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Gonzalez Solveyra E, Perez Sirkin YA, Tagliazucchi M, Szleifer I. Orientational Pathways during Protein Translocation through Polymer-Modified Nanopores. ACS NANO 2024; 18:10427-10438. [PMID: 38556978 DOI: 10.1021/acsnano.3c11318] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 04/04/2024]
Abstract
Protein translocation through nanopores holds significant promise for applications in biotechnology, biomolecular analysis, and medicine. However, the interpretation of signals generated by the translocation of the protein remains challenging. In this way, it is crucial to gain a comprehensive understanding on how macromolecules translocate through a nanopore and to identify what are the critical parameters that govern the process. In this study, we investigate the interplay between protein charge regulation, orientation, and nanopore surface modifications using a theoretical framework that allows us to explicitly take into account the acid-base reactions of the titrable amino acids in the proteins and in the polyelectrolytes grafted to the nanopore surface. Our goal is to thoroughly characterize the translocation process of different proteins (GFP, β-lactoglobulin, lysozyme, and RNase) through nanopores modified with weak polyacids. Our calculations show that the charge regulation mechanism exerts a profound effect on the translocation process. The pH-dependent interactions between proteins and charged polymers within the nanopore lead to diverse free energy landscapes with barriers, wells, and flat regions dictating translocation efficiency. Comparison of different proteins allows us to identify the significance of protein isoelectric point, size, and morphology in the translocation behavior. Taking advantage of these insights, we propose pH-responsive nanopores that can load proteins at one pH and release them at another, offering opportunities for controlled protein delivery, separation, and sensing applications.
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Affiliation(s)
- Estefania Gonzalez Solveyra
- Instituto de Nanosistemas, Universidad Nacional de San Martín-CONICET, San Martín, Buenos Aires B1650, Argentina
| | - Yamila A Perez Sirkin
- Universidad de Buenos Aires, Facultad de Ciencias Exactas y Naturales, Departamento de Química Inorgánica Analítica y Química Física y CONICET-Universidad de Buenos Aires, Facultad de Ciencias Exactas y Naturales, Instituto de Química de los Materiales, Ambiente y Energía (INQUIMAE). Pabellón 2, Ciudad Universitaria, C1428 Ciudad Autónoma de Buenos Aires, Argentina
| | - Mario Tagliazucchi
- Universidad de Buenos Aires, Facultad de Ciencias Exactas y Naturales, Departamento de Química Inorgánica Analítica y Química Física y CONICET-Universidad de Buenos Aires, Facultad de Ciencias Exactas y Naturales, Instituto de Química de los Materiales, Ambiente y Energía (INQUIMAE). Pabellón 2, Ciudad Universitaria, C1428 Ciudad Autónoma de Buenos Aires, Argentina
| | - Igal Szleifer
- Department of Biomedical Engineering, Northwestern University, Evanston, Illinois 60208, United States
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2
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Alam I, Boonkoom T, Pitakjakpipop H, Boonbanjong P, Loha K, Saeyang T, Vanichtanankul J, Japrung D. Single-Molecule Analysis of SARS-CoV-2 Double-Stranded Polynucleotides Using Solid-State Nanopore with AI-Assisted Detection and Classification: Implications for Understanding Disease Severity. ACS APPLIED BIO MATERIALS 2024; 7:1017-1027. [PMID: 38194666 DOI: 10.1021/acsabm.3c00998] [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] [Indexed: 01/11/2024]
Abstract
This study utilized solid-state nanopores, combined with artificial intelligence (AI), to analyze the double-stranded polynucleotides encoding angiotensin-converting enzyme 2, receptor-binding domain, and N protein, important parts of SARS-CoV-2 infection. By examining ionic current signals during DNA translocation, we revealed the dynamic interactions and structural characteristics of these nucleotide sequences and also quantified their abundance. Nanopores of sizes 3 and 10 nm were efficiently fabricated and characterized, ensuring an optimal experimental approach. Our results showed a clear relationship between DNA capture rates and concentration, proving our method's effectiveness. Notably, longer DNA sequences had higher capture rates, suggesting their importance for potential disease marker analysis. The 3 nm nanopore demonstrated superior performance in our DNA analysis. Using dwell time measurements and excluded currents, we were able to distinguish the longer DNA fragments, paving the way for a DNA length-based analysis. Overall, our research underscores the potential of nanopore technology, enhanced with AI, in analyzing COVID-19-related DNA and its implications for understanding disease severity. This provides insight into innovative diagnostic and treatment strategies.
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Affiliation(s)
- Ibrar Alam
- National Nanotechnology Center (NANOTEC), National Science and Technology Development Agency (NSTDA), Thailand Science Park, Pathumthani 12120, Thailand
| | - Thitikorn Boonkoom
- National Nanotechnology Center (NANOTEC), National Science and Technology Development Agency (NSTDA), Thailand Science Park, Pathumthani 12120, Thailand
| | - Harit Pitakjakpipop
- National Nanotechnology Center (NANOTEC), National Science and Technology Development Agency (NSTDA), Thailand Science Park, Pathumthani 12120, Thailand
| | - Poramin Boonbanjong
- Program in Translational Medicine, Faculty of Medicine Ramathibodi Hospital, Mahidol University, Bangkok 10400, Thailand
| | - Kawin Loha
- School of Biomolecular Science and Engineering (BSE), Vidyasirimedhi Institute of Science and Technology (VISTEC), Rayong 21210, Thailand
| | - Thanaya Saeyang
- National Center for Genetic Engineering and Biotechnology (BIOTEC), National Science and Technology Development Agency (NSTDA), Thailand Science Park, Pathumthani 12120, Thailand
| | - Jarunee Vanichtanankul
- National Center for Genetic Engineering and Biotechnology (BIOTEC), National Science and Technology Development Agency (NSTDA), Thailand Science Park, Pathumthani 12120, Thailand
| | - Deanpen Japrung
- National Nanotechnology Center (NANOTEC), National Science and Technology Development Agency (NSTDA), Thailand Science Park, Pathumthani 12120, Thailand
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3
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Acharjee MC, Ledden B, Thomas B, He X, Messina T, Giurleo J, Talaga D, Li J. Aggregation and Oligomerization Characterization of ß-Lactoglobulin Protein Using a Solid-State Nanopore Sensor. SENSORS (BASEL, SWITZERLAND) 2023; 24:81. [PMID: 38202943 PMCID: PMC10781269 DOI: 10.3390/s24010081] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/08/2023] [Revised: 12/11/2023] [Accepted: 12/15/2023] [Indexed: 01/12/2024]
Abstract
Protein aggregation is linked to many chronic and devastating neurodegenerative human diseases and is strongly associated with aging. This work demonstrates that protein aggregation and oligomerization can be evaluated by a solid-state nanopore method at the single molecule level. A silicon nitride nanopore sensor was used to characterize both the amyloidogenic and native-state oligomerization of a model protein ß-lactoglobulin variant A (βLGa). The findings from the nanopore measurements are validated against atomic force microscopy (AFM) and dynamic light scattering (DLS) data, comparing βLGa aggregation from the same samples at various stages. By calibrating with linear and circular dsDNA, this study estimates the amyloid fibrils' length and diameter, the quantity of the βLGa aggregates, and their distribution. The nanopore results align with the DLS and AFM data and offer additional insight at the level of individual protein molecular assemblies. As a further demonstration of the nanopore technique, βLGa self-association and aggregation at pH 4.6 as a function of temperature were measured at high (2 M KCl) and low (0.1 M KCl) ionic strength. This research highlights the advantages and limitations of using solid-state nanopore methods for analyzing protein aggregation.
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Affiliation(s)
- Mitu C. Acharjee
- Material Science and Engineering, University of Arkansas, Fayetteville, AR 72701, USA
| | - Brad Ledden
- Material Science and Engineering, University of Arkansas, Fayetteville, AR 72701, USA
| | - Brian Thomas
- Department of Physics, University of Arkansas, Fayetteville, AR 72701, USA
| | - Xianglan He
- Department of Chemistry and Chemical Biology, Rutgers, The State University of New Jersey, Piscataway, NJ 08854, USA; (X.H.); (J.G.)
| | - Troy Messina
- Department of Chemistry and Chemical Biology, Rutgers, The State University of New Jersey, Piscataway, NJ 08854, USA; (X.H.); (J.G.)
- Department of Physics, Berea College, Berea, KY 40404, USA
| | - Jason Giurleo
- Department of Chemistry and Chemical Biology, Rutgers, The State University of New Jersey, Piscataway, NJ 08854, USA; (X.H.); (J.G.)
- Regeneron Pharmaceuticals, Tarrytown, NY 10591, USA
| | - David Talaga
- Department of Chemistry and Chemical Biology, Rutgers, The State University of New Jersey, Piscataway, NJ 08854, USA; (X.H.); (J.G.)
- Department of Chemistry, Sokol Institute, Montclair State University, Montclair, NJ 07043, USA
| | - Jiali Li
- Material Science and Engineering, University of Arkansas, Fayetteville, AR 72701, USA
- Department of Physics, University of Arkansas, Fayetteville, AR 72701, USA
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4
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Xi G, Wu L, Meng H, Li F, Ge Q, Tu J. Discriminating Single Nucleotide Variations in Solid-State Nanopores by Evaluating the Combination Efficiency between DNA Polymerase and Its Substrate. J Phys Chem B 2023. [PMID: 37197998 DOI: 10.1021/acs.jpcb.3c01912] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 05/19/2023]
Abstract
A single nucleotide variant present between two otherwise identical nucleic acids will have unexpected functional consequences frequently. Here, a neoteric single nucleotide variation (SNV) detection assay that integrates two complementary nanotechnology systems, nanoassembly technology and an ingenious nanopore biosensing platform, has been applied to this research. Specifically, we set up a detection system to reflect the binding efficiency of the polymerase and nanoprobe through the difference of nanopore signals and then explore the effect of base mutation at the binding site. In addition, machine learning based on support vector machines is used to automatically classify characteristic events mapped by nanopore signals. Our system reliably discriminates single nucleotide variants at binding sites, even possessing the recognition among transitions, transversions, and hypoxanthine (base I). Our results demonstrate the potential of solid-state nanopore detection for SNV and provide some ideas for expanding solid-state nanopore detection platforms.
