1
|
Al-Waqfi RA, Khan CJ, Irving OJ, Matthews L, Albrecht T. Crowding Effects during DNA Translocation in Nanopipettes. ACS NANO 2025; 19:16803-16812. [PMID: 40265895 PMCID: PMC12060640 DOI: 10.1021/acsnano.5c01529] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 01/24/2025] [Revised: 04/14/2025] [Accepted: 04/15/2025] [Indexed: 04/24/2025]
Abstract
Quartz nanopipettes are an important emerging class of electric single-molecule sensors for DNA, proteins, their complexes, as well as other biomolecular targets. However, in comparison to other resistive pulse sensors, nanopipettes constitute a highly asymmetric environment and the transport of ions and biopolymers can become strongly direction-dependent. For double-stranded DNA, this can include the characteristic translocation time and tertiary structure, but as we show here, nanoconfinement can also unlock capabilities for biophysical and bioanalytical studies at the single-molecule level. To this end, we show how the accumulation of DNA inside the nanochannel leads to crowding effects, and in some cases reversible blocking of DNA entry, and provide a detailed analysis based on a range of different DNA samples and experimental conditions. Moreover, using biotin-functionalized DNA and streptavidin-modified gold nanoparticles as target, we demonstrate in a proof-of-concept study how the crowding effect, and the resulting increased residence time in nanochannel, can be exploited by first injecting the DNA into the nanochannel, followed by incubation with the nanoparticle target and analysis of the complex by reverse translocation. We thereby integrate elements of sample processing and detection into the nanopipette, as an important conceptual advance, and make a case for the wider applicability of this device concept.
Collapse
Affiliation(s)
- Rand A. Al-Waqfi
- University
of Birmingham, School of Chemistry, Edgbaston Campus, Birmingham B15 2TT, U.K.
- Department
of Medicinal Chemistry and Pharmacognosy, Faculty of Pharmacy, Jordan University of Science and Technology, P.O. Box 3030, Irbid 22110, Jordan
| | - Cengiz J. Khan
- University
of Birmingham, School of Chemistry, Edgbaston Campus, Birmingham B15 2TT, U.K.
| | - Oliver J. Irving
- University
of Birmingham, School of Chemistry, Edgbaston Campus, Birmingham B15 2TT, U.K.
| | - Lauren Matthews
- University
of Birmingham, School of Chemistry, Edgbaston Campus, Birmingham B15 2TT, U.K.
- Federal
Institute for Materials Research and Testing, Department 6, Unter den
Eichen 87, 12205 Berlin, Germany
| | - Tim Albrecht
- University
of Birmingham, School of Chemistry, Edgbaston Campus, Birmingham B15 2TT, U.K.
| |
Collapse
|
2
|
Lu B, Guo Z, Liu X, Ni Y, Xu L, Huang J, Li T, Feng T, Li R, Deng X. Comprehensive comparison of the third-generation sequencing tools for bacterial 6mA profiling. Nat Commun 2025; 16:3982. [PMID: 40295502 PMCID: PMC12037826 DOI: 10.1038/s41467-025-59187-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/18/2024] [Accepted: 04/11/2025] [Indexed: 04/30/2025] Open
Abstract
DNA N6-methyladenine (6mA) serves as an intrinsic and principal epigenetic marker in prokaryotes, impacting various biological processes. To date, limited advanced sequencing technologies and analyzing tools are available for bacterial DNA 6mA. Here, we evaluate eight tools designed for the 6mA identification or de novo methylation detection. This assessment includes Nanopore (R9 and R10), Single-Molecule Real-Time (SMRT) Sequencing, and cross-reference with 6mA-IP-seq and DR-6mA-seq. Our multi-dimensional evaluation report encompasses motif discovery, site-level accuracy, single-molecule accuracy, and outlier detection across six bacteria strains. While most tools correctly identify motifs, their performance varies at single-base resolution, with SMRT and Dorado consistently delivering strong performance. Our study indicates that existing tools cannot accurately detect low-abundance methylation sites. Additionally, we introduce an optimized method for advancing 6mA prediction, which substantially improves the detection performance of Dorado. Overall, our study provides a robust and detailed examination of computational tools for bacterial 6mA profiling, highlighting insights for further tool enhancement and epigenetic research.
