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Li X, Fu YH, Wei N, Yu RJ, Bhatti H, Zhang L, Yan F, Xia F, Ewing AG, Long YT, Ying YL. Emerging Data Processing Methods for Single-Entity Electrochemistry. Angew Chem Int Ed Engl 2024; 63:e202316551. [PMID: 38411372 DOI: 10.1002/anie.202316551] [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: 11/01/2023] [Revised: 02/12/2024] [Accepted: 02/26/2024] [Indexed: 02/28/2024]
Abstract
Single-entity electrochemistry is a powerful tool that enables the study of electrochemical processes at interfaces and provides insights into the intrinsic chemical and structural heterogeneities of individual entities. Signal processing is a critical aspect of single-entity electrochemical measurements and can be used for data recognition, classification, and interpretation. In this review, we summarize the recent five-year advances in signal processing techniques for single-entity electrochemistry and highlight their importance in obtaining high-quality data and extracting effective features from electrochemical signals, which are generally applicable in single-entity electrochemistry. Moreover, we shed light on electrochemical noise analysis to obtain single-molecule frequency fingerprint spectra that can provide rich information about the ion networks at the interface. By incorporating advanced data analysis tools and artificial intelligence algorithms, single-entity electrochemical measurements would revolutionize the field of single-entity analysis, leading to new fundamental discoveries.
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Affiliation(s)
- Xinyi Li
- State Key Laboratory of Analytical Chemistry for Life Science, School of Chemistry and Chemical Engineering, Nanjing University, 210023, Nanjing, P. R. China
| | - Ying-Huan Fu
- State Key Laboratory of Analytical Chemistry for Life Science, School of Chemistry and Chemical Engineering, Nanjing University, 210023, Nanjing, P. R. China
| | - Nannan Wei
- School of Electronic Science and Engineering, Nanjing University, 210023, Nanjing, P. R. China
| | - Ru-Jia Yu
- State Key Laboratory of Analytical Chemistry for Life Science, School of Chemistry and Chemical Engineering, Nanjing University, 210023, Nanjing, P. R. China
- Chemistry and Biomedicine Innovation Center, Nanjing University, 210023, Nanjing, P. R. China
| | - Huma Bhatti
- State Key Laboratory of Analytical Chemistry for Life Science, School of Chemistry and Chemical Engineering, Nanjing University, 210023, Nanjing, P. R. China
| | - Limin Zhang
- School of Electronic Science and Engineering, Nanjing University, 210023, Nanjing, P. R. China
| | - Feng Yan
- School of Electronic Science and Engineering, Nanjing University, 210023, Nanjing, P. R. China
| | - Fan Xia
- State Key Laboratory of Biogeology and Environmental Geology, Engineering Research Center of Nano-Geomaterials of Ministry of Education, Faculty of Materials Science and Chemistry, China University of Geosciences, 430034, Wuhan, P. R. China
| | - Andrew G Ewing
- Department of Chemistry and Molecular Biology, University of Gothenburg, 41296, Gothenburg, Sweden
| | - Yi-Tao Long
- State Key Laboratory of Analytical Chemistry for Life Science, School of Chemistry and Chemical Engineering, Nanjing University, 210023, Nanjing, P. R. China
| | - Yi-Lun Ying
- State Key Laboratory of Analytical Chemistry for Life Science, School of Chemistry and Chemical Engineering, Nanjing University, 210023, Nanjing, P. R. China
- Chemistry and Biomedicine Innovation Center, Nanjing University, 210023, Nanjing, P. R. China
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Ma C, Xu W, Liu W, Xu C, Qin G, Chen D, Sha J. Confined Transport Behavior of Biomolecules within Tilted Nanopores. J Phys Chem B 2024; 128:2792-2798. [PMID: 38471969 DOI: 10.1021/acs.jpcb.3c07417] [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: 03/14/2024]
Abstract
The transport behavior of biomolecules at the confined nanoscale is very different from that of the bulk state. Numerous disease diagnostics and targeted drug treatments are performed based on nanochannels in cells. The specific structure and shape of nanochannels play an important role in the behavior and efficiency of substance transport. In this paper, we fabricated nanopores with different tilt angles and the same diameters using focused ion beam. The capture frequency and the blocking current amplitude of λ-DNA within large-angle nanopores decrease obviously, suggesting an increase in the energy barrier of large-angle nanopores and the fact that they stretch biomolecules to thinness. Most importantly, large-angle nanopores slow down λ-DNA transport by 2-4 times. MD simulations find that the sloped electroosmotic flow inside the tilted nanopores is the main factor contributing to the transport phenomena. The increase in the capture time of biomolecules by nanopores assists in obtaining more biological information from the current trajectories. Our study provides a new understanding of substance transport in specially shaped nanopores, which can be instrumental in providing fresh inspiration and approaches to the biomedical field.