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Affiliation(s)
- Guohao Xi
- State Key Laboratory of Digital Medical Engineering, School of Biological Science and Medical Engineering, Southeast University, Nanjing 210096, China
| | - Lingzhi Wu
- School of Geographic and Biologic Information, Nanjing University of Posts and Telecommunications, Nanjing 210046, China
| | - Hao Meng
- State Key Laboratory of Digital Medical Engineering, School of Biological Science and Medical Engineering, Southeast University, Nanjing 210096, China
| | - Fuyao Li
- State Key Laboratory of Digital Medical Engineering, School of Biological Science and Medical Engineering, Southeast University, Nanjing 210096, China
| | - Qinyu Ge
- State Key Laboratory of Digital Medical Engineering, School of Biological Science and Medical Engineering, Southeast University, Nanjing 210096, China
| | - Jing Tu
- State Key Laboratory of Digital Medical Engineering, School of Biological Science and Medical Engineering, Southeast University, Nanjing 210096, China
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5
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Jeong KB, Kim JS, Dhanasekar NN, Lee MK, Chi SW. Application of nanopore sensors for biomolecular interactions and drug discovery. Chem Asian J 2022; 17:e202200679. [PMID: 35929410 DOI: 10.1002/asia.202200679] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/30/2022] [Revised: 08/04/2022] [Indexed: 11/07/2022]
Abstract
Biomolecular interactions, including protein-protein, protein-nucleic acid, and protein/nucleic acid-ligand interactions, play crucial roles in various cellular signaling and biological processes, and offer attractive therapeutic targets in numerous human diseases. Currently, drug discovery is limited by the low efficiency and high cost of conventional ensemble-averaging-based techniques for biomolecular interaction analysis and high-throughput drug screening. Nanopores are an emerging technology for single-molecule sensing of biomolecules. Owing to the robust advantages of single-molecule sensing, nanopore sensors have contributed tremendously to nucleic acid sequencing and disease diagnostics. In this minireview, we summarize the recent developments and outlooks in single-molecule sensing of various biomolecular interactions for drug discovery applications using biological and solid-state nanopore sensors.
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Affiliation(s)
- Ki-Baek Jeong
- Disease Target Structure Research Center, Division of Biomedical Research, KRIBB, 34141, Daejeon, Republic of Korea
- Critical Diseases Diagnostics Convergence Research Center, KRIBB, 34141, Daejeon, Republic of Korea
| | - Jin-Sik Kim
- Disease Target Structure Research Center, Division of Biomedical Research, KRIBB, 34141, Daejeon, Republic of Korea
- Critical Diseases Diagnostics Convergence Research Center, KRIBB, 34141, Daejeon, Republic of Korea
| | - Naresh Niranjan Dhanasekar
- Disease Target Structure Research Center, Division of Biomedical Research, KRIBB, 34141, Daejeon, Republic of Korea
| | - Mi-Kyung Lee
- Disease Target Structure Research Center, Division of Biomedical Research, KRIBB, 34141, Daejeon, Republic of Korea
- Critical Diseases Diagnostics Convergence Research Center, KRIBB, 34141, Daejeon, Republic of Korea
- Department of Proteome Structural Biology, KRIBB School of Bioscience, University of Science and Technology, 34113, Daejeon, Republic of Korea
| | - Seung-Wook Chi
- Disease Target Structure Research Center, Division of Biomedical Research, KRIBB, 34141, Daejeon, Republic of Korea
- Department of Proteome Structural Biology, KRIBB School of Bioscience, University of Science and Technology, 34113, Daejeon, Republic of Korea
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6
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Dynamic rotation featured translocations of human serum albumin with a conical glass nanopore. J Electroanal Chem (Lausanne) 2022. [DOI: 10.1016/j.jelechem.2022.116397] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/22/2022]
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7
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Wei G, Hu R, Li Q, Lu W, Liang H, Nan H, Lu J, Li J, Zhao Q. Oligonucleotide Discrimination Enabled by Tannic Acid-Coordinated Film-Coated Solid-State Nanopores. LANGMUIR : THE ACS JOURNAL OF SURFACES AND COLLOIDS 2022; 38:6443-6453. [PMID: 35544765 DOI: 10.1021/acs.langmuir.2c00638] [Citation(s) in RCA: 8] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/12/2023]
Abstract
Discrimination of nucleotides serves as the basis for DNA sequencing using solid-state nanopores. However, the translocation of DNA is usually too fast to be detected, not to mention nucleotide discrimination. Here, we utilized polyphenolic TA and Fe3+, an attractive metal-organic thin film, and achieved a fast and robust surface coating for silicon nitride nanopores. The hydrophilic coating layer can greatly reduce the low-frequency noise of an original unstable nanopore, and the nanopore size can be finely tuned in situ at the nanoscale by simply adjusting the relative ratio of Fe3+ and TA monomers. Moreover, the hydrogen bonding interaction formed between the hydroxyl groups provided by TA and the phosphate groups of DNAs significantly increases the residence time of a short double-strand (100 bp) DNA. More importantly, we take advantage of the different strengths of hydrogen bonding interactions between the hydroxyl groups provided by TA and the analytes to discriminate between two oligonucleotide samples (oligodeoxycytidine and oligodeoxyadenosine) with similar sizes and lengths, of which the current signal patterns are significantly different using the coated nanopore. The results shed light on expanding the biochemical functionality of surface coatings on solid-state nanopores for future biomedical applications.
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Affiliation(s)
- Guanghao Wei
- State Key Lab for Mesoscopic Physics and Frontiers Science Center for Nano-Optoelectronics, School of Physics, Peking University, Beijing 100871, China
| | - Rui Hu
- State Key Lab for Mesoscopic Physics and Frontiers Science Center for Nano-Optoelectronics, School of Physics, Peking University, Beijing 100871, China
| | - Qiuhui Li
- State Key Lab for Mesoscopic Physics and Frontiers Science Center for Nano-Optoelectronics, School of Physics, Peking University, Beijing 100871, China
| | - Wenlong Lu
- State Key Lab for Mesoscopic Physics and Frontiers Science Center for Nano-Optoelectronics, School of Physics, Peking University, Beijing 100871, China
| | - Hanyu Liang
- The Cancer Hospital of the University of Chinese Academy of Sciences (Zhejiang Cancer Hospital), Institute of Basic Medicine and Cancer (IBMC), Chinese Academy of Sciences, Zhejiang, 310022 Hangzhou, China
| | - Hexin Nan
- The Cancer Hospital of the University of Chinese Academy of Sciences (Zhejiang Cancer Hospital), Institute of Basic Medicine and Cancer (IBMC), Chinese Academy of Sciences, Zhejiang, 310022 Hangzhou, China
| | - Jing Lu
- State Key Lab for Mesoscopic Physics and Frontiers Science Center for Nano-Optoelectronics, School of Physics, Peking University, Beijing 100871, China
- Peking University Yangtze Delta Institute of Optoelectronics, Nantong, 226010 Jiangsu, China
- Collaborative Innovation Center of Quantum Matter, Beijing 100084, China
| | - Juan Li
- The Cancer Hospital of the University of Chinese Academy of Sciences (Zhejiang Cancer Hospital), Institute of Basic Medicine and Cancer (IBMC), Chinese Academy of Sciences, Zhejiang, 310022 Hangzhou, China
| | - Qing Zhao
- State Key Lab for Mesoscopic Physics and Frontiers Science Center for Nano-Optoelectronics, School of Physics, Peking University, Beijing 100871, China
- Peking University Yangtze Delta Institute of Optoelectronics, Nantong, 226010 Jiangsu, China
- Collaborative Innovation Center of Quantum Matter, Beijing 100084, China
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8
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Fu J, Wu L, Hu G, Li F, Ge Q, Lu Z, Tu J. Solid-state nanopore analysis on the conformation change of DNA polymerase I induced by a DNA substrate. Analyst 2022; 147:3087-3095. [DOI: 10.1039/d2an00567k] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022]
Abstract
We studied the conformational changes between a Klenow fragment and its monomer complex with a DNA substrate using a SiN nanopore and found that the monomer complex has a tighter structure and transports slower.
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Affiliation(s)
- Jiye Fu
- State Key Laboratory of Bioelectronics, School of Biological Science and Medical Engineering, Southeast University, Nanjing, 210096, China
| | - Linlin Wu
- State Key Laboratory of Bioelectronics, School of Biological Science and Medical Engineering, Southeast University, Nanjing, 210096, China
| | - Gang Hu
- State Key Laboratory of Bioelectronics, School of Biological Science and Medical Engineering, Southeast University, Nanjing, 210096, China
| | - Fuyao Li
- State Key Laboratory of Bioelectronics, School of Biological Science and Medical Engineering, Southeast University, Nanjing, 210096, China
| | - Qinyu Ge
- 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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9
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Meyer N, Abrao-Nemeir I, Janot JM, Torrent J, Lepoitevin M, Balme S. Solid-state and polymer nanopores for protein sensing: A review. Adv Colloid Interface Sci 2021; 298:102561. [PMID: 34768135 DOI: 10.1016/j.cis.2021.102561] [Citation(s) in RCA: 18] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/10/2021] [Revised: 10/29/2021] [Accepted: 10/31/2021] [Indexed: 01/15/2023]
Abstract
In two decades, the solid state and polymer nanopores became attractive method for the protein sensing with high specificity and sensitivity. They also allow the characterization of conformational changes, unfolding, assembly and aggregation as well the following of enzymatic reaction. This review aims to provide an overview of the protein sensing regarding the technique of detection: the resistive pulse and ionic diodes. For each strategy, we report the most significant achievement regarding the detection of peptides and protein as well as the conformational change, protein-protein assembly and aggregation process. We discuss the limitations and the recent strategies to improve the nanopore resolution and accuracy. A focus is done about concomitant problematic such as protein adsorption and nanopore lifetime.
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10
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Single-molecule junction spontaneously restored by DNA zipper. Nat Commun 2021; 12:5762. [PMID: 34599166 PMCID: PMC8486845 DOI: 10.1038/s41467-021-25943-3] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/25/2019] [Accepted: 09/07/2021] [Indexed: 11/09/2022] Open
Abstract
The electrical properties of DNA have been extensively investigated within the field of molecular electronics. Previous studies on this topic primarily focused on the transport phenomena in the static structure at thermodynamic equilibria. Consequently, the properties of higher-order structures of DNA and their structural changes associated with the design of single-molecule electronic devices have not been fully studied so far. This stems from the limitation that only extremely short DNA is available for electrical measurements, since the single-molecule conductance decreases sharply with the increase in the molecular length. Here, we report a DNA zipper configuration to form a single-molecule junction. The duplex is accommodated in a nanogap between metal electrodes in a configuration where the duplex is perpendicular to the nanogap axis. Electrical measurements reveal that the single-molecule junction of the 90-mer DNA zipper exhibits high conductance due to the delocalized π system. Moreover, we find an attractive self-restoring capability that the single-molecule junction can be repeatedly formed without full structural breakdown even after electrical failure. The DNA zipping strategy presented here provides a basis for novel designs of single-molecule junctions. The versatility of DNA has inspired many single-molecule investigations utilizing nanotechnology. Harashima et al. have a somewhat different take on the subject and study a zipper configuration bridging electrodes that resembles an active electro-mechanical component instead.
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11
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Tan S, Liang C, Zhu Y, Liu N, Zhang J, Ye T, Yi K, Tang X, Shi Q. Metal-organic framework-based micropipette is a metal ion responsive nanochannel after adsorbing H 2S. Chem Commun (Camb) 2021; 57:7152-7155. [PMID: 34184013 DOI: 10.1039/d1cc02411f] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022]
Abstract
Glass micropipettes are easy to fabricate, have excellent flexibility and stable properties. HKUST-1 and MIL-68(In) are in situ grown in the tip of a micropipette to construct porous nanochannels. After absorbing H2S, the MIL-68(In)-based nanochannel shows effective metal ion responsiveness for Hg2+-detection.
