1
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Chaisupa P, Wright RC. State-of-the-art in engineering small molecule biosensors and their applications in metabolic engineering. SLAS Technol 2024; 29:100113. [PMID: 37918525 DOI: 10.1016/j.slast.2023.10.005] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/07/2023] [Revised: 10/18/2023] [Accepted: 10/25/2023] [Indexed: 11/04/2023]
Abstract
Genetically encoded biosensors are crucial for enhancing our understanding of how molecules regulate biological systems. Small molecule biosensors, in particular, help us understand the interaction between chemicals and biological processes. They also accelerate metabolic engineering by increasing screening throughput and eliminating the need for sample preparation through traditional chemical analysis. Additionally, they offer significantly higher spatial and temporal resolution in cellular analyte measurements. In this review, we discuss recent progress in in vivo biosensors and control systems-biosensor-based controllers-for metabolic engineering. We also specifically explore protein-based biosensors that utilize less commonly exploited signaling mechanisms, such as protein stability and induced degradation, compared to more prevalent transcription factor and allosteric regulation mechanism. We propose that these lesser-used mechanisms will be significant for engineering eukaryotic systems and slower-growing prokaryotic systems where protein turnover may facilitate more rapid and reliable measurement and regulation of the current cellular state. Lastly, we emphasize the utilization of cutting-edge and state-of-the-art techniques in the development of protein-based biosensors, achieved through rational design, directed evolution, and collaborative approaches.
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Affiliation(s)
- Patarasuda Chaisupa
- Department of Biological Systems Engineering, Virginia Tech, Blacksburg, VA 24061, United States
| | - R Clay Wright
- Department of Biological Systems Engineering, Virginia Tech, Blacksburg, VA 24061, United States; Translational Plant Sciences Center (TPSC), Virginia Tech, Blacksburg, VA 24061, United States.
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2
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Singh SL, Chauhan K, Bharadwaj AS, Kishore V, Laux P, Luch A, Singh AV. Polymer Translocation and Nanopore Sequencing: A Review of Advances and Challenges. Int J Mol Sci 2023; 24:6153. [PMID: 37047125 PMCID: PMC10094227 DOI: 10.3390/ijms24076153] [Citation(s) in RCA: 6] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/30/2022] [Revised: 02/01/2023] [Accepted: 02/28/2023] [Indexed: 03/31/2023] Open
Abstract
Various biological processes involve the translocation of macromolecules across nanopores; these pores are basically protein channels embedded in membranes. Understanding the mechanism of translocation is crucial to a range of technological applications, including DNA sequencing, single molecule detection, and controlled drug delivery. In this spirit, numerous efforts have been made to develop polymer translocation-based sequencing devices, these efforts include findings and insights from theoretical modeling, simulations, and experimental studies. As much as the past and ongoing studies have added to the knowledge, the practical realization of low-cost, high-throughput sequencing devices, however, has still not been realized. There are challenges, the foremost of which is controlling the speed of translocation at the single monomer level, which remain to be addressed in order to use polymer translocation-based methods for sensing applications. In this article, we review the recent studies aimed at developing control over the dynamics of polymer translocation through nanopores.
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Affiliation(s)
- Swarn Lata Singh
- Department of Physics, Mahila Mahavidyalaya (MMV), Banaras Hindu University, Varanasi 221005, UP, India
| | - Keerti Chauhan
- Department of Physics, Banaras Hindu University, Varanasi 221005, UP, India
| | - Atul S. Bharadwaj
- Department of Physics, CMP Degree College, University of Allahabad, Prayagraj 211002, UP, India
| | - Vimal Kishore
- Department of Physics, Banaras Hindu University, Varanasi 221005, UP, India
| | - Peter Laux
- Department of Chemical and Product Safety, German Federal Institute of Risk Assessment (BfR) Maxdohrnstrasse 8-10, 10589 Berlin, Germany
| | - Andreas Luch
- Department of Chemical and Product Safety, German Federal Institute of Risk Assessment (BfR) Maxdohrnstrasse 8-10, 10589 Berlin, Germany
| | - Ajay Vikram Singh
- Department of Chemical and Product Safety, German Federal Institute of Risk Assessment (BfR) Maxdohrnstrasse 8-10, 10589 Berlin, Germany
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3
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Nanodevices for Biological and Medical Applications: Development of Single-Molecule Electrical Measurement Method. APPLIED SCIENCES-BASEL 2022. [DOI: 10.3390/app12031539] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/13/2023]
Abstract
A comprehensive detection of a wide variety of diagnostic markers is required for the realization of personalized medicine. As a sensor to realize such personalized medicine, a single molecule electrical measurement method using nanodevices is currently attracting interest for its comprehensive simultaneous detection of various target markers for use in biological and medical application. Single-molecule electrical measurement using nanodevices, such as nanopore, nanogap, or nanopipette devices, has the following features:; high sensitivity, low-cost, high-throughput detection, easy-portability, low-cost availability by mass production technologies, and the possibility of integration of various functions and multiple sensors. In this review, I focus on the medical applications of single- molecule electrical measurement using nanodevices. This review provides information on the current status and future prospects of nanodevice-based single-molecule electrical measurement technology, which is making a full-scale contribution to realizing personalized medicine in the future. Future prospects include some discussion on of the current issues on the expansion of the application requirements for single-mole-cule measurement.
