1
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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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2
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Mandal SC, Chakrabarti J. In-silicon studies on hydration in EcoRI-cognate DNA complex. Biophys Chem 2023; 303:107121. [PMID: 37837721 DOI: 10.1016/j.bpc.2023.107121] [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] [Received: 04/26/2023] [Revised: 09/27/2023] [Accepted: 10/01/2023] [Indexed: 10/16/2023]
Abstract
Restriction endonucleases (REs) cleave DNA at specific site in presence of Mg2+ ion. Experiments further emphasize the role of hydration in metal ion specificity and sequence specificity of DNA cleavage. However, the relation between hydration and specificity has not been understood till date. This leads us to study via all-atom molecular dynamics (MD) simulations how the hydration around the scissile phosphate group changes in presence of Mg2+ and Ca2+ and depend on the DNA sequence. We observe the least number of hydrogen bonds around the scissile phosphate group in presence of Mg2+ ion. We further find that the hydrogen bonds decrease at the scissile phosphate on mutating one base pair in the cleavage region of the DNA in Mg2+ loaded EcoRI-DNA complex. We also perform steered MD simulations and observe that the rate of decrease of fraction of hydrogen bonds is slower in the mutated complex than the unmutated complex.
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Affiliation(s)
- Sasthi Charan Mandal
- Department of Physics of Complex Systems, S.N. Bose National Centre for Basic Sciences, Block JD, Sector III, Salt Lake, Kolkata 700106, India
| | - Jaydeb Chakrabarti
- Department of Physics of Complex Systems, S.N. Bose National Centre for Basic Sciences, Block JD, Sector III, Salt Lake, Kolkata 700106, India..
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3
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Maheshwaram SK, Shet D, David SR, Lakshminarayana MB, Soni GV. Nanopore Sensing of DNA-Histone Complexes on Nucleosome Arrays. ACS Sens 2022; 7:3876-3884. [PMID: 36441954 DOI: 10.1021/acssensors.2c01865] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Abstract
The location of nucleosomes in DNA and their structural stability are critical in regulating DNA compaction, site accessibility, and epigenetic gene regulation. Here, we combine the nanopore platform-based fast and label-free single-molecule detection technique with a voltage-dependent force rupture assay to detect distinct structures on nucleosomal arrays and then to induce breakdown of individual nucleosome complexes. Specifically, we demonstrate direct measurement of distinct nucleosome structures present on individual 12-mer arrays. A detailed event analysis showed that nucleosomes are present as a combination of complete and partial structures, during translocation through the pore. By comparing with the voltage-dependent translocation of the mononucleosomes, we find that the partial nucleosomes result from voltage-dependent structural disintegration of nucleosomes. High signal-to-noise detection of heterogeneous levels in translocation of 12-mer array molecules quantifies the heterogeneity and nucleosomal substructure sizes on the arrays. These results facilitate the understanding of electrostatic interactions responsible for the integrity of the nucleosome structure and possible mechanisms of its unraveling by chromatin remodeling enzymes. This study also has potential applications in chromatin profiling.
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Affiliation(s)
| | - Divya Shet
- Raman Research Institute, Bangalore, Karnataka 560080, India
| | - Serene R David
- Raman Research Institute, Bangalore, Karnataka 560080, India
| | | | - Gautam V Soni
- Raman Research Institute, Bangalore, Karnataka 560080, India
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4
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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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5
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Electrical unfolding of cytochrome c during translocation through a nanopore constriction. Proc Natl Acad Sci U S A 2021; 118:2016262118. [PMID: 33883276 DOI: 10.1073/pnas.2016262118] [Citation(s) in RCA: 24] [Impact Index Per Article: 8.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/18/2022] Open
Abstract
Many small proteins move across cellular compartments through narrow pores. In order to thread a protein through a constriction, free energy must be overcome to either deform or completely unfold the protein. In principle, the diameter of the pore, along with the effective driving force for unfolding the protein, as well as its barrier to translocation, should be critical factors that govern whether the process proceeds via squeezing, unfolding/threading, or both. To probe this for a well-established protein system, we studied the electric-field-driven translocation behavior of cytochrome c (cyt c) through ultrathin silicon nitride (SiNx) solid-state nanopores of diameters ranging from 1.5 to 5.5 nm. For a 2.5-nm-diameter pore, we find that, in a threshold electric-field regime of ∼30 to 100 MV/m, cyt c is able to squeeze through the pore. As electric fields inside the pore are increased, the unfolded state of cyt c is thermodynamically stabilized, facilitating its translocation. In contrast, for 1.5- and 2.0-nm-diameter pores, translocation occurs only by threading of the fully unfolded protein after it transitions through a higher energy unfolding intermediate state at the mouth of the pore. The relative energies between the metastable, intermediate, and unfolded protein states are extracted using a simple thermodynamic model that is dictated by the relatively slow (∼ms) protein translocation times for passing through the nanopore. These experiments map the various modes of protein translocation through a constriction, which opens avenues for exploring protein folding structures, internal contacts, and electric-field-induced deformability.