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Affiliation(s)
- Shiyi Tan
- Key Laboratory of Carbon Materials of Zhejiang Province, College of Chemistry and Materials Engineering, Wenzhou University, Wenzhou 325027, P. R. China. and College of Chemistry and Materials Engineering, Wenzhou University, Wenzhou 325000, P. R. China.
| | - Chenglong Liang
- College of Chemistry and Materials Engineering, Wenzhou University, Wenzhou 325000, P. R. China.
| | - Yue Zhu
- College of Chemistry and Materials Engineering, Wenzhou University, Wenzhou 325000, P. R. China.
| | - Nannan Liu
- Key Laboratory of Carbon Materials of Zhejiang Province, College of Chemistry and Materials Engineering, Wenzhou University, Wenzhou 325027, P. R. China. and College of Chemistry and Materials Engineering, Wenzhou University, Wenzhou 325000, P. R. China. and Institute of New Materials and Industrial Technology, Wenzhou University, Wenzhou 325000, P. R. China
| | - Jinzheng Zhang
- Key Laboratory of Carbon Materials of Zhejiang Province, College of Chemistry and Materials Engineering, Wenzhou University, Wenzhou 325027, P. R. China. and College of Chemistry and Materials Engineering, Wenzhou University, Wenzhou 325000, P. R. China.
| | - Tingyan Ye
- Key Laboratory of Carbon Materials of Zhejiang Province, College of Chemistry and Materials Engineering, Wenzhou University, Wenzhou 325027, P. R. China. and College of Chemistry and Materials Engineering, Wenzhou University, Wenzhou 325000, P. R. China.
| | - Kangyan Yi
- Key Laboratory of Carbon Materials of Zhejiang Province, College of Chemistry and Materials Engineering, Wenzhou University, Wenzhou 325027, P. R. China. and College of Chemistry and Materials Engineering, Wenzhou University, Wenzhou 325000, P. R. China.
| | - Xingxing Tang
- College of Optoelectronic Manufacturing, Zhejiang Industry and Trade Vocational College, Wenzhou 325003, China
| | - Qian Shi
- College of Chemistry and Materials Engineering, Wenzhou University, Wenzhou 325000, P. R. China.
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12
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Lee CY, Myong S. Probing steps in DNA transcription using single-molecule methods. J Biol Chem 2021; 297:101086. [PMID: 34403697 PMCID: PMC8441165 DOI: 10.1016/j.jbc.2021.101086] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/21/2021] [Revised: 08/12/2021] [Accepted: 08/13/2021] [Indexed: 11/22/2022] Open
Abstract
Transcriptional regulation is one of the key steps in determining gene expression. Diverse single-molecule techniques have been applied to characterize the stepwise progression of transcription, yielding complementary results. These techniques include, but are not limited to, fluorescence-based microscopy with single or multiple colors, force measuring and manipulating microscopy using magnetic field or light, and atomic force microscopy. Here, we summarize and evaluate these current methodologies in studying and resolving individual steps in the transcription reaction, which encompasses RNA polymerase binding, initiation, elongation, mRNA production, and termination. We also describe the advantages and disadvantages of each method for studying transcription.
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Affiliation(s)
- Chun-Ying Lee
- Department of Biophysics, Johns Hopkins University, Baltimore, Maryland, USA
| | - Sua Myong
- Department of Biophysics, Johns Hopkins University, Baltimore, Maryland, USA; Physics Frontier Center (Center for Physics of Living Cells), University of Illinois, Urbana, Illinois, USA.
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13
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Zeng X, Xiang Y, Liu Q, Wang L, Ma Q, Ma W, Zeng D, Yin Y, Wang D. Nanopore Technology for the Application of Protein Detection. NANOMATERIALS (BASEL, SWITZERLAND) 2021; 11:1942. [PMID: 34443773 PMCID: PMC8400292 DOI: 10.3390/nano11081942] [Citation(s) in RCA: 13] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 06/18/2021] [Revised: 07/23/2021] [Accepted: 07/27/2021] [Indexed: 01/19/2023]
Abstract
Protein is an important component of all the cells and tissues of the human body and is the material basis of life. Its content, sequence, and spatial structure have a great impact on proteomics and human biology. It can reflect the important information of normal or pathophysiological processes and promote the development of new diagnoses and treatment methods. However, the current techniques of proteomics for protein analysis are limited by chemical modifications, large sample sizes, or cumbersome operations. Solving this problem requires overcoming huge challenges. Nanopore single molecule detection technology overcomes this shortcoming. As a new sensing technology, it has the advantages of no labeling, high sensitivity, fast detection speed, real-time monitoring, and simple operation. It is widely used in gene sequencing, detection of peptides and proteins, markers and microorganisms, and other biomolecules and metal ions. Therefore, based on the advantages of novel nanopore single-molecule detection technology, its application to protein sequence detection and structure recognition has also been proposed and developed. In this paper, the application of nanopore single-molecule detection technology in protein detection in recent years is reviewed, and its development prospect is investigated.
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Affiliation(s)
- Xiaoqing Zeng
- Chongqing University, 174 Shazheng Street, Shapingba District, Chongqing 400044, China; (X.Z.); (Y.X.); (W.M.)
- Chongqing Institute of Green and Intelligent Technology, Chinese Academy of Sciences, Chongqing 400714, China; (Q.L.); (L.W.); (Q.M.); (D.Z.)
- Chongqing School, University of Chinese Academy of Sciences, Chongqing 400714, China
| | - Yang Xiang
- Chongqing University, 174 Shazheng Street, Shapingba District, Chongqing 400044, China; (X.Z.); (Y.X.); (W.M.)
- Chongqing Institute of Green and Intelligent Technology, Chinese Academy of Sciences, Chongqing 400714, China; (Q.L.); (L.W.); (Q.M.); (D.Z.)
- Chongqing School, University of Chinese Academy of Sciences, Chongqing 400714, China
| | - Qianshan Liu
- Chongqing Institute of Green and Intelligent Technology, Chinese Academy of Sciences, Chongqing 400714, China; (Q.L.); (L.W.); (Q.M.); (D.Z.)
- Chongqing School, University of Chinese Academy of Sciences, Chongqing 400714, China
| | - Liang Wang
- Chongqing Institute of Green and Intelligent Technology, Chinese Academy of Sciences, Chongqing 400714, China; (Q.L.); (L.W.); (Q.M.); (D.Z.)
- Chongqing School, University of Chinese Academy of Sciences, Chongqing 400714, China
| | - Qianyun Ma
- Chongqing Institute of Green and Intelligent Technology, Chinese Academy of Sciences, Chongqing 400714, China; (Q.L.); (L.W.); (Q.M.); (D.Z.)
- Chongqing School, University of Chinese Academy of Sciences, Chongqing 400714, China
- School of Pharmacy and Bioengineering, Chongqing University of Technology, Chongqing 400054, China
| | - Wenhao Ma
- Chongqing University, 174 Shazheng Street, Shapingba District, Chongqing 400044, China; (X.Z.); (Y.X.); (W.M.)
- Chongqing Institute of Green and Intelligent Technology, Chinese Academy of Sciences, Chongqing 400714, China; (Q.L.); (L.W.); (Q.M.); (D.Z.)
- Chongqing School, University of Chinese Academy of Sciences, Chongqing 400714, China
| | - Delin Zeng
- Chongqing Institute of Green and Intelligent Technology, Chinese Academy of Sciences, Chongqing 400714, China; (Q.L.); (L.W.); (Q.M.); (D.Z.)
- Chongqing School, University of Chinese Academy of Sciences, Chongqing 400714, China
- School of Optoelectronic Engineering, Chongqing University of Posts and Telecommunications, Chongqing 400065, China
| | - Yajie Yin
- Chongqing Institute of Green and Intelligent Technology, Chinese Academy of Sciences, Chongqing 400714, China; (Q.L.); (L.W.); (Q.M.); (D.Z.)
- Chongqing School, University of Chinese Academy of Sciences, Chongqing 400714, China
| | - Deqiang Wang
- Chongqing Institute of Green and Intelligent Technology, Chinese Academy of Sciences, Chongqing 400714, China; (Q.L.); (L.W.); (Q.M.); (D.Z.)
- Chongqing School, University of Chinese Academy of Sciences, Chongqing 400714, China
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14
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Nanodiagnostics: A review of the medical capabilities of nanopores. NANOMEDICINE-NANOTECHNOLOGY BIOLOGY AND MEDICINE 2021; 37:102425. [PMID: 34174420 DOI: 10.1016/j.nano.2021.102425] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/07/2020] [Revised: 04/22/2021] [Accepted: 05/09/2021] [Indexed: 11/20/2022]
Abstract
Modern diagnostics strive to be accurate, fast, and inexpensive in addition to properly identifying the presence of a disease, infection, or illness. Early diagnosis is key; catching a disease in its early stages can be the difference between fatality and treatment. The challenge with many diseases is that detectability of the disease scales with disease progression. Since single molecule sensors, e.g., nanopores, can sense biomolecules at low concentrations, they have the potential to become clinically relevant in many of today's medical settings. With nanopore-based sensing, lower volumes and concentrations are required for detection, enabling it to be clinically beneficial. Other advantages to using nanopores include that they are tunable to an enormous variety of molecules and boast low costs, and fabrication is scalable for manufacturing. We discuss previous reports and the potential for incorporating nanopores into the medical field for early diagnostics, therapeutic monitoring, and identifying relapse/recurrence.
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15
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Reynaud L, Bouchet-Spinelli A, Janot JM, Buhot A, Balme S, Raillon C. Discrimination of α-Thrombin and γ-Thrombin Using Aptamer-Functionalized Nanopore Sensing. Anal Chem 2021; 93:7889-7897. [PMID: 34038092 DOI: 10.1021/acs.analchem.1c00461] [Citation(s) in RCA: 12] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/15/2022]
Abstract
Protein detection and identification at the single-molecule level are major challenges in many biotechnological fields. Solid-state nanopores have raised attention as label-free biosensors with high sensitivity. Here, we use solid-state nanopore sensing to discriminate two closely related proteins, α-thrombin and γ-thrombin. We show that aptamer functionalization improves protein discrimination thanks to a significant difference in the relative current blockade amplitude. To enhance discrimination, we postprocessed the signals using machine learning and training algorithms and we were able to reach an accuracy of 98.8% using seven features and ensemble methods.
