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Liu D, Lin Y, Wang D, Jin Y, Gong K. Investigation of morphology and structure of drug-loaded PLA-b-PEO-b-PLA polymeric micelle: A dissipative particle dynamics simulations study. J Biomed Mater Res B Appl Biomater 2024; 112:e35410. [PMID: 38728112 DOI: 10.1002/jbm.b.35410] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/27/2023] [Revised: 02/26/2024] [Accepted: 03/29/2024] [Indexed: 05/12/2024]
Abstract
The dissipative particle dynamics (DPD) simulation was used to study the morphologies and structures of the paclitaxel-loaded PLA-b-PEO-b-PLA polymeric micelle. We focused on the influences of PLA block length, PLA-b-PEO-b-PLA copolymer concentration, paclitaxel drug content on morphologies and structures of the micelle. Our simulations show that: (i) with the PLA block length increase, the self-assemble structure of PLA-b-PEO-b-PLA copolymers with paclitaxel vary between onion-like structure (core-middle layer-shell) to spherical core-shell structure. The PEO shell thins and the size of the PLA core increases. The onionlike structures are comprised of the PEO hydrophilic core, the PLA hydrophobic middle layer, and the PEO hydrophilic shell, the distribution of the paclitaxel drug predominantly occurs within the hydrophobic intermediate layer; (ii) The system forms a spherical core-shell structure when a small amount of the drug is added, and within a certain range, the size of the spherical structure increases as the drug amount increases. When the drug contents (volume fraction) cdrug = 10%, it can be observed that the PLA4-b-PEO19-b-PLA4 spherical structures connect to form rod-shaped structures. With the length of PLA block NPLA = 8, as the paclitaxel drug concentrations cdrug = 4%, PEO has been insufficient to completely encapsulate the PLA and paclitaxel drug beads. To enhance drug loading capacity while maintaining stability of the system in aqueous solution, the optimal composition for loading paclitaxel is PLA4-b-PEO19-b-PLA4; the drug content is not higher than 4%; (iii) The paclitaxel-loaded PLA4-b-PEO19-b-PLA4 micelle undergo the transition from onionlike (core-middle layer-shell) to spherical (core-shell) to rod-shaped and lamellar structure as the PLA4-b-PEO19-b-PLA4 copolymer concentration increases from ccp = 10% to 40%.
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Affiliation(s)
- Dongmei Liu
- School of Science, North China University of Science and Technology, Tangshan, PR China
| | - Ye Lin
- School of Science, North China University of Science and Technology, Tangshan, PR China
| | - Danping Wang
- School of Science, North China University of Science and Technology, Tangshan, PR China
| | - Yongchao Jin
- School of Science, North China University of Science and Technology, Tangshan, PR China
| | - Kai Gong
- School of Science, North China University of Science and Technology, Tangshan, PR China
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2
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Abraham Versloot R, Arias-Orozco P, Tadema MJ, Rudolfus Lucas FL, Zhao X, Marrink SJ, Kuipers OP, Maglia G. Seeing the Invisibles: Detection of Peptide Enantiomers, Diastereomers, and Isobaric Ring Formation in Lanthipeptides Using Nanopores. J Am Chem Soc 2023; 145:18355-18365. [PMID: 37579582 PMCID: PMC10450680 DOI: 10.1021/jacs.3c04076] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/19/2023] [Indexed: 08/16/2023]
Abstract
Mass spectrometry (MS) is widely used in proteomic analysis but cannot differentiate between molecules with the same mass-to-charge ratio. Nanopore technology might provide an alternative method for the rapid and cost-effective analysis and sequencing of proteins. In this study, we demonstrate that nanopore currents can distinguish between diastereomeric and enantiomeric differences in l- and d-peptides, not observed by conventional MS analysis, down to individual d-amino acids in small opioid peptides. Molecular dynamics simulations suggest that similar to chiral chromatography the resolution likely arises from multiple chiral interactions during peptide transport across the nanopore. Additionally, we used nanopore recordings to rapidly assess 4- and 11-amino acid ring formation in lanthipeptides, a process used in the synthesis of pharmaceutical peptides. The cyclization step requires distinguishing between constitutional isomers, which have identical MS signals and typically involve numerous tedious experiments to confirm. Hence, nanopore technology offers new possibilities for the rapid and cost-effective analysis of peptides, including those that cannot be easily differentiated by mass spectrometry.