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6
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Ding T, Chen AK, Lu Z. The applications of nanopores in studies of proteins. Sci Bull (Beijing) 2019; 64:1456-1467. [PMID: 36659703 DOI: 10.1016/j.scib.2019.07.029] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/19/2019] [Revised: 05/07/2019] [Accepted: 05/28/2019] [Indexed: 01/21/2023]
Abstract
Nanopores are a label-free platform with the ability to detect subtle changes in the activities of individual biomolecules under physiological conditions. Here, we comprehensively review the technological development of nanopores, focusing on their applications in studying the physicochemical properties and dynamic conformations of peptides, individual proteins, protein-protein complexes and protein-DNA complexes. This is followed by a brief discussion of the potential challenges that need to be overcome before the technology can be widely accepted by the scientific community. We believe that with continued refinement of the technology, significant understanding can be gained to help clarify the role of protein activities in the regulation of cellular physiology and pathogenesis.
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Affiliation(s)
- Taoli Ding
- Department of Biomedical Engineering, College of Engineering, Peking University, Beijing 100871, China
| | - Antony K Chen
- Department of Biomedical Engineering, College of Engineering, Peking University, Beijing 100871, China.
| | - Zuhong Lu
- Department of Biomedical Engineering, College of Engineering, Peking University, Beijing 100871, China; State Key Laboratory of Bioelectronics, School of Biological Science and Medical Engineering, Southeast University, Nanjing 210096, China.
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7
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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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8
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Shi X, Li Q, Gao R, Si W, Liu SC, Aksimentiev A, Long YT. Dynamics of a Molecular Plug Docked onto a Solid-State Nanopore. J Phys Chem Lett 2018; 9:4686-4694. [PMID: 30058336 PMCID: PMC6252057 DOI: 10.1021/acs.jpclett.8b01755] [Citation(s) in RCA: 27] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 05/03/2023]
Abstract
Docking of a protein-DNA complex onto a nanopore can provide ample observation time, and has enabled collection of analytic applications of biological nanopores, including DNA sequencing. However, the application of the same principle to solid-state nanopores is tempered by poor understanding of the docking process. Here, we elucidate the behavior of individual protein-DNA complexes docked onto a solid-state nanopore by monitoring the nanopore ionic current. Repeat docking of monovalent streptavidin-DNA complexes is found to produce ionic current blockades that fluctuate between discrete levels. We elucidate the roles of the protein plug and the DNA tether in the docking process, finding the docking configurations to determine the multitude of the current blockade levels, whereas the frequency of the current level switching is determined by the interactions between the molecules and the solid-state membrane. Finally, we prove the feasibility of using the nanopore docking principle for single-molecule sensing using solid-state nanopores by detecting conformational changes of a tethered DNA molecule from a random coil to an i-motif state.
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Affiliation(s)
- Xin Shi
- Key Laboratory for Advanced Materials, School of Chemistry &Molecular Engineering, East China University of Science and Technology, Shanghai 200237, P.R. China,
| | - Qiao Li
- Key Laboratory for Advanced Materials, School of Chemistry &Molecular Engineering, East China University of Science and Technology, Shanghai 200237, P.R. China,
| | - Rui Gao
- Key Laboratory for Advanced Materials, School of Chemistry &Molecular Engineering, East China University of Science and Technology, Shanghai 200237, P.R. China,
| | - Wei Si
- Department of Physics and Beckman Institute for Advanced Science and Technology, University of Illinois at Urbana–Champaign, 1110 W Green St, Urbana, IL 61801, USA
- Jiangsu Key Laboratory for Design and Manufacture of Micro-Nano Biomedical Instruments and School of Mechanical Engineering, Southeast University, Nanjing 210096, P. R. China
| | - Shao-Chuang Liu
- Key Laboratory for Advanced Materials, School of Chemistry &Molecular Engineering, East China University of Science and Technology, Shanghai 200237, P.R. China,
| | - Aleksei Aksimentiev
- Department of Physics and Beckman Institute for Advanced Science and Technology, University of Illinois at Urbana–Champaign, 1110 W Green St, Urbana, IL 61801, USA
| | - Yi-Tao Long
- Key Laboratory for Advanced Materials, School of Chemistry &Molecular Engineering, East China University of Science and Technology, Shanghai 200237, P.R. China,
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9
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Single molecule high-throughput footprinting of small and large DNA ligands. Nat Commun 2017; 8:304. [PMID: 28824174 PMCID: PMC5563512 DOI: 10.1038/s41467-017-00379-w] [Citation(s) in RCA: 26] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/12/2016] [Accepted: 06/20/2017] [Indexed: 02/04/2023] Open
Abstract
