51
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Willems K, Ruić D, Biesemans A, Galenkamp NS, Van Dorpe P, Maglia G. Engineering and Modeling the Electrophoretic Trapping of a Single Protein Inside a Nanopore. ACS NANO 2019; 13:9980-9992. [PMID: 31403770 PMCID: PMC6764111 DOI: 10.1021/acsnano.8b09137] [Citation(s) in RCA: 34] [Impact Index Per Article: 6.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/02/2023]
Abstract
The ability to confine and to study single molecules has enabled important advances in natural and applied sciences. Recently, we have shown that unlabeled proteins can be confined inside the biological nanopore Cytolysin A (ClyA) and conformational changes monitored by ionic current recordings. However, trapping small proteins remains a challenge. Here, we describe a system where steric, electrostatic, electrophoretic, and electro-osmotic forces are exploited to immobilize a small protein, dihydrofolate reductase (DHFR), inside ClyA. Assisted by electrostatic simulations, we show that the dwell time of DHFR inside ClyA can be increased by orders of magnitude (from milliseconds to seconds) by manipulation of the DHFR charge distribution. Further, we describe a physical model that includes a double energy barrier and the main electrophoretic components for trapping DHFR inside the nanopore. Simultaneous fits to the voltage dependence of the dwell times allowed direct estimates of the cis and trans translocation probabilities, the mean dwell time, and the force exerted by the electro-osmotic flow on the protein (≅9 pN at -50 mV) to be retrieved. The observed binding of NADPH to the trapped DHFR molecules suggested that the engineered proteins remained folded and functional inside ClyA. Contact-free confinement of single proteins inside nanopores can be employed for the manipulation and localized delivery of individual proteins and will have further applications in single-molecule analyte sensing and enzymology studies.
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Affiliation(s)
- Kherim Willems
- Department
of Chemistry, KU Leuven, Celestijnenlaan 200F, B-3001 Leuven, Belgium
- imec, Kapeldreef 75, B-3001 Leuven, Belgium
| | - Dino Ruić
- imec, Kapeldreef 75, B-3001 Leuven, Belgium
- Department
of Physics and Astronomy, KU Leuven, Celestijnenlaan 200D, B-3001 Leuven, Belgium
| | - Annemie Biesemans
- Department
of Chemistry, KU Leuven, Celestijnenlaan 200F, B-3001 Leuven, Belgium
| | - Nicole Stéphanie Galenkamp
- Groningen
Biomolecular Sciences & Biotechnology Institute, University of Groningen, 9747 AG Groningen, The Netherlands
| | - Pol Van Dorpe
- imec, Kapeldreef 75, B-3001 Leuven, Belgium
- Department
of Physics and Astronomy, KU Leuven, Celestijnenlaan 200D, B-3001 Leuven, Belgium
| | - Giovanni Maglia
- Groningen
Biomolecular Sciences & Biotechnology Institute, University of Groningen, 9747 AG Groningen, The Netherlands
- E-mail:
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52
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Li MY, Wang YQ, Ying YL, Long YT. Revealing the transient conformations of a single flavin adenine dinucleotide using an aerolysin nanopore. Chem Sci 2019; 10:10400-10404. [PMID: 32110330 PMCID: PMC6988595 DOI: 10.1039/c9sc03163d] [Citation(s) in RCA: 16] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/27/2019] [Accepted: 09/20/2019] [Indexed: 12/13/2022] Open
Abstract
Flavin adenine dinucleotide (FAD) as a cofactor is involved in numerous important metabolic pathways where the biological function is intrinsically related to its transient conformations. The confined space of enzymes requires FAD set in its specific intermediate conformation. However, conventional methods only detect stable conformations of FAD molecules, while transient intermediates are hidden in ensemble measurements. There still exists a challenge to uncover the transient conformation of each FAD molecule, which hinders the understanding of the structure-activity relationship of the FAD mechanism. Here, we employ the electrochemically confined space of an aerolysin nanopore to directly characterize a series of transient conformations of every individual FAD. Based on distinguishable current blockages, the "stack", "open", and four quasi-stacked FADs are clearly determined in solution, which is further confirmed by temperature-dependent experiments and mutant aerolysin assay. Combined with molecular dynamics simulations, we achieved a direct correlation between the residual current ratio (I/I 0) and FAD backbone angle. These results would facilitate further understanding of the structure-activity relationship in the flavoprotein.
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Affiliation(s)
- Meng-Yin Li
- State Key Laboratory of Analytical Chemistry for Life Science , School of Chemistry and Chemical Engineering , 210023 , Nanjing , P. R. China . .,School of Chemistry and Molecule Engineering , East China University of Science and Technology , 200237 , Shanghai , P. R. China
| | - Ya-Qian Wang
- School of Chemistry and Molecule Engineering , East China University of Science and Technology , 200237 , Shanghai , P. R. China
| | - Yi-Lun Ying
- State Key Laboratory of Analytical Chemistry for Life Science , School of Chemistry and Chemical Engineering , 210023 , Nanjing , P. R. China .
| | - Yi-Tao Long
- State Key Laboratory of Analytical Chemistry for Life Science , School of Chemistry and Chemical Engineering , 210023 , Nanjing , P. R. China .
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53
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Ying YL, Long YT. Nanopore-Based Single-Biomolecule Interfaces: From Information to Knowledge. J Am Chem Soc 2019; 141:15720-15729. [DOI: 10.1021/jacs.8b11970] [Citation(s) in RCA: 108] [Impact Index Per Article: 21.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/13/2022]
Affiliation(s)
- Yi-Lun Ying
- State Key Laboratory of Analytical Chemistry for Life Science, School of Chemistry and Chemical Engineering, Nanjing University, Nanjing 210023, P. R. China
- School of Chemistry and Molecular Engineering, East China University of Science and Technology, Shanghai 200237, P. R. China
| | - Yi-Tao Long
- State Key Laboratory of Analytical Chemistry for Life Science, School of Chemistry and Chemical Engineering, Nanjing University, Nanjing 210023, P. R. China
- School of Chemistry and Molecular Engineering, East China University of Science and Technology, Shanghai 200237, P. R. China
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54
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Gao R, Lin Y, Ying YL, Long YT. Nanopore-based sensing interface for single molecule electrochemistry. Sci China Chem 2019. [DOI: 10.1007/s11426-019-9509-6] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/06/2023]
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55
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Wei ZX, Ying YL, Li MY, Yang J, Zhou JL, Wang HF, Yan BY, Long YT. Learning Shapelets for Improving Single-Molecule Nanopore Sensing. Anal Chem 2019; 91:10033-10039. [PMID: 31083925 DOI: 10.1021/acs.analchem.9b01896] [Citation(s) in RCA: 22] [Impact Index Per Article: 4.4] [Reference Citation Analysis] [Abstract] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/11/2022]
Abstract
The nanopore technique employs a nanoscale cavity to electrochemically confine individual molecules, achieving ultrasensitive single-molecule analysis based on evaluating the amplitude and duration of the ionic current. However, each nanopore sensing interface has its own intrinsic sensing ability, which does not always efficiently generate distinctive blockade currents for multiple analytes. Therefore, analytes that differ at only a single site often exhibit similar blockade currents or durations in nanopore experiments, which often produces serious overlap in the resulting statistical graphs. To improve the sensing ability of nanopores, herein we propose a novel shapelet-based machine learning approach to discriminate mixed analytes that exhibit nearly identical blockade current amplitudes and durations. DNA oligomers with a single-nucleotide difference, 5'-AAAA-3' and 5'-GAAA-3', are employed as model analytes that are difficult to identify in aerolysin nanopores at 100 mV. First, a set of the most informative and discriminative segments are learned from the time-series data set of blockade current signals using the learning time-series shapelets (LTS) algorithm. Then, the shapelet-transformed representation of the signals is obtained by calculating the minimum distance between the shapelets and the original signals. A simple logistic classifier is used to identify the two types of DNA oligomers in accordance with the corresponding shapelet-transformed representation. Finally, an evaluation is performed on the validation data set to show that our approach can achieve a high F1 score of 0.933. In comparison with the conventional statistical methods for the analysis of duration and residual current, the shapelet-transformed representation provides clearly discriminated distributions for multiple analytes. Taking advantage of the robust LTS algorithm, one could anticipate the real-time analysis of nanopore events for the direct identification and quantification of multiple biomolecules in a complex real sample (e.g., serum) without labels and time-consuming mutagenesis.
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Affiliation(s)
- Zi-Xuan Wei
- School of Information and Engineering , East China University of Science and Technology , Shanghai 200237 , People's Republic of China
| | - Yi-Lun Ying
- School of Chemistry and Molecule Engineering , East China University of Science and Technology , Shanghai 200237 , People's Republic of China.,State Key Laboratory of Analytical Chemistry for Life Science, School of Chemistry and Chemical Engineering , Nanjing University , Nanjing 210023 , People's Republic of China
| | - Meng-Yin Li
- School of Chemistry and Molecule Engineering , East China University of Science and Technology , Shanghai 200237 , People's Republic of China
| | - Jie Yang
- School of Chemistry and Molecule Engineering , East China University of Science and Technology , Shanghai 200237 , People's Republic of China
| | - Jia-Le Zhou
- School of Information and Engineering , East China University of Science and Technology , Shanghai 200237 , People's Republic of China
| | - Hui-Feng Wang
- School of Information and Engineering , East China University of Science and Technology , Shanghai 200237 , People's Republic of China
| | - Bing-Yong Yan
- School of Information and Engineering , East China University of Science and Technology , Shanghai 200237 , People's Republic of China
| | - Yi-Tao Long
- School of Chemistry and Molecule Engineering , East China University of Science and Technology , Shanghai 200237 , People's Republic of China.,State Key Laboratory of Analytical Chemistry for Life Science, School of Chemistry and Chemical Engineering , Nanjing University , Nanjing 210023 , People's Republic of China
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56
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Hartel AJW, Shekar S, Ong P, Schroeder I, Thiel G, Shepard KL. High bandwidth approaches in nanopore and ion channel recordings - A tutorial review. Anal Chim Acta 2019; 1061:13-27. [PMID: 30926031 PMCID: PMC6860018 DOI: 10.1016/j.aca.2019.01.034] [Citation(s) in RCA: 27] [Impact Index Per Article: 5.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/13/2018] [Accepted: 01/05/2019] [Indexed: 01/01/2023]
Abstract
Transport processes through ion-channel proteins, protein pores, or solid-state nanopores are traditionally recorded with commercial patch-clamp amplifiers. The bandwidth of these systems is typically limited to 10 kHz by signal-to-noise-ratio (SNR) considerations associated with these measurement platforms. At high bandwidth, the input-referred current noise in these systems dominates, determined by the input-referred voltage noise of the transimpedance amplifier applied across the capacitance at the input of the amplifier. This capacitance arises from several sources: the parasitic capacitance of the amplifier itself; the capacitance of the lipid bilayer harboring the ion channel protein (or the membrane used to form the solid-state nanopore); and the capacitance from the interconnections between the electronics and the membrane. Here, we review state-of-the-art applications of high-bandwidth conductance recordings of both ion channels and solid-state nanopores. These approaches involve tightly integrating measurement electronics fabricated in complementary metal-oxide semiconductors (CMOS) technology with lipid bilayer or solid-state membranes. SNR improvements associated with this tight integration push the limits of measurement bandwidths, in some cases in excess of 10 MHz. Recent case studies demonstrate the utility of these approaches for DNA sequencing and ion-channel recordings. In the latter case, studies with extended bandwidth have shown the potential for providing new insights into structure-function relations of these ion-channel proteins as the temporal resolutions of functional recordings matches time scales achievable with state-of-the-art molecular dynamics simulations.