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4
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Li T, Li X, Li X, Yang L, Wang H. Nanopore single-molecule detection of bleomycin via dumbbell DNA scission. Microchem J 2021. [DOI: 10.1016/j.microc.2021.106738] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
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5
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Robertson JW, Ghimire M, Reiner JE. Nanopore sensing: A physical-chemical approach. BIOCHIMICA ET BIOPHYSICA ACTA. BIOMEMBRANES 2021; 1863:183644. [PMID: 33989531 PMCID: PMC9793329 DOI: 10.1016/j.bbamem.2021.183644] [Citation(s) in RCA: 19] [Impact Index Per Article: 6.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/30/2020] [Revised: 04/22/2021] [Accepted: 04/26/2021] [Indexed: 12/30/2022]
Abstract
Protein nanopores have emerged as an important class of sensors for the understanding of biophysical processes, such as molecular transport across membranes, and for the detection and characterization of biopolymers. Here, we trace the development of these sensors from the Coulter counter and squid axon studies to the modern applications including exquisite detection of small volume changes and molecular reactions at the single molecule (or reactant) scale. This review focuses on the chemistry of biological pores, and how that influences the physical chemistry of molecular detection.
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Affiliation(s)
- Joseph W.F. Robertson
- Biophysical and Biomedical Measurement Group, Microsystems and Nanotechnology Division, Physical Measurement Laboratory, National Institute of Standards and Technology, Gaithersburg MD. 20899, correspondence to:
| | - Madhav Ghimire
- Department of Physics, Virginia Commonwealth University, Richmond, VA
| | - Joseph E. Reiner
- Department of Physics, Virginia Commonwealth University, Richmond, VA
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6
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Chen X, Chen J, Zhuo BY, Yang X, Luo MB. Simulation study for the pulling translocation of a polymer globule. Polym J 2021. [DOI: 10.1038/s41428-021-00502-1] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/21/2022]
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7
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Luo MB, Wu F, Zhang S, Sun LZ. Effect of temperature on the escape of charged polymer chain from a repulsive nanopore. MOLECULAR SIMULATION 2019. [DOI: 10.1080/08927022.2019.1629435] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 10/26/2022]
Affiliation(s)
- Meng-Bo Luo
- Zhejiang Province Key Laboratory of Quantum Technology and Device, Department of Physics, Zhejiang University, Hangzhou, People’s Republic of China
| | - Fan Wu
- Zhejiang Province Key Laboratory of Quantum Technology and Device, Department of Physics, Zhejiang University, Hangzhou, People’s Republic of China
| | - Shuang Zhang
- College of Science, Beibu Gulf University, Qinzhou, People’s Republic of China
| | - Li-Zhen Sun
- Department of Applied Physics, Zhejiang University of Technology, Hangzhou, People’s Republic of China
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8
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Si W, Yang H, Sha J, Zhang Y, Chen Y. Discrimination of single-stranded DNA homopolymers by sieving out G-quadruplex using tiny solid-state nanopores. Electrophoresis 2019; 40:2117-2124. [PMID: 30779188 DOI: 10.1002/elps.201800537] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/30/2018] [Revised: 01/28/2019] [Accepted: 02/13/2019] [Indexed: 12/19/2022]
Abstract
Nanopore sensor has been developed as a promising technology for DNA sequencing at the single-base resolution. However, the discrimination of homopolymers composed of guanines from other nucleotides has not been clearly revealed due to the easily formed G-quadruplex in aqueous buffers. In this work, we report that a tiny silicon nitride nanopore was used to sieve out G tetramers to make sure only homopolymers composed of guanines could translocate through the nanopore, then the 20-nucleotide long ssDNA homopolymers could be identified and differentiated. It is found that the size of the nucleotide plays a major role in affecting the current blockade as well as the dwell time while DNA is translocating through the nanopore. By the comparison of translocation behavior of ssDNA homopolymers composed of nucleotides with different volumes, it is found that smaller nucleotides can lead to higher translocation speed and lower current blockage, which is also found and validated for the 105-nucleotide long homopolymers. The studies performed in this work will improve our understanding of nanopore-based DNA sequencing at single-base level.