Most DNA processes are governed by molecular interactions that take place in a sequence-specific manner. Determining the sequence selectivity of DNA ligands is still a challenge, particularly for small drugs where labeling or sequencing methods do not perform well. Here, we present a fast and accurate method based on parallelized single molecule magnetic tweezers to detect the sequence selectivity and characterize the thermodynamics and kinetics of binding in a single assay. Mechanical manipulation of DNA hairpins with an engineered sequence is used to detect ligand binding as blocking events during DNA unzipping, allowing determination of ligand selectivity both for small drugs and large proteins with nearly base-pair resolution in an unbiased fashion. The assay allows investigation of subtle details such as the effect of flanking sequences or binding cooperativity. Unzipping assays on hairpin substrates with an optimized flat free energy landscape containing all binding motifs allows determination of the ligand mechanical footprint, recognition site, and binding orientation. Mapping the sequence specificity of DNA ligands remains a challenge, particularly for small drugs. Here the authors develop a parallelized single molecule magnetic tweezers approach using engineered DNA hairpins that can detect sequence selectivity, thermodynamics and kinetics of binding for small drugs and large proteins.
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10
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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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11
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Wilson J, Sloman L, He Z, Aksimentiev A. Graphene Nanopores for Protein Sequencing. ADVANCED FUNCTIONAL MATERIALS 2016; 26:4830-4838. [PMID: 27746710 PMCID: PMC5063307 DOI: 10.1002/adfm.201601272] [Citation(s) in RCA: 43] [Impact Index Per Article: 5.4] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/18/2023]
Abstract
An inexpensive, reliable method for protein sequencing is essential to unraveling the biological mechanisms governing cellular behavior and disease. Current protein sequencing methods suffer from limitations associated with the size of proteins that can be sequenced, the time, and the cost of the sequencing procedures. Here, we report the results of all-atom molecular dynamics simulations that investigated the feasibility of using graphene nanopores for protein sequencing. We focus our study on the biologically significant phenylalanine-glycine repeat peptides (FG-nups)-parts of the nuclear pore transport machinery. Surprisingly, we found FG-nups to behave similarly to single stranded DNA: the peptides adhere to graphene and exhibit step-wise translocation when subject to a transmembrane bias or a hydrostatic pressure gradient. Reducing the peptide's charge density or increasing the peptide's hydrophobicity was found to decrease the translocation speed. Yet, unidirectional and stepwise translocation driven by a transmembrane bias was observed even when the ratio of charged to hydrophobic amino acids was as low as 1:8. The nanopore transport of the peptides was found to produce stepwise modulations of the nanopore ionic current correlated with the type of amino acids present in the nanopore, suggesting that protein sequencing by measuring ionic current blockades may be possible.
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Affiliation(s)
- James Wilson
- Department of Physics, University of Illinois Urbana-Champaign,
Urbana, IL 61801, USA
| | - Leila Sloman
- McGill University, 845 Rue Sherbrooke O, Montreal, QC H3A 0G4,
Canada
| | - Zhiren He
- Department of Physics, University of Illinois Urbana-Champaign,
Urbana, IL 61801, USA
| | - Aleksei Aksimentiev
- Department of Physics, University of Illinois Urbana-Champaign,
Urbana, IL 61801, USA
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12
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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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13
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Squires A, Atas E, Meller A. Nanopore sensing of individual transcription factors bound to DNA. Sci Rep 2015; 5:11643. [PMID: 26109509 PMCID: PMC4479991 DOI: 10.1038/srep11643] [Citation(s) in RCA: 51] [Impact Index Per Article: 5.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/16/2015] [Accepted: 06/02/2015] [Indexed: 01/05/2023] Open
Abstract
Transcription factor (TF)-DNA interactions are the primary control point in regulation of gene expression. Characterization of these interactions is essential for understanding genetic regulation of biological systems and developing novel therapies to treat cellular malfunctions. Solid-state nanopores are a highly versatile class of single-molecule sensors that can provide rich information about local properties of long charged biopolymers using the current blockage patterns generated during analyte translocation, and provide a novel platform for characterization of TF-DNA interactions. The DNA-binding domain of the TF Early Growth Response Protein 1 (EGR1), a prototypical zinc finger protein known as zif268, is used as a model system for this study. zif268 adopts two distinct bound conformations corresponding to specific and nonspecific binding, according to the local DNA sequence. Here we implement a solid-state nanopore platform for direct, label- and tether-free single-molecule detection of zif268 bound to DNA. We demonstrate detection of single zif268 TFs bound to DNA according to current blockage sublevels and duration of translocation through the nanopore. We further show that the nanopore can detect and discriminate both specific and nonspecific binding conformations of zif268 on DNA via the distinct current blockage patterns corresponding to each of these two known binding modes.