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Affiliation(s)
- Andreas J W Hartel
- Bioelectronic Systems Laboratory, Department of Electrical Engineering, Columbia University, New York City, 10027, NY, USA.
| | - Siddharth Shekar
- Bioelectronic Systems Laboratory, Department of Electrical Engineering, Columbia University, New York City, 10027, NY, USA
| | - Peijie Ong
- Bioelectronic Systems Laboratory, Department of Electrical Engineering, Columbia University, New York City, 10027, NY, USA
| | - Indra Schroeder
- Plant Membrane Biophysics, Technische Universität Darmstadt, Darmstadt, Germany
| | - Gerhard Thiel
- Plant Membrane Biophysics, Technische Universität Darmstadt, Darmstadt, Germany
| | - Kenneth L Shepard
- Bioelectronic Systems Laboratory, Department of Electrical Engineering, Columbia University, New York City, 10027, NY, USA.
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57
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Qiu K, Fato TP, Yuan B, Long YT. Toward Precision Measurement and Manipulation of Single-Molecule Reactions by a Confined Space. SMALL (WEINHEIM AN DER BERGSTRASSE, GERMANY) 2019; 15:e1805426. [PMID: 30924293 DOI: 10.1002/smll.201805426] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/20/2018] [Revised: 02/28/2019] [Indexed: 06/09/2023]
Abstract
All chemical reactions can be divided into a series of single molecule reactions (SMRs), the elementary steps that involve only isomerization of, dissociation from, and addition to an individual molecule. Analyzing SMRs is of paramount importance to identify the intrinsic molecular mechanism of a complex chemical reaction, which is otherwise implausible to reveal in an ensemble fashion, owing to the significant static and dynamic heterogeneity of real-world chemical systems. The single-molecule measurement and manipulation methods developed recently are playing an increasingly irreplaceable role to detect and recognize short-lived intermediates, visualize their transient existence, and determinate the kinetics and dynamics of single bond breaking and formation. Notably, none of the above SMRs characterizations can be realized without the aid of a confined space. Therefore, this Review aims to highlight the recent progress in the development of confined space enabled single-molecule sensing, imaging, and tuning methods to study chemical reactions. Future prospects of SMRs research are also included, including a push toward the physical limit on transduction of information to signals and vice versa, transmission and recording of signals, computational modeling and simulation, and rational design of a confined space for precise SMRs.
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Affiliation(s)
- Kaipei Qiu
- School of Chemistry and Molecular Engineering, East China University of Science and Technology, 130 Meilong Road, Shanghai, 200237, China
| | - Tano Patrice Fato
- School of Chemistry and Molecular Engineering, East China University of Science and Technology, 130 Meilong Road, Shanghai, 200237, China
| | - Bo Yuan
- School of Chemistry and Molecular Engineering, East China University of Science and Technology, 130 Meilong Road, Shanghai, 200237, China
| | - Yi-Tao Long
- School of Chemistry and Molecular Engineering, East China University of Science and Technology, 130 Meilong Road, Shanghai, 200237, China
- School of Chemistry and Chemical Engineering, Nanjing University, Nanjing, 210023, China
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58
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Karawdeniya BI, Bandara YMNDY, Nichols JW, Chevalier RB, Hagan JT, Dwyer JR. Challenging Nanopores with Analyte Scope and Environment. JOURNAL OF ANALYSIS AND TESTING 2019. [DOI: 10.1007/s41664-019-00092-1] [Citation(s) in RCA: 13] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/02/2023]
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59
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Sui XJ, Li MY, Ying YL, Yan BY, Wang HF, Zhou JL, Gu Z, Long YT. Aerolysin Nanopore Identification of Single Nucleotides Using the AdaBoost Model. JOURNAL OF ANALYSIS AND TESTING 2019. [DOI: 10.1007/s41664-019-00088-x] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
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60
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Huang G, Voet A, Maglia G. FraC nanopores with adjustable diameter identify the mass of opposite-charge peptides with 44 dalton resolution. Nat Commun 2019; 10:835. [PMID: 30783102 PMCID: PMC6381162 DOI: 10.1038/s41467-019-08761-6] [Citation(s) in RCA: 105] [Impact Index Per Article: 21.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/02/2018] [Accepted: 01/29/2019] [Indexed: 12/26/2022] Open
Abstract
A high throughput single-molecule method for identifying peptides and sequencing proteins based on nanopores could reduce costs and increase speeds of sequencing, allow the fabrication of portable home-diagnostic devices, and permit the characterization of low abundance proteins and heterogeneity in post-translational modifications. Here we engineer the size of Fragaceatoxin C (FraC) biological nanopore to allow the analysis of a wide range of peptide lengths. Ionic blockades through engineered nanopores distinguish a variety of peptides, including two peptides differing only by the substitution of alanine with glutamate. We also find that at pH 3.8 the depth of the peptide current blockades scales with the mass of the peptides irrespectively of the chemical composition of the analyte. Hence, this work shows that FraC nanopores allow direct readout of the mass of single peptide in solution, which is a crucial step towards the developing of a real-time and single-molecule protein sequencing device.
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Affiliation(s)
- Gang Huang
- Groningen Biomolecular Sciences and Biotechnology Institute, University of Groningen, 9747 AG, Groningen, The Netherlands
| | - Arnout Voet
- Laboratory of Biomolecular Modelling and Design, Department of Chemistry, University of Leuven, Celestijnenlaan 200G, 3001, Heverlee, Belgium
| | - Giovanni Maglia
- Groningen Biomolecular Sciences and Biotechnology Institute, University of Groningen, 9747 AG, Groningen, The Netherlands.
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61
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Luchian T, Park Y, Asandei A, Schiopu I, Mereuta L, Apetrei A. Nanoscale Probing of Informational Polymers with Nanopores. Applications to Amyloidogenic Fragments, Peptides, and DNA-PNA Hybrids. Acc Chem Res 2019; 52:267-276. [PMID: 30605305 DOI: 10.1021/acs.accounts.8b00565] [Citation(s) in RCA: 33] [Impact Index Per Article: 6.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/14/2022]
Abstract
The decades long advances in nanotechnology, biomolecular sciences, and protein engineering ushered the introduction of groundbreaking technologies devoted to understanding how matter behaves at single particle level. Arguably, one of the simplest in concept is the nanopore-based paradigm, with deep roots in what is originally known as the Coulter counter, resistive-pulse technique. Historically, a nanopore system comprising the oligomeric protein generated by Staphylococcus aureus toxin α-hemolysin (α-HL) was first applied to detecting polynucleotides, as revealed in 1996 by John J. Kasianowicz, Eric Brandin, Daniel Branton, and David W. Deamer, in the Proceedings of the National Academy of Sciences. Nowadays, a wide variety of other solid-state or protein-based nanopores have emerged as efficient tools for stochastic sensing of analytes as small as single metal ions, handling single molecules, or real-time, label-free probing of chemical reactions at single-molecule level. In this Account, we demonstrate the usefulness of the α-HL nanopore on probing metal-induced folding of peptides, and to investigating the reversible binding of various metals to physiologically relevant amyloid fragments. The widely recognized Achilles heel of the approach, is the relatively short dwell time of the analytes inside the nanopore. This hinders the collection of sufficient data required to infer statistically meaningful conclusions about the physical or chemical state of the studied analyte. To mitigate this, various approaches were successfully applied in particular experiments, including but not restricted to altering physical parameters of the aqueous solution, downsizing the nanopore geometry, the controlled tuning of the balance between the electrostatic and electro-osmotic forces, coating nanopores with a fluid lipid bilayer, employing a pressure-voltage biased pore. From our perspective, in this Account, we will present two strategies aimed at controlling the analyte passage across the α-HL. First, we will reveal how the electroosmotic flow can be harnessed to control residence time, direction, and the sequence of spatiotemporal dynamics of a single peptide along the nanopore. This also allows one to identify the mesoscopic trajectory of a peptide exiting the nanopore through either the vestibule or β-barrel moiety. Second, we lay out the principles of an approach dubbed "nanopore tweezing", enabling simultaneous capture rate increase and escape rate decrease of a peptide from the α-HL, with the applied voltage. At its core, this method requires the creation of an electrical dipole on the peptide under study, via engineering positive and negative amino acid residues at the two ends of the peptide. Concise applications of this approach are being demonstrated, as in proof-of-concept experiments we probed the primary structure exploration of polypeptides, via discrimination between selected neutral amino acid residues. Another useful venue provided by the nanopores is represented by single-molecule force experiments on captured analytes inside the nanopore, which proved useful in exploring force-induced rupture of nucleic acids duplexes, hairpins, or various nucleic acids-ligand conjugates. We will show that when applied to oppositely charged, polypeptide-functionalized PNA-DNA duplexes, the nanopore tweezing introduces a new generation of force-spectroscopy nanopore-based platforms, facilitating unzipping of a captured duplex and enabling the duplex hybridization energy estimation.
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Affiliation(s)
- Tudor Luchian
- Department of Physics, ‘Alexandru I. Cuza’ University, Iasi, Romania 700506
| | - Yoonkyung Park
- Department of Biomedical Science and Research Center for Proteinaceous Materials (RCPM), Chosun University, Gwangju, Republic of Korea 61452
| | - Alina Asandei
- Interdisciplinary Research Institute, Sciences Department, ‘Alexandru I. Cuza’ University, Iasi, Romania 700506
| | - Irina Schiopu
- Interdisciplinary Research Institute, Sciences Department, ‘Alexandru I. Cuza’ University, Iasi, Romania 700506
| | - Loredana Mereuta
- Department of Physics, ‘Alexandru I. Cuza’ University, Iasi, Romania 700506
| | - Aurelia Apetrei
- Department of Physics, ‘Alexandru I. Cuza’ University, Iasi, Romania 700506
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Panatala R, Barbato S, Kozai T, Luo J, Kapinos LE, Lim RYH. Nuclear Pore Membrane Proteins Self-Assemble into Nanopores. Biochemistry 2019; 58:484-488. [DOI: 10.1021/acs.biochem.8b01179] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/02/2023]
Affiliation(s)
- Radhakrishnan Panatala
- Biozentrum and Swiss Nanoscience Institute, University of Basel, 4056 Basel, Switzerland
| | - Suncica Barbato
- Biozentrum and Swiss Nanoscience Institute, University of Basel, 4056 Basel, Switzerland
| | - Toshiya Kozai
- Biozentrum and Swiss Nanoscience Institute, University of Basel, 4056 Basel, Switzerland
| | - Jinghui Luo
- Paul Scherrer Institute, 5232 Villigen, Switzerland
| | - Larisa E. Kapinos
- Biozentrum and Swiss Nanoscience Institute, University of Basel, 4056 Basel, Switzerland
| | - Roderick Y. H. Lim
- Biozentrum and Swiss Nanoscience Institute, University of Basel, 4056 Basel, Switzerland
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63
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Yang J, Wang YQ, Li MY, Ying YL, Long YT. Direct Sensing of Single Native RNA with a Single-Biomolecule Interface of Aerolysin Nanopore. LANGMUIR : THE ACS JOURNAL OF SURFACES AND COLLOIDS 2018; 34:14940-14945. [PMID: 30462509 DOI: 10.1021/acs.langmuir.8b03264] [Citation(s) in RCA: 12] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/16/2023]
Abstract
RNA sensing is of vital significance to advance our comprehension of gene expression and to further benefit medical diagnostics. Taking advantage of the excellent sensing capability of the aerolysin nanopore as a single-biomolecule interface, we for the first time achieved the direct characterization of single native RNA of Poly(A)4 and Poly(U)4. Poly(A)4 induces ∼10% larger blockade current amplitude than Poly(U)4. The statistical duration of Poly(A)4 is 18.83 ± 1.08 ms, which is 100 times longer than that of Poly(U)4. Our results demonstrated that the capture of RNA homopolymers is restricted by the biased diffusion. The translocation of RNA needs to overcome a lower free-energy barrier than that of DNA. Moreover, the strong RNA-aerolysin interaction is attributed to the hydroxyl in pentose, which prolongs the translocation time. This study opens an avenue for aerolysin nanopores to directly achieve RNA sensing, including discrimination of RNA epigenetic modification and selective detection of miRNA.