Collapse
Grants
- Shenzhen Science and Technology Fund, JCYJ20210324134000002, recipient: Xin Deng Guangdong Major Project of Basic and Applied Basic Research, 2020B0301030005, recipient: Xin Deng National Natural Science Foundation of China, 32172358, recipient: Xin Deng General Research Funds of Hong Kong, 11103221, recipient: Xin Deng General Research Funds of Hong Kong, 11102223, recipient: Xin Deng General Research Funds of Hong Kong, 11101722, recipient: Xin Deng
Collapse
Affiliation(s)
- Beifang Lu
- Department of Biomedical Sciences, City University of Hong Kong, Hong Kong SAR, China
| | - Zhihao Guo
- Department of Infectious Diseases and Public Health, City University of Hong Kong, Hong Kong SAR, China
| | - Xudong Liu
- Department of Infectious Diseases and Public Health, City University of Hong Kong, Hong Kong SAR, China
| | - Ying Ni
- Department of Infectious Diseases and Public Health, City University of Hong Kong, Hong Kong SAR, China
| | - Letong Xu
- Department of Biomedical Sciences, City University of Hong Kong, Hong Kong SAR, China
| | - Jiadai Huang
- Department of Biomedical Sciences, City University of Hong Kong, Hong Kong SAR, China
| | - Tianmin Li
- Department of Biomedical Sciences, City University of Hong Kong, Hong Kong SAR, China
| | - Tongtong Feng
- Department of Biomedical Sciences, City University of Hong Kong, Hong Kong SAR, China
| | - Runsheng Li
- Department of Infectious Diseases and Public Health, City University of Hong Kong, Hong Kong SAR, China.
- Tung Biomedical Sciences Center, City University of Hong Kong, Hong Kong, China.
| | - Xin Deng
- Department of Biomedical Sciences, City University of Hong Kong, Hong Kong SAR, China.
- Tung Biomedical Sciences Center, City University of Hong Kong, Hong Kong, China.
- Shenzhen Research Institute, City University of Hong Kong, Shenzhen, Guangdong, China.
| |
Collapse
|
3
|
Vreeker E, Grünewald F, van der Heide NJ, Bonini A, Marrink SJ, Tych K(K, Maglia G. Nanopore-Functionalized Hybrid Lipid-Block Copolymer Membranes Allow Efficient Single-Molecule Sampling and Stable Sensing of Human Serum. ADVANCED MATERIALS (DEERFIELD BEACH, FLA.) 2025; 37:e2418462. [PMID: 40033964 PMCID: PMC12004896 DOI: 10.1002/adma.202418462] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/26/2024] [Revised: 02/10/2025] [Indexed: 03/05/2025]
Abstract
Biological nanopores are powerful tools for single-molecule detection, with promising potential as next-generation biosensors. A major bottleneck in nanopore analysis is the fragility of the supporting lipid membranes, that easily rupture after exposure to biological samples. Membranes comprising PMOXA-PDMS-PMOXA (poly(2-methyloxazoline-b-dimethylsiloxane-b-2-methyloxazoline)) or PBD-PEO (poly(1,2-butadiene)-b-poly(ethylene oxide)) polymers may form robust alternatives, but their suitability for the reconstitution of a broad range of nanopores has not yet been investigated. Here, PBD-PEO membranes are found to be highly robust toward applied voltages and human serum, while providing a poor environment for nanopore reconstitution. However, hybrid membranes containing a similar molar ratio of PBD11PEO8 polymers and diphytanoyl phosphatidylcholine (DPhPC) lipids show the best of both worlds: highly robust membranes suitable for the reconstitution of a wide variety of nanopores. Molecular dynamics simulations reveal that lipids form ≈12 nm domains interspersed by a polymer matrix. Nanopores partition into these lipid nanodomains and sequester lipids, possibly offering the same binding strength as in a native bilayer. Nanopores reconstituted in hybrid membranes yield efficient sampling of biomolecules and enable sensing of high concentrations of human serum. This work thus shows that hybrid membranes functionalized with nanopores allow single-molecule sensing, while forming robust interfaces, resolving an important bottleneck for novel nanopore-based biosensors.