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Affiliation(s)
- Allison Squires
- Department of Biomedical Engineering Boston University Boston, Massachusetts 02215 U.S.A
| | - Evrim Atas
- Department of Biomedical Engineering Boston University Boston, Massachusetts 02215 U.S.A
| | - Amit Meller
- 1] Department of Biomedical Engineering Boston University Boston, Massachusetts 02215 U.S.A. [2] Department of Biomedical Engineering The Technion - Israel Institute of Technology Haifa, Israel, 32000
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14
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Langecker M, Ivankin A, Carson S, Kinney SM, Simmel FC, Wanunu M. Nanopores suggest a negligible influence of CpG methylation on nucleosome packaging and stability. NANO LETTERS 2015; 15:783-90. [PMID: 25495735 PMCID: PMC4296928 DOI: 10.1021/nl504522n] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/25/2014] [Revised: 12/09/2014] [Indexed: 05/21/2023]
Abstract
Nucleosomes are the fundamental repeating units of chromatin, and dynamic regulation of their positioning along DNA governs gene accessibility in eukaryotes. Although epigenetic factors have been shown to influence nucleosome structure and dynamics, the impact of DNA methylation on nucleosome packaging remains controversial. Further, all measurements to date have been carried out under zero-force conditions. In this paper, we present the first automated force measurements that probe the impact of CpG DNA methylation on nucleosome stability. In solid-state nanopore force spectroscopy, a nucleosomal DNA tail is captured into a pore and pulled on with a time-varying electrophoretic force until unraveling is detected. This is automatically repeated for hundreds of nucleosomes, yielding statistics of nucleosome lifetime vs electrophoretic force. The force geometry, which is similar to displacement forces exerted by DNA polymerases and helicases, reveals that nucleosome stability is sensitive to DNA sequence yet insensitive to CpG methylation. Our label-free method provides high-throughput data that favorably compares with other force spectroscopy experiments and is suitable for studying a variety of DNA-protein complexes.
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Affiliation(s)
- Martin Langecker
- Lehrstuhl für
Bioelektronik, Physics Department and ZNN/WSI, Technische Universität München, Am Coulombwall 4a, 85748 Garching, Germany
| | - Andrey Ivankin
- Departments of Physics and Chemistry/Chemical Biology, Northeastern University, Boston, Massachusetts 02115, United States
| | - Spencer Carson
- Departments of Physics and Chemistry/Chemical Biology, Northeastern University, Boston, Massachusetts 02115, United States
| | - Shannon
R. M. Kinney
- Department
of Pharmaceutical and Administrative Sciences, Western New England University, Springfield, Massachusetts 01119, United States
| | - Friedrich C. Simmel
- Lehrstuhl für
Bioelektronik, Physics Department and ZNN/WSI, Technische Universität München, Am Coulombwall 4a, 85748 Garching, Germany
- E-mail:
| | - Meni Wanunu
- Departments of Physics and Chemistry/Chemical Biology, Northeastern University, Boston, Massachusetts 02115, United States
- E-mail:
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15
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Shi N, Ugaz VM. An entropic force microscope enables nano-scale conformational probing of biomolecules. SMALL (WEINHEIM AN DER BERGSTRASSE, GERMANY) 2014; 10:2553-2557. [PMID: 24648409 DOI: 10.1002/smll.201303046] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/19/2013] [Revised: 01/21/2014] [Indexed: 06/03/2023]
Affiliation(s)
- Nan Shi
- Artie McFerrin Department of Chemical Engineering, Texas A&M University, 3122 TAMU, College Station, Texas, 77843, USA
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16
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Movileanu L. Watching single proteins using engineered nanopores. Protein Pept Lett 2014; 21:235-46. [PMID: 24370252 PMCID: PMC3924890 DOI: 10.2174/09298665113209990078] [Citation(s) in RCA: 17] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/28/2012] [Revised: 11/03/2012] [Accepted: 11/10/2012] [Indexed: 12/22/2022]
Abstract
Recent studies in the area of single-molecule detection of proteins with nanopores show a great promise in fundamental science, bionanotechnology and proteomics. In this mini-review, I discuss a comprehensive array of examinations of protein detection and characterization using protein and solid-state nanopores. These investigations demonstrate the power of the single-molecule nanopore measurements to reveal a broad range of functional, structural, biochemical and biophysical features of proteins, such as their backbone flexibility, enzymatic activity, binding affinity as well as their concentration, size and folding state. Engineered nanopores in organic materials and in inorganic membranes coupled with surface modification and protein engineering might provide a new generation of sensing devices for molecular biomedical diagnostics.