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Affiliation(s)
- Jie Yang
- Key Laboratory for Advanced Materials & School of Chemistry and Molecular Engineering , East China University of Science and Technology , Shanghai 200237 , P. R. China
| | - Ya-Qian Wang
- Key Laboratory for Advanced Materials & School of Chemistry and Molecular Engineering , East China University of Science and Technology , Shanghai 200237 , P. R. China
| | - Meng-Yin Li
- Key Laboratory for Advanced Materials & School of Chemistry and Molecular Engineering , East China University of Science and Technology , Shanghai 200237 , P. R. China
| | - Yi-Lun Ying
- Key Laboratory for Advanced Materials & School of Chemistry and Molecular Engineering , East China University of Science and Technology , Shanghai 200237 , P. R. China
| | - Yi-Tao Long
- Key Laboratory for Advanced Materials & School of Chemistry and Molecular Engineering , East China University of Science and Technology , Shanghai 200237 , P. R. China
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64
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Mutter NL, Soskine M, Huang G, Albuquerque IS, Bernardes GJL, Maglia G. Modular Pore-Forming Immunotoxins with Caged Cytotoxicity Tailored by Directed Evolution. ACS Chem Biol 2018; 13:3153-3160. [PMID: 30278129 PMCID: PMC6243392 DOI: 10.1021/acschembio.8b00720] [Citation(s) in RCA: 19] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/08/2023]
Abstract
![]()
Immunotoxins are proteins containing
a cell-targeting element linked
to a toxin that are under investigation for next-generation cancer
treatment. However, these agents are difficult to synthesize, chemically
heterogeneous, expensive, and show toxicity toward healthy cells.
In this work, we describe the synthesis and characterization of a
new type of immunotoxin that showed exquisite selectivity toward
targeted cells. In our construct, targeting molecules were covalently
attached or genetically fused to oligomeric pore-forming toxins. The
activity of the immunotoxin was then caged by fusing a soluble protein
to the transmembrane domain and activated via cleavage with furin,
which is a protease that is overexpressed in many cancer cells. During
the several coupling steps, directed evolution allowed the efficient
synthesis of the molecules in E. coli cells, as well
as selection for further specificity toward targeted cells. The final
construct showed no off-target activity, while acquiring an additional
degree of specificity toward the targeted cells upon activation. The
pore-forming toxins described here do not require internalization
to operate, while the many protomeric subunits can be individually
modified to refine target specificity.
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Affiliation(s)
- Natalie L. Mutter
- Groningen Biomolecular Science & Biotechnology Institute, University of Groningen, 9747 AG, Groningen, The Netherlands
| | - Misha Soskine
- Groningen Biomolecular Science & Biotechnology Institute, University of Groningen, 9747 AG, Groningen, The Netherlands
| | - Gang Huang
- Groningen Biomolecular Science & Biotechnology Institute, University of Groningen, 9747 AG, Groningen, The Netherlands
| | - Inês S. Albuquerque
- Instituto de Medicina Molecular, Faculdade de Medicina, Universidade de Lisboa, Avenida Professor Egas Moniz, 1649-028, Lisboa, Portugal
| | - Gonçalo J. L. Bernardes
- Instituto de Medicina Molecular, Faculdade de Medicina, Universidade de Lisboa, Avenida Professor Egas Moniz, 1649-028, Lisboa, Portugal
- Department of Chemistry, University of Cambridge, Lensfield Road, Cambridge CB2 1EW, United Kingdom
| | - Giovanni Maglia
- Groningen Biomolecular Science & Biotechnology Institute, University of Groningen, 9747 AG, Groningen, The Netherlands
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65
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Houghtaling J, List J, Mayer M. Nanopore-Based, Rapid Characterization of Individual Amyloid Particles in Solution: Concepts, Challenges, and Prospects. SMALL (WEINHEIM AN DER BERGSTRASSE, GERMANY) 2018; 14:e1802412. [PMID: 30225962 DOI: 10.1002/smll.201802412] [Citation(s) in RCA: 44] [Impact Index Per Article: 7.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/24/2018] [Revised: 08/15/2018] [Indexed: 06/08/2023]
Abstract
Aggregates of misfolded proteins are associated with several devastating neurodegenerative diseases. These so-called amyloids are therefore explored as biomarkers for the diagnosis of dementia and other disorders, as well as for monitoring disease progression and assessment of the efficacy of therapeutic interventions. Quantification and characterization of amyloids as biomarkers is particularly demanding because the same amyloid-forming protein can exist in different states of assembly, ranging from nanometer-sized monomers to micrometer-long fibrils that interchange dynamically both in vivo and in samples from body fluids ex vivo. Soluble oligomeric amyloid aggregates, in particular, are associated with neurotoxic effects, and their molecular organization, size, and shape appear to determine their toxicity. This concept article proposes that the emerging field of nanopore-based analytics on a single molecule and single aggregate level holds the potential to account for the heterogeneity of amyloid samples and to characterize these particles-rapidly, label-free, and in aqueous solution-with regard to their size, shape, and abundance. The article describes the concept of nanopore-based resistive pulse sensing, reviews previous work in amyloid analysis, and discusses limitations and challenges that will need to be overcome to realize the full potential of amyloid characterization on a single-particle level.
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Affiliation(s)
- Jared Houghtaling
- Department of Biomedical Engineering, University of Michigan, Ann Arbor, MI, 48109, USA
- Adolphe Merkle Institute, University of Fribourg, Chemin des Verdiers 4, CH-1700, Fribourg, Switzerland
| | - Jonathan List
- Adolphe Merkle Institute, University of Fribourg, Chemin des Verdiers 4, CH-1700, Fribourg, Switzerland
| | - Michael Mayer
- Adolphe Merkle Institute, University of Fribourg, Chemin des Verdiers 4, CH-1700, Fribourg, Switzerland
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66
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Tan CS, Fleming AM, Ren H, Burrows CJ, White HS. γ-Hemolysin Nanopore Is Sensitive to Guanine-to-Inosine Substitutions in Double-Stranded DNA at the Single-Molecule Level. J Am Chem Soc 2018; 140:14224-14234. [PMID: 30269492 DOI: 10.1021/jacs.8b08153] [Citation(s) in RCA: 19] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/07/2023]
Abstract
Biological nanopores provide a unique single-molecule sensing platform to detect target molecules based on their specific electrical signatures. The γ-hemolysin (γ-HL) protein produced by Staphylococcus aureus is able to assemble into an octamer nanopore with a ∼2.3 nm diameter β-barrel. Herein, we demonstrate the first application of γ-HL nanopore for DNA structural analysis. To optimize conditions for ion-channel recording, the properties of the γ-HL pore (e.g., conductance, voltage-dependent gating, and ion-selectivity) were characterized at different pH, temperature, and electrolyte concentrations. The optimal condition for DNA analysis using γ-HL corresponds to 3 M KCl, pH 5, and T = 20 °C. The γ-HL protein nanopore is able to translocate dsDNA at about ∼20 bp/ms, and the unique current-signature of captured dsDNA can directly distinguish guanine-to-inosine substitutions at the single-molecule level with ∼99% accuracy. The slow dsDNA threading and translocation processes indicate this wild-type γ-HL channel has potential to detect other base modifications in dsDNA.
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Affiliation(s)
- Cherie S Tan
- Department of Chemistry , University of Utah , 315 South 1400 East , Salt Lake City , Utah 84112-0850 , United States
| | - Aaron M Fleming
- Department of Chemistry , University of Utah , 315 South 1400 East , Salt Lake City , Utah 84112-0850 , United States
| | - Hang Ren
- Department of Chemistry , University of Utah , 315 South 1400 East , Salt Lake City , Utah 84112-0850 , United States
| | - Cynthia J Burrows
- Department of Chemistry , University of Utah , 315 South 1400 East , Salt Lake City , Utah 84112-0850 , United States
| | - Henry S White
- Department of Chemistry , University of Utah , 315 South 1400 East , Salt Lake City , Utah 84112-0850 , United States
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67
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Galenkamp NS, Soskine M, Hermans J, Wloka C, Maglia G. Direct electrical quantification of glucose and asparagine from bodily fluids using nanopores. Nat Commun 2018; 9:4085. [PMID: 30291230 PMCID: PMC6173770 DOI: 10.1038/s41467-018-06534-1] [Citation(s) in RCA: 77] [Impact Index Per Article: 12.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/17/2018] [Accepted: 08/30/2018] [Indexed: 01/11/2023] Open
Abstract
Crucial steps in the miniaturisation of biosensors are the conversion of a biological signal into an electrical current as well as the direct sampling of bodily fluids. Here we show that protein sensors in combination with a nanopore, acting as an electrical transducer, can accurately quantify metabolites in real time directly from nanoliter amounts of blood and other bodily fluids. Incorporation of the nanopore into portable electronic devices will allow developing sensitive, continuous, and non-invasive sensors for metabolites for point-of-care and home diagnostics. Protein nanopores are emerging as sensors for a variety of biomolecules. Here the authors develop a nanopore based on the bacterial toxin ClyA, in conjunction with binding proteins for glucose and asparagine, to detect these biomolecules simultaneously from a variety of unprocessed, diluted body fluids.
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Affiliation(s)
- Nicole Stéphanie Galenkamp
- Groningen Biomolecular Sciences and Biotechnology Institute, University of Groningen, Nijenborgh 7, Groningen, 9747 AG, The Netherlands
| | - Misha Soskine
- Groningen Biomolecular Sciences and Biotechnology Institute, University of Groningen, Nijenborgh 7, Groningen, 9747 AG, The Netherlands
| | - Jos Hermans
- Analytical Biochemistry, Department of Pharmacy, University of Groningen, Antonius Deusinglaan 1, Groningen, 9713 AV, The Netherlands
| | - Carsten Wloka
- Groningen Biomolecular Sciences and Biotechnology Institute, University of Groningen, Nijenborgh 7, Groningen, 9747 AG, The Netherlands
| | - Giovanni Maglia
- Groningen Biomolecular Sciences and Biotechnology Institute, University of Groningen, Nijenborgh 7, Groningen, 9747 AG, The Netherlands.