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Affiliation(s)
- Lucile Reynaud
- Univ. Grenoble Alpes, CEA, CNRS, IRIG, SyMMES, Grenoble F-38054, France
| | | | - Jean-Marc Janot
- Institut Européen des Membranes, IEM, UMR 5635, Univ. Montpellier, CNRS, ENSCM, Montpellier F-34095, France
| | - Arnaud Buhot
- Univ. Grenoble Alpes, CEA, CNRS, IRIG, SyMMES, Grenoble F-38054, France
| | - Sébastien Balme
- Institut Européen des Membranes, IEM, UMR 5635, Univ. Montpellier, CNRS, ENSCM, Montpellier F-34095, France
| | - Camille Raillon
- Univ. Grenoble Alpes, CEA, CNRS, IRIG, SyMMES, Grenoble F-38054, France
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16
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Zhang M, Chen S, Hu J, Ding Q, Li L, Lü S, Long M. Mapping the morphological identifiers of distinct conformations via the protein translocation current in nanopores. NANOSCALE 2021; 13:6053-6065. [PMID: 33683247 DOI: 10.1039/d0nr07413f] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/12/2023]
Abstract
Conformational changes of proteins play a vital role in implementing their functions and revealing the underlying mechanisms in various biological processes. It is still challenging to monitor protein conformations with temporal fingerprints of current-resistance pulses in the nanopore technique. Here the low-resolution morphologies of different conformations of a typical integrin, αxβ2, were estimated via relative blockade currents simulated from all-atom molecular dynamics (MD). Distinct conformational states of αxβ2 were directly explained by the volume and shape identifiers. Protein modulation in ionic current was analyzed from the conductivity distribution inside the protein-blocked nanopore. Combining a discrete model with spheroidal approximation, a MD-based approach was developed to theoretically predict the volume and shape of the nanopore for sensing αxβ2. This method was also applicable in specifying morphological identifiers of six other proteins, and the theoretical predictions are in good agreement with the experimental measurements. These results potentiated the validity of this method for the conformational identification of proteins in nanopores.
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Affiliation(s)
- Mingkun Zhang
- Center of Biomechanics and Bioengineering, Key Laboratory of Microgravity (National Microgravity Laboratory), Beijing Key Laboratory of Engineered Construction and Mechanobiology, and CAS Center for Excellence in Complex System Mechanics, Institute of Mechanics, Chinese Academy of Sciences, Beijing, 100190, China.
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17
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Zhang Y, Tang Y, Tan C, Xu W. Toward Nanopore Electrospray Mass Spectrometry: Nanopore Effects in the Analysis of Bacteria. ACS CENTRAL SCIENCE 2020; 6:1001-1008. [PMID: 32607447 PMCID: PMC7318062 DOI: 10.1021/acscentsci.0c00622] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/14/2020] [Indexed: 05/13/2023]
Abstract
The shape and structure analyses capability of nanopore is powerful and complementary to mass spectrometry analysis. It is extremely attractive but challenging to integrate these two techniques. The feasibility of combining nanopore electrospray with mass spectrometry was explored in this study. A nanopore effect was observed during the nano-electrospray of single bacterium, through which the shape and dimension of a single bacterium could be obtained. Molecular information on these bacteria was then acquired by analyzing these bacteria deposited on the counter electrode through laser spray ionization mass spectrometry experiments. Proof-of-concept experiments were carried out for four types of bacteria. Results show that the combination of nanopore results with mass spectrum data could effectively improve the identification accuracy of these bacteria from 72.5% to 100%. Although initial experiments were demonstrated in this work, results showed that it is feasible and promising to integrate nanopore technology with mass spectrometry for large biomolecule studies in the near future.
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Affiliation(s)
| | | | | | - Wei Xu
- . Web: http://www.escience.cn/people/weixu
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18
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Application of Solid-State Nanopore in Protein Detection. Int J Mol Sci 2020; 21:ijms21082808. [PMID: 32316558 PMCID: PMC7215903 DOI: 10.3390/ijms21082808] [Citation(s) in RCA: 14] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/08/2020] [Revised: 04/11/2020] [Accepted: 04/14/2020] [Indexed: 11/17/2022] Open
Abstract
A protein is a kind of major biomacromolecule of life. Its sequence, structure, and content in organisms contains quite important information for normal or pathological physiological process. However, research of proteomics is facing certain obstacles. Only a few technologies are available for protein analysis, and their application is limited by chemical modification or the need for a large amount of sample. Solid-state nanopore overcomes some shortcomings of the existing technology, and has the ability to detect proteins at a single-molecule level, with its high sensitivity and robustness of device. Many works on detection of protein molecules and discriminating structure have been carried out in recent years. Single-molecule protein sequencing techniques based on solid-state nanopore are also been proposed and developed. Here, we categorize and describe these efforts and progress, as well as discuss their advantages and drawbacks.
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19
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Graf M, Lihter M, Altus D, Marion S, Radenovic A. Transverse Detection of DNA Using a MoS 2 Nanopore. NANO LETTERS 2019; 19:9075-9083. [PMID: 31710497 DOI: 10.1021/acs.nanolett.9b04180] [Citation(s) in RCA: 46] [Impact Index Per Article: 9.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/10/2023]
Abstract
Classical nanopore sensing relies on the measurement of the ion current passing through a nanopore. Whenever a molecule electrophoretically translocates through the narrow constriction, it modulates the ion current. Although this approach allows one to measure single molecules, the access resistance limits the spatial resolution. This physical limitation could potentially be overcome by an alternative sensing scheme taking advantage of the current across the membrane material itself. Such an electronic readout would also allow better temporal resolution than the ionic current. In this work, we present the fabrication of an electrically contacted molybdenum disulfide (MoS2) nanoribbon integrated with a nanopore. DNA molecules are sensed by correlated signals from the ionic current through the nanopore and the transverse current through the nanoribbon. The resulting signal suggests a field-effect sensing scheme where the charge of the molecule is directly sensed by the nanoribbon. We discuss different sensing schemes such as local potential sensing and direct charge sensing. Furthermore, we show that the fabrication of freestanding MoS2 ribbons with metal contacts is reliable and discuss the challenges that arise in the fabrication and usage of these devices.
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Affiliation(s)
- Michael Graf
- Laboratory of Nanoscale Biology, Institute of Bioengineering, School of Engineering , EPFL , 1015 Lausanne , Switzerland
| | - Martina Lihter
- Laboratory of Nanoscale Biology, Institute of Bioengineering, School of Engineering , EPFL , 1015 Lausanne , Switzerland
| | - Damir Altus
- Institute of Physics , HR-10000 Zagreb , Croatia
| | - Sanjin Marion
- Laboratory of Nanoscale Biology, Institute of Bioengineering, School of Engineering , EPFL , 1015 Lausanne , Switzerland
| | - Aleksandra Radenovic
- Laboratory of Nanoscale Biology, Institute of Bioengineering, School of Engineering , EPFL , 1015 Lausanne , Switzerland
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20
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Akkilic N, Geschwindner S, Höök F. Single-molecule biosensors: Recent advances and applications. Biosens Bioelectron 2019; 151:111944. [PMID: 31999573 DOI: 10.1016/j.bios.2019.111944] [Citation(s) in RCA: 64] [Impact Index Per Article: 12.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/18/2019] [Revised: 11/26/2019] [Accepted: 11/29/2019] [Indexed: 02/07/2023]
Abstract
Single-molecule biosensors serve the unmet need for real time detection of individual biological molecules in the molecular crowd with high specificity and accuracy, uncovering unique properties of individual molecules which are hidden when measured using ensemble averaging methods. Measuring a signal generated by an individual molecule or its interaction with biological partners is not only crucial for early diagnosis of various diseases such as cancer and to follow medical treatments but also offers a great potential for future point-of-care devices and personalized medicine. This review summarizes and discusses recent advances in nanosensors for both in vitro and in vivo detection of biological molecules offering single-molecule sensitivity. In the first part, we focus on label-free platforms, including electrochemical, plasmonic, SERS-based and spectroelectrochemical biosensors. We review fluorescent single-molecule biosensors in the second part, highlighting nanoparticle-amplified assays, digital platforms and the utilization of CRISPR technology. We finally discuss recent advances in the emerging nanosensor technology of important biological species as well as future perspectives of these sensors.
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Affiliation(s)
- Namik Akkilic
- Structure, Biophysics and Fragment-based Lead Generation, Discovery Sciences, R&D, AstraZeneca, Gothenburg, Sweden.
| | - Stefan Geschwindner
- Structure, Biophysics and Fragment-based Lead Generation, Discovery Sciences, R&D, AstraZeneca, Gothenburg, Sweden
| | - Fredrik Höök
- Department of Applied Physics, Division of Biological Physics, Chalmers University of Technology, Gothenburg, Sweden.
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21
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Kaur H, Nandivada S, Acharjee MC, McNabb DS, Li J. Estimating RNA Polymerase Protein Binding Sites on λ DNA Using Solid-State Nanopores. ACS Sens 2019; 4:100-109. [PMID: 30561195 DOI: 10.1021/acssensors.8b00976] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Abstract
In this work, using a silicon nitride nanopore based device, we measure the binding locations of RNA Polymerase (RNAP) on 48.5 kbp (16.5 μm) long λ DNA. To prevent the separation of bound RNAPs from a λ DNA molecule in the high electric field inside a nanopore, we cross-linked RNAP proteins to λ DNA by formaldehyde. We compare the current blockage event data measured with a mixture of λ DNA and RNAP under cross-link conditions with our control samples: RNAP, λ DNA, RNAP, and λ DNA incubated in formaldehyde separately and in a mixture. By analyzing the time durations and amplitudes of current blockage signals of events and their subevents, as well as subevent starting times, we can estimate the binding efficiency and locations of RNAPs on a λ DNA. Our data analysis shows that under the conditions of our experiment with the ratio of 6 to 1 for RNAP to λ DNA molecules, the probability of an RNAP molecule to bind a λ DNA is ∼42%, and that RNAP binding has a main peak at 3.51 μm ± 0.53 μm, most likely corresponding to the two strong promoter regions at 3.48 and 4.43 μm of λ DNA. However, individual RNAP binding sites were not distinguished with this nanopore setup. This work brings out new perspectives and complications to study transcription factor RNAP binding at various positions on very long DNA molecules.
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22
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Taniguchi M, Ohshiro T. Nanopore Device for Single-Molecule Sensing Method and Its Application. Bioanalysis 2019. [DOI: 10.1007/978-981-13-6229-3_11] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/12/2022] Open
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23
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Ying C, Houghtaling J, Eggenberger OM, Guha A, Nirmalraj P, Awasthi S, Tian J, Mayer M. Formation of Single Nanopores with Diameters of 20-50 nm in Silicon Nitride Membranes Using Laser-Assisted Controlled Breakdown. ACS NANO 2018; 12:11458-11470. [PMID: 30335956 DOI: 10.1021/acsnano.8b06489] [Citation(s) in RCA: 39] [Impact Index Per Article: 6.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/08/2023]
Abstract
Nanopores with diameters from 20 to 50 nm in silicon nitride (SiN x) windows are useful for single-molecule studies of globular macromolecules. While controlled breakdown (CBD) is gaining popularity as a method for fabricating nanopores with reproducible size control and broad accessibility, attempts to fabricate large nanopores with diameters exceeding ∼20 nm via breakdown often result in undesirable formation of multiple nanopores in SiN x membranes. To reduce the probability of producing multiple pores, we combined two strategies: laser-assisted breakdown and controlled pore enlargement by limiting the applied voltage. Based on laser power-dependent increases in nanopore conductance upon illumination and on the absence of an effect of ionic strength on the ratio between the nanopore conductance before and after laser illumination, we suggest that the increased rate of controlled breakdown results from laser-induced heating. Moreover, we demonstrate that conductance values before and after coating the nanopores with a fluid lipid bilayer can indicate fabrication of a single nanopore versus multiple nanopores. Complementary flux measurements of Ca2+ through the nanopore typically confirmed assessments of single or multiple nanopores that we obtained using the coating method. Finally, we show that thermal annealing of CBD pores significantly increased the success rate of coating and reduced the current noise before and after lipid coating. We characterize the geometry of these nanopores by analyzing individual resistive pulses produced by translocations of spherical proteins and demonstrate the usefulness of these nanopores for estimating the approximate molecular shape of IgG proteins.