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Affiliation(s)
| | - Patricia Arias-Orozco
- Groningen Biomolecular Sciences and
Biotechnology Institute, University of Groningen, 9747AG Groningen, Netherlands
| | - Matthijs Jonathan Tadema
- Groningen Biomolecular Sciences and
Biotechnology Institute, University of Groningen, 9747AG Groningen, Netherlands
| | | | - Xinghong Zhao
- Groningen Biomolecular Sciences and
Biotechnology Institute, University of Groningen, 9747AG Groningen, Netherlands
| | - Siewert J. Marrink
- Groningen Biomolecular Sciences and
Biotechnology Institute, University of Groningen, 9747AG Groningen, Netherlands
| | - Oscar Paul Kuipers
- Groningen Biomolecular Sciences and
Biotechnology Institute, University of Groningen, 9747AG Groningen, Netherlands
| | - Giovanni Maglia
- Groningen Biomolecular Sciences and
Biotechnology Institute, University of Groningen, 9747AG Groningen, Netherlands
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3
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Hu G, Xi G, Yan H, Gao Z, Wu Z, Lu Z, Tu J. A molecular dynamics investigation of Taq DNA polymerase and its complex with a DNA substrate using a solid-state nanopore biosensor. Phys Chem Chem Phys 2022; 24:29977-29987. [PMID: 36472131 DOI: 10.1039/d2cp03993a] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/23/2022]
Abstract
Proteins have a small volume difference by the diversity of amino acids, which make protein detection and identification a great challenge. Solid-state nanopore as label-free biosensors has attracted attention with high sensitivity. In this work, we investigated the Taq DNA polymerase before and after combining it with a DNA substrate on a solid-state nanopore through molecular dynamics. In simulation, we analyzed the contribution source of nanopore current blockage. In addition to considering the traditional physical exclusion volume model, the non-covalent interaction between the protein molecules and the pore wall also showed to affect the current blockage in the nanopore. When choosing pores of comparable size to protein molecules, the two states of Taq DNA polymerase produce differentiated non-covalent interactions with the pore wall, which enhanced the amplitude difference in current blockage. As a result, the two DNA polymerases can be distinguished through the distinct current blockage. However, when applying additional pulling force or increasing the pore size of the nanopore, the differences between the current blockages are not significant enough to distinguish. The introduction of the non-covalent interaction makes it clear to understand the current blockage differences, which guide the mechanism between molecules with similar structures or volumes.
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Affiliation(s)
- Gang Hu
- State Key Laboratory of Bioelectronics, School of Biological Science and Medical Engineering, Southeast University, Nanjing, 210096, China.
| | - Guohao Xi
- State Key Laboratory of Bioelectronics, School of Biological Science and Medical Engineering, Southeast University, Nanjing, 210096, China.
| | - Han Yan
- State Key Laboratory of Bioelectronics, School of Biological Science and Medical Engineering, Southeast University, Nanjing, 210096, China.
| | - Zhuwei Gao
- State Key Laboratory of Bioelectronics, School of Biological Science and Medical Engineering, Southeast University, Nanjing, 210096, China.
| | - Ziqing Wu
- State Key Laboratory of Bioelectronics, School of Biological Science and Medical Engineering, Southeast University, Nanjing, 210096, China.
| | - Zuhong Lu
- State Key Laboratory of Bioelectronics, School of Biological Science and Medical Engineering, Southeast University, Nanjing, 210096, China.
| | - Jing Tu
- State Key Laboratory of Bioelectronics, School of Biological Science and Medical Engineering, Southeast University, Nanjing, 210096, China.