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Affiliation(s)
- Wei Si
- School of Mechanical Engineering, Southeast University, Nanjing, P. R. China.,Jiangsu Key Laboratory for Design and Manufacture of Micro-Nano Biomedical Instruments, Southeast University, Nanjing, P. R. China
| | - Haojie Yang
- School of Mechanical Engineering, Southeast University, Nanjing, P. R. China.,Jiangsu Key Laboratory for Design and Manufacture of Micro-Nano Biomedical Instruments, Southeast University, Nanjing, P. R. China
| | - Jingjie Sha
- School of Mechanical Engineering, Southeast University, Nanjing, P. R. China.,Jiangsu Key Laboratory for Design and Manufacture of Micro-Nano Biomedical Instruments, Southeast University, Nanjing, P. R. China
| | - Yin Zhang
- School of Mechanical Engineering, Southeast University, Nanjing, P. R. China.,Jiangsu Key Laboratory for Design and Manufacture of Micro-Nano Biomedical Instruments, Southeast University, Nanjing, P. R. China
| | - Yunfei Chen
- School of Mechanical Engineering, Southeast University, Nanjing, P. R. China.,Jiangsu Key Laboratory for Design and Manufacture of Micro-Nano Biomedical Instruments, Southeast University, Nanjing, P. R. China
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9
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Wang J, Yang J, Ying YL, Long YT. Nanopore-Based Confined Spaces for Single-Molecular Analysis. Chem Asian J 2019; 14:389-397. [PMID: 30548206 DOI: 10.1002/asia.201801648] [Citation(s) in RCA: 12] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/08/2018] [Revised: 12/09/2018] [Indexed: 11/07/2022]
Abstract
The field of nanopore sensing at the single-molecular level is in a "boom" period. Such nanopores, which are either composed of biological materials or are fabricated from solid-state substrates, offer a unique confined space that is compatible with the single-molecular scale. Under the influence of an electrical field, such single-biomolecular interfaces can read single-molecular information and, if appropriately fine-tuned, each molecule plays its individual ionic rhythm to compose a "molecular symphony". Over the past few decades, many research groups have worked on nanopore-based single-molecular sensors for a range of thrilling chemical and clinical applications. Furthermore, for the past decade, we have also focused on nanopore-based sensors. In this Minireview, we summarize the recent developments in fundamental research and applications in this area, along with data algorithms and advances in hardware, which act as infrastructure for the electrochemical analysis.
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Affiliation(s)
- Jiajun Wang
- Key Laboratory for Advanced Materials, School of Chemistry & Molecular Engineering, East China University of Science and Technology, Shanghai, 200237, P. R. China
| | - Jie Yang
- Key Laboratory for Advanced Materials, School of Chemistry & 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 & 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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10
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Cai H, Zhou C, Yang Q, Ai T, Huang Y, Lv Y, Geng J, Xiao D. Single-molecule investigation of human telomeric G-quadruplex interactions with Thioflavin T. CHINESE CHEM LETT 2018. [DOI: 10.1016/j.cclet.2017.09.010] [Citation(s) in RCA: 13] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/25/2022]
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11
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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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12
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Asandei A, Rossini AE, Chinappi M, Park Y, Luchian T. Protein Nanopore-Based Discrimination between Selected Neutral Amino Acids from Polypeptides. LANGMUIR : THE ACS JOURNAL OF SURFACES AND COLLOIDS 2017; 33:14451-14459. [PMID: 29178796 DOI: 10.1021/acs.langmuir.7b03163] [Citation(s) in RCA: 51] [Impact Index Per Article: 7.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/02/2023]
Abstract
Nanopore probing of biological polymers has the potential to achieve single-molecule sequencing at low cost, high throughput, portability, and minimal sample preparation and apparatus. In this article, we explore the possibility of discrimination between neutral amino acid residues from the primary structure of 30 amino acids long, engineered peptides, through the analysis of single-molecule ionic current fluctuations accompanying their slowed-down translocation across the wild type α-hemolysin (α-HL) nanopore, and molecular dynamics simulations. We found that the transient presence inside the α-HL of alanine or tryptophan residues from the primary sequence of engineered peptides results in distinct features of the ionic current fluctuation pattern associated with the peptide reversibly blocking the nanopore. We propose that α-HL sensitivity to the molecular exclusion at the most constricted region mediates ionic current blockade events correlated with the volumes that are occluded by at least three alanine or tryptophan residues, and provides the specificity needed to discriminate between groups of neutral amino acids. Further, we find that the pattern of current fluctuations depends on the orientation of the threaded amino acid residues, suggestive of a conformational anisotropy of the ensemble of conformations of the peptide on the restricted nanopore region, related to its relative axial orientation inside the nanopore.
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Affiliation(s)
| | - Aldo E Rossini
- Department of Basic and Applied Science for Engineering, Sapienza University of Rome , Via A. Scarpa14, 00161 Rome, Italy
| | - Mauro Chinappi
- Department of Industrial Engineering, University of Rome Tor Vergata , Via del Politecnico 1, 00133 Rome, Italy
- Center for Life Nano Science@Sapienza, Istituto Italiano di Tecnologia , Via Regina Elena 291, 00161 Rome, Italy
| | - Yoonkyung Park
- Department of Biomedical Science and Research Center for Proteinaceous Materials (RCPM), Chosun University , Gwangju, Korea
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13
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Zhang J, Liu X, Ying YL, Gu Z, Meng FN, Long YT. High-bandwidth nanopore data analysis by using a modified hidden Markov model. NANOSCALE 2017; 9:3458-3465. [PMID: 28232981 DOI: 10.1039/c6nr09135k] [Citation(s) in RCA: 28] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/28/2023]
Abstract
Nanopore-based sensing is an emerging analytical technique with a number of important applications, including single-molecule detection and DNA sequencing. In this paper, we developed a Modified Hidden Markov Model (MHMM) to analyze directly the raw (unfiltered) nanopore current blockade data, which significantly reduced the filtering-induced distortion of the nanopore events. Traditionally, prior to further analysis, the measured nanopore data need to be pre-filtered to supress the strong noises. Nonetheless, this would result in the distortion of the shape of the blockade current especially for rapid translocations and bumping blockades. The HMM has been proved to be robust with respect to highly noisy data and thus ideally suitable for processing raw nanopore data directly. Unfortunately, its performance is somehow sensitive to the initial parameters usually preset arbitrarily. To overcome this problem, we use the Fuzzy c-Means (FCM) algorithm to initialize the HMM parameters automatically. Then we use the Viterbi training algorithm to optimize the HMM. Finally, the application results on both the simulated and experimental data are presented to demonstrate the practicability of the developed method for accurate detection of the nanopore current blockade events. The proposed method enables detection of the nanopore events at the highest bandwidth of the commercial instruments to extract the true useful information about the single molecules under analysis.
