐Templated Mesostructured Materials. Angew Chem Int Ed Engl 2019. [DOI: 10.1002/ange.201900950] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/05/2022]
Affiliation(s)
- Yanan Huang
- Department Molecular Sciences Macquarie University Sydney NSW 2109 Australia
| | - Xavier Vidal
- Department of Physics and Astronomy Macquarie University Sydney NSW 2109 Australia
| | - Alfonso E. Garcia‐Bennett
- Department Molecular Sciences Macquarie University Sydney NSW 2109 Australia
- Australian Research Council Centre for Nanoscale Biophotonics Macquarie University Sydney NSW 2109 Australia
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6
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Huang Y, Vidal X, Garcia-Bennett AE. Chiral Resolution using Supramolecular-Templated Mesostructured Materials. Angew Chem Int Ed Engl 2019; 58:10859-10862. [PMID: 31116456 DOI: 10.1002/anie.201900950] [Citation(s) in RCA: 16] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/23/2019] [Revised: 03/29/2019] [Indexed: 11/11/2022]
Abstract
Chiral resolution using non-functionalized mesoporous particles is demonstrated for a variety of enantiomeric pairs. This is achieved through the use of supramolecular templated silica materials prepared with guanosine monophosphate (NGM-1) and folic acid (NFM-1) which enable direct chiral transcription onto the surface of the mesopores after solvent extraction and post calcination of the template. The chiral selectivity and kinetics of the mesoporous materials are measured by circular dichroism (CD) spectroscopy on adsorbed molecules with different affinities for the pore surface. NGM-1 and NFM-1 have opposite enantiomeric selectivity for enantiomeric pairs. These results significantly increase the potential of mesoporous materials for chiral separation and enantiomeric catalysis.
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Affiliation(s)
- Yanan Huang
- Department Molecular Sciences, Macquarie University, Sydney, NSW, 2109, Australia
| | - Xavier Vidal
- Department of Physics and Astronomy, Macquarie University, Sydney, NSW, 2109, Australia
| | - Alfonso E Garcia-Bennett
- Department Molecular Sciences, Macquarie University, Sydney, NSW, 2109, Australia.,Australian Research Council Centre for Nanoscale Biophotonics, Macquarie University, Sydney, NSW, 2109, Australia
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Chen CT, Liao YY, Salunke SB, Lin YH, Kuo TS. Directed Self-Assembly of C 4-Symmetric, Oxidovanadate-Centered, Vanadyl(V) Quadruplexes for Ba 2+- and Hg 2+-Specific Recognition, Transport, and Recovery. Inorg Chem 2018; 57:11511-11523. [PMID: 30183263 DOI: 10.1021/acs.inorgchem.8b01454] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
Abstract
Directed assembly of loosely, Na+-bound, oxidovanadate-centered quartets of C4-symmetry from tailor-made chiral N-salicylidene-vanadyl(V) complexes, for the first time, allows for highly efficient Ba2+- or Hg2+-specific detection (by 51V NMR and VCD), transport (forming a unique helical capsule or a capped square planar complex, respectively), and green recovery from an aqueous phase containing 4 different alkaline earth ions or from at least 10 different metal ions of similar size and charge capacity into the CHCl3 layer without interference from oxa- or oxophilic ions like Mg2+, Ca2+, Cu2+, Cd2+, and Pb2+.
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Affiliation(s)
- Chien-Tien Chen
- Department of Chemistry , National Tsing Hua University , Hsinchu , Taiwan
| | - Yi-Ya Liao
- Department of Chemistry , National Tsing Hua University , Hsinchu , Taiwan
| | | | - Ya-Hui Lin
- National Taiwan Normal University , Taipei , Taiwan
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Li Q, Fei Y, Gao L, Yu Y, Zhou Y, Ye T, Zhou XS, Shao Y, Yin ZZ. G-Quadruplex DNA with an Apurinic Site as a Soft Molecularly Imprinted Sensing Platform. Anal Chem 2018; 90:5552-5556. [PMID: 29642702 DOI: 10.1021/acs.analchem.8b01097] [Citation(s) in RCA: 13] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/15/2022]
Abstract
Molecularly imprinted polymers (MIPs) provide versatile sensor platforms to recognize targets by shape complementarity. However, the rigid structure of the classic MIPs compromises the signal transduction with necessary polymer and target modifications. Herein, we tried to use a flexible DNA that has a perfectly structured folding as the soft molecularly imprinted polymer (SMIP) for a straightforward sensor. As a proof of concept, the guanosine SMIP recognition was achieved by removal of a guanosine from a G-quadruplex-forming sequence (G4). The G4 folding structure with such an apurinic site (AP site) provides a well-defined MIP binding accommodation for guanosine according to the shape complementarity. The guanosine binding at the AP site subsequently leads to a conformation change suitable for remote readout using a G4-specific fluorescent ligand. The G4 sequence and AP site position were optimized for this SMIP behavior. Due to the G4 compact structure and the remaining hydrogen bonding pattern, nucleosides other than guanosine and negatively charged nucleotides exhibit no binding with the AP site, suggesting a high selectivity in the SMIP recognition. The proposed rationale was then convinced by the alkaline phosphatase-catalyzed GMP hydrolysis. Our work will inspire more interest in exploring nucleic acids as the SMIP frameworks due to their variant conformations and well-established molecular engineering.