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4
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Enzymology on an Electrode and in a Nanopore: Analysis Algorithms, Enzyme Kinetics, and Perspectives. BIONANOSCIENCE 2022. [DOI: 10.1007/s12668-022-01037-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/14/2022]
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5
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Ge Y, Cui M, Zhang Q, Wang Y, Xi D. Aerolysin nanopore-based identification of proteinogenic amino acids using a bipolar peptide probe. NANOSCALE ADVANCES 2022; 4:3883-3891. [PMID: 36133334 PMCID: PMC9470019 DOI: 10.1039/d2na00190j] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 03/29/2022] [Accepted: 08/05/2022] [Indexed: 06/16/2023]
Abstract
Nanopore technology has attracted extensive attention due to its rapid, highly sensitive, and label-free performance. In this study, we aimed to identify proteinogenic amino acids using a wild-type aerolysin nanopore. Specifically, bipolar peptide probes were synthesised by linking four aspartic acid residues to the N-terminal and five arginine residues to the C-terminal of individual amino acids. With the help of the bipolar peptide carrier, 9 proteinogenic amino acids were reliably recognised based on current blockade and dwell time using an aerolysin nanopore. Furthermore, by changing the charge of the peptide probe, two of the five unrecognized amino acids above mentioned were identified. These findings promoted the application of aerolysin nanopores in proteinogenic amino acid recognition.
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Affiliation(s)
- Yaxian Ge
- Shandong Provincial Key Laboratory of Detection Technology for Tumor Markers, College of Life Science, Linyi University Linyi 276005 P. R. China
| | - Mengjie Cui
- Shandong Provincial Key Laboratory of Detection Technology for Tumor Markers, College of Life Science, Linyi University Linyi 276005 P. R. China
| | - Qiuqi Zhang
- The First School of Clinical Medicine, Southern Medical University Guangzhou 510515 P. R. China
| | - Ying Wang
- Shandong Provincial Key Laboratory of Detection Technology for Tumor Markers, College of Life Science, Linyi University Linyi 276005 P. R. China
| | - Dongmei Xi
- Shandong Provincial Key Laboratory of Detection Technology for Tumor Markers, College of Life Science, Linyi University Linyi 276005 P. R. China
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Acharya A, Prajapati JD, Kleinekathöfer U. Atomistic Simulation of Molecules Interacting with Biological Nanopores: From Current Understanding to Future Directions. J Phys Chem B 2022; 126:3995-4008. [PMID: 35616602 DOI: 10.1021/acs.jpcb.2c01173] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Abstract
Biological nanopores have been at the focus of numerous studies due to their role in many biological processes as well as their (prospective) technological applications. Among many other topics, recent studies on nanopores have addressed two key areas: antibiotic permeation through bacterial channels and sensing of analytes. Although the two areas are quite far apart in terms of their objectives, in both cases atomistic simulations attempt to understand the solute dynamics and the solute-protein interactions within the channel lumen. While decades of studies on various channels have culminated in an improved understanding of the key molecular factors and led to practical applications in some cases, successful utilization is limited. In this Perspective we summarize recent progress in understanding key issues in molecular simulations of antibiotic translocation and in the development of nanopore sensors. Moreover, we comment on possible advancements in computational algorithms that can potentially resolve some of the issues.
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Affiliation(s)
- Abhishek Acharya
- Department of Physics and Earth Sciences, Jacobs University Bremen, 28759 Bremen, Germany
| | | | - Ulrich Kleinekathöfer
- Department of Physics and Earth Sciences, Jacobs University Bremen, 28759 Bremen, Germany
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Shimizu K, Mijiddorj B, Usami M, Mizoguchi I, Yoshida S, Akayama S, Hamada Y, Ohyama A, Usui K, Kawamura I, Kawano R. De novo design of a nanopore for single-molecule detection that incorporates a β-hairpin peptide. NATURE NANOTECHNOLOGY 2022; 17:67-75. [PMID: 34811552 PMCID: PMC8770118 DOI: 10.1038/s41565-021-01008-w] [Citation(s) in RCA: 40] [Impact Index Per Article: 20.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/06/2021] [Accepted: 09/13/2021] [Indexed: 05/11/2023]
Abstract
The amino-acid sequence of a protein encodes information on its three-dimensional structure and specific functionality. De novo design has emerged as a method to manipulate the primary structure for the development of artificial proteins and peptides with desired functionality. This paper describes the de novo design of a pore-forming peptide, named SV28, that has a β-hairpin structure and assembles to form a stable nanopore in a bilayer lipid membrane. This large synthetic nanopore is an entirely artificial device for practical applications. The peptide forms multidispersely sized nanopore structures ranging from 1.7 to 6.3 nm in diameter and can detect DNAs. To form a monodispersely sized nanopore, we redesigned the SV28 by introducing a glycine-kink mutation. The resulting redesigned peptide forms a monodisperse pore with a diameter of 1.7 nm leading to detection of a single polypeptide chain. Such de novo design of a β-hairpin peptide has the potential to create artificial nanopores, which can be size adjusted to a target molecule.