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68
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Lee K, Park KB, Kim HJ, Yu JS, Chae H, Kim HM, Kim KB. Recent Progress in Solid-State Nanopores. ADVANCED MATERIALS (DEERFIELD BEACH, FLA.) 2018; 30:e1704680. [PMID: 30260506 DOI: 10.1002/adma.201704680] [Citation(s) in RCA: 109] [Impact Index Per Article: 18.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/17/2017] [Revised: 06/08/2018] [Indexed: 05/28/2023]
Abstract
The solid-state nanopore has attracted much attention as a next-generation DNA sequencing tool or a single-molecule biosensor platform with its high sensitivity of biomolecule detection. The platform has advantages of processability, robustness of the device, and flexibility in the nanopore dimensions as compared with the protein nanopore, but with the limitation of insufficient spatial and temporal resolution to be utilized in DNA sequencing. Here, the fundamental principles of the solid-state nanopore are summarized to illustrate the novelty of the device, and improvements in the performance of the platform in terms of device fabrication are explained. The efforts to reduce the electrical noise of solid-state nanopore devices, and thus to enhance the sensitivity of detection, are presented along with detailed descriptions of the noise properties of the solid-state nanopore. Applications of 2D materials including graphene, h-BN, and MoS2 as a nanopore membrane to enhance the spatial resolution of nanopore detection, and organic coatings on the nanopore membranes for the addition of chemical functionality to the nanopore are summarized. Finally, the recently reported applications of the solid-state nanopore are categorized and described according to the target biomolecules: DNA-bound proteins, modified DNA structures, proteins, and protein oligomers.
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Affiliation(s)
- Kidan Lee
- Department of Materials Science and Engineering, Seoul National University, Seoul, 08826, Republic of Korea
| | - Kyeong-Beom Park
- Department of Materials Science and Engineering, Seoul National University, Seoul, 08826, Republic of Korea
| | - Hyung-Jun Kim
- Department of Materials Science and Engineering, Seoul National University, Seoul, 08826, Republic of Korea
| | - Jae-Seok Yu
- Department of Materials Science and Engineering, Seoul National University, Seoul, 08826, Republic of Korea
| | - Hongsik Chae
- Department of Materials Science and Engineering, Seoul National University, Seoul, 08826, Republic of Korea
| | - Hyun-Mi Kim
- Research Institute of Advanced Materials, Seoul National University, Seoul, 08826, Republic of Korea
| | - Ki-Bum Kim
- Department of Materials Science and Engineering, Seoul National University, Seoul, 08826, Republic of Korea
- Research Institute of Advanced Materials, Seoul National University, Seoul, 08826, Republic of Korea
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69
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Dingfelder F, Benke S, Nettels D, Schuler B. Mapping an Equilibrium Folding Intermediate of the Cytolytic Pore Toxin ClyA with Single-Molecule FRET. J Phys Chem B 2018; 122:11251-11261. [PMID: 30156409 DOI: 10.1021/acs.jpcb.8b07026] [Citation(s) in RCA: 12] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/19/2022]
Abstract
The 303-residue cytolytic toxin ClyA forms a stable α-helical monomer. In the presence of detergents or membranes, however, the protein makes a large conformational transition to the protomer state, which is competent for assembly into a dodecameric cytolytic pore. In this study, we map the structure of the ClyA monomer during denaturant-induced unfolding with single-molecule Förster resonance energy transfer (FRET) spectroscopy. To this end, we probe intramolecular distances of six different segments of ClyA by placing donor and acceptor fluorophores at corresponding positions along the chain. We identify an intermediate state that contains the folded core consisting of three of the α-helices that make up the helical bundle present in the structure of both the monomer and the protomer, but with the C- and N-terminal helices unfolded, in accord with the secondary structure content estimated from circular dichroism (CD) spectroscopy. The existence of this intermediate is likely to be a consequence of the structural bistability underlying the biological function of ClyA: The terminal helices are part of the largest rearrangements during protomer formation, and the local differences in stability we detect may prime the protein for the required conformational transition.
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Affiliation(s)
- Fabian Dingfelder
- Department of Biochemistry , University of Zurich , Winterthurerstrasse 190 , 8057 Zurich , Switzerland
| | - Stephan Benke
- Department of Biochemistry , University of Zurich , Winterthurerstrasse 190 , 8057 Zurich , Switzerland
| | - Daniel Nettels
- Department of Biochemistry , University of Zurich , Winterthurerstrasse 190 , 8057 Zurich , Switzerland
| | - Benjamin Schuler
- Department of Biochemistry , University of Zurich , Winterthurerstrasse 190 , 8057 Zurich , Switzerland.,Department of Physics , University of Zurich , Winterthurerstrasse 190 , 8057 Zurich , Switzerland
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70
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Lu B, Stokes C, Fahie M, Chen M, Golovchenko JA, Hau LV. Protein Motion and Configurations in a Form-Fitting Nanopore: Avidin in ClyA. Biophys J 2018; 115:801-808. [PMID: 30122294 DOI: 10.1016/j.bpj.2018.07.024] [Citation(s) in RCA: 13] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/18/2018] [Revised: 07/23/2018] [Accepted: 07/25/2018] [Indexed: 12/01/2022] Open
Abstract
We probe the molecular dynamics and states of an avidin protein as it is captured and trapped in a voltage-biased cytolysin A nanopore using time-resolved single-molecule electrical conductance signals. The data for very large numbers of single-molecule events are analyzed and presented by a new method that provides clear visual insight into the molecular scale processes. Avidin in cytolysin A has surprisingly rich conductance spectra that reveal transient and more permanently trapped protein configurations in the pore and how they evolve into one another. We identify a long-lasting, stable, and low-noise configuration of avidin in the nanopore into which avidin can be reliably trapped and released. This may prove useful for single-molecule studies of other proteins that can be biotinylated and then transported by avidin to the pore via their coupling to avidin with biotin-avidin linking. We demonstrate the sensitivity of this system with detection of biotin attached to avidin captured by the pore.
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Affiliation(s)
- Bo Lu
- Department of Physics, Harvard University, Cambridge, Massachusetts
| | - Chris Stokes
- The Rowland Institute at Harvard, Harvard University, Cambridge, Massachusetts
| | - Monifa Fahie
- Department of Chemistry, University of Massachusetts, Amherst, Massachusetts
| | - Min Chen
- Department of Chemistry, University of Massachusetts, Amherst, Massachusetts
| | - Jene A Golovchenko
- Department of Physics, Harvard University, Cambridge, Massachusetts; School of Engineering and Applied Sciences, Harvard University, Cambridge, Massachusetts
| | - Lene Vestergaard Hau
- Department of Physics, Harvard University, Cambridge, Massachusetts; School of Engineering and Applied Sciences, Harvard University, Cambridge, Massachusetts.
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71
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Spruijt E, Tusk SE, Bayley H. DNA scaffolds support stable and uniform peptide nanopores. NATURE NANOTECHNOLOGY 2018; 13:739-745. [PMID: 29808001 DOI: 10.1038/s41565-018-0139-6] [Citation(s) in RCA: 51] [Impact Index Per Article: 8.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/01/2017] [Accepted: 04/04/2018] [Indexed: 05/18/2023]
Abstract
The assembly of peptides into membrane-spanning nanopores might be promoted by scaffolds to pre-organize the structures. Such scaffolds could enable the construction of uniform pores of various sizes and pores with controlled permutations around a central axis. Here, we show that DNA nanostructures can serve as scaffolds to arrange peptides derived from the octameric polysaccharide transporter Wza to form uniform nanopores in planar lipid bilayers. Our ring-shaped DNA scaffold is assembled from short synthetic oligonucleotides that are connected to Wza peptides through flexible linkers. When scaffolded, the Wza peptides form conducting nanopores of which only octamers are stable and of uniform conductance. Removal of the DNA scaffold by cleavage of the linkers leads to a rapid loss of the nanopores from the lipid bilayer, which shows that the scaffold is essential for their stability. The DNA scaffold also adds functionality to the nanopores by enabling reversible and permanent binding of complementary tagged oligonucleotides near the nanopore entrance.
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Affiliation(s)
- Evan Spruijt
- Chemistry Research Laboratory, University of Oxford, Oxford, UK.
- Institute for Molecules and Materials, Radboud University, Nijmegen, The Netherlands.
| | - Samuel E Tusk
- Clarendon Laboratory, Department of Physics, University of Oxford, Oxford, UK
| | - Hagan Bayley
- Chemistry Research Laboratory, University of Oxford, Oxford, UK.
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72
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Nomidis SK, Hooyberghs J, Maglia G, Carlon E. DNA capture into the ClyA nanopore: diffusion-limited versus reaction-limited processes. JOURNAL OF PHYSICS. CONDENSED MATTER : AN INSTITUTE OF PHYSICS JOURNAL 2018; 30:304001. [PMID: 29893712 DOI: 10.1088/1361-648x/aacc01] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/02/2023]
Abstract
The capture and translocation of biomolecules through nanometer-scale pores are processes with a potentially large number of applications, and hence they have been intensively studied in recent years. The aim of this paper is to review existing models of the capture process by a nanopore, together with some recent experimental data of short single- and double-stranded DNA captured by the Cytolysin A (ClyA) nanopore. ClyA is a transmembrane protein of bacterial origin which has been recently engineered through site-specific mutations, to allow the translocation of double- and single-stranded DNA. A comparison between theoretical estimations and experiments suggests that for both cases the capture is a reaction-limited process. This is corroborated by the observed salt dependence of the capture rate, which we find to be in quantitative agreement with the theoretical predictions.
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Affiliation(s)
- Stefanos K Nomidis
- KU Leuven, Institute for Theoretical Physics, Celestijnenlaan 200D, 3001 Leuven, Belgium. Flemish Institute for Technological Research (VITO), Boeretang 200, B-2400 Mol, Belgium
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73
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Mapping the sensing spots of aerolysin for single oligonucleotides analysis. Nat Commun 2018; 9:2823. [PMID: 30026547 PMCID: PMC6053387 DOI: 10.1038/s41467-018-05108-5] [Citation(s) in RCA: 49] [Impact Index Per Article: 8.2] [Reference Citation Analysis] [Abstract] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/22/2017] [Accepted: 06/05/2018] [Indexed: 12/05/2022] Open
Abstract
Nanopore sensing is a powerful single-molecule method for DNA and protein sequencing. Recent studies have demonstrated that aerolysin exhibits a high sensitivity for single-molecule detection. However, the lack of the atomic resolution structure of aerolysin pore has hindered the understanding of its sensing capabilities. Herein, we integrate nanopore experimental results and molecular simulations based on a recent pore structural model to precisely map the sensing spots of this toxin for ssDNA translocation. Rationally probing ssDNA length and composition upon pore translocation provides new important insights for molecular determinants of the aerolysin nanopore. Computational and experimental results reveal two critical sensing spots (R220, K238) generating two constriction points along the pore lumen. Taking advantage of the sensing spots, all four nucleobases, cytosine methylation and oxidation of guanine can be clearly identified in a mixture sample. The results provide evidence for the potential of aerolysin as a nanosensor for DNA sequencing. Nanopores are an emerging powerful single-molecule method of DNA sequencing. Here the authors map the structure of aerolysin for use as a nanopore and show detection of modified and unmodified nucleobases.
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74
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Willems K, Van Meervelt V, Wloka C, Maglia G. Single-molecule nanopore enzymology. Philos Trans R Soc Lond B Biol Sci 2018. [PMID: 28630164 DOI: 10.1098/rstb.2016.0230] [Citation(s) in RCA: 52] [Impact Index Per Article: 8.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/14/2022] Open
Abstract
Biological nanopores are a class of membrane proteins that open nanoscale water conduits in biological membranes. When they are reconstituted in artificial membranes and a bias voltage is applied across the membrane, the ionic current passing through individual nanopores can be used to monitor chemical reactions, to recognize individual molecules and, of most interest, to sequence DNA. In addition, a more recent nanopore application is the analysis of single proteins and enzymes. Monitoring enzymatic reactions with nanopores, i.e. nanopore enzymology, has the unique advantage that it allows long-timescale observations of native proteins at the single-molecule level. Here, we describe the approaches and challenges in nanopore enzymology.This article is part of the themed issue 'Membrane pores: from structure and assembly, to medicine and technology'.