Collapse
Affiliation(s)
- Edo Vreeker
- Groningen Biomolecular Sciences and Biotechnology InstituteUniversity of GroningenNijenborg 7Groningen9747 AGThe Netherlands
| | - Fabian Grünewald
- Groningen Biomolecular Sciences and Biotechnology InstituteUniversity of GroningenNijenborg 7Groningen9747 AGThe Netherlands
- Heidelberg Institute for Theoretical Studies (HITS)Schloss‐Wolfsbrunnenweg 3569118HeidelbergGermany
| | - Nieck Jordy van der Heide
- Groningen Biomolecular Sciences and Biotechnology InstituteUniversity of GroningenNijenborg 7Groningen9747 AGThe Netherlands
| | - Andrea Bonini
- Groningen Biomolecular Sciences and Biotechnology InstituteUniversity of GroningenNijenborg 7Groningen9747 AGThe Netherlands
| | - Siewert J. Marrink
- Groningen Biomolecular Sciences and Biotechnology InstituteUniversity of GroningenNijenborg 7Groningen9747 AGThe Netherlands
| | - Katarzyna (Kasia) Tych
- Groningen Biomolecular Sciences and Biotechnology InstituteUniversity of GroningenNijenborg 7Groningen9747 AGThe Netherlands
| | - Giovanni Maglia
- Groningen Biomolecular Sciences and Biotechnology InstituteUniversity of GroningenNijenborg 7Groningen9747 AGThe Netherlands
| |
Collapse
|
4
|
Zhang J, Yang T, Xie Z, Ren Z, Shi L, Yan JW, Ni M. Rapid sequencing and identification for 18-STRs long amplicon panel using portable devices and nanopore sequencer. Genomics 2025; 117:110970. [PMID: 39608738 DOI: 10.1016/j.ygeno.2024.110970] [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: 06/10/2024] [Revised: 08/08/2024] [Accepted: 11/24/2024] [Indexed: 11/30/2024]
Abstract
STRs are the most commonly used forensic genetic markers for human identification. Nanopore sequencing has shown the advantages of high portability and large data throughput. Previous studies indicate it has great potential for profiling STRs based on the ligation library preparation method. However, this method, which requires more library preparation time and operations, is unsuitable for rapid STR profiling, particularly for field forensic applications. The transposase-based rapid library preparation method offers the possibility to perform human identification using portable instruments. However, the amplicons of conventional STR panels are too small and would be cut into scraps with rapid methods, making them impractical for genotyping. In this study, we developed an 18-STRs multiplex amplification panel with amplicons of ∼1.4 Kbp. The PCR conditions were optimized to be finished within 2 h and 12 min, and the PCR products could undergo rapid methods that involved random fragmentation. We found that, on average, 29.16 % of reads from the long-amplicon panel and rapid library kit covered the whole STR region, sufficient for downstream STR profiling analysis. We conducted a small validation experiment on 24 samples using portable instruments powered by a 1.5 kW‧h portable power source. The entire process took 10.5 h and we obtained enough data from 24 samples to perform trustworthy pairwise identification analysis using the STR profiles. The overall accuracy of the analysis was 95.36 %. In sum, the study evaluated and demonstrated the viability and potential of nanopore sequencing for forensic application in the field.