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Affiliation(s)
- Liviu Movileanu
- Department of Physics, Syracuse University, 201 Physics Building, Syracuse, New York 13244-1130, USA.
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17
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Ivankin A, Carson S, Kinney SRM, Wanunu M. Fast, label-free force spectroscopy of histone-DNA interactions in individual nucleosomes using nanopores. J Am Chem Soc 2013; 135:15350-2. [PMID: 24079416 DOI: 10.1021/ja408354s] [Citation(s) in RCA: 35] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Abstract
Herein we report a novel approach for fast, label-free probing of DNA-histone interactions in individual nucleosomes. We use solid-state nanopores to unravel individual DNA/histone complexes for the first time and find that the unraveling time depends on the applied electrophoretic force, and our results are in line with previous studies that employ optical tweezers. Our approach for studying nucleosomal interactions can greatly accelerate the understanding of fundamental mechanisms by which transcription, replication, and repair processes in a cell are modulated through DNA-histone interactions, as well as in diagnosis of diseases with abnormal patterns of DNA and histone modifications.
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Affiliation(s)
- Andrey Ivankin
- Departments of Physics and Chemistry/Chemical Biology, Northeastern University , Boston, Massachusetts 02115, United States
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18
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Niedzwiecki’ DJ, Iyer R, Borer PN, Movileanu L. Sampling a biomarker of the human immunodeficiency virus across a synthetic nanopore. ACS NANO 2013; 7:3341-50. [PMID: 23445080 PMCID: PMC3634884 DOI: 10.1021/nn400125c] [Citation(s) in RCA: 52] [Impact Index Per Article: 4.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/21/2023]
Abstract
One primary goal in nanobiotechnology is designing new methodologies for molecular biomedical diagnosis at stages much earlier than currently possible and without use of expensive reagents and sophisticated equipment. In this work, we show the proof of principle for single-molecule detection of the nucleocapsid protein 7 (NCp7), a protein biomarker of the HIV-1 virus, using synthetic nanopores and the resistive-pulse technique. The biosensing mechanism relied upon specific interactions between NCp7 and aptamers of stem-loop 3 (SL3) in the packaging domain of the retroviral RNA genome. One critical step of this study was the choice of the optimal size of the nanopores for accurate, label-free determinations of the dissociation constant of the NCp7 protein-SL3 RNA aptamer complex. Therefore, we systematically investigated the NCp7 protein-SL3 RNA aptamer complex employing two categories of nanopores in a silicon nitride membrane: (i) small, whose internal diameter was smaller than 6 nm, and (ii) large, whose internal diameter was in the range of 7 to 15 nm. Here, we demonstrate that only the use of nanopores with an internal diameter that is smaller than or comparable with the largest cross-sectional size of the NCp7-SL3 aptamer complex enables accurate measurement of the dissociation constant between the two interacting partners. Notably, this determination can be accomplished without the need for prior nanopore functionalization. Moreover, using small solid-state nanopores, we demonstrate the ability to detect drug candidates that inhibit the binding interactions between NCp7 and SL3 RNA by using a test case of N-ethylmaleimide.