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Affiliation(s)
- Kherim Willems
- Department of Chemistry, KU Leuven, Celestijnenlaan 200G, 3001 Leuven, Belgium.,Department of Life Sciences and Imaging, IMEC, Kapeldreef 75, 3001 Leuven, Belgium
| | - Veerle Van Meervelt
- Department of Chemistry, KU Leuven, Celestijnenlaan 200G, 3001 Leuven, Belgium.,Groningen Biomolecular Sciences and Biotechnology Institute, University of Groningen, Nijenborgh 7, 9747 AG Groningen, The Netherlands
| | - Carsten Wloka
- Groningen Biomolecular Sciences and Biotechnology Institute, University of Groningen, Nijenborgh 7, 9747 AG Groningen, The Netherlands
| | - Giovanni Maglia
- Groningen Biomolecular Sciences and Biotechnology Institute, University of Groningen, Nijenborgh 7, 9747 AG Groningen, The Netherlands
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75
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Roderer D, Glockshuber R. Assembly mechanism of the α-pore-forming toxin cytolysin A from Escherichia coli. Philos Trans R Soc Lond B Biol Sci 2018. [PMID: 28630151 DOI: 10.1098/rstb.2016.0211] [Citation(s) in RCA: 28] [Impact Index Per Article: 4.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/31/2023] Open
Abstract
The cytolytic toxin cytolysin A (ClyA) from Escherichia coli is probably one of the best-characterized examples of bacterial, α-pore-forming toxins (α-PFTs). Like other PFTs, ClyA exists in a soluble, monomeric form that assembles to an annular, homo-oligomeric pore complex upon contact with detergent or target membranes. Comparison of the three-dimensional structures of the 34 kDa monomer and the protomer in the context of the dodecameric pore complex revealed that ClyA undergoes one of the largest conformational transitions described for proteins so far, in which 55% of the residues change their position and 16% of the residues adopt a different secondary structure in the protomer. Studies on the assembly of ClyA revealed a unique mechanism that differs from the assembly mechanism of other PFTs. The rate-liming step of pore formation proved to be the unimolecular conversion of the monomer to an assembly-competent protomer, during which a molten globule-like off-pathway intermediate accumulates. The oligomerization of protomers to pore complexes is fast and follows a kinetic scheme in which mixtures of linear oligomers of different size are formed first, followed by very rapid and specific association of pairs of oligomers that can directly perform ring closure to the dodecameric pore complex.This article is part of the themed issue 'Membrane pores: from structure and assembly, to medicine and technology'.
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Affiliation(s)
- Daniel Roderer
- Institute of Molecular Biology and Biophysics, ETH Zurich, Otto-Stern-Weg 5, 8093 Zurich, Switzerland
| | - Rudi Glockshuber
- Institute of Molecular Biology and Biophysics, ETH Zurich, Otto-Stern-Weg 5, 8093 Zurich, Switzerland
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76
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Identification of single amino acid differences in uniformly charged homopolymeric peptides with aerolysin nanopore. Nat Commun 2018; 9:966. [PMID: 29511176 PMCID: PMC5840376 DOI: 10.1038/s41467-018-03418-2] [Citation(s) in RCA: 173] [Impact Index Per Article: 28.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/05/2017] [Accepted: 02/09/2018] [Indexed: 12/31/2022] Open
Abstract
There are still unmet needs in finding new technologies for biomedical diagnostic and industrial applications. A technology allowing the analysis of size and sequence of short peptide molecules of only few molecular copies is still challenging. The fast, low-cost and label-free single-molecule nanopore technology could be an alternative for addressing these critical issues. Here, we demonstrate that the wild-type aerolysin nanopore enables the size-discrimination of several short uniformly charged homopeptides, mixed in solution, with a single amino acid resolution. Our system is very sensitive, allowing detecting and characterizing a few dozens of peptide impurities in a high purity commercial peptide sample, while conventional analysis techniques fail to do so.
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77
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Wang H, Ettedgui J, Forstater J, Robertson JWF, Reiner JE, Zhang H, Chen S, Kasianowicz JJ. Determining the Physical Properties of Molecules with Nanometer-Scale Pores. ACS Sens 2018; 3:251-263. [PMID: 29381331 DOI: 10.1021/acssensors.7b00680] [Citation(s) in RCA: 25] [Impact Index Per Article: 4.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/31/2022]
Abstract
Nanometer-scale pores have been developed for the detection, characterization, and quantification of a wide range of analytes (e.g., ions, polymers, proteins, anthrax toxins, neurotransmitters, and synthetic nanoparticles) and for DNA sequencing. We describe the key requirements that made this method possible and how the technique evolved. Finally, we show that, despite sound theoretical work, which advanced both the conceptual framework and quantitative capability of the method, there are still unresolved questions that need to be addressed to further improve the technique.
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Affiliation(s)
- Haiyan Wang
- National Institute
of Standards and Technology Physical Measurement Laboratory, Gaithersburg, Maryland 20899, United States
- Shenzhen
Key Laboratory of Biomedical Engineering, School of Medicine, Shenzhen University, 3688 Nanhai Road, Shenzhen 508060, China
| | - Jessica Ettedgui
- National Institute
of Standards and Technology Physical Measurement Laboratory, Gaithersburg, Maryland 20899, United States
- Department
of Chemical Engineering, Columbia University New York, New York 10027, United States
| | - Jacob Forstater
- National Institute
of Standards and Technology Physical Measurement Laboratory, Gaithersburg, Maryland 20899, United States
- Department
of Chemical Engineering, Columbia University New York, New York 10027, United States
| | - Joseph W. F. Robertson
- National Institute
of Standards and Technology Physical Measurement Laboratory, Gaithersburg, Maryland 20899, United States
| | - Joseph E. Reiner
- Department
of Physics, Virginia Commonwealth University, Richmond, Virginia 23284, United States
| | - Huisheng Zhang
- Shenzhen
Key Laboratory of Biomedical Engineering, School of Medicine, Shenzhen University, 3688 Nanhai Road, Shenzhen 508060, China
| | - Siping Chen
- Shenzhen
Key Laboratory of Biomedical Engineering, School of Medicine, Shenzhen University, 3688 Nanhai Road, Shenzhen 508060, China
| | - John J. Kasianowicz
- National Institute
of Standards and Technology Physical Measurement Laboratory, Gaithersburg, Maryland 20899, United States
- Department
of Applied Physics Applied Mathematics, Columbia University New York, New York 10027, United States
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78
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Cao C, Long YT. Biological Nanopores: Confined Spaces for Electrochemical Single-Molecule Analysis. Acc Chem Res 2018; 51:331-341. [PMID: 29364650 DOI: 10.1021/acs.accounts.7b00143] [Citation(s) in RCA: 93] [Impact Index Per Article: 15.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/18/2022]
Abstract
Nanopore sensing is developing into a powerful single-molecule approach to investigate the features of biomolecules that are not accessible by studying ensemble systems. When a target molecule is transported through a nanopore, the ions occupying the pore are excluded, resulting in an electrical signal from the intermittent ionic blockade event. By statistical analysis of the amplitudes, duration, frequencies, and shapes of the blockade events, many properties of the target molecule can be obtained in real time at the single-molecule level, including its size, conformation, structure, charge, geometry, and interactions with other molecules. With the development of the use of α-hemolysin to characterize individual polynucleotides, nanopore technology has attracted a wide range of research interest in the fields of biology, physics, chemistry, and nanoscience. As a powerful single-molecule analytical method, nanopore technology has been applied for the detection of various biomolecules, including oligonucleotides, peptides, oligosaccharides, organic molecules, and disease-related proteins. In this Account, we highlight recent developments of biological nanopores in DNA-based sensing and in studying the conformational structures of DNA and RNA. Furthermore, we introduce the application of biological nanopores to investigate the conformations of peptides affected by charge, length, and dipole moment and to study disease-related proteins' structures and aggregation transitions influenced by an inhibitor, a promoter, or an applied voltage. To improve the sensing ability of biological nanopores and further extend their application to a wider range of molecular sensing, we focus on exploring novel biological nanopores, such as aerolysin and Stable Protein 1. Aerolysin exhibits an especially high sensitivity for the detection of single oligonucleotides both in current separation and duration. Finally, to facilitate the use of nanopore measurements and statistical analysis, we develop an integrated current measurement system and an accurate data processing method for nanopore sensing. The unique geometric structure of a biological nanopore offers a distinct advantage as a nanosensor for single-molecule sensing. The construction of the pore entrance is responsible for capturing the target molecule, while the lumen region determines the translocation process of the single molecule. Since the capture of the target molecule is predominantly diffusion-limited, it is expected that the capture ability of the nanopore toward the target analyte could be effectively enhanced by site-directed mutations of key amino acids with desirable groups. Additionally, changing the side chains inside the wall of the biological nanopore could optimize the geometry of the pore and realize an optimal interaction between the single-molecule interface and the analyte. These improvements would allow for high spatial and current resolution of nanopore sensors, which would ensure the possibility of dynamic study of single biomolecules, including their metastable conformations, charge distributions, and interactions. In the future, data analysis with powerful algorithms will make it possible to automatically and statistically extract detailed information while an analyte translocates through the pore. We conclude that these improvements could have tremendous potential applications for nanopore sensing in the near future.
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Affiliation(s)
- Chan Cao
- Key Laboratory for Advanced Materials, School of Chemistry & Molecular Engineering, East China University of Science and Technology, Shanghai 200237, P. R. China
| | - 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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79
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Henning-Knechtel A, Knechtel J, Magzoub M. DNA-assisted oligomerization of pore-forming toxin monomers into precisely-controlled protein channels. Nucleic Acids Res 2017; 45:12057-12068. [PMID: 29088457 PMCID: PMC5716084 DOI: 10.1093/nar/gkx990] [Citation(s) in RCA: 18] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/07/2017] [Accepted: 10/11/2017] [Indexed: 01/12/2023] Open
Abstract
We have developed a novel approach for creating membrane-spanning protein-based pores. The construction principle is based on using well-defined, circular DNA nanostructures to arrange a precise number of pore-forming protein toxin monomers. We can thereby obtain, for the first time, protein pores with specifically set diameters. We demonstrate this principle by constructing artificial alpha-hemolysin (αHL) pores. The DNA/αHL hybrid nanopores composed of twelve, twenty or twenty-six monomers show stable insertions into lipid bilayers during electrical recordings, along with steady, pore size-dependent current levels. Our approach successfully advances the applicability of nanopores, in particular towards label-free studies of single molecules in large nanoscaled biological structures.
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Affiliation(s)
- Anja Henning-Knechtel
- Biology Program, Division of Science, New York University Abu Dhabi, PO Box 129188, Saadiyat Island, Abu Dhabi, UAE
| | - Johann Knechtel
- Division of Engineering, New York University Abu Dhabi, PO Box 129188, Saadiyat Island, Abu Dhabi, UAE
| | - Mazin Magzoub
- Biology Program, Division of Science, New York University Abu Dhabi, PO Box 129188, Saadiyat Island, Abu Dhabi, UAE
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80
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Van Meervelt V, Soskine M, Singh S, Schuurman-Wolters GK, Wijma HJ, Poolman B, Maglia G. Real-Time Conformational Changes and Controlled Orientation of Native Proteins Inside a Protein Nanoreactor. J Am Chem Soc 2017; 139:18640-18646. [PMID: 29206456 PMCID: PMC6150693 DOI: 10.1021/jacs.7b10106] [Citation(s) in RCA: 67] [Impact Index Per Article: 9.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/21/2022]
Abstract
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Protein conformations play crucial
roles in most, if not all, biological
processes. Here we show that the current carried through a nanopore
by ions allows monitoring conformational changes of single and native
substrate-binding domains (SBD) of an ATP-Binding Cassette importer
in real-time. Comparison with single-molecule Förster Resonance
Energy Transfer and ensemble measurements revealed that proteins trapped
inside the nanopore have bulk-like properties. Two ligand-free and
two ligand-bound conformations of SBD proteins were inferred and their
kinetic constants were determined. Remarkably, internalized proteins
aligned with the applied voltage bias, and their orientation could
be controlled by the addition of a single charge to the protein surface.