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Affiliation(s)
- Cuifeng Ying
- Adolphe Merkle Institute , University of Fribourg , Chemin des Verdiers 4 , CH-1700 Fribourg , Switzerland
| | - Jared Houghtaling
- Adolphe Merkle Institute , University of Fribourg , Chemin des Verdiers 4 , CH-1700 Fribourg , Switzerland
- Department of Biomedical Engineering , University of Michigan , 2200 Bonisteel Boulevard , Ann Arbor , Michigan 48109 , United States
| | - Olivia M Eggenberger
- Adolphe Merkle Institute , University of Fribourg , Chemin des Verdiers 4 , CH-1700 Fribourg , Switzerland
| | - Anirvan Guha
- Adolphe Merkle Institute , University of Fribourg , Chemin des Verdiers 4 , CH-1700 Fribourg , Switzerland
| | - Peter Nirmalraj
- Adolphe Merkle Institute , University of Fribourg , Chemin des Verdiers 4 , CH-1700 Fribourg , Switzerland
| | - Saurabh Awasthi
- Adolphe Merkle Institute , University of Fribourg , Chemin des Verdiers 4 , CH-1700 Fribourg , Switzerland
| | - Jianguo Tian
- Key Laboratory of Weak-Light Nonlinear Photonics, Ministry of Education, School of Physics , Nankai University , Tianjin 300071 , China
| | - Michael Mayer
- Adolphe Merkle Institute , University of Fribourg , Chemin des Verdiers 4 , CH-1700 Fribourg , Switzerland
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24
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Robertson JWF, Reiner JE. The Utility of Nanopore Technology for Protein and Peptide Sensing. Proteomics 2018; 18:e1800026. [PMID: 29952121 PMCID: PMC10935609 DOI: 10.1002/pmic.201800026] [Citation(s) in RCA: 51] [Impact Index Per Article: 8.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/20/2018] [Revised: 06/13/2018] [Indexed: 04/29/2024]
Abstract
Resistive pulse nanopore sensing enables label-free single-molecule analysis of a wide range of analytes. An increasing number of studies have demonstrated the feasibility and usefulness of nanopore sensing for protein and peptide characterization. Nanopores offer the potential to study a variety of protein-related phenomena that includes unfolding kinetics, differences in unfolding pathways, protein structure stability, and free-energy profiles of DNA-protein and RNA-protein binding. In addition to providing a tool for fundamental protein characterization, nanopores have also been used as highly selective protein detectors in various solution mixtures and conditions. This review highlights these and other developments in the area of nanopore-based protein and peptide detection.
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Affiliation(s)
- Joseph W F Robertson
- Physical Measurement Laboratory, National Institute of Standards and Technology, Gaithersburg, MD, 20899, USA
| | - Joseph E Reiner
- Department of Physics, Virginia Commonwealth University, Richmond, VA, 23284, USA
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25
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Jeong KB, Luo K, Lim MC, Jung JY, Yu JS, Kim KB, Kim YR. Reduction of DNA Folding by Ionic Liquids and Its Effects on the Analysis of DNA-Protein Interaction Using Solid-State Nanopore. SMALL (WEINHEIM AN DER BERGSTRASSE, GERMANY) 2018; 14:e1801375. [PMID: 29971919 DOI: 10.1002/smll.201801375] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/10/2018] [Revised: 05/28/2018] [Indexed: 06/08/2023]
Abstract
DNA folding is not desirable for solid-state nanopore techniques when analyzing the interaction of a biomolecule with its specific binding sites on DNA since the signal derived from the binding site could be buried by a large signal from the folding of DNA nearby. To resolve the problems associated with DNA folding, ionic liquids (ILs), which are known to interact with DNA through charge-charge and hydrophobic interactions are employed. 1-n-butyl-3-methylimidazolium chloride (C4 mim) is found to be the most effective in lowering the incident of DNA folding during its translocation through solid-state nanopores (4-5 nm diameter). The rate of folding signals from the translocation of DNA-C4 mim is decreased by half in comparison to that from the control bare DNA. The conformational changes of DNA upon complexation with C4 mim are further examined using atomic force microscopy, showing that the entanglement of DNA which is common in bare DNA is not observed when treated with C4 mim. The stretching effect of C4 mim on DNA strands improves the detection accuracy of nanopore for identifying the location of zinc finger protein bound to its specific binding site in DNA by lowering the incident of DNA folding.
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Affiliation(s)
- Ki-Baek Jeong
- Institute of Life Sciences and Resources, Department of Food Science and Biotechnology, Kyung Hee University, Yongin, 17104, South Korea
| | - Ke Luo
- Institute of Life Sciences and Resources, Department of Food Science and Biotechnology, Kyung Hee University, Yongin, 17104, South Korea
| | - Min-Cheol Lim
- Food Safety Research Group, Korea Food Research Institute, Sungnam, 13539, South Korea
| | - Jong-Yoon Jung
- Institute of Life Sciences and Resources, Department of Food Science and Biotechnology, Kyung Hee University, Yongin, 17104, South Korea
| | - Jae-Seok Yu
- Department of Materials Science and Engineering, Seoul National University, Seoul, 08826, Korea
| | - Ki-Bum Kim
- Department of Materials Science and Engineering, Seoul National University, Seoul, 08826, Korea
| | - Young-Rok Kim
- Institute of Life Sciences and Resources, Department of Food Science and Biotechnology, Kyung Hee University, Yongin, 17104, South Korea
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26
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LIU Y, YAO XF, WANG HY. Protein Detection Through Single Molecule Nanopore. CHINESE JOURNAL OF ANALYTICAL CHEMISTRY 2018. [DOI: 10.1016/s1872-2040(18)61093-x] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/07/2023]
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27
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Hu R, Rodrigues JV, Pradeep Waduge J, Yamazaki H, Cressiot B, Chishti Y, Makowski L, Yu D, Shakhnovich E, Zhao Q, Wanunu M. Differential Enzyme Flexibility Probed Using Solid-State Nanopores. ACS NANO 2018; 12:4494-4502. [PMID: 29630824 PMCID: PMC9016714 DOI: 10.1021/acsnano.8b00734] [Citation(s) in RCA: 61] [Impact Index Per Article: 10.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/18/2023]
Abstract
Enzymes and motor proteins are dynamic macromolecules that coexist in a number of conformations of similar energies. Protein function is usually accompanied by a change in structure and flexibility, often induced upon binding to ligands. However, while measuring protein flexibility changes between active and resting states is of therapeutic significance, it remains a challenge. Recently, our group has demonstrated that breadth of signal amplitudes in measured electrical signatures as an ensemble of individual protein molecules is driven through solid-state nanopores and correlates with protein conformational dynamics. Here, we extend our study to resolve subtle flexibility variation in dihydrofolate reductase mutants from unlabeled single molecules in solution. We first demonstrate using a canonical protein system, adenylate kinase, that both size and flexibility changes can be observed upon binding to a substrate that locks the protein in a closed conformation. Next, we investigate the influence of voltage bias and pore geometry on the measured electrical pulse statistics during protein transport. Finally, using the optimal experimental conditions, we systematically study a series of wild-type and mutant dihydrofolate reductase proteins, finding a good correlation between nanopore-measured protein conformational dynamics and equilibrium bulk fluorescence probe measurements. Our results unequivocally demonstrate that nanopore-based measurements reliably probe conformational diversity in native protein ensembles.
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Affiliation(s)
- Rui Hu
- State Key Laboratory for Mesoscopic Physics and Electron Microscopy Laboratory, School of Physics, Peking University, Beijing 100871, People’s Republic of China
- Collaborative Innovation Center of Quantum Matter, Beijing 100084, People’s Republic of China
| | - João V. Rodrigues
- Department of Chemistry and Chemical Biology, Harvard University, Cambridge, Massachusetts 02138, United States
| | - J Pradeep Waduge
- Department of Physics, Northeastern University, Boston, Massachusetts 02115, United States
| | - Hirohito Yamazaki
- Department of Physics, Northeastern University, Boston, Massachusetts 02115, United States
| | - Benjamin Cressiot
- Department of Physics, Northeastern University, Boston, Massachusetts 02115, United States
| | - Yasmin Chishti
- Department of Bioengineering, Northeastern University, Boston, Massachusetts 02115, United States
| | - Lee Makowski
- Department of Bioengineering, Northeastern University, Boston, Massachusetts 02115, United States
| | - Dapeng Yu
- State Key Laboratory for Mesoscopic Physics and Electron Microscopy Laboratory, School of Physics, Peking University, Beijing 100871, People’s Republic of China
- Collaborative Innovation Center of Quantum Matter, Beijing 100084, People’s Republic of China
| | - Eugene Shakhnovich
- Department of Chemistry and Chemical Biology, Harvard University, Cambridge, Massachusetts 02138, United States
| | - Qing Zhao
- State Key Laboratory for Mesoscopic Physics and Electron Microscopy Laboratory, School of Physics, Peking University, Beijing 100871, People’s Republic of China
- Collaborative Innovation Center of Quantum Matter, Beijing 100084, People’s Republic of China
- Corresponding Authors:.,
| | - Meni Wanunu
- Department of Physics, Northeastern University, Boston, Massachusetts 02115, United States
- Corresponding Authors:.,
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28
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Chang PL, Graf M, Hung CH, Radenovic A. Orthogonal Tip-to-Tip Nanocapillary Alignment Allows for Easy Detection of Fluorescent Emitters in Femtomolar Concentrations. NANO LETTERS 2018; 18:3165-3171. [PMID: 29616553 DOI: 10.1021/acs.nanolett.8b00831] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/08/2023]
Abstract
Here we present the realization of a novel fluorescence detection method based on the electromigration of fluorescent molecules within a nanocapillary combined with the laser excitation through a platinum (Pt)-coated nanocapillary. By using the Pt nanocapillary assisted focusing of a laser beam, we completely remove the background scattering on the tip of the electrophoretic nanocapillary. In this excitation geometry, we demonstrate a 1000-fold sensitivity enhancement (1.0 nM to 1.0 pM) compared to the detection in microcapillaries with epifluorescence illumination and fluorescence spectrophotometry. Due to a significant electroosmotic flow, we observe a decelerating migration of DNA molecules close to the tip of the electrophoretic nanocapillary. The reduced DNA translocation velocity causes a two-step stacking process of molecules in the tip of the nanocapillary and can be used as a way to locally concentrate molecules. The sensitivity of our method is further improved by a continuous electrokinetic injection of DNA molecules followed by sample zone stacking on the tip of the nanocapillary. Concentrations ranging from 0.1 pM to 1.0 fM can be directly observed on the orifice of the electrophoretic nanocapillary. This is a 1000-fold improvement compared to traditional capillary electrophoresis with laser-induced fluorescence.