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Affiliation(s)
| | - Raghuvaran Iyer
- Department of Chemistry, Syracuse University, 1-014 Center for Science and Technology, Syracuse, New York 13244-4100, USA
| | - Philip N. Borer
- Department of Chemistry, Syracuse University, 1-014 Center for Science and Technology, Syracuse, New York 13244-4100, USA
- Structural Biology, Biochemistry, and Biophysics Program, Syracuse University, 111 College Place, Syracuse, New York 13244-4100, USA
| | - Liviu Movileanu
- Department of Physics, Syracuse University, 201 Physics Building, Syracuse, New York 13244-1130, USA
- Structural Biology, Biochemistry, and Biophysics Program, Syracuse University, 111 College Place, Syracuse, New York 13244-4100, USA
- Syracuse Biomaterials Institute, Syracuse University, 121 Link Hall, Syracuse, New York 13244, USA
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19
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Maffeo C, Bhattacharya S, Yoo J, Wells D, Aksimentiev A. Modeling and simulation of ion channels. Chem Rev 2012; 112:6250-84. [PMID: 23035940 PMCID: PMC3633640 DOI: 10.1021/cr3002609] [Citation(s) in RCA: 148] [Impact Index Per Article: 12.3] [Reference Citation Analysis] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/07/2023]
Affiliation(s)
- Christopher Maffeo
- Department of Physics, University of Illinois, 1110 W. Green St., Urbana, IL
| | - Swati Bhattacharya
- Department of Physics, University of Illinois, 1110 W. Green St., Urbana, IL
| | - Jejoong Yoo
- Department of Physics, University of Illinois, 1110 W. Green St., Urbana, IL
| | - David Wells
- Department of Physics, University of Illinois, 1110 W. Green St., Urbana, IL
| | - Aleksei Aksimentiev
- Department of Physics, University of Illinois, 1110 W. Green St., Urbana, IL
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20
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Maitra RD, Kim J, Dunbar WB. Recent advances in nanopore sequencing. Electrophoresis 2012; 33:3418-28. [PMID: 23138639 PMCID: PMC3804109 DOI: 10.1002/elps.201200272] [Citation(s) in RCA: 122] [Impact Index Per Article: 10.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/15/2012] [Revised: 06/29/2012] [Accepted: 07/09/2012] [Indexed: 11/05/2022]
Abstract
The prospect of nanopores as a next-generation sequencing platform has been a topic of growing interest and considerable government-sponsored research for more than a decade. Oxford Nanopore Technologies recently announced the first commercial nanopore sequencing devices, to be made available by the end of 2012, while other companies (Life, Roche, and IBM) are also pursuing nanopore sequencing approaches. In this paper, the state of the art in nanopore sequencing is reviewed, focusing on the most recent contributions that have or promise to have next-generation sequencing commercial potential. We consider also the scalability of the circuitry to support multichannel arrays of nanopores in future sequencing devices, which is critical to commercial viability.
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21
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Comer J, Ho A, Aksimentiev A. Toward detection of DNA-bound proteins using solid-state nanopores: insights from computer simulations. Electrophoresis 2012; 33:3466-79. [PMID: 23147918 PMCID: PMC3789251 DOI: 10.1002/elps.201200164] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/15/2012] [Revised: 07/05/2012] [Accepted: 07/09/2012] [Indexed: 11/07/2022]
Abstract
Through all-atom molecular dynamics simulations, we explore the use of nanopores in thin synthetic membranes for detection and identification of DNA binding proteins. Reproducing the setup of a typical experiment, we simulate electric field driven transport of DNA-bound proteins through nanopores smaller in diameter than the proteins. As model systems, we use restriction enzymes EcoRI and BamHI specifically and nonspecifically bound to a fragment of dsDNA, and streptavidin and NeutrAvidin proteins bound to dsDNA and ssDNA via a biotin linker. Our simulations elucidate the molecular mechanics of nanopore-induced rupture of a protein-DNA complex, the effective force applied to the DNA-protein bond by the electrophoretic force in a nanopore, and the role of DNA-surface interactions in the rupture process. We evaluate the ability of the nanopore ionic current and the local electrostatic potential measured by an embedded electrode to report capture of DNA, capture of a DNA-bound protein, and rupture of the DNA-protein bond. We find that changes in the strain on dsDNA can reveal the rupture of a protein-DNA complex by altering both the nanopore ionic current and the potential of the embedded electrode. Based on the results of our simulations, we suggest a new method for detection of DNA binding proteins that utilizes peeling of a nicked double strand under the electrophoretic force in a nanopore.
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Affiliation(s)
- Jeffrey Comer
- Department of Physics and Beckman Institute, University of Illinois at Urbana-Champaign, Urbana, IL 61801, USA
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22
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Abstract
Biological cell membranes contain various types of ion channels and transmembrane pores in the 1–100 nm range, which are vital for cellular function. Individual channels can be probed electrically, as demonstrated by Neher and Sakmann in 1976 using the patch-clamp technique [Neher and Sakmann (1976) Nature 260, 799–802]. Since the 1990s, this work has inspired the use of protein or solid-state nanopores as inexpensive and ultrafast sensors for the detection of biomolecules, including DNA, RNA and proteins, but with particular focus on DNA sequencing. Solid-state nanopores in particular have the advantage that the pore size can be tailored to the analyte in question and that they can be modified using semi-conductor processing technology. This establishes solid-state nanopores as a new class of single-molecule biosensor devices, in some cases with submolecular resolution. In the present review, we discuss a few of the most important recent developments in this field and how they might be applied to studying protein–protein and protein–DNA interactions or in the context of ultra-fast DNA sequencing.