Nanopores can thus be used to immobilize proteins on a surface with
a specific orientation, and will be employed as nanoreactors for single-molecule
studies of native proteins. Moreover, nanopores with internal protein
adaptors might find further practical applications in multianalyte
sensing devices.
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Affiliation(s)
- Veerle Van Meervelt
- Department of Chemistry, University of Leuven , Leuven B-3001, Belgium.,Groningen Biomolecular Sciences and Biotechnology Institute, University of Groningen , Groningen 9747 AG, The Netherlands
| | - Misha Soskine
- Groningen Biomolecular Sciences and Biotechnology Institute, University of Groningen , Groningen 9747 AG, The Netherlands
| | - Shubham Singh
- Groningen Biomolecular Sciences and Biotechnology Institute, University of Groningen , Groningen 9747 AG, The Netherlands
| | - Gea K Schuurman-Wolters
- Groningen Biomolecular Sciences and Biotechnology Institute, University of Groningen , Groningen 9747 AG, The Netherlands
| | - Hein J Wijma
- Groningen Biomolecular Sciences and Biotechnology Institute, University of Groningen , Groningen 9747 AG, The Netherlands
| | - Bert Poolman
- Groningen Biomolecular Sciences and Biotechnology Institute, University of Groningen , Groningen 9747 AG, The Netherlands
| | - Giovanni Maglia
- Groningen Biomolecular Sciences and Biotechnology Institute, University of Groningen , Groningen 9747 AG, The Netherlands
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81
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YANG J, LI S, WU XY, LONG YT. Development of Biological Nanopore Technique in Non-gene Sequencing Application. CHINESE JOURNAL OF ANALYTICAL CHEMISTRY 2017. [DOI: 10.1016/s1872-2040(17)61053-3] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 10/18/2022]
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82
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Huang G, Willems K, Soskine M, Wloka C, Maglia G. Electro-osmotic capture and ionic discrimination of peptide and protein biomarkers with FraC nanopores. Nat Commun 2017; 8:935. [PMID: 29038539 PMCID: PMC5715100 DOI: 10.1038/s41467-017-01006-4] [Citation(s) in RCA: 171] [Impact Index Per Article: 24.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/04/2017] [Accepted: 08/09/2017] [Indexed: 12/13/2022] Open
Abstract
Biological nanopores are nanoscale sensors employed for high-throughput, low-cost, and long read-length DNA sequencing applications. The analysis and sequencing of proteins, however, is complicated by their folded structure and non-uniform charge. Here we show that an electro-osmotic flow through Fragaceatoxin C (FraC) nanopores can be engineered to allow the entry of polypeptides at a fixed potential regardless of the charge composition of the polypeptide. We further use the nanopore currents to discriminate peptide and protein biomarkers from 25 kDa down to 1.2 kDa including polypeptides differing by one amino acid. On the road to nanopore proteomics, our findings represent a rationale for amino-acid analysis of folded and unfolded polypeptides with nanopores. Biological nanopore–based protein sequencing and recognition is challenging due to the folded structure or non-uniform charge of peptides. Here the authors show that engineered FraC nanopores can overcome these problems and recognize biomarkers in the form of oligopeptides, polypeptides and folded proteins.
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Affiliation(s)
- Gang Huang
- Groningen Biomolecular Sciences & Biotechnology Institute, University of Groningen, 9747 AG, Groningen, The Netherlands
| | - Kherim Willems
- KU Leuven Department of Chemistry, Celestijnenlaan 200G, 3001, Leuven, Belgium.,Imec, Kapeldreef 75, 3001, Leuven, Belgium
| | - Misha Soskine
- Groningen Biomolecular Sciences & Biotechnology Institute, University of Groningen, 9747 AG, Groningen, The Netherlands
| | - Carsten Wloka
- Groningen Biomolecular Sciences & Biotechnology Institute, University of Groningen, 9747 AG, Groningen, The Netherlands.
| | - Giovanni Maglia
- Groningen Biomolecular Sciences & Biotechnology Institute, University of Groningen, 9747 AG, Groningen, The Netherlands.
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83
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Asandei A, Ciuca A, Apetrei A, Schiopu I, Mereuta L, Seo CH, Park Y, Luchian T. Nanoscale Investigation of Generation 1 PAMAM Dendrimers Interaction with a Protein Nanopore. Sci Rep 2017; 7:6167. [PMID: 28733599 PMCID: PMC5522495 DOI: 10.1038/s41598-017-06435-1] [Citation(s) in RCA: 15] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/03/2017] [Accepted: 06/13/2017] [Indexed: 12/20/2022] Open
Abstract
Herein, we describe at uni-molecular level the interactions between poly(amidoamine) (PAMAM) dendrimers of generation 1 and the α-hemolysin protein nanopore, at acidic and neutral pH, and ionic strengths of 0.5 M and 1 M KCl, via single-molecule electrical recordings. The results indicate that kinetics of dendrimer-α-hemolysin reversible interactions is faster at neutral as compared to acidic pH, and we propose as a putative explanation the fine interplay among conformational and rigidity changes on the dendrimer structure, and the ionization state of the dendrimer and the α-hemolysin. From the analysis of the dendrimer's residence time inside the nanopore, we posit that the pH- and salt-dependent, long-range electrostatic interactions experienced by the dendrimer inside the ion-selective α-hemolysin, induce a non-Stokesian diffusive behavior of the analyte inside the nanopore. We also show that the ability of dendrimer molecules to adapt their structure to nanoscopic spaces, and control the flow of matter through the α-hemolysin nanopore, depends non-trivially on the pH- and salt-induced conformational changes of the dendrimer.
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Affiliation(s)
- Alina Asandei
- Interdisciplinary Research Department, Alexandru I. Cuza University, Iasi, Romania
| | - Andrei Ciuca
- Department of Physics, Alexandru I. Cuza University, Iasi, Romania
| | - Aurelia Apetrei
- Department of Physics, Alexandru I. Cuza University, Iasi, Romania
| | - Irina Schiopu
- Interdisciplinary Research Department, Alexandru I. Cuza University, Iasi, Romania
| | - Loredana Mereuta
- Department of Physics, Alexandru I. Cuza University, Iasi, Romania
| | - Chang Ho Seo
- Department of Bioinformatics, Kongju National University, Kongju, South Korea
| | - Yoonkyung Park
- Department of Department of Biomedical Science and Research Center for Proteinaceous Materials (RCPM), Chosun University, Gwangju, Korea.
| | - Tudor Luchian
- Department of Physics, Alexandru I. Cuza University, Iasi, Romania.
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84
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Desikan R, Patra SM, Sarthak K, Maiti PK, Ayappa KG. Comparison of coarse-grained (MARTINI) and atomistic molecular dynamics simulations of $$\alpha $$ α and $$\beta $$ β toxin nanopores in lipid membranes. J CHEM SCI 2017. [DOI: 10.1007/s12039-017-1316-0] [Citation(s) in RCA: 14] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/16/2022]
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85
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Wloka C, Van Meervelt V, van Gelder D, Danda N, Jager N, Williams CP, Maglia G. Label-Free and Real-Time Detection of Protein Ubiquitination with a Biological Nanopore. ACS NANO 2017; 11:4387-4394. [PMID: 28353339 PMCID: PMC5444049 DOI: 10.1021/acsnano.6b07760] [Citation(s) in RCA: 82] [Impact Index Per Article: 11.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/17/2016] [Accepted: 03/17/2017] [Indexed: 05/18/2023]
Abstract
The covalent addition of ubiquitin to target proteins is a key post-translational modification that is linked to a myriad of biological processes. Here, we report a fast, single-molecule, and label-free method to probe the ubiquitination of proteins employing an engineered Cytolysin A (ClyA) nanopore. We show that ionic currents can be used to recognize mono- and polyubiquitinated forms of native proteins under physiological conditions. Using defined conjugates, we also show that isomeric monoubiquitinated proteins can be discriminated. The nanopore approach allows following the ubiquitination reaction in real time, which will accelerate the understanding of fundamental mechanisms linked to protein ubiquitination.
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Affiliation(s)
- Carsten Wloka
- Chemical
Biology I, Groningen Biomolecular Sciences and Biotechnology Institute
(GBB), University of Groningen, 9747 AG Groningen, The Netherlands
| | | | - Dewi van Gelder
- Molecular
Cell Biology, Groningen Biomolecular Sciences and Biotechnology Institute
(GBB), University of Groningen, 9747 AG Groningen, The Netherlands
| | - Natasha Danda
- Molecular
Cell Biology, Groningen Biomolecular Sciences and Biotechnology Institute
(GBB), University of Groningen, 9747 AG Groningen, The Netherlands
| | - Nienke Jager
- Chemical
Biology I, Groningen Biomolecular Sciences and Biotechnology Institute
(GBB), University of Groningen, 9747 AG Groningen, The Netherlands
| | - Chris P. Williams
- Molecular
Cell Biology, Groningen Biomolecular Sciences and Biotechnology Institute
(GBB), University of Groningen, 9747 AG Groningen, The Netherlands
- E-mail:
| | - Giovanni Maglia
- Chemical
Biology I, Groningen Biomolecular Sciences and Biotechnology Institute
(GBB), University of Groningen, 9747 AG Groningen, The Netherlands
- E-mail:
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86
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Wang S, Zhou Z, Zhao Z, Zhang H, Haque F, Guo P. Channel of viral DNA packaging motor for real time kinetic analysis of peptide oxidation states. Biomaterials 2017; 126:10-17. [PMID: 28237908 PMCID: PMC5421631 DOI: 10.1016/j.biomaterials.2017.01.031] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/26/2016] [Revised: 12/22/2016] [Accepted: 01/27/2017] [Indexed: 10/20/2022]
Abstract
Nanopore technology has become a powerful tool in single molecule sensing, and protein nanopores appear to be more advantageous than synthetic counterparts with regards to channel amenability, structure homogeneity, and production reproducibility. However, the diameter of most of the well-studied protein nanopores is too small to allow the passage of protein or peptides that are typically in multiple nanometers scale. The portal channel from bacteriophage SPP1 has a large channel size that allows the translocation of peptides with higher ordered structures. Utilizing single channel conductance assay and optical single molecule imaging, we observed translocation of peptides and quantitatively analyzed the dynamics of peptide oligomeric states in real-time at single molecule level. The oxidative and the reduced states of peptides were clearly differentiated based on their characteristic electronic signatures. A similar Gibbs free energy (ΔG0) was obtained when different concentrations of substrates were applied, suggesting that the use of SPP1 nanopore for real-time quantification of peptide oligomeric states is feasible. With the intrinsic nature of size and conjugation amenability, the SPP1 nanopore has the potential for development into a tool for the quantification of peptide and protein structures in real time.