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Affiliation(s)
- Chaofan Ma
- Jiangsu Key Laboratory for Design and Manufacture of Micro-Nano Biomedical Instruments, Southeast University, Nanjing 211189, China
- School of Mechanical Engineering, Southeast University, Nanjing 211189, China
| | - Wei Xu
- Jiangsu Key Laboratory for Design and Manufacture of Micro-Nano Biomedical Instruments, Southeast University, Nanjing 211189, China
- School of Mechanical Engineering, Southeast University, Nanjing 211189, China
| | - Wei Liu
- Jiangsu Key Laboratory for Design and Manufacture of Micro-Nano Biomedical Instruments, Southeast University, Nanjing 211189, China
- School of Mechanical Engineering, Southeast University, Nanjing 211189, China
| | - Changhui Xu
- Jiangsu Key Laboratory for Design and Manufacture of Micro-Nano Biomedical Instruments, Southeast University, Nanjing 211189, China
- School of Mechanical Engineering, Southeast University, Nanjing 211189, China
| | - Guangle Qin
- Jiangsu Key Laboratory for Design and Manufacture of Micro-Nano Biomedical Instruments, Southeast University, Nanjing 211189, China
- School of Mechanical Engineering, Southeast University, Nanjing 211189, China
- Jiangsu Automation Research Institute, Lianyungang, Jiangsu 222000, China
| | - Dapeng Chen
- Jiangsu Key Laboratory for Design and Manufacture of Micro-Nano Biomedical Instruments, Southeast University, Nanjing 211189, China
- School of Mechanical Engineering, Southeast University, Nanjing 211189, China
- Jiangsu Automation Research Institute, Lianyungang, Jiangsu 222000, China
| | - Jingjie Sha
- Jiangsu Key Laboratory for Design and Manufacture of Micro-Nano Biomedical Instruments, Southeast University, Nanjing 211189, China
- School of Mechanical Engineering, Southeast University, Nanjing 211189, China
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Yan G, Zhang Y, Allamprese A, Brooks KN, Chen W, Yan S, Chen TY. From Molecules to Classrooms: A Comprehensive Guide to Single-Molecule Localization Microscopy. JOURNAL OF CHEMICAL EDUCATION 2024; 101:514-520. [PMID: 39070090 PMCID: PMC11271931 DOI: 10.1021/acs.jchemed.3c00938] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 07/30/2024]
Abstract
Single-molecule localization microscopy (SMLM) has revolutionized our ability to visualize cellular structures, offering unprecedented detail. However, the intricate biophysical principles that underlie SMLM can be daunting for newcomers, particularly undergraduate and graduate students. To address this challenge, we introduce the fundamental concepts of SMLM, providing a solid theoretical foundation. In addition, we have developed an intuitive graphical interface APP that simplifies these core concepts, making them more accessible for students. This APP clarifies how super-resolved images are fitted and highlights the crucial factors determining image quality. Our approach deepens students' understanding of SMLM by combining theoretical instruction with practical learning. This development equips them with the skills to carry out single-molecule super-resolved experiments and explore the microscopic world beyond the diffraction limit.