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Affiliation(s)
- Jianhua Zhang
- School of Information Science and Engineering, East China University of Science and Technology, Shanghai 200237, P.R. China.
| | - Xiuling Liu
- School of Information Science and Engineering, East China University of Science and Technology, Shanghai 200237, P.R. China.
| | - Yi-Lun Ying
- Key Laboratory for Advanced Materials and Department of Chemistry, East China University of Science and Technology, Shanghai 200237, P.R. China.
| | - Zhen Gu
- Key Laboratory for Advanced Materials and Department of Chemistry, East China University of Science and Technology, Shanghai 200237, P.R. China.
| | - Fu-Na Meng
- Key Laboratory for Advanced Materials and Department of Chemistry, East China University of Science and Technology, Shanghai 200237, P.R. China.
| | - Yi-Tao Long
- Key Laboratory for Advanced Materials and Department of Chemistry, East China University of Science and Technology, Shanghai 200237, P.R. China.
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14
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Zhang JH, Liu XL, Hu ZL, Ying YL, Long YT. Intelligent identification of multi-level nanopore signatures for accurate detection of cancer biomarkers. Chem Commun (Camb) 2017; 53:10176-10179. [DOI: 10.1039/c7cc04745b] [Citation(s) in RCA: 29] [Impact Index Per Article: 4.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/24/2022]
Abstract
We combined a modified DBSCAN algorithm with the Hidden Markov Model (HMM) for the intelligent recognition of multi-level current blockage events from the measured nanopore data of serum samples.
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Affiliation(s)
- Jian-Hua Zhang
- School of Information Science and Engineering
- East China University of Science and Technology
- Shanghai 200237
- P. R. China
| | - Xiu-Ling Liu
- School of Information Science and Engineering
- East China University of Science and Technology
- Shanghai 200237
- P. R. China
| | - Zheng-Li Hu
- 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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15
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Hinman SS, Cheng Q. Bioinspired Assemblies and Plasmonic Interfaces for Electrochemical Biosensing. J Electroanal Chem (Lausanne) 2016; 781:136-146. [PMID: 28163664 PMCID: PMC5283611 DOI: 10.1016/j.jelechem.2016.05.014] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/06/2023]
Abstract
Electrochemical biosensing represents a collection of techniques that may be utilized for capture and detection of biomolecules in both simple and complex media. While the instrumentation and technological aspects play important roles in detection capabilities, the interfacial design aspects are of equal importance, and often, those inspired by nature produce the best results. This review highlights recent material designs, recognition schemes, and method developments as they relate to targeted electrochemical analysis for biological systems. This includes the design of electrodes functionalized with peptides, proteins, nucleic acids, and lipid membranes, along with nanoparticle mediated signal amplification mechanisms. The topic of hyphenated surface plasmon resonance assays is also discussed, as this technique may be performed concurrently with complementary and/or confirmatory measurements. Together, smart materials and experimental designs will continue to pave the way for complete biomolecular analyses of complex and technically challenging systems.
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Affiliation(s)
- Samuel S. Hinman
- Environmental Toxicology, University of California – Riverside, Riverside, CA 92521, USA
| | - Quan Cheng
- Environmental Toxicology, University of California – Riverside, Riverside, CA 92521, USA
- Department of Chemistry, University of California – Riverside, Riverside, CA 92521, USA
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16
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Asandei A, Schiopu I, Chinappi M, Seo CH, Park Y, Luchian T. Electroosmotic Trap Against the Electrophoretic Force Near a Protein Nanopore Reveals Peptide Dynamics During Capture and Translocation. ACS APPLIED MATERIALS & INTERFACES 2016; 8:13166-79. [PMID: 27159806 DOI: 10.1021/acsami.6b03697] [Citation(s) in RCA: 101] [Impact Index Per Article: 12.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/18/2023]
Abstract
We report on the ability to control the dynamics of a single peptide capture and passage across a voltage-biased, α-hemolysin nanopore (α-HL), under conditions that the electroosmotic force exerted on the analyte dominates the electrophoretic transport. We demonstrate that by extending outside the nanopore, the electroosmotic force is able to capture a peptide at either the lumen or vestibule entry of the nanopore, and transiently traps it inside the nanopore, against the electrophoretic force. Statistical analysis of the resolvable dwell-times of a metastable trapped peptide, as it occupies either the β-barrel or vestibule domain of the α-HL nanopore, reveals rich kinetic details regarding the direction and rates of stochastic movement of a peptide inside the nanopore. The presented approach demonstrates the ability to shuttle and study molecules along the passage pathway inside the nanopore, allows to identify the mesoscopic trajectory of a peptide exiting the nanopore through either the vestibule or β-barrel moiety, thus providing convincing proof of a molecule translocating the pore. The kinetic analysis of a peptide fluctuating between various microstates inside the nanopore, enabled a detailed picture of the free energy description of its interaction with the α-HL nanopore. When studied at the limit of vanishingly low transmembrane potentials, this provided a thermodynamic description of peptide reversible binding to and within the α-HL nanopore, under equilibrium conditions devoid of electric and electroosmotic contributions.