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Affiliation(s)
- Shaoying Wang
- College of Pharmacy, Division of Pharmaceutics and Pharmaceutical Chemistry; College of Medicine, Department of Physiology & Cell Biology; and Dorothy M. Davis Heart and Lung Research Institute, The Ohio State University, Columbus, Ohio 43210, USA; College of Pharmacy, Markey Cancer Center, University of Kentucky, Lexington, KY 40536, USA
| | - Zhi Zhou
- College of Pharmacy, Division of Pharmaceutics and Pharmaceutical Chemistry; College of Medicine, Department of Physiology & Cell Biology; and Dorothy M. Davis Heart and Lung Research Institute, The Ohio State University, Columbus, Ohio 43210, USA
| | - Zhengyi Zhao
- College of Pharmacy, Division of Pharmaceutics and Pharmaceutical Chemistry; College of Medicine, Department of Physiology & Cell Biology; and Dorothy M. Davis Heart and Lung Research Institute, The Ohio State University, Columbus, Ohio 43210, USA; College of Pharmacy, Markey Cancer Center, University of Kentucky, Lexington, KY 40536, USA
| | - Hui Zhang
- College of Pharmacy, Division of Pharmaceutics and Pharmaceutical Chemistry; College of Medicine, Department of Physiology & Cell Biology; and Dorothy M. Davis Heart and Lung Research Institute, The Ohio State University, Columbus, Ohio 43210, USA
| | - Farzin Haque
- College of Pharmacy, Division of Pharmaceutics and Pharmaceutical Chemistry; College of Medicine, Department of Physiology & Cell Biology; and Dorothy M. Davis Heart and Lung Research Institute, The Ohio State University, Columbus, Ohio 43210, USA
| | - Peixuan Guo
- College of Pharmacy, Division of Pharmaceutics and Pharmaceutical Chemistry; College of Medicine, Department of Physiology & Cell Biology; and Dorothy M. Davis Heart and Lung Research Institute, The Ohio State University, Columbus, Ohio 43210, USA.
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87
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Bayoumi M, Bayley H, Maglia G, Sapra KT. Multi-compartment encapsulation of communicating droplets and droplet networks in hydrogel as a model for artificial cells. Sci Rep 2017; 7:45167. [PMID: 28367984 PMCID: PMC5377250 DOI: 10.1038/srep45167] [Citation(s) in RCA: 52] [Impact Index Per Article: 7.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/01/2016] [Accepted: 02/20/2017] [Indexed: 01/20/2023] Open
Abstract
Constructing a cell mimic is a major challenge posed by synthetic biologists. Efforts to this end have been primarily focused on lipid- and polymer-encapsulated containers, liposomes and polymersomes, respectively. Here, we introduce a multi-compartment, nested system comprising aqueous droplets stabilized in an oil/lipid mixture, all encapsulated in hydrogel. Functional capabilities (electrical and chemical communication) were imparted by protein nanopores spanning the lipid bilayer formed at the interface of the encapsulated aqueous droplets and the encasing hydrogel. Crucially, the compartmentalization enabled the formation of two adjoining lipid bilayers in a controlled manner, a requirement for the realization of a functional protocell or prototissue.
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Affiliation(s)
- Mariam Bayoumi
- Department of Chemistry, KU Leuven, Celestijnenlaan 200G, 3001 Leuven, Belgium
| | - Hagan Bayley
- Chemistry Research Laboratory, 12 Mansfield Road, Oxford, OX1 3TA, United Kingdom
| | - Giovanni Maglia
- Department of Chemistry, KU Leuven, Celestijnenlaan 200G, 3001 Leuven, Belgium.,Groningen Biomolecular Sciences and Biotechnology Institute, University of Groningen, Nijenborgh 7, 9747 AG Groningen, The Netherlands
| | - K Tanuj Sapra
- Department of Biochemistry, University of Zurich, Winterthurerstrasse 190, 8057 Zurich, Switzerland
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88
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Affiliation(s)
- Wenqing Shi
- Department of Chemistry, Indiana University, 800 E. Kirkwood Avenue, Bloomington, Indiana 47405, United States
| | - Alicia K. Friedman
- Department of Chemistry, Indiana University, 800 E. Kirkwood Avenue, Bloomington, Indiana 47405, United States
| | - Lane A. Baker
- Department of Chemistry, Indiana University, 800 E. Kirkwood Avenue, Bloomington, Indiana 47405, United States
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89
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Hakamada K, Watanabe H, Kawano R, Noguchi K, Yohda M. Expression and characterization of the Plasmodium translocon of the exported proteins component EXP2. Biochem Biophys Res Commun 2017; 482:700-705. [DOI: 10.1016/j.bbrc.2016.11.097] [Citation(s) in RCA: 18] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/09/2016] [Accepted: 11/16/2016] [Indexed: 10/20/2022]
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90
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Dwyer JR, Bandara YMNDY, Whelan JC, Karawdeniya BI, Nichols JW. Silicon Nitride Thin Films for Nanofluidic Device Fabrication. NANOFLUIDICS 2016. [DOI: 10.1039/9781849735230-00190] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/30/2023]
Abstract
Silicon nitride is a ubiquitous and well-established nanofabrication material with a host of favourable properties for creating nanofluidic devices with a range of compelling designs that offer extraordinary discovery potential. Nanochannels formed between two thin silicon nitride windows can open up vistas for exploration by freeing transmission electron microscopy to interrogate static structures and structural dynamics in liquid-based samples. Nanopores present a strikingly different architecture—nanofluidic channels through a silicon nitride membrane—and are one of the most promising tools to emerge in biophysics and bioanalysis, offering outstanding capabilities for single molecule sensing. The constrained environments in such nanofluidic devices make surface chemistry a vital design and performance consideration. Silicon nitride has a rich and complex surface chemistry that, while too often formidable, can be tamed with new, robust surface functionalization approaches. We will explore how a simple structural element—a ∼100 nm-thick silicon nitride window—can be used to fabricate devices to wrest unprecedented insights from the nanoscale world. We will detail the intricacies of native silicon nitride surface chemistry, present surface chemical modification routes that leverage the richness of available surface moieties, and examine the effect of engineered chemical surface functionality on nanofluidic device character and performance.
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Affiliation(s)
- J. R. Dwyer
- University of Rhode Island, Department of Chemistry Kingston RI 02881 USA
| | | | - J. C. Whelan
- University of Rhode Island, Department of Chemistry Kingston RI 02881 USA
| | - B. I. Karawdeniya
- University of Rhode Island, Department of Chemistry Kingston RI 02881 USA
| | - J. W. Nichols
- University of Rhode Island, Department of Chemistry Kingston RI 02881 USA
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91
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Mahendran KR, Niitsu A, Kong L, Thomson AR, Sessions RB, Woolfson DN, Bayley H. A monodisperse transmembrane α-helical peptide barrel. Nat Chem 2016; 9:411-419. [PMID: 28430192 DOI: 10.1038/nchem.2647] [Citation(s) in RCA: 77] [Impact Index Per Article: 9.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/21/2016] [Accepted: 09/13/2016] [Indexed: 12/13/2022]
Abstract
The fabrication of monodisperse transmembrane barrels formed from short synthetic peptides has not been demonstrated previously. This is in part because of the complexity of the interactions between peptides and lipids within the hydrophobic environment of a membrane. Here we report the formation of a transmembrane pore through the self-assembly of 35 amino acid α-helical peptides. The design of the peptides is based on the C-terminal D4 domain of the Escherichia coli polysaccharide transporter Wza. By using single-channel current recording, we define discrete assembly intermediates and show that the pore is most probably a helix barrel that contains eight D4 peptides arranged in parallel. We also show that the peptide pore is functional and capable of conducting ions and binding blockers. Such α-helix barrels engineered from peptides could find applications in nanopore technologies such as single-molecule sensing and nucleic-acid sequencing.
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Affiliation(s)
- Kozhinjampara R Mahendran
- Department of Chemistry, University of Oxford, Chemistry Research Laboratory, Mansfield Road, Oxford, OX1 3TA UK
| | - Ai Niitsu
- School of Chemistry, Cantock's Close, University of Bristol, Bristol BS8 1TS, UK
| | - Lingbing Kong
- Department of Chemistry, University of Oxford, Chemistry Research Laboratory, Mansfield Road, Oxford, OX1 3TA UK
| | - Andrew R Thomson
- School of Chemistry, Cantock's Close, University of Bristol, Bristol BS8 1TS, UK
| | - Richard B Sessions
- School of Biochemistry, Biomedical Sciences Building, University of Bristol, Bristol BS8 1TD, UK.,BrisSynBio, Life Sciences Building, Tyndall Avenue, University of Bristol, Bristol BS8 1TQ, UK
| | - Derek N Woolfson
- School of Chemistry, Cantock's Close, University of Bristol, Bristol BS8 1TS, UK.,School of Biochemistry, Biomedical Sciences Building, University of Bristol, Bristol BS8 1TD, UK.,BrisSynBio, Life Sciences Building, Tyndall Avenue, University of Bristol, Bristol BS8 1TQ, UK
| | - Hagan Bayley
- Department of Chemistry, University of Oxford, Chemistry Research Laboratory, Mansfield Road, Oxford, OX1 3TA UK
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92
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Jakova E, Lee JS. Behavior of α-synuclein-drug complexes during nanopore analysis with a superimposed AC field. Electrophoresis 2016; 38:350-360. [PMID: 27570136 DOI: 10.1002/elps.201600253] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/31/2016] [Revised: 08/17/2016] [Accepted: 08/17/2016] [Indexed: 11/07/2022]
Abstract
Seven α-synuclein-drug complexes have been studied by nanopore analysis in which an AC field of 200 mV from 10 MHz to 1 GHz has been superimposed on the standard electrophoretic DC voltage of 100 mV. α-Synuclein has a large dipole moment and in the absence of drug the AC field causes the molecule to oscillate at the entrance to the pore and reduces its ability to translocate through the pore. Thus more bumping events are observed in the current blockade histograms. The binding of drugs to α-synuclein has a large effect on the event profiles depending on the region of α-synuclein to which the drugs bind. Caffeine and (-)-nicotine bind both the N- and C-termini causing the protein to adopt a loop conformation that allows translocation even in the AC field. Metformin, which binds only to the C-terminus also facilitates translocation. For these drugs there is good evidence that the AC field is causing the complex to dissociate as it enters the pore that has not been observed previously. In contrast, complexes with (+)-amphetamine that has an N-terminal binding site and cocaine that binds to the central region of the protein, show only small changes in the event profiles in an AC field.
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Affiliation(s)
- Elisabet Jakova
- Department of Biochemistry, University of Saskatchewan, Saskatoon, SK, Canada
| | - Jeremy S Lee
- Department of Biochemistry, University of Saskatchewan, Saskatoon, SK, Canada
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93
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Franceschini L, Brouns T, Willems K, Carlon E, Maglia G. DNA Translocation through Nanopores at Physiological Ionic Strengths Requires Precise Nanoscale Engineering. ACS NANO 2016; 10:8394-402. [PMID: 27513592 PMCID: PMC5221729 DOI: 10.1021/acsnano.6b03159] [Citation(s) in RCA: 22] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/03/2023]
Abstract
Many important processes in biology involve the translocation of a biopolymer through a nanometer-scale pore. Moreover, the electrophoretic transport of DNA across nanopores is under intense investigation for single-molecule DNA sequencing and analysis. Here, we show that the precise patterning of the ClyA biological nanopore with positive charges is crucial to observe the electrophoretic translocation of DNA at physiological ionic strength. Surprisingly, the strongly electronegative 3.3 nm internal constriction of the nanopore did not require modifications. Further, DNA translocation could only be observed from the wide entry of the nanopore. Our results suggest that the engineered positive charges are important to align the DNA in order to overcome the entropic and electrostatic barriers for DNA translocation through the narrow constriction. Finally, the dependencies of nucleic acid translocations on the Debye length of the solution are consistent with a physical model where the capture of double-stranded DNA is diffusion-limited while the capture of single-stranded DNA is reaction-limited.