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Affiliation(s)
- Po-Ling Chang
- Department of Chemistry , Tunghai University , Taichung 40704 , Taiwan
| | - Michael Graf
- Laboratory of Nanoscale Biology, Institute of Bioengineering, School of Engineering , EPFL , 1015 Lausanne , Switzerland
| | - Chao-Hsuan Hung
- Department of Chemistry , Tunghai University , Taichung 40704 , Taiwan
| | - Aleksandra Radenovic
- Laboratory of Nanoscale Biology, Institute of Bioengineering, School of Engineering , EPFL , 1015 Lausanne , Switzerland
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29
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Verschueren DV, Yang W, Dekker C. Lithography-based fabrication of nanopore arrays in freestanding SiN and graphene membranes. NANOTECHNOLOGY 2018; 29:145302. [PMID: 29384130 PMCID: PMC5997186 DOI: 10.1088/1361-6528/aaabce] [Citation(s) in RCA: 21] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/19/2023]
Abstract
We report a simple and scalable technique for the fabrication of nanopore arrays on freestanding SiN and graphene membranes based on electron-beam lithography and reactive ion etching. By controlling the dose of the single-shot electron-beam exposure, circular nanopores of any size down to 16 nm in diameter can be fabricated in both materials at high accuracy and precision. We demonstrate the sensing capabilities of these nanopores by translocating dsDNA through pores fabricated using this method, and find signal-to-noise characteristics on par with transmission-electron-microscope-drilled nanopores. This versatile lithography-based approach allows for the high-throughput manufacturing of nanopores and can in principle be used on any substrate, in particular membranes made out of transferable two-dimensional materials.
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30
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Fabrication of multiple nanopores in a SiN x membrane via controlled breakdown. Sci Rep 2018; 8:1234. [PMID: 29352158 PMCID: PMC5775244 DOI: 10.1038/s41598-018-19450-7] [Citation(s) in RCA: 28] [Impact Index Per Article: 4.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/15/2017] [Accepted: 01/02/2018] [Indexed: 12/13/2022] Open
Abstract
This paper reports a controlled breakdown (CBD) method to fabricate multiple nanopores in a silicon nitride (SiNx) membrane with control over both nanopore count and nanopore diameter. Despite the stochastic process of the breakdown, we found that the nanopores created via CBD, tend to be of the same diameter. We propose a membrane resistance model to explain and control the multiple nanopores forming in the membrane. We prove that the membrane resistance can reflect the number of nanopores in the membrane and that the diameter of the nanopores is controlled by the exposure time and strength of the electric field. This controllable multiple nanopore formation via CBD avoids the utilization of complicated instruments and time-intensive manufacturing. We anticipate CBD has the potential to become a nanopore fabrication technique which, integrated into an optical setup, could be used as a high-throughput and multichannel characterization technique.
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31
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Yusko EC, Bruhn BR, Eggenberger OM, Houghtaling J, Rollings RC, Walsh NC, Nandivada S, Pindrus M, Hall AR, Sept D, Li J, Kalonia DS, Mayer M. Real-time shape approximation and fingerprinting of single proteins using a nanopore. NATURE NANOTECHNOLOGY 2017; 12:360-367. [PMID: 27992411 DOI: 10.1038/nnano.2016.267] [Citation(s) in RCA: 295] [Impact Index Per Article: 42.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/09/2015] [Accepted: 11/03/2016] [Indexed: 05/18/2023]
Abstract
Established methods for characterizing proteins typically require physical or chemical modification steps or cannot be used to examine individual molecules in solution. Ionic current measurements through electrolyte-filled nanopores can characterize single native proteins in an aqueous environment, but currently offer only limited capabilities. Here we show that the zeptolitre sensing volume of bilayer-coated solid-state nanopores can be used to determine the approximate shape, volume, charge, rotational diffusion coefficient and dipole moment of individual proteins. To do this, we developed a theory for the quantitative understanding of modulations in ionic current that arise from the rotational dynamics of single proteins as they move through the electric field inside the nanopore. The approach allows us to measure the five parameters simultaneously, and we show that they can be used to identify, characterize and quantify proteins and protein complexes with potential implications for structural biology, proteomics, biomarker detection and routine protein analysis.
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Affiliation(s)
- Erik C Yusko
- Department of Biomedical Engineering, University of Michigan, Ann Arbor, Michigan 48109, USA
| | - Brandon R Bruhn
- Department of Biomedical Engineering, University of Michigan, Ann Arbor, Michigan 48109, USA
| | - Olivia M Eggenberger
- Department of Biomedical Engineering, University of Michigan, Ann Arbor, Michigan 48109, USA
- Adolphe Merkle Institute, University of Fribourg, Chemin des Verdiers 4, CH-1700 Fribourg, Switzerland
| | - Jared Houghtaling
- Department of Biomedical Engineering, University of Michigan, Ann Arbor, Michigan 48109, USA
- Adolphe Merkle Institute, University of Fribourg, Chemin des Verdiers 4, CH-1700 Fribourg, Switzerland
| | - Ryan C Rollings
- Department of Physics, University of Arkansas, Fayetteville, Arkansas 72701, USA
| | - Nathan C Walsh
- Department of Physics, University of Arkansas, Fayetteville, Arkansas 72701, USA
| | - Santoshi Nandivada
- Department of Physics, University of Arkansas, Fayetteville, Arkansas 72701, USA
| | - Mariya Pindrus
- Department of Pharmaceutical Sciences, University of Connecticut, Storrs, Connecticut 06269, USA
| | - Adam R Hall
- Department of Biomedical Engineering and Comprehensive Cancer Center, Wake Forest University School of Medicine, Winston Salem, North Carolina 27157, USA
| | - David Sept
- Department of Biomedical Engineering, University of Michigan, Ann Arbor, Michigan 48109, USA
- Center for Computational Medicine and Biology, University of Michigan, Ann Arbor, Michigan 48109, USA
| | - Jiali Li
- Department of Physics, University of Arkansas, Fayetteville, Arkansas 72701, USA
| | - Devendra S Kalonia
- Department of Pharmaceutical Sciences, University of Connecticut, Storrs, Connecticut 06269, USA
| | - Michael Mayer
- Department of Biomedical Engineering, University of Michigan, Ann Arbor, Michigan 48109, USA
- Adolphe Merkle Institute, University of Fribourg, Chemin des Verdiers 4, CH-1700 Fribourg, Switzerland
- Biophysics Program, University of Michigan, Ann Arbor, Michigan 48109, USA
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32
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Bulushev RD, Marion S, Petrova E, Davis SJ, Maerkl SJ, Radenovic A. Single Molecule Localization and Discrimination of DNA-Protein Complexes by Controlled Translocation Through Nanocapillaries. NANO LETTERS 2016; 16:7882-7890. [PMID: 27960483 DOI: 10.1021/acs.nanolett.6b04165] [Citation(s) in RCA: 17] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/21/2023]
Abstract
Through the use of optical tweezers we performed controlled translocations of DNA-protein complexes through nanocapillaries. We used RNA polymerase (RNAP) with two binding sites on a 7.2 kbp DNA fragment and a dCas9 protein tailored to have five binding sites on λ-DNA (48.5 kbp). Measured localization of binding sites showed a shift from the expected positions on the DNA that we explained using both analytical fitting and a stochastic model. From the measured force versus stage curves we extracted the nonequilibrium work done during the translocation of a DNA-protein complex and used it to obtain an estimate of the effective charge of the complex. In combination with conductivity measurements, we provided a proof of concept for discrimination between different DNA-protein complexes simultaneous to the localization of their binding sites.
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Affiliation(s)
- Roman D Bulushev
- Laboratory of Nanoscale Biology, Institute of Bioengineering, School of Engineering, EPFL , 1015 Lausanne, Switzerland
| | - Sanjin Marion
- Institute of Physics , Bijenička cesta 46, HR-10000 Zagreb, Croatia
| | - Ekaterina Petrova
- Laboratory of Biological Network Characterization, Institute of Bioengineering, School of Engineering, EPFL , 1015 Lausanne, Switzerland
| | - Sebastian J Davis
- Laboratory of Nanoscale Biology, Institute of Bioengineering, School of Engineering, EPFL , 1015 Lausanne, Switzerland
| | - Sebastian J Maerkl
- Laboratory of Biological Network Characterization, Institute of Bioengineering, School of Engineering, EPFL , 1015 Lausanne, Switzerland
| | - Aleksandra Radenovic
- Laboratory of Nanoscale Biology, Institute of Bioengineering, School of Engineering, EPFL , 1015 Lausanne, Switzerland
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33
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Squires AH, Gilboa T, Torfstein C, Varongchayakul N, Meller A. Single-Molecule Characterization of DNA-Protein Interactions Using Nanopore Biosensors. Methods Enzymol 2016; 582:353-385. [PMID: 28062042 DOI: 10.1016/bs.mie.2016.08.010] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/19/2023]
Abstract
Detection and characterization of nucleic acid-protein interactions, particularly those involving DNA and proteins such as transcription factors, enzymes, and DNA packaging proteins, remain significant barriers to our understanding of genetic regulation. Nanopores are an extremely sensitive and versatile sensing platform for label-free detection of single biomolecules. Analyte molecules are drawn to and through a nanoscale aperture by an electrophoretic force, which acts upon their native charge while in the sensing region of the pore. When the nanopore's diameter is only slightly larger than the biopolymer's cross section (typically a few nm); the latter must translocate through the pore in a linear fashion due to the constricted geometry in this region. These features allow nanopores to interrogate protein-nucleic acids in multiple sensing modes: first, by scanning and mapping the locations of binding sites along an analyte molecule, and second, by probing the strength of the bond between a protein and nucleic acid, using the native charge of the nucleic acid to apply an electrophoretic force to the complex while the protein is geometrically prevented from passing through the nanopore. In this chapter, we describe progress toward nanopore sensing of protein-nucleic acid complexes in the context of both mapping binding sites and performing force spectroscopy to determine the strength of interactions. We conclude by reviewing the strengths and challenges of the nanopore technique in the context of studying DNA-protein interactions.
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Affiliation(s)
- A H Squires
- Stanford University, Stanford, CA, United States
| | | | | | | | - A Meller
- The Technion, Haifa, Israel; Boston University, Boston, MA, United States.