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Affiliation(s)
- Keisuke Shimizu
- Department of Biotechnology and Life Science, Tokyo University of Agriculture and Technology (TUAT), Tokyo, Japan
| | - Batsaikhan Mijiddorj
- Graduate School of Engineering, Yokohama National University, Yokohama, Japan
- School of Engineering and Applied Sciences, National University of Mongolia, Ulaanbaatar, Mongolia
| | - Masataka Usami
- Department of Biotechnology and Life Science, Tokyo University of Agriculture and Technology (TUAT), Tokyo, Japan
| | - Ikuro Mizoguchi
- Department of Biotechnology and Life Science, Tokyo University of Agriculture and Technology (TUAT), Tokyo, Japan
| | - Shuhei Yoshida
- Faculty of Frontiers of Innovative Research in Science and Technology (FIRST), Konan University, Kobe, Japan
| | - Shiori Akayama
- Faculty of Frontiers of Innovative Research in Science and Technology (FIRST), Konan University, Kobe, Japan
| | - Yoshio Hamada
- Faculty of Frontiers of Innovative Research in Science and Technology (FIRST), Konan University, Kobe, Japan
| | - Akifumi Ohyama
- Graduate School of Engineering Science, Yokohama National University, Yokohama, Japan
| | - Kenji Usui
- Faculty of Frontiers of Innovative Research in Science and Technology (FIRST), Konan University, Kobe, Japan
| | - Izuru Kawamura
- Graduate School of Engineering, Yokohama National University, Yokohama, Japan
- Graduate School of Engineering Science, Yokohama National University, Yokohama, Japan
| | - Ryuji Kawano
- Department of Biotechnology and Life Science, Tokyo University of Agriculture and Technology (TUAT), Tokyo, Japan.
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8
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Huo MZ, Li MY, Ying YL, Long YT. Is the Volume Exclusion Model Practicable for Nanopore Protein Sequencing? Anal Chem 2021; 93:11364-11369. [PMID: 34379401 DOI: 10.1021/acs.analchem.1c00851] [Citation(s) in RCA: 13] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Abstract
The nanopore approach holds the possibility for achieving single-molecule protein sequencing. However, ongoing challenges still remain in the biological nanopore technology, which aims to identify 20 natural amino acids by reading the ionic current difference with the traditional current-sensing model. In this paper, taking aerolysin nanopores as an example, we calculate and compare the current blockage of each of 20 natural amino acids, which are all far from producing a detectable current blockage difference. Then, we propose a modified solution conductivity of σ' in the traditional volume exclusion model for nanopore sensing of a peptide. The σ' value describes the comprehensive result of ion mobility inside a nanopore, which is related to but not limited to nanopore-peptide interactions, and the positions, orientations, and conformations of peptides inside the nanopore. The nanopore experiments of a short peptide (VQIVYK) in wild type and mutant nanopores further demonstrate that the traditional volume exclusion model is not enough to fully explain the current blockage contribution and that many other factors such as enhanced nanopore-peptide interactions could contribute to a dominant part of the current change. This modified sensing model provides insights into the further development of nanopore protein sequencing methods.
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9
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Miyagi M, Takiguchi S, Hakamada K, Yohda M, Kawano R. Single polypeptide detection using a translocon EXP2 nanopore. Proteomics 2021; 22:e2100070. [PMID: 34411416 DOI: 10.1002/pmic.202100070] [Citation(s) in RCA: 10] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/26/2021] [Revised: 08/05/2021] [Accepted: 08/06/2021] [Indexed: 01/18/2023]
Abstract
DNA sequencing using nanopores has already been achieved and commercialized; the next step in advancing nanopore technology is towards protein sequencing. Although trials have been reported for discriminating the 20 amino acids using biological nanopores and short peptide carriers, it remains challenging. The size compatibility between nanopores and peptides is one of the issues to be addressed. Therefore, exploring biological nanopores that are suitable for peptide sensing is key in achieving amino acid sequence determination. Here, we focus on EXP2, the transmembrane protein of a translocon from malaria parasites, and describe its pore-forming properties in the lipid bilayer. EXP2 mainly formed a nanopore with a diameter of 2.5 nm assembled from 7 monomers. Using the EXP2 nanopore allowed us to detect poly-L-lysine (PLL) at a single-molecule level. Furthermore, the EXP2 nanopore has sufficient resolution to distinguish the difference in molecular weight between two individual PLL, long PLL (Mw: 30,000-70,000) and short PLL (Mw: 10,000). Our results contribute to the accumulation of information for peptide-detectable nanopores.