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94
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Ayub M, Bayley H. Engineered transmembrane pores. Curr Opin Chem Biol 2016; 34:117-126. [PMID: 27658267 DOI: 10.1016/j.cbpa.2016.08.005] [Citation(s) in RCA: 74] [Impact Index Per Article: 9.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/02/2016] [Revised: 08/09/2016] [Accepted: 08/10/2016] [Indexed: 12/15/2022]
Abstract
Today, hundreds of researchers are working on nanopores, making an impact in both basic science and biotechnology. Proteins remain the most versatile sources of nanopores, based on our ability to engineer them with sub-nanometer precision. Recent work aimed at the construction and discovery of novel pores has included unnatural amino acid mutagenesis and the application of selection techniques. The diversity of structures has now been increased through the development of helix-based pores as well as the better-known β barrels. New developments also include truncated pores, which pierce bilayers through lipid rearrangement, and hybrid pores, which do away with bilayers altogether. Pore dimers, which span two lipid bilayers, have been constructed and pores based on DNA nanostructures are gaining in importance. While nanopore DNA sequencing has received enthusiastic attention, protein pores have a wider range of potential applications, requiring specifications that will require engineering efforts to continue for years to come.
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Affiliation(s)
- Mariam Ayub
- Department of Chemistry, University of Oxford, Oxford OX1 3TA, United Kingdom
| | - Hagan Bayley
- Department of Chemistry, University of Oxford, Oxford OX1 3TA, United Kingdom.
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95
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Mohammad MM, Tomita N, Ohta M, Movileanu L. The Transmembrane Domain of a Bicomponent ABC Transporter Exhibits Channel-Forming Activity. ACS Chem Biol 2016; 11:2506-18. [PMID: 27379442 PMCID: PMC5026576 DOI: 10.1021/acschembio.6b00383] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/29/2022]
Abstract
Pseudomonas aeruginosa is an opportunistic pathogen that expresses two unique forms of lipopolysaccharides (LPSs) on its bacterial surface, the A- and B-bands. The A-band polysaccharides (A-band PSs) are thought to be exported into the periplasm via a bicomponent ATP-binding cassette (ABC) transporter located within the inner membrane. This ABC protein complex consists of the transmembrane (TMD) Wzm and nucleotide-binding (NBD) Wzt domain proteins. Here, we were able to probe ∼1.36 nS-average conductance openings of the Wzm-based protein complex when reconstituted into a lipid membrane buffered by a 200 mM KCl solution, demonstrating the large-conductance, channel-forming ability of the TMDs. In agreement with this finding, transmission electron microscopy (TEM) imaging revealed the ring-shaped structure of the transmembrane Wzm protein complex. As hypothesized, using liposomes, we demonstrated that Wzm interacts with Wzt. Further, the Wzt polypeptide indeed hydrolyzed ATP but exhibited a ∼75% reduction in the ATPase activity when its Walker A domain was deleted. The distribution and average unitary conductance of the TMD Wzm protein complex were altered by the presence of the NBD Wzt protein, confirming the regulatory role of the latter polypeptide. To our knowledge, the large-conductance, channel-like activity of the Wzm protein complex, although often hypothesized, has not previously been demonstrated. These results constitute a platform for future structural, biophysical, and functional explorations of this bicomponent ABC transporter.
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Affiliation(s)
- Mohammad M. Mohammad
- Department of Physics, Syracuse University, 201 Physics Building, Syracuse, New York 13244-1130, USA
| | - Noriko Tomita
- Department of Physics, Syracuse University, 201 Physics Building, Syracuse, New York 13244-1130, USA
- Institute of Fluid Science, Tohoku University, 2-1-1 Katahira, Aoba-ku, Sendai, Miyagi 980-8577, Japan
| | - Makoto Ohta
- Institute of Fluid Science, Tohoku University, 2-1-1 Katahira, Aoba-ku, Sendai, Miyagi 980-8577, Japan
| | - 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
- The Syracuse Biomaterials Institute, Syracuse University, 121 Link Hall, Syracuse, New York 13244, USA
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96
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Aβ42 assembles into specific β-barrel pore-forming oligomers in membrane-mimicking environments. Proc Natl Acad Sci U S A 2016; 113:10866-71. [PMID: 27621459 DOI: 10.1073/pnas.1605104113] [Citation(s) in RCA: 207] [Impact Index Per Article: 25.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/09/2023] Open
Abstract
The formation of amyloid-β peptide (Aβ) oligomers at the cellular membrane is considered to be a crucial process underlying neurotoxicity in Alzheimer's disease (AD). Therefore, it is critical to characterize the oligomers that form within a membrane environment. To contribute to this characterization, we have applied strategies widely used to examine the structure of membrane proteins to study the two major Aβ variants, Aβ40 and Aβ42. Accordingly, various types of detergent micelles were extensively screened to identify one that preserved the properties of Aβ in lipid environments-namely the formation of oligomers that function as pores. Remarkably, under the optimized detergent micelle conditions, Aβ40 and Aβ42 showed different behavior. Aβ40 aggregated into amyloid fibrils, whereas Aβ42 assembled into oligomers that inserted into lipid bilayers as well-defined pores and adopted a specific structure with characteristics of a β-barrel arrangement that we named β-barrel pore-forming Aβ42 oligomers (βPFOsAβ42). Because Aβ42, relative to Aβ40, has a more prominent role in AD, the higher propensity of Aβ42 to form βPFOs constitutes an indication of their relevance in AD. Moreover, because βPFOsAβ42 adopt a specific structure, this property offers an unprecedented opportunity for testing a hypothesis regarding the involvement of βPFOs and, more generally, membrane-associated Aβ oligomers in AD.
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97
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Wloka C, Mutter NL, Soskine M, Maglia G. Alpha-Helical Fragaceatoxin C Nanopore Engineered for Double-Stranded and Single-Stranded Nucleic Acid Analysis. Angew Chem Int Ed Engl 2016. [DOI: 10.1002/ange.201606742] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/18/2022]
Affiliation(s)
- Carsten Wloka
- Chemical Biology I; Groningen Biomolecular Sciences and Biotechnology Institute (GBB); University of Groningen; 9747 AG Groningen The Netherlands
| | - Natalie Lisa Mutter
- Chemical Biology I; Groningen Biomolecular Sciences and Biotechnology Institute (GBB); University of Groningen; 9747 AG Groningen The Netherlands
| | - Misha Soskine
- Chemical Biology I; Groningen Biomolecular Sciences and Biotechnology Institute (GBB); University of Groningen; 9747 AG Groningen The Netherlands
| | - Giovanni Maglia
- Chemical Biology I; Groningen Biomolecular Sciences and Biotechnology Institute (GBB); University of Groningen; 9747 AG Groningen The Netherlands
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98
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Wloka C, Mutter NL, Soskine M, Maglia G. Alpha-Helical Fragaceatoxin C Nanopore Engineered for Double-Stranded and Single-Stranded Nucleic Acid Analysis. Angew Chem Int Ed Engl 2016; 55:12494-8. [DOI: 10.1002/anie.201606742] [Citation(s) in RCA: 63] [Impact Index Per Article: 7.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/12/2016] [Indexed: 11/10/2022]
Affiliation(s)
- Carsten Wloka
- Chemical Biology I; Groningen Biomolecular Sciences and Biotechnology Institute (GBB); University of Groningen; 9747 AG Groningen The Netherlands
| | - Natalie Lisa Mutter
- Chemical Biology I; Groningen Biomolecular Sciences and Biotechnology Institute (GBB); University of Groningen; 9747 AG Groningen The Netherlands
| | - Misha Soskine
- Chemical Biology I; Groningen Biomolecular Sciences and Biotechnology Institute (GBB); University of Groningen; 9747 AG Groningen The Netherlands
| | - Giovanni Maglia
- Chemical Biology I; Groningen Biomolecular Sciences and Biotechnology Institute (GBB); University of Groningen; 9747 AG Groningen The Netherlands
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99
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Ji Z, Wang S, Zhao Z, Zhou Z, Haque F, Guo P. Fingerprinting of Peptides with a Large Channel of Bacteriophage Phi29 DNA Packaging Motor. SMALL (WEINHEIM AN DER BERGSTRASSE, GERMANY) 2016; 12:4572-8. [PMID: 27435806 PMCID: PMC5166430 DOI: 10.1002/smll.201601157] [Citation(s) in RCA: 27] [Impact Index Per Article: 3.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/04/2016] [Revised: 05/16/2016] [Indexed: 05/27/2023]
Abstract
Nanopore technology has become a highly sensitive and powerful tool for single molecule sensing of chemicals and biopolymers. Protein pores have the advantages of size amenability, channel homogeneity, and fabrication reproducibility. But most well-studied protein pores for sensing are too small for passage of peptide analytes that are typically a few nanometers in dimension. The funnel-shaped channel of bacteriophage phi29 DNA packaging motor has previously been inserted into a lipid membrane to serve as a larger pore with a narrowest N-terminal constriction of 3.6 nm and a wider C-terminal end of 6 nm. Here, the utility of phi29 motor channel for fingerprinting of various peptides using single molecule electrophysiological assays is reported. The translocation of peptides is proved unequivocally by single molecule fluorescence imaging. Current blockage percentage and distinctive current signatures are used to distinguish peptides with high confidence. Each peptide generated one or two distinct current blockage peaks, serving as typical fingerprint for each peptide. The oligomeric states of peptides can also be studied in real time at single molecule level. The results demonstrate the potential for further development of phi29 motor channel for detection of disease-associated peptide biomarkers.
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100
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Mandal T, Kanchi S, Ayappa KG, Maiti PK. pH controlled gating of toxic protein pores by dendrimers. NANOSCALE 2016; 8:13045-13058. [PMID: 27328315 DOI: 10.1039/c6nr02963a] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/06/2023]
Abstract
Designing effective nanoscale blockers for membrane inserted pores formed by pore forming toxins, which are expressed by several virulent bacterial strains, on a target cell membrane is a challenging and active area of research. Here we demonstrate that PAMAM dendrimers can act as effective pH controlled gating devices once the pore has been formed. We have used fully atomistic molecular dynamics (MD) simulations to characterize the cytolysin A (ClyA) protein pores modified with fifth generation (G5) PAMAM dendrimers. Our results show that the PAMAM dendrimer, in either its protonated (P) or non-protonated (NP) states can spontaneously enter the protein lumen. Protonated dendrimers interact strongly with the negatively charged protein pore lumen. As a consequence, P dendrimers assume a more expanded configuration efficiently blocking the pore when compared with the more compact configuration adopted by the neutral NP dendrimers creating a greater void space for the passage of water and ions. To quantify the effective blockage of the protein pore, we have calculated the pore conductance as well as the residence times by applying a weak force on the ions/water. Ionic currents are reduced by 91% for the P dendrimers and 31% for the NP dendrimers. The preferential binding of Cl(-) counter ions to the P dendrimer creates a zone of high Cl(-) concentration in the vicinity of the internalized dendrimer and a high concentration of K(+) ions in the transmembrane region of the pore lumen. In addition to steric effects, this induced charge segregation for the P dendrimer effectively blocks ionic transport through the pore. Our investigation shows that the bio-compatible PAMAM dendrimers can potentially be used to develop therapeutic protocols based on the pH sensitive gating of pores formed by pore forming toxins to mitigate bacterial infections.
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Affiliation(s)
- Taraknath Mandal
- Center for Condensed Matter Theory, Department of Physics, Indian Institute of Science, Bangalore 560012, India.
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