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23
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Lin J, Fabian M, Sonenberg N, Meller A. Nanopore detachment kinetics of poly(A) binding proteins from RNA molecules reveals the critical role of C-terminus interactions. Biophys J 2012; 102:1427-34. [PMID: 22455926 DOI: 10.1016/j.bpj.2012.02.025] [Citation(s) in RCA: 25] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/04/2011] [Revised: 02/03/2012] [Accepted: 02/13/2012] [Indexed: 10/28/2022] Open
Abstract
The ubiquitous and abundant cytoplasmic poly(A) binding protein (PABP) is a highly conserved multifunctional protein, many copies of which bind to the poly(A) tail of eukaryotic mRNAs to promote translation initiation. The N-terminus of PABP is responsible for the high binding specificity and affinity to poly(A), whereas the C-terminus is known to stimulate PABP multimerization on poly(A). Here, we use single-molecule nanopore force spectroscopy to directly measure interactions between poly(A) and PABPs. Both electrical and biochemical results show that the C-C domain interaction between two consecutive PABPs promotes cooperative binding. Up to now, investigators have not been able to probe the detailed polarity configuration (i.e., the internal arrangement of two PABPs on a poly(A) streak in which the C-termini face toward or away from each other). Our nanopore force spectroscopy system is able to distinguish the cooperative binding conformation from the noncooperative one. The ∼50% cooperative binding conformation of wild-type PABPs indicates that the C-C domain interaction doubles the cooperative binding probability. Moreover, the longer dissociation time of a cooperatively bound poly(A)/PABP complex as compared with a noncooperatively bound one indicates that the cooperative mode is the most stable conformation for PABPs binding onto the poly(A). However, ∼50% of the poly(A)/PABP complexes exhibit a noncooperative binding conformation, which is in line with previous studies showing that the PABP C-terminal domain also interacts with additional protein cofactors.
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Affiliation(s)
- Jianxun Lin
- Department of Biomedical Engineering, Boston University, Boston, Massachusetts, USA
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24
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Raillon C, Cousin P, Traversi F, Garcia-Cordero E, Hernandez N, Radenovic A. Nanopore detection of single molecule RNAP-DNA transcription complex. NANO LETTERS 2012; 12:1157-1164. [PMID: 22372476 DOI: 10.1021/nl3002827] [Citation(s) in RCA: 65] [Impact Index Per Article: 5.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/27/2023]
Abstract
In the past decade, a number of single-molecule methods have been developed with the aim of investigating single protein and nucleic acid interactions. For the first time we use solid-state nanopore sensing to detect a single E. coli RNAP-DNA transcription complex and single E. coli RNAP enzyme. On the basis of their specific conductance translocation signature, we can discriminate and identify between those two types of molecular translocations and translocations of bare DNA. This opens up a new perspectives for investigating transcription processes at the single-molecule level.
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Affiliation(s)
- C Raillon
- Laboratory of Nanoscale Biology, Institute of Bioengineering, School of Engineering, EPFL, 1015 Lausanne, Switzerland
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25
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Sathe C, Zou X, Leburton JP, Schulten K. Computational investigation of DNA detection using graphene nanopores. ACS NANO 2011; 5:8842-51. [PMID: 21981556 PMCID: PMC3222720 DOI: 10.1021/nn202989w] [Citation(s) in RCA: 121] [Impact Index Per Article: 9.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/20/2023]
Abstract
Nanopore-based single-molecule detection and analysis have been pursued intensively over the past decade. One of the most promising applications in this regard is DNA sequencing achieved through DNA translocation-induced blockades in ionic current. Recently, nanopores fabricated in graphene sheets were used to detect double-stranded DNA. Due to its subnanometer thickness, graphene nanopores show great potential to realize DNA sequencing at single-base resolution. Resolving at the atomic level electric field-driven DNA translocation through graphene nanopores is crucial to guide the design of graphene-based sequencing devices. Molecular dynamics simulations, in principle, can achieve such resolution and are employed here to investigate the effects of applied voltage, DNA conformation, and sequence as well as pore charge on the translocation characteristics of DNA. We demonstrate that such simulations yield current characteristics consistent with recent measurements and suggest that under suitable bias conditions A-T and G-C base pairs can be discriminated using graphene nanopores.