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Affiliation(s)
- Alina Asandei
- Department of Interdisciplinary Research, Alexandru I. Cuza University , Iasi 700506, Romania
| | - Irina Schiopu
- Department of Interdisciplinary Research, Alexandru I. Cuza University , Iasi 700506, Romania
| | - Mauro Chinappi
- Center for Life Nano Science@Sapienza, Istituto Italiano di Tecnologia , Roma, Viale Regina Elena 291, 00161 , Italy
| | - Chang Ho Seo
- Department of Bioinformatics, Kongju National University , Kongju 314-701, South Korea
| | - Yoonkyung Park
- Department of Biomedical Science and Research Center for Proteineous Materials, Chosun University , Gwangju 61452, South Korea
| | - Tudor Luchian
- Department of Physics, Alexandru I. Cuza University , Iasi 700506, Romania
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17
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Zhang S, Sun T, Wang J. Biomimetic phosphate assay based on nanopores obtained by immobilization of zirconium(IV) on a film of polyethyleneimine. Mikrochim Acta 2015. [DOI: 10.1007/s00604-015-1459-y] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/24/2022]
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18
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Gu Z, Ying YL, Cao C, He P, Long YT. Accurate Data Process for Nanopore Analysis. Anal Chem 2015; 87:907-13. [DOI: 10.1021/ac5028758] [Citation(s) in RCA: 78] [Impact Index Per Article: 8.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/31/2022]
Affiliation(s)
- Zhen Gu
- Key
Laboratory for Advanced Materials and Department of Chemistry, East China University of Science and Technology, 130 Meilong Road, Shanghai 200237, People’s Republic of China
- Department
of Chemistry, East China Normal University, 500 Dongchuan Road, Shanghai 200241, People’s Republic of China
| | - Yi-Lun Ying
- Key
Laboratory for Advanced Materials and Department of Chemistry, East China University of Science and Technology, 130 Meilong Road, Shanghai 200237, People’s Republic of China
| | - Chan Cao
- Key
Laboratory for Advanced Materials and Department of Chemistry, East China University of Science and Technology, 130 Meilong Road, Shanghai 200237, People’s Republic of China
| | - Pingang He
- Department
of Chemistry, East China Normal University, 500 Dongchuan Road, Shanghai 200241, People’s Republic of China
| | - Yi-Tao Long
- Key
Laboratory for Advanced Materials and Department of Chemistry, East China University of Science and Technology, 130 Meilong Road, Shanghai 200237, People’s Republic of China
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Meng FN, Yao X, Ying YL, Zhang J, Tian H, Long YT. Single-molecule analysis of the self-assembly process facilitated by host–guest interactions. Chem Commun (Camb) 2015; 51:1202-5. [DOI: 10.1039/c4cc07919a] [Citation(s) in RCA: 25] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/08/2023]
Abstract
The self-assembly process operated by para-sulfonatocalix[6]arenes and methyl viologen was analyzed at the single-molecule level through an α-hemolysin nanopore.
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Affiliation(s)
- Fu-Na Meng
- Key Laboratory for Advanced Materials & Department of Chemistry
- East China University of Science and Technology
- Shanghai 200237
- P. R. China
| | - Xuyang Yao
- Key Laboratory for Advanced Materials & Department of Chemistry
- East China University of Science and Technology
- Shanghai 200237
- P. R. China
| | - Yi-Lun Ying
- Key Laboratory for Advanced Materials & Department of Chemistry
- East China University of Science and Technology
- Shanghai 200237
- P. R. China
| | - Junji Zhang
- Key Laboratory for Advanced Materials & Department of Chemistry
- East China University of Science and Technology
- Shanghai 200237
- P. R. China
| | - He Tian
- Key Laboratory for Advanced Materials & Department of Chemistry
- East China University of Science and Technology
- Shanghai 200237
- P. R. China
| | - Yi-Tao Long
- Key Laboratory for Advanced Materials & Department of Chemistry
- East China University of Science and Technology
- Shanghai 200237
- P. R. China
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20
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Cao C, Ying YL, Gu Z, Long YT. Enhanced resolution of low molecular weight poly(ethylene glycol) in nanopore analysis. Anal Chem 2014; 86:11946-50. [PMID: 25457124 DOI: 10.1021/ac504233s] [Citation(s) in RCA: 16] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/24/2022]
Abstract
A design with conjugation of DNA hairpin structure to the poly(ethylene glycol) molecule was presented to enhance the temporal resolution of low molecular weight poly(ethylene glycol) in nanopore studies. By the virtue of this design, detection of an individual PEG with molecular weight as low as 140 Da was achieved at the single-molecule level in solution, which provides a novel strategy for characterization of an individual small molecule within a nanopore. Furthermore, we found that the current duration time of poly(ethylene glycol) was scaled with the relative molecular weight, which has a potential application in single-molecule detection.