Collapse
Affiliation(s)
- Jiarong Zhang
- School of Forensic Medicine, Shanxi Medical University, Jinzhong 030600, PR China; Academy of Military Medical Science, Beijing 100850, PR China; Shanxi Key Laboratory of Forensic Medicine, Jinzhong 030600, PR China
| | - Tingting Yang
- School of Forensic Medicine, Shanxi Medical University, Jinzhong 030600, PR China; Academy of Military Medical Science, Beijing 100850, PR China; Shanxi Key Laboratory of Forensic Medicine, Jinzhong 030600, PR China
| | - Zihan Xie
- Academy of Military Medical Science, Beijing 100850, PR China; School of Life Science, Beijing University of Chemical Technology, Beijing 100029, PR China
| | - Zilin Ren
- Changchun Veterinary Research Institute, Chinese Academy of Agricultural Sciences, Changchun 130122, PR China; School of Information Science and Technology, and Institution of Computational Biology, Northeast Normal University, Changchun 130117, PR China
| | - Linyu Shi
- School of Forensic Medicine, Shanxi Medical University, Jinzhong 030600, PR China; Shanxi Key Laboratory of Forensic Medicine, Jinzhong 030600, PR China
| | - Jiang-Wei Yan
- School of Forensic Medicine, Shanxi Medical University, Jinzhong 030600, PR China; Shanxi Key Laboratory of Forensic Medicine, Jinzhong 030600, PR China.
| | - Ming Ni
- Academy of Military Medical Science, Beijing 100850, PR China.
| |
Collapse
|
5
|
Bsawmaii L, Delacou C, Kotok V, Méance S, Saada K, Kribeche MA, Tahir S, Roblin C, Louiset A, Okuno H, Manghi M, Palmeri J, Henn F, Noury A, Jourdain V. Ultra-low noise measurements of ionic transport within individual single-walled carbon nanotubes. NANOSCALE 2024; 16:21970-21978. [PMID: 39512152 DOI: 10.1039/d4nr02941k] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/15/2024]
Abstract
Despite 15 years of extensive investigation, the fabrication and study of nanofluidic devices that incorporate a single carbon nanotube (CNT) still represents a remarkable experimental challenge. In this study, we present the fabrication of nanofluidic devices that integrate an individual single-walled CNT (SWCNT), showcasing a notable reduction in noise by 1-3 orders of magnitude compared to conventional devices. This achievement was made possible by employing high dielectric constant materials for both the substrate and the CNT-covering layer. Furthermore, we provide a detailed account of the crucial factors contributing to the successful fabrication of SWCNT-based nanofluidic devices that are reliably leak-free, plug-free, and long-lived. Key considerations include the quality of the substrate-layer interface, the nanotube opening, and the effective removal of photoresist residues and trapped microbubbles. We demonstrate that these devices, characterized by a high signal-to-noise ratio, enable spectral noise analysis of ionic transport through an individual SWCNT, thus showing that SWCNTs obey Hooge's law in 1/f at low frequencies. Beyond advancing our fundamental understanding of ion transport in SWCNTs, these ultralow-noise measurements open avenues for leveraging SWCNTs in nanopore sensing applications for single-molecule detection, offering high sensitivity and identification capabilities.
Collapse
Affiliation(s)
- Laure Bsawmaii
- Laboratoire Charles Coulomb (L2C), Univ Montpellier, CNRS, Montpellier, France.
| | - Clément Delacou
- Laboratoire Charles Coulomb (L2C), Univ Montpellier, CNRS, Montpellier, France.
| | - Valerii Kotok
- Laboratoire Charles Coulomb (L2C), Univ Montpellier, CNRS, Montpellier, France.
- Ukrainian State University of Chemical Technology, 8, Gagarin ave, 49005 Dnipro, Ukraine
| | - Sébastien Méance
- Laboratoire Charles Coulomb (L2C), Univ Montpellier, CNRS, Montpellier, France.
| | - Koutayba Saada
- Laboratoire Charles Coulomb (L2C), Univ Montpellier, CNRS, Montpellier, France.
| | - M Amine Kribeche
- Laboratoire Charles Coulomb (L2C), Univ Montpellier, CNRS, Montpellier, France.
| | - Saïd Tahir
- Laboratoire Charles