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26
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Abstract
Using nanopores to sequence DNA rapidly and at a low cost has the potential to radically transform the field of genomic research. However, despite all the exciting developments in the field, sequencing DNA using a nanopore has yet to be demonstrated. Among the many problems that hinder development of the nanopore sequencing methods is the inability of current experimental techniques to visualize DNA conformations in a nanopore and directly relate the microscopic state of the system to the measured signal. We have recently shown that such tasks could be accomplished through computation. This chapter provides step-by-step instructions of how to build atomic scale models of biological and solid-state nanopore systems, use the molecular dynamics method to simulate the electric field-driven transport of ions and DNA through the nanopores, and analyze the results of such computational experiments.
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Affiliation(s)
- Jeffrey R Comer
- Department of Physics, University of Illinois at Urbana-Champaign, Urbana, IL, USA
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27
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Viasnoff V, Chiaruttini N, Muzard J, Bockelmann U. Force fluctuations assist nanopore unzipping of DNA. JOURNAL OF PHYSICS. CONDENSED MATTER : AN INSTITUTE OF PHYSICS JOURNAL 2010; 22:454122. [PMID: 21339609 DOI: 10.1088/0953-8984/22/45/454122] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/30/2023]
Abstract
We experimentally study the statistical distributions and the voltage dependence of the unzipping time of 45 base-pair-long double-stranded DNA through a nanopore. We then propose a quantitative theoretical description considering the nanopore unzipping process as a random walk of the opening fork through the DNA sequence energy landscape biased by a time-fluctuating force. To achieve quantitative agreement fluctuations need to be correlated over the millisecond range and have an amplitude of order k(B)T/bp. Significantly slower or faster fluctuations are not appropriate, suggesting that the unzipping process is efficiently enhanced by noise in the kHz range. We further show that the unzipping time of short 15 base-pair hairpins does not always increase with the global stability of the double helix and we theoretically study the role of DNA elasticity on the conversion of the electrical bias into a mechanical unzipping force.
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Affiliation(s)
- V Viasnoff
- Nanobiophysics Lab, UMR CNRS Gulliver, ESPCI, 10 rue Vauquelin, F-75005 Paris, France.
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28
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Mirsaidov UM, Wang D, Timp W, Timp G. Molecular diagnostics for personal medicine using a nanopore. WILEY INTERDISCIPLINARY REVIEWS. NANOMEDICINE AND NANOBIOTECHNOLOGY 2010; 2:367-81. [PMID: 20564464 PMCID: PMC5523111 DOI: 10.1002/wnan.86] [Citation(s) in RCA: 17] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/31/2022]
Abstract
Semiconductor nanotechnology has created the ultimate analytical tool: a nanopore with single molecule sensitivity. This tool offers the intriguing possibility of high-throughput, low cost sequencing of DNA with the absolute minimum of material and preprocessing. The exquisite single molecule sensitivity obviates the need for costly and error-prone procedures like polymerase chain reaction amplification. Instead, nanopore sequencing relies on the electric signal that develops when a DNA molecule translocates through a pore in a membrane. If each base pair has a characteristic electrical signature, then ostensibly a pore could be used to analyze the sequence by reporting all of the signatures in a single read without resorting to multiple DNA copies. The potential for a long read length combined with high translocation velocity should make resequencing inexpensive and allow for haplotyping and methylation profiling in a chromosome.
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Affiliation(s)
- Utkur M Mirsaidov
- Stinson-Remick Hall, University of Notre Dame, Notre Dame, IN 46556, USA
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29
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Aksimentiev A. Deciphering ionic current signatures of DNA transport through a nanopore. NANOSCALE 2010; 2:468-83. [PMID: 20644747 PMCID: PMC2909628 DOI: 10.1039/b9nr00275h] [Citation(s) in RCA: 130] [Impact Index Per Article: 9.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/20/2023]
Abstract
Within just a decade from the pioneering work demonstrating the utility of nanopores for molecular sensing, nanopores have emerged as versatile systems for single-molecule manipulation and analysis. In a typical setup, a gradient of the electrostatic potential captures charged solutes from the solution and forces them to move through a single nanopore, across an otherwise impermeable membrane. The ionic current blockades resulting from the presence of a solute in a nanopore can reveal the type of the solute, for example, the nucleotide makeup of a DNA strand. Despite great success, the microscopic mechanisms underlying the functionality of such stochastic sensors remain largely unknown, as it is not currently possible to characterize the microscopic conformations of single biomolecules directly in a nanopore and thereby unequivocally establish the causal relationship between the observables and the microscopic events. Such a relationship can be determined using molecular dynamics-a computational method that can accurately predict the time evolution of a molecular system starting from a given microscopic state. This article describes recent applications of this method to the process of DNA transport through biological and synthetic nanopores.
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Affiliation(s)
- Aleksei Aksimentiev
- Department of Physics, Beckman Institute for Advanced Science and Technology, University of Illinois at Urbana-Champaign, USA.
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