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Affiliation(s)
- Chan Cao
- Key Laboratory for Advanced Materials & Department of Chemistry, East China University of Science and Technology , Shanghai 200237, P. R. China
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21
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22
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Gao R, Ying YL, Yan BY, Long YT. An integrated current measurement system for nanopore analysis. ACTA ACUST UNITED AC 2014. [DOI: 10.1007/s11434-014-0656-0] [Citation(s) in RCA: 17] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/27/2022]
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23
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Japrung D, Bahrami A, Nadzeyka A, Peto L, Bauerdick S, Edel JB, Albrecht T. SSB binding to single-stranded DNA probed using solid-state nanopore sensors. J Phys Chem B 2014; 118:11605-12. [PMID: 25222770 DOI: 10.1021/jp506832u] [Citation(s) in RCA: 29] [Impact Index Per Article: 2.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/05/2023]
Abstract
Single-stranded DNA (ssDNA) binding protein plays an important role in the DNA replication process in a wide range of organisms. It binds to ssDNA to prevent premature reannealing and to protect it from degradation. Current understanding of SSB/ssDNA interaction points to a complex mechanism, including SSB motion along the DNA strand. We report on the first characterization of this interaction at the single-molecule level using solid-state nanopore sensors, namely without any labeling or surface immobilization. Our results show that the presence of SSB on the ssDNA can control the speed of nanopore translocation, presumably due to strong interactions between SSB and the nanopore surface. This enables nanopore-based detection of ssDNA fragments as short as 37 nt, which is normally very difficult with solid-state nanopore sensors, due to constraints in noise and bandwidth. Notably, this fragment is considerably shorter than the 65 nt binding motif, typically required for SSB binding at high salt concentrations. The nonspecificity of SSB binding to ssDNA further suggests that this approach could be used for fragment sizing of short ssDNA.
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Affiliation(s)
- Deanpen Japrung
- Department of Chemistry, Imperial College London , Exhibition Road, South Kensington Campus, London SW7 2AZ, U.K
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24
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Translocation of polymer through nanopore: dissipative particle dynamics simulation. CHINESE SCIENCE BULLETIN-CHINESE 2014. [DOI: 10.1007/s11434-014-0621-y] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/24/2022]
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25
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Hoogerheide DP, Lu B, Golovchenko JA. Pressure-voltage trap for DNA near a solid-state nanopore. ACS NANO 2014; 8:7384-7391. [PMID: 24933128 PMCID: PMC4131299 DOI: 10.1021/nn5025829] [Citation(s) in RCA: 44] [Impact Index Per Article: 4.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/12/2014] [Accepted: 06/16/2014] [Indexed: 05/29/2023]
Abstract
We report the formation of a tunable single DNA molecule trap near a solid-state nanopore in an electrolyte solution under conditions where an electric force and a pressure-induced viscous flow force on the molecule are nearly balanced. Trapped molecules can enter the pore multiple times before escaping the trap by passing through the pore or by diffusing away. Statistical analysis of many individually trapped molecules yields a detailed picture of the fluctuation phenomena involved, which are successfully modeled by a one-dimensional first passage approach.
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Affiliation(s)
- David P. Hoogerheide
- Department of Physics and School of Engineering and Applied Sciences, Harvard University, Cambridge, Massachusetts 02138, United States
| | - Bo Lu
- Department of Physics and School of Engineering and Applied Sciences, Harvard University, Cambridge, Massachusetts 02138, United States
| | - Jene A. Golovchenko
- Department of Physics and School of Engineering and Applied Sciences, Harvard University, Cambridge, Massachusetts 02138, United States
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26
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Ying YL, Cao C, Long YT. Single molecule analysis by biological nanopore sensors. Analyst 2014; 139:3826-35. [PMID: 24991734 DOI: 10.1039/c4an00706a] [Citation(s) in RCA: 72] [Impact Index Per Article: 7.2] [Reference Citation Analysis] [Abstract] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/05/2023]
Abstract
Nanopore sensors provide a highly innovative technique for a rapid and label-free single molecule analysis, which holds a great potential in routing applications. Biological nanopores have been used as ultra-sensitive sensors over a wide range of single molecule analysis including DNA sequencing, disease diagnosis, drug screening, environment monitoring and the construction of molecule machines. This mini review will focus on the current strategies for the identification and characterization of an individual analyte, especially based on our recent achievements in biological nanopore biosensors.
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Affiliation(s)
- Yi-Lun Ying
- Key Laboratory for Advanced Materials & Department of Chemistry, East China University of Science and Technology, P. R. China.