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Affiliation(s)
| | | | | | - Kameron N Brooks
- Department of Chemistry, University of Houston, Houston, Texas 77204
| | - Wenkai Chen
- Department of Chemistry, University of Houston, Houston, Texas 77204
| | - Shudan Yan
- Department of Chemistry, University of Houston, Houston, Texas 77204
| | - Tai-Yen Chen
- Department of Chemistry, University of Houston, Houston, Texas 77204
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Li Y, Sandler SE, Keyser UF, Zhu J. DNA Volume, Topology, and Flexibility Dictate Nanopore Current Signals. NANO LETTERS 2023; 23:7054-7061. [PMID: 37487050 PMCID: PMC10416563 DOI: 10.1021/acs.nanolett.3c01823] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/16/2023] [Revised: 07/13/2023] [Indexed: 07/26/2023]
Abstract
Nanopores have developed into powerful single-molecule sensors capable of identifying and characterizing small polymers, such as DNA, by electrophoretically driving them through a nanoscale pore and monitoring temporary blockades in the ionic pore current. However, the relationship between nanopore signals and the physical properties of DNA remains only partly understood. Herein, we introduce a programmable DNA carrier platform to capture carefully designed DNA nanostructures. Controlled translocation experiments through our glass nanopores allowed us to disentangle this relationship. We vary DNA topology by changing the length, strand duplications, sequence, unpaired nucleotides, and rigidity of the analyte DNA and find that the ionic current drop is mainly determined by the volume and flexibility of the DNA nanostructure in the nanopore. Finally, we use our understanding of the role of DNA topology to discriminate circular single-stranded DNA molecules from linear ones with the same number of nucleotides using the nanopore signal.
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Affiliation(s)
- Yunxuan Li
- Cavendish
Laboratory, University of Cambridge, JJ Thompson Avenue, Cambridge CB3 0HE, United Kingdom
| | - Sarah E. Sandler
- Cavendish
Laboratory, University of Cambridge, JJ Thompson Avenue, Cambridge CB3 0HE, United Kingdom
| | - Ulrich F. Keyser
- Cavendish
Laboratory, University of Cambridge, JJ Thompson Avenue, Cambridge CB3 0HE, United Kingdom
| | - Jinbo Zhu
- Cavendish
Laboratory, University of Cambridge, JJ Thompson Avenue, Cambridge CB3 0HE, United Kingdom
- School
of Biomedical Engineering, Faculty of Medicine, Dalian University of Technology, No. 2 Linggong Road, Dalian 116024, China
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Yu Y, Tang Y, Chu K, Gao T, Smith ZJ. High-Resolution Low-Power Hyperspectral Line-Scan Imaging of Fast Cellular Dynamics Using Azo-Enhanced Raman Scattering Probes. J Am Chem Soc 2022; 144:15314-15323. [PMID: 35969674 DOI: 10.1021/jacs.2c06275] [Citation(s) in RCA: 7] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Abstract
Small-molecule Raman probes for cellular imaging have attracted great attention owing to their sharp peaks that are sensitive to environmental changes. The small cross section of molecular Raman scattering limits dynamic cellular Raman imaging to expensive and complex coherent approaches that acquire single-channel images and lose hyperspectral Raman information. We introduce a new method, dynamic azo-enhanced Raman imaging (DAERI), to couple the new class of azo-enhanced Raman probes with a high-speed line-scan Raman imaging system. DAERI achieved high-resolution low-power imaging of fast cellular dynamics resolved at ∼270 nm along the confocal direction, 75 μW/μm2 and 3.5 s/frame. Based on the azo-enhanced Raman probes with characteristic signals 102-104 stronger than classic Raman labels, DAERI was not restricted to the cellular Raman-silent region as in prior work and enabled multiplex visualization of organelle motions and interactions. We anticipate DAERI to be a powerful tool for future studies in biophysics and cell biology.
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Affiliation(s)
- Yajun Yu
- Key Laboratory of Precision Scientific Instrumentation of Anhui Higher Education Institutes, Department of Precision Machinery and Precision Instrumentation, University of Science and Technology of China, Hefei, Anhui 230027, China
| | - Yuchen Tang
- Key Laboratory of Pesticide and Chemical Biology of Ministry of Education, College of Chemistry, Central China Normal University, Wuhan 430079, China
| | - Kaiqin Chu
- Suzhou Institute for Advanced Research, University of Science and Technology of China, Suzhou, Jiangsu 215123, China
| | - Tingjuan Gao
- Key Laboratory of Pesticide and Chemical Biology of Ministry of Education, College of Chemistry, Central China Normal University, Wuhan 430079, China
| | - Zachary J Smith
- Key Laboratory of Precision Scientific Instrumentation of Anhui Higher Education Institutes, Department of Precision Machinery and Precision Instrumentation, University of Science and Technology of China, Hefei, Anhui 230027, China
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