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Affiliation(s)
- Mitsuki Miyagi
- Department of Biotechnology and Life Science, Tokyo University of Agriculture and Technology, Koganei-shi, Tokyo, Japan
| | - Sotaro Takiguchi
- Department of Biotechnology and Life Science, Tokyo University of Agriculture and Technology, Koganei-shi, Tokyo, Japan
| | - Kazuaki Hakamada
- Department of Biotechnology and Life Science, Tokyo University of Agriculture and Technology, Koganei-shi, Tokyo, Japan
| | - Masafumi Yohda
- Department of Biotechnology and Life Science, Tokyo University of Agriculture and Technology, Koganei-shi, Tokyo, Japan
| | - Ryuji Kawano
- Department of Biotechnology and Life Science, Tokyo University of Agriculture and Technology, Koganei-shi, Tokyo, Japan
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Hu Z, Huo M, Ying Y, Long Y. Biological Nanopore Approach for Single‐Molecule Protein Sequencing. Angew Chem Int Ed Engl 2021; 60:14738-14749. [DOI: 10.1002/anie.202013462] [Citation(s) in RCA: 54] [Impact Index Per Article: 18.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/06/2020] [Indexed: 12/21/2022]
Affiliation(s)
- Zheng‐Li Hu
- State Key Laboratory of Analytical Chemistry for Life Science School of Chemistry and Chemical Engineering Nanjing University 163 Xianlin Avenue Nanjing 210023 P. R. China
| | - Ming‐Zhu Huo
- State Key Laboratory of Analytical Chemistry for Life Science School of Chemistry and Chemical Engineering Nanjing University 163 Xianlin Avenue Nanjing 210023 P. R. China
| | - Yi‐Lun Ying
- State Key Laboratory of Analytical Chemistry for Life Science School of Chemistry and Chemical Engineering Nanjing University 163 Xianlin Avenue Nanjing 210023 P. R. China
- Chemistry and Biomedicine Innovation Center Nanjing University 163 Xianlin Avenue Nanjing 210023 P. R. China
| | - Yi‐Tao Long
- State Key Laboratory of Analytical Chemistry for Life Science School of Chemistry and Chemical Engineering Nanjing University 163 Xianlin Avenue Nanjing 210023 P. R. China
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11
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Hu Z, Huo M, Ying Y, Long Y. Biological Nanopore Approach for Single‐Molecule Protein Sequencing. Angew Chem Int Ed Engl 2021. [DOI: 10.1002/ange.202013462] [Citation(s) in RCA: 14] [Impact Index Per Article: 4.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/16/2022]
Affiliation(s)
- Zheng‐Li Hu
- State Key Laboratory of Analytical Chemistry for Life Science School of Chemistry and Chemical Engineering Nanjing University 163 Xianlin Avenue Nanjing 210023 P. R. China
| | - Ming‐Zhu Huo
- State Key Laboratory of Analytical Chemistry for Life Science School of Chemistry and Chemical Engineering Nanjing University 163 Xianlin Avenue Nanjing 210023 P. R. China
| | - Yi‐Lun Ying
- State Key Laboratory of Analytical Chemistry for Life Science School of Chemistry and Chemical Engineering Nanjing University 163 Xianlin Avenue Nanjing 210023 P. R. China
- Chemistry and Biomedicine Innovation Center Nanjing University 163 Xianlin Avenue Nanjing 210023 P. R. China
| | - Yi‐Tao Long
- State Key Laboratory of Analytical Chemistry for Life Science School of Chemistry and Chemical Engineering Nanjing University 163 Xianlin Avenue Nanjing 210023 P. R. China
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12
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Zhuang X, Wu Q, Zhang A, Liao L, Fang B. Single-molecule biotechnology for protein researches. Chin J Chem Eng 2021. [DOI: 10.1016/j.cjche.2020.10.031] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
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