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27
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Exponentially modified Gaussian relevance to the distributions of translocation events in nanopore-based single molecule detection. CHINESE CHEM LETT 2014. [DOI: 10.1016/j.cclet.2014.05.009] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/22/2022]
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Zhang X, Zhang J, Ying YL, Tian H, Long YT. Single molecule analysis of light-regulated RNA:spiropyran interactions. Chem Sci 2014. [DOI: 10.1039/c4sc00134f] [Citation(s) in RCA: 49] [Impact Index Per Article: 4.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/19/2023] Open
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Asandei A, Schiopu I, Iftemi S, Mereuta L, Luchian T. Investigation of Cu2+ binding to human and rat amyloid fragments Aβ (1-16) with a protein nanopore. LANGMUIR : THE ACS JOURNAL OF SURFACES AND COLLOIDS 2013; 29:15634-15642. [PMID: 24274576 DOI: 10.1021/la403915t] [Citation(s) in RCA: 29] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/02/2023]
Abstract
Recent evidence shows that metal coordination by amyloid beta peptides (Aβ) determines structural alterations of peptides, and His-13 from Aβ is crucial for Cu(2+) binding. This study used the truncated, more soluble Aβ1-16 isoforms derived from human and rat amyloid peptides to explore their interaction with Cu(2+) by employing the membrane-immobilized α-hemolysin (α-HL) protein as a nanoscopic probe in conjunction with single-molecule electrophysiology techniques. Unexpectedly, the experimental data suggest that unlike the case of the human Aβ1-16 peptide, Cu(2+) complexation by its rat counterpart leads to an augmented association and dissociation kinetics of the peptide reversible interaction with the protein pore, as compared to the Cu(2+)-free peptide. Single-molecule electrophysiology data reveal that both human and rat Cu(2+)-complexed Aβ peptides induce a higher degree of current flow obstruction through the α-HL pore, as compared to the Cu(2+)-free peptides. It is suggested that morphology changes brought by Cu(2+) binding to such amyloidic fragments depend crucially upon the presence of the His-13 residue on the primary sequence of such peptide fragments, and the α-HL protein-based approach provides unique opportunities and challenges to probing metal-induced folding of peptides.
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Affiliation(s)
- Alina Asandei
- Department of Interdisciplinary Research and ‡Department of Physics, Laboratory of Molecular Biophysics and Medical Physics, Alexandru Ioan Cuza University , Boulevard Carol I, No. 11, Iasi 700506, Romania
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Ying YL, Zhang J, Gao R, Long YT. Nanopore-Based Sequencing and Detection of Nucleic Acids. Angew Chem Int Ed Engl 2013; 52:13154-61. [DOI: 10.1002/anie.201303529] [Citation(s) in RCA: 202] [Impact Index Per Article: 18.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/25/2013] [Indexed: 01/30/2023]
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A stimuli-responsive nanopore based on a photoresponsive host-guest system. Sci Rep 2013; 3:1662. [PMID: 23588705 PMCID: PMC3627192 DOI: 10.1038/srep01662] [Citation(s) in RCA: 55] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/11/2013] [Accepted: 03/27/2013] [Indexed: 12/17/2022] Open
Abstract
The open-close states of the ion channels in a living system are regulated by multiple stimuli such as ligand, pH, potential and light. Functionalizing natural channels by using synthetic chemistry would provide biological nanopores with novel properties and applications. Here we use para-sulfonato-calix[4]arene-based host-guest supramolecular system to develop artificial gating mechanisms aiming at regulating wild-type α-HL commanded by both ligand and light stimuli. Using the gating property of α-hemolysin, we studied the host-guest interactions between para-sulfonato-calix[4]arene and 4, 4'-dipyridinium-azobenzene at the single-molecule level. Subsequently, we have extended the application of this gating system to the real-time study of light-induced molecular shuttle based on para-sulfonato-calix[4]arene and 4, 4'-dipyridinium-azobenzene at the single-molecule level. These experiments provide a more efficient method to develop a general tool to analyze the individual motions of supramolecular systems by using commercially available α-HL nanopores.
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Campos E, McVey CE, Carney RP, Stellacci F, Astier Y, Yates J. Sensing single mixed-monolayer protected gold nanoparticles by the α-hemolysin nanopore. Anal Chem 2013; 85:10149-58. [PMID: 24053797 DOI: 10.1021/ac4014836] [Citation(s) in RCA: 18] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/28/2023]
Abstract
Gold nanoparticles are widely used in various applications in fields including chemistry, engineering, biology, medicine, and electronics. These materials can be synthesized and modified with ligands containing different functional groups. Among nanoparticles' characteristics, chemical surface composition is likely to be a crucial feature, demanding robust analytical methodologies for its assessment. Single molecule analysis using the biological nanopores α-hemolysin and its E111A mutant is presented here as a promising methodology to stochastically sense organic monolayer protected gold-nanoparticles with different ligand shell compositions. By monitoring the ionic current across a single protein nanopore, differences in the physical and chemical characteristics (e.g., size, ligand shell composition, and arrangement) of individual nanoparticles can be distinguished based on the differences in the current blockade events that they cause. Such differences are observed in the spread of both the amplitude and duration of current blockades. These values cannot be correlated with a single physical characteristic. Instead the spread represents a measure of heterogeneity within the nanoparticle population. While our results compare favorably with the more traditional analytical methodologies, further work will be required to improve the accuracy of identification of the NPs and understand the spread of values within a nanoparticle preparation as well as the overlap between similar preparations.