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34
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Liu L, Wu HC. DNA-Based Nanopore Sensing. Angew Chem Int Ed Engl 2016; 55:15216-15222. [DOI: 10.1002/anie.201604405] [Citation(s) in RCA: 64] [Impact Index Per Article: 8.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/06/2016] [Revised: 06/13/2016] [Indexed: 01/09/2023]
Affiliation(s)
- Lei Liu
- Key Laboratory for Biomedical Effects of Nanomaterials & Nanosafety, Institute of High Energy Physics; Chinese Academy of Sciences; Beijing 100049 China
| | - Hai-Chen Wu
- Key Laboratory for Biomedical Effects of Nanomaterials & Nanosafety, Institute of High Energy Physics; Chinese Academy of Sciences; Beijing 100049 China
- Beijing National Laboratory for Molecular Sciences, Key Laboratory of Analytical Chemistry for Living Biosystems, Institute of Chemistry; Chinese Academy of Sciences; Beijing 100190 China
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35
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Affiliation(s)
- Lei Liu
- Key Laboratory for Biomedical Effects of Nanomaterials & Nanosafety; Institute of High Energy Physics; Chinese Academy of Sciences; Peking 100049 China
| | - Hai-Chen Wu
- Key Laboratory for Biomedical Effects of Nanomaterials & Nanosafety; Institute of High Energy Physics; Chinese Academy of Sciences; Peking 100049 China
- Beijing National Laboratory for Molecular Sciences; Key Laboratory of Analytical Chemistry for Living Biosystems; Institute of Chemistry; Chinese Academy of Sciences; Peking 100190 China
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36
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Tan S, Gu D, Liu H, Liu Q. Detection of a single enzyme molecule based on a solid-state nanopore sensor. NANOTECHNOLOGY 2016; 27:155502. [PMID: 26937593 DOI: 10.1088/0957-4484/27/15/155502] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/05/2023]
Abstract
The nanopore sensor as a high-throughput and low-cost technology can detect a single molecule in a solution. In the present study, relatively large silicon nitride (Si3N4) nanopores with diameters of ∼28 and ∼88 nm were fabricated successfully using a focused Ga ion beam. We have used solid-state nanopores with various sizes to detect the single horseradish peroxidase (HRP) molecule and for the first time analyzed single HRP molecular translocation events. In addition, a real-time monitored single enzyme molecular biochemical reaction and a translocation of the product of enzyme catalysis substrates were investigated by using a Si3N4 nanopore. Our nanopore system showed a high sensitivity in detecting single enzyme molecules and a real-time monitored single enzyme molecular biochemical reaction. This method could also be significant for studying gene expression or enzyme dynamics at the single-molecule level.
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Affiliation(s)
- ShengWei Tan
- State Key Laboratory of Bioelectronics, School of Biological Science and Medical Engineering, Southeast University, No. 2, Sipailou, Nanjing 210096, People's Republic of China
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37
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Bian Y, Wang Z, Chen A, Zhao N. Fluctuating bottleneck model studies on kinetics of DNA escape from α-hemolysin nanopores. J Chem Phys 2015; 143:184908. [PMID: 26567685 DOI: 10.1063/1.4935118] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/23/2022] Open
Abstract
We have proposed a fluctuation bottleneck (FB) model to investigate the non-exponential kinetics of DNA escape from nanometer-scale pores. The basic idea is that the escape rate is proportional to the fluctuating cross-sectional area of DNA escape channel, the radius r of which undergoes a subdiffusion dynamics subjected to fractional Gaussian noise with power-law memory kernel. Such a FB model facilitates us to obtain the analytical result of the averaged survival probability as a function of time, which can be directly compared to experimental results. Particularly, we have applied our theory to address the escape kinetics of DNA through α-hemolysin nanopores. We find that our theoretical framework can reproduce the experimental results very well in the whole time range with quite reasonable estimation for the intrinsic parameters of the kinetics processes. We believe that FB model has caught some key features regarding the long time kinetics of DNA escape through a nanopore and it might provide a sound starting point to study much wider problems involving anomalous dynamics in confined fluctuating channels.
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Affiliation(s)
- Yukun Bian
- Institute of Atomic and Molecular Physics, Sichuan University, Chengdu 610065, China
| | - Zilin Wang
- College of Chemistry, Sichuan University, Chengdu 610064, China
| | - Anpu Chen
- College of Chemistry, Sichuan University, Chengdu 610064, China
| | - Nanrong Zhao
- College of Chemistry, Sichuan University, Chengdu 610064, China
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38
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Bulushev RD, Marion S, Radenovic A. Relevance of the Drag Force during Controlled Translocation of a DNA-Protein Complex through a Glass Nanocapillary. NANO LETTERS 2015; 15:7118-25. [PMID: 26393370 DOI: 10.1021/acs.nanolett.5b03264] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/21/2023]
Abstract
Combination of glass nanocapillaries with optical tweezers allowed us to detect DNA-protein complexes in physiological conditions. In this system, a protein bound to DNA is characterized by a simultaneous change of the force and ionic current signals from the level observed for the bare DNA. Controlled displacement of the protein away from the nanocapillary opening revealed decay in the values of the force and ionic current. Negatively charged proteins EcoRI, RecA, and RNA polymerase formed complexes with DNA that experienced electrophoretic force lower than the bare DNA inside nanocapillaries. Force profiles obtained for DNA-RecA in our system were different than those in the system with nanopores in membranes and optical tweezers. We suggest that such behavior is due to the dominant impact of the drag force comparing to the electrostatic force acting on a DNA-protein complex inside nanocapillaries. We explained our results using a stochastic model taking into account the conical shape of glass nanocapillaries.
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Affiliation(s)
- Roman D Bulushev
- Laboratory of Nanoscale Biology, Institute of Bioengineering, School of Engineering, EPFL , 1015 Lausanne, Switzerland
| | - Sanjin Marion
- Institute of Physics , Bijenicka cesta 46, HR-10000 Zagreb, Croatia
| | - Aleksandra Radenovic
- Laboratory of Nanoscale Biology, Institute of Bioengineering, School of Engineering, EPFL , 1015 Lausanne, Switzerland
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39
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Zhou Z, Hu Y, Shan X, Li W, Bai X, Wang P, Lu X. Revealing Three Stages of DNA-Cisplatin Reaction by a Solid-State Nanopore. Sci Rep 2015; 5:11868. [PMID: 26148968 PMCID: PMC4493569 DOI: 10.1038/srep11868] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/27/2015] [Accepted: 06/09/2015] [Indexed: 12/22/2022] Open
Abstract
The dynamic structural behavior in DNA due to interaction with cisplatin is essential for the functionality of platinum-based anti-cancer drugs. Here we report a novel method to monitor the interaction progress in DNA-cisplatin reaction in real time with a solid-state nanopore. The interaction processes are found to be well elucidated by the evolution of the capture rate of DNA-cisplatin complex, which is defined as the number of their translocation events through the nanopore in unit time. In the first stage, the capture rate decreases rapidly due to DNA discharging as the positive-charged hydrated cisplatin molecules initially bond to the negative-charged DNA and form mono-adducts. In the second stage, by forming di-adducts, the capture rate increases as DNA molecules are softened, appears as the reduced persistence length of the DNA-cisplatin adducts. In the third stage, the capture rate decreases again as a result of DNA aggregation. Our study demonstrates a new single-molecule tool in exploring dynamic behaviors during drug-DNA reactions and may have future application in fast drug screening.
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Affiliation(s)
- Zhi Zhou
- Beijing National Laboratory for Condensed-Matter Physics and Institute of Physics, Chinese Academy of Sciences, Beijing 100190, People's Republic of China
| | - Ying Hu
- Beijing National Laboratory for Condensed-Matter Physics and Institute of Physics, Chinese Academy of Sciences, Beijing 100190, People's Republic of China
| | - Xinyan Shan
- Beijing National Laboratory for Condensed-Matter Physics and Institute of Physics, Chinese Academy of Sciences, Beijing 100190, People's Republic of China
| | - Wei Li
- Beijing National Laboratory for Condensed-Matter Physics and Institute of Physics, Chinese Academy of Sciences, Beijing 100190, People's Republic of China
| | - Xuedong Bai
- 1] Beijing National Laboratory for Condensed-Matter Physics and Institute of Physics, Chinese Academy of Sciences, Beijing 100190, People's Republic of China [2] Collaborative Innovation Center of Quantum Matter, Beijing 100190, People's Republic of China
| | - Pengye Wang
- Beijing National Laboratory for Condensed-Matter Physics and Institute of Physics, Chinese Academy of Sciences, Beijing 100190, People's Republic of China
| | - Xinghua Lu
- 1] Beijing National Laboratory for Condensed-Matter Physics and Institute of Physics, Chinese Academy of Sciences, Beijing 100190, People's Republic of China [2] Collaborative Innovation Center of Quantum Matter, Beijing 100190, People's Republic of China
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40
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Verschueren DV, Jonsson MP, Dekker C. Temperature dependence of DNA translocations through solid-state nanopores. NANOTECHNOLOGY 2015; 26:234004. [PMID: 25994084 PMCID: PMC4503867 DOI: 10.1088/0957-4484/26/23/234004] [Citation(s) in RCA: 25] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/29/2023]
Abstract
In order to gain a better physical understanding of DNA translocations through solid-state nanopores, we study the temperature dependence of λ-DNA translocations through 10 nm diameter silicon nitride nanopores, both experimentally and theoretically. The measured ionic conductance G, the DNA-induced ionic-conductance blockades [Formula: see text] and the event frequency Γ all increase with increasing temperature while the DNA translocation time τ decreases. G and [Formula: see text] are accurately described when bulk and surface conductances of the nanopore are considered and access resistance is incorporated appropriately. Viscous drag on the untranslocated part of the DNA coil is found to dominate the temperature dependence of the translocation times and the event rate is well described by a balance between diffusion and electrophoretic motion. The good fit between modeled and measured properties of DNA translocations through solid-state nanopores in this first comprehensive temperature study, suggest that our model captures the relevant physics of the process.
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41
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Plesa C, Ruitenberg JW, Witteveen MJ, Dekker C. Detection of Individual Proteins Bound along DNA Using Solid-State Nanopores. NANO LETTERS 2015; 15:3153-8. [PMID: 25928590 DOI: 10.1021/acs.nanolett.5b00249] [Citation(s) in RCA: 96] [Impact Index Per Article: 10.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/21/2023]
Abstract
DNA in cells is heavily covered with all types of proteins that regulate its genetic activity. Detection of DNA-bound proteins is a challenge that is well suited to solid-state nanopores as they provide a linear readout of the DNA and DNA-protein volume in the pore constriction along the entire length of a molecule. Here, we demonstrate that we can realize the detection of even individual DNA-bound proteins at the single-DNA-molecule level using solid-state nanopores. We introduce and use a new model system of anti-DNA antibodies bound to lambda phage DNA. This system provides several advantages since the antibodies bind individually, tolerate high salt concentrations, and will, because of their positive charge, not translocate through the pore unless bound to the DNA. Translocation of DNA-antibody samples reveals the presence of short 12 μs current spikes within the DNA traces, with amplitudes that are about 4.5 times larger than that of dsDNA, which are associated with individual antibodies. We conclude that transient interactions between the pore and the antibodies are the primary mechanism by which bound antibodies are observed. This work provides a proof-of-concept for how nanopores could be used for future sensing applications.