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Affiliation(s)
- Qiusha Li
- Key Laboratory of the Ministry of Education for Advanced Catalysis Materials, Institute of Physical Chemistry, College of Chemistry and Life Sciences , Zhejiang Normal University , Jinhua 321004 , Zhejiang , China
| | - Yifan Fei
- Key Laboratory of the Ministry of Education for Advanced Catalysis Materials, Institute of Physical Chemistry, College of Chemistry and Life Sciences , Zhejiang Normal University , Jinhua 321004 , Zhejiang , China
| | - Longlong Gao
- Key Laboratory of the Ministry of Education for Advanced Catalysis Materials, Institute of Physical Chemistry, College of Chemistry and Life Sciences , Zhejiang Normal University , Jinhua 321004 , Zhejiang , China
| | - Yali Yu
- Key Laboratory of the Ministry of Education for Advanced Catalysis Materials, Institute of Physical Chemistry, College of Chemistry and Life Sciences , Zhejiang Normal University , Jinhua 321004 , Zhejiang , China
| | - Yufeng Zhou
- Key Laboratory of the Ministry of Education for Advanced Catalysis Materials, Institute of Physical Chemistry, College of Chemistry and Life Sciences , Zhejiang Normal University , Jinhua 321004 , Zhejiang , China
| | - Ting Ye
- Key Laboratory of the Ministry of Education for Advanced Catalysis Materials, Institute of Physical Chemistry, College of Chemistry and Life Sciences , Zhejiang Normal University , Jinhua 321004 , Zhejiang , China
| | - Xiao-Shun Zhou
- Key Laboratory of the Ministry of Education for Advanced Catalysis Materials, Institute of Physical Chemistry, College of Chemistry and Life Sciences , Zhejiang Normal University , Jinhua 321004 , Zhejiang , China
| | - Yong Shao
- Key Laboratory of the Ministry of Education for Advanced Catalysis Materials, Institute of Physical Chemistry, College of Chemistry and Life Sciences , Zhejiang Normal University , Jinhua 321004 , Zhejiang , China
| | - Zheng-Zhi Yin
- College of Biological, Chemical Sciences and Engineering , Jiaxing University , Jiaxing 314001 , Zhejiang , China
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Church TL, Bernin D, Garcia-Bennett AE, Hedin N. Dispersed Uniform Nanoparticles from a Macroscopic Organosilica Powder. LANGMUIR : THE ACS JOURNAL OF SURFACES AND COLLOIDS 2018; 34:2274-2281. [PMID: 29400064 DOI: 10.1021/acs.langmuir.7b03705] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/07/2023]
Abstract
A colloidal dispersion of uniform organosilica nanoparticles could be produced via the disassembly of the non-surfactant-templated organosilica powder nanostructured folate material (NFM-1). This unusual reaction pathway was available because the folate and silica-containing moieties in NFM-1 are held together by noncovalent interactions. No precipitation was observed from the colloidal dispersion after a week, though particle growth occurred at a solvent-dependent rate that could be described by the Lifshitz-Slyozov-Wagner equation. An organosilica film that was prepared from the colloidal dispersion adsorbed folate-binding protein from solution but adsorbed ions from a phosphate-buffered saline solution to a larger degree. To our knowledge, this is the first instance of a colloidal dispersion of organosilica nanoparticles being derived from a macroscopic material rather than from molecular precursors.
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Affiliation(s)
- Tamara L Church
- Materials and Environmental Chemistry, Stockholm University , SE-106 91 Stockholm, Sweden
| | - Diana Bernin
- Materials and Environmental Chemistry, Stockholm University , SE-106 91 Stockholm, Sweden
- Swedish NMR Centre, University of Gothenburg , Box 465, SE-405 30 Göteborg, Sweden
| | - Alfonso E Garcia-Bennett
- Department of Chemistry and Biomolecular Sciences, Australian Research Council Centre for Nanoscale Biophotonics, Macquarie University , Sydney, New South Wales 2109, Australia
| | - Niklas Hedin
- Materials and Environmental Chemistry, Stockholm University , SE-106 91 Stockholm, Sweden
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Pang LH, Li JM, Lu XM, Lu QH. Spectroscopic investigation on chirality transfer in additive-driven self-assembly of block polymers. CHINESE CHEM LETT 2017. [DOI: 10.1016/j.cclet.2017.04.009] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/20/2022]
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11
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Gallud A, Bondarenko O, Feliu N, Kupferschmidt N, Atluri R, Garcia-Bennett A, Fadeel B. Macrophage activation status determines the internalization of mesoporous silica particles of different sizes: Exploring the role of different pattern recognition receptors. Biomaterials 2016; 121:28-40. [PMID: 28063981 DOI: 10.1016/j.biomaterials.2016.12.029] [Citation(s) in RCA: 44] [Impact Index Per Article: 5.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/16/2016] [Revised: 11/22/2016] [Accepted: 12/26/2016] [Indexed: 12/23/2022]
Abstract
Mesoporous silica-based particles are promising candidates for biomedical applications. Here, we address the importance of macrophage activation status for internalization of AMS6 (approx. 200 nm in diameter) versus AMS8 (approx. 2 μm) mesoporous silica particles and the role of different phagocytosis receptors for particle uptake. To this end, FITC-conjugated silica particles were used. AMS8 were found to be non-cytotoxic both for M-CSF-stimulated (anti-inflammatory) and GM-CSF-stimulated (pro-inflammatory) macrophages, whereas AMS6 exhibited cytotoxicity towards M-CSF-stimulated, but not GM-CSF-stimulated macrophages; this toxicity was, however, mitigated in the presence of serum. AMS8 triggered the secretion of pro-inflammatory cytokines in M-CSF-activated cells. Class A scavenger receptor (SR-A) expression was noted in both M-CSF and GM-CSF-stimulated macrophages, although the expression was higher in the former case, and gene silencing of SR-A resulted in a decreased uptake of AMS6 in the absence of serum. GM-CSF-stimulated macrophages expressed higher levels of the mannose receptor CD206 compared to M-CSF-stimulated cells, and uptake of AMS6, but not AMS8, was reduced following the downregulation of CD206 in GM-CSF-stimulated cells; particle uptake was also suppressed by mannan, a competitive ligand. These studies demonstrate that macrophage activation status is an important determinant of particle uptake and provide evidence for a role of different macrophage receptors for cell uptake of silica particles.