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Affiliation(s)
- Elisa Campos
- Single Molecule Processes Laboratory, Instituto de Tecnologia Química e Biológica, Universidade Nova de Lisboa , Av. da República, 2780-157 Oeiras, Portugal
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Adela Booth M, Vogel R, Curran JM, Harbison S, Travas-Sejdic J. Detection of target-probe oligonucleotide hybridization using synthetic nanopore resistive pulse sensing. Biosens Bioelectron 2013; 45:136-40. [DOI: 10.1016/j.bios.2013.01.044] [Citation(s) in RCA: 27] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/09/2012] [Revised: 01/08/2013] [Accepted: 01/24/2013] [Indexed: 01/23/2023]
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36
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Balakrishnan KR, Anwar G, Chapman MR, Nguyen T, Kesavaraju A, Sohn LL. Node-pore sensing: a robust, high-dynamic range method for detecting biological species. LAB ON A CHIP 2013; 13:1302-7. [PMID: 23386180 DOI: 10.1039/c3lc41286e] [Citation(s) in RCA: 19] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/22/2023]
Abstract
Resistive-pulse sensing (RPS), which is based on measuring the current pulse produced when a single particle transits a pore or channel, is an extremely versatile technique used to determine the size and concentration of cells and viruses and to detect single molecules. A major challenge to RPS is dynamic range: smaller particles in a heterogeneous sample can go undetected because of low signal-to-noise ratios (SNRs) and the fact that the pore size must be commensurate with that of the largest particles. Here, we describe a fundamentally different pore that provides an unprecedented dynamic detection range, from tens of nanometers to several microns in size, without the need for pre-sorting or filtration. Because of its unique geometry--nodes inserted along the channel--our pore produces distinct electronic signatures that overcome low SNRs. We demonstrate the power of our device by directly detecting and enumerating human immunodeficiency virus (HIV) in human plasma.
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Affiliation(s)
- Karthik R Balakrishnan
- Department of Mechanical Engineering, University of California at Berkeley, Berkeley, CA 94720-1740, USA
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37
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Wang HY, Li Y, Qin LX, Heyman A, Shoseyov O, Willner I, Long YT, Tian H. Single-molecule DNA detection using a novel SP1 protein nanopore. Chem Commun (Camb) 2013; 49:1741-3. [DOI: 10.1039/c3cc38939a] [Citation(s) in RCA: 33] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022]
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38
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Kasianowicz JJ, Reiner JE, Robertson JWF, Henrickson SE, Rodrigues C, Krasilnikov OV. Detecting and characterizing individual molecules with single nanopores. Methods Mol Biol 2012; 870:3-20. [PMID: 22528255 DOI: 10.1007/978-1-61779-773-6_1] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/09/2023]
Abstract
Single-nanometer-scale pores have demonstrated the capability for the detection, identification, and characterization of individual molecules. This measurement method could soon extend the existing commercial instrumentation or provide solutions to niche applications in many fields, including health care and the basic sciences. However, that paradigm shift requires a significantly better understanding of the physics and chemistry that govern the interactions between nanopores and analytes. We describe herein some of our methods and approaches to address this issue.
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Affiliation(s)
- John J Kasianowicz
- Physical Measurement Laboratory, National Institute of Standards and Technology, Gaithersburg, MD, USA.
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Ying YL, Li DW, Liu Y, Dey SK, Kraatz HB, Long YT. Recognizing the translocation signals of individual peptide-oligonucleotide conjugates using an α-hemolysin nanopore. Chem Commun (Camb) 2012; 48:8784-6. [PMID: 22832595 DOI: 10.1039/c2cc32636a] [Citation(s) in RCA: 27] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022]
Abstract
Two peptide-oligonucleotide conjugates are studied using an α-hemolysin nanopore to investigate their structural properties at the single-molecule level.
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Affiliation(s)
- Yi-Lun Ying
- State Key Laboratory of Bioreactor Engineering & Department of Chemistry, East China University of Science and Technology, 130 Meilong Road, Shanghai, 200237, PR China
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Qin LX, Li Y, Li DW, Jing C, Chen BQ, Ma W, Heyman A, Shoseyov O, Willner I, Tian H, Long YT. Electrodeposition of Single-Metal Nanoparticles on Stable Protein 1 Membranes: Application of Plasmonic Sensing by Single Nanoparticles. Angew Chem Int Ed Engl 2012. [DOI: 10.1002/ange.201106482] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/09/2022]
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41
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Qin LX, Li Y, Li DW, Jing C, Chen BQ, Ma W, Heyman A, Shoseyov O, Willner I, Tian H, Long YT. Electrodeposition of Single-Metal Nanoparticles on Stable Protein 1 Membranes: Application of Plasmonic Sensing by Single Nanoparticles. Angew Chem Int Ed Engl 2011; 51:140-4. [DOI: 10.1002/anie.201106482] [Citation(s) in RCA: 46] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/13/2011] [Revised: 10/31/2011] [Indexed: 11/09/2022]
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