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Affiliation(s)
- Calin Plesa
- Department of Bionanoscience, Kavli Institute of Nanoscience, Delft University of Technology, Lorentzweg 1, 2628 CJ Delft, The Netherlands
| | - Justus W Ruitenberg
- Department of Bionanoscience, Kavli Institute of Nanoscience, Delft University of Technology, Lorentzweg 1, 2628 CJ Delft, The Netherlands
| | - Menno J Witteveen
- Department of Bionanoscience, Kavli Institute of Nanoscience, Delft University of Technology, Lorentzweg 1, 2628 CJ Delft, The Netherlands
| | - Cees Dekker
- Department of Bionanoscience, Kavli Institute of Nanoscience, Delft University of Technology, Lorentzweg 1, 2628 CJ Delft, The Netherlands
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42
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Feng J, Liu K, Graf M, Lihter M, Bulushev RD, Dumcenco D, Alexander DTL, Krasnozhon D, Vuletic T, Kis A, Radenovic A. Electrochemical Reaction in Single Layer MoS2: Nanopores Opened Atom by Atom. NANO LETTERS 2015; 15:3431-8. [PMID: 25928894 DOI: 10.1021/acs.nanolett.5b00768] [Citation(s) in RCA: 132] [Impact Index Per Article: 14.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/21/2023]
Abstract
Ultrathin nanopore membranes based on 2D materials have demonstrated ultimate resolution toward DNA sequencing. Among them, molybdenum disulfide (MoS2) shows long-term stability as well as superior sensitivity enabling high throughput performance. The traditional method of fabricating nanopores with nanometer precision is based on the use of focused electron beams in transmission electron microscope (TEM). This nanopore fabrication process is time-consuming, expensive, not scalable, and hard to control below 1 nm. Here, we exploited the electrochemical activity of MoS2 and developed a convenient and scalable method to controllably make nanopores in single-layer MoS2 with subnanometer precision using electrochemical reaction (ECR). The electrochemical reaction on the surface of single-layer MoS2 is initiated at the location of defects or single atom vacancy, followed by the successive removals of individual atoms or unit cells from single-layer MoS2 lattice and finally formation of a nanopore. Step-like features in the ionic current through the growing nanopore provide direct feedback on the nanopore size inferred from a widely used conductance vs pore size model. Furthermore, DNA translocations can be detected in situ when as-fabricated MoS2 nanopores are used. The atomic resolution and accessibility of this approach paves the way for mass production of nanopores in 2D membranes for potential solid-state nanopore sequencing.
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Affiliation(s)
- J Feng
- †Laboratory of Nanoscale Biology, Institute of Bioengineering, School of Engineering, EPFL, 1015 Lausanne, Switzerland
| | - K Liu
- †Laboratory of Nanoscale Biology, Institute of Bioengineering, School of Engineering, EPFL, 1015 Lausanne, Switzerland
| | - M Graf
- †Laboratory of Nanoscale Biology, Institute of Bioengineering, School of Engineering, EPFL, 1015 Lausanne, Switzerland
| | - M Lihter
- †Laboratory of Nanoscale Biology, Institute of Bioengineering, School of Engineering, EPFL, 1015 Lausanne, Switzerland
- ‡Institut za fiziku, Bijenička 46, Zagreb, Croatia
| | - R D Bulushev
- †Laboratory of Nanoscale Biology, Institute of Bioengineering, School of Engineering, EPFL, 1015 Lausanne, Switzerland
| | - D Dumcenco
- §Laboratory of Nanoscale Electronics and Structure, Institute of Electrical Engineering, School of Engineering, EPFL, 1015 Lausanne, Switzerland
| | - D T L Alexander
- ∥Centre Interdisciplinaire de Microscopie Électronique (CIME), EPFL, 1015 Lausanne, Switzerland
| | - D Krasnozhon
- §Laboratory of Nanoscale Electronics and Structure, Institute of Electrical Engineering, School of Engineering, EPFL, 1015 Lausanne, Switzerland
| | - T Vuletic
- ‡Institut za fiziku, Bijenička 46, Zagreb, Croatia
| | - A Kis
- §Laboratory of Nanoscale Electronics and Structure, Institute of Electrical Engineering, School of Engineering, EPFL, 1015 Lausanne, Switzerland
| | - A Radenovic
- †Laboratory of Nanoscale Biology, Institute of Bioengineering, School of Engineering, EPFL, 1015 Lausanne, Switzerland
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43
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Taghipoor M, Bertsch A, Renaud P. Temperature sensitivity of nanochannel electrical conductance. ACS NANO 2015; 9:4563-4571. [PMID: 25844887 DOI: 10.1021/acsnano.5b01196] [Citation(s) in RCA: 14] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/04/2023]
Abstract
Electrical measurement is a widely used technique for the characterization of nanofluidic devices. The electrical conductivity of electrolytes is known to be dependent on temperature. However, the similarity of the temperature sensitivity of the electrical conductivity for bulk and nanochannels has not been validated. In this work, we present the results from experimental measurements as well as analytical modeling that show the significant difference between bulk and nanoscale. The temperature sensitivity of the electrical conductance of nanochannel is higher at low ionic concentration where the nanofluidic transport is governed by the electrostatic effects from the wall. Neglecting this effect can result in significant errors for high temperature measurements. Additionally, the temperature sensitivity of the nanochannel conductance allows to measure the enthalpy change of surface reactions at low ionic concentrations.
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Affiliation(s)
- Mojtaba Taghipoor
- Microsystems Laboratory, Ecole Polytechnique Federale de Lausanne, EPFL STI-IMT-LMIS, Station 17, 1015 Lausanne, Switzerland
| | - Arnaud Bertsch
- Microsystems Laboratory, Ecole Polytechnique Federale de Lausanne, EPFL STI-IMT-LMIS, Station 17, 1015 Lausanne, Switzerland
| | - Philippe Renaud
- Microsystems Laboratory, Ecole Polytechnique Federale de Lausanne, EPFL STI-IMT-LMIS, Station 17, 1015 Lausanne, Switzerland
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44
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Guo BY, Zeng T, Wu HC. Recent advances of DNA sequencing via nanopore-based technologies. Sci Bull (Beijing) 2015. [DOI: 10.1007/s11434-014-0707-6] [Citation(s) in RCA: 14] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
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45
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Tseng S, Chung YC, Hsu JP. Diffusiophoresis of a soft, pH-regulated particle in a solution containing multiple ionic species. J Colloid Interface Sci 2015; 438:196-203. [DOI: 10.1016/j.jcis.2014.09.069] [Citation(s) in RCA: 15] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/02/2014] [Revised: 09/24/2014] [Accepted: 09/25/2014] [Indexed: 11/24/2022]
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46
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Taghipoor M, Bertsch A, Renaud P. An improved model for predicting electrical conductance in nanochannels. Phys Chem Chem Phys 2015; 17:4160-7. [DOI: 10.1039/c4cp05338a] [Citation(s) in RCA: 33] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/16/2023]
Abstract
The net charge inside the nanochannel decreases by lowering the ionic concentration, which results in a lower electrical conductance.
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Affiliation(s)
- M. Taghipoor
- Microsystems Laboratory
- Ecole Polytechnique Federale de Lausanne
- EPFL STI-IMT-LMIS
- 1015 Lausanne
- Switzerland
| | - A. Bertsch
- Microsystems Laboratory
- Ecole Polytechnique Federale de Lausanne
- EPFL STI-IMT-LMIS
- 1015 Lausanne
- Switzerland
| | - Ph. Renaud
- Microsystems Laboratory
- Ecole Polytechnique Federale de Lausanne
- EPFL STI-IMT-LMIS
- 1015 Lausanne
- Switzerland
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47
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Van Meervelt V, Soskine M, Maglia G. Detection of two isomeric binding configurations in a protein-aptamer complex with a biological nanopore. ACS NANO 2014; 8:12826-35. [PMID: 25493908 PMCID: PMC4410316 DOI: 10.1021/nn506077e] [Citation(s) in RCA: 35] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/18/2023]
Abstract
Protein-DNA interactions play critical roles in biological systems, and they often involve complex mechanisms and dynamics that are not easily measured by ensemble experiments. Recently, we showed that folded proteins can be internalized inside ClyA nanopores and studied by ionic current recordings at the single-molecule level. Here, we use ClyA nanopores to sample the interaction between the G-quadruplex fold of the thrombin binding aptamer (TBA) and human thrombin (HT). Surprisingly, the internalization of the HT:TBA complex inside the nanopore induced two types of current blockades with distinguished residual current and lifetime. Using single nucleobase substitutions to TBA we showed that these two types of blockades originate from TBA binding to thrombin with two isomeric orientations. Voltage dependencies and the use of ClyA nanopores with two different diameters allowed assessing the effect of the applied potential and confinement and revealed that the two binding configurations of TBA to HT display different lifetimes. These results show that the ClyA nanopores can be used to probe conformational heterogeneity in protein:DNA interactions.
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Affiliation(s)
| | - Misha Soskine
- Department of Chemistry, KU Leuven, Leuven, B-3001, Belgium
| | - Giovanni Maglia
- Department of Chemistry, KU Leuven, Leuven, B-3001, Belgium
- Groningen Biomolecular Science and Biotechnology Institute, University of Groningen, the Netherlands
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48
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Affiliation(s)
- Masateru Taniguchi
- The Institute of Scientific and Industrial Research, Osaka University , 8-1 Mihogaoka, Ibaraki, Osaka 567-0047, Japan
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49
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Bulushev RD, Steinbock LJ, Khlybov S, Steinbock JF, Keyser UF, Radenovic A. Measurement of the position-dependent electrophoretic force on DNA in a glass nanocapillary. NANO LETTERS 2014; 14:6606-13. [PMID: 25343616 DOI: 10.1021/nl503272r] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/27/2023]
Abstract
The electrophoretic force on a single DNA molecule inside a glass nanocapillary depends on the opening size and varies with the distance along the symmetrical axis of the nanocapillary. Using optical tweezers and DNA-coated beads, we measured the stalling forces and mapped the position-dependent force profiles acting on DNA inside nanocapillaries of different sizes. We showed that the stalling force is higher in nanocapillaries of smaller diameters. The position-dependent force profiles strongly depend on the size of the nanocapillary opening, and for openings smaller than 20 nm, the profiles resemble the behavior observed in solid-state nanopores. To characterize the position-dependent force profiles in nanocapillaries of different sizes, we used a model that combines information from both analytical approximations and numerical calculations.
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Affiliation(s)
- Roman D Bulushev
- Laboratory of Nanoscale Biology, Institute of Bioengineering, School of Engineering, EPFL , 1015 Lausanne, Switzerland
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50
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Steinbock LJ, Krishnan S, Bulushev RD, Borgeaud S, Blokesch M, Feletti L, Radenovic A. Probing the size of proteins with glass nanopores. NANOSCALE 2014; 6:14380-14387. [PMID: 25329813 DOI: 10.1039/c4nr05001k] [Citation(s) in RCA: 53] [Impact Index Per Article: 5.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/28/2023]
Abstract
Single molecule studies using nanopores have gained attention due to the ability to sense single molecules in aqueous solution without the need to label them. In this study, short DNA molecules and proteins were detected with glass nanopores, whose sensitivity was enhanced by electron reshaping which decreased the nanopore diameter and created geometries with a reduced sensing length. Further, proteins having molecular weights (MW) ranging from 12 kDa to 480 kDa were detected, which showed that their corresponding current peak amplitude changes according to their MW. In the case of the 12 kDa ComEA protein, its DNA-binding properties to an 800 bp long DNA molecule was investigated. Moreover, the influence of the pH on the charge of the protein was demonstrated by showing a change in the translocation direction. This work emphasizes the wide spectrum of detectable molecules using nanopores from glass nanocapillaries, which stand out because of their inexpensive, lithography-free, and rapid manufacturing process.
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Affiliation(s)
- L J Steinbock
- Laboratory of Nanoscale Biology, Institute of Bioengineering, School of Engineering, EPFL, 1015 Lausanne, Switzerland.
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