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Affiliation(s)
- Audrey Gallud
- Nanosafety & Nanomedicine Laboratory, Division of Molecular Toxicology, Institute of Environmental Medicine, Karolinska Institutet, 171 77, Stockholm, Sweden
| | - Olesja Bondarenko
- Nanosafety & Nanomedicine Laboratory, Division of Molecular Toxicology, Institute of Environmental Medicine, Karolinska Institutet, 171 77, Stockholm, Sweden
| | - Neus Feliu
- Nanosafety & Nanomedicine Laboratory, Division of Molecular Toxicology, Institute of Environmental Medicine, Karolinska Institutet, 171 77, Stockholm, Sweden
| | - Natalia Kupferschmidt
- Department of Materials and Environmental Chemistry, Stockholm University, 106 91, Stockholm, Sweden
| | | | - Alfonso Garcia-Bennett
- Department of Chemistry and Biomolecular Science, Macquarie University, Sydney, NSW, 2109, Australia
| | - Bengt Fadeel
- Nanosafety & Nanomedicine Laboratory, Division of Molecular Toxicology, Institute of Environmental Medicine, Karolinska Institutet, 171 77, Stockholm, Sweden.
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Min L, Li T, Tan Q, Tan X, Pan W, He L, Zhang J, Ou E, Xu W. Transcription of G-quartet supramolecular aggregates into hierarchical mesoporous silica nanotubes. Dalton Trans 2016; 45:7912-20. [DOI: 10.1039/c6dt00075d] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/03/2023]
Abstract
Hierarchical porous silica nanotubes or porous silica hollow spheres were prepared employing a low concentration of G-quartet supramolecular aggregates as a template.
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Affiliation(s)
- Liang Min
- State Key Labrotory for Chemo/Biosensing and Chemometrics
- College of Chemistry and Chemical Engineering
- Hunan University
- Changsha
- P. R. Chian
| | - Tao Li
- College of Materials Science and Engineering
- Hunan University
- Changsha
- P. R China
| | - Qi Tan
- State Key Labrotory for Chemo/Biosensing and Chemometrics
- College of Chemistry and Chemical Engineering
- Hunan University
- Changsha
- P. R. Chian
| | - Xiaoping Tan
- State Key Labrotory for Chemo/Biosensing and Chemometrics
- College of Chemistry and Chemical Engineering
- Hunan University
- Changsha
- P. R. Chian
| | - Wu Pan
- State Key Labrotory for Chemo/Biosensing and Chemometrics
- College of Chemistry and Chemical Engineering
- Hunan University
- Changsha
- P. R. Chian
| | - Li He
- State Key Labrotory for Chemo/Biosensing and Chemometrics
- College of Chemistry and Chemical Engineering
- Hunan University
- Changsha
- P. R. Chian
| | - Jie Zhang
- State Key Labrotory for Chemo/Biosensing and Chemometrics
- College of Chemistry and Chemical Engineering
- Hunan University
- Changsha
- P. R. Chian
| | - Encai Ou
- State Key Labrotory for Chemo/Biosensing and Chemometrics
- College of Chemistry and Chemical Engineering
- Hunan University
- Changsha
- P. R. Chian
| | - Weijian Xu
- State Key Labrotory for Chemo/Biosensing and Chemometrics
- College of Chemistry and Chemical Engineering
- Hunan University
- Changsha
- P. R. Chian
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Non-absorbable mesoporous silica for the development of protein sequestration therapies. Biochem Biophys Res Commun 2015; 468:428-34. [DOI: 10.1016/j.bbrc.2015.09.071] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/10/2015] [Accepted: 09/12/2015] [Indexed: 11/21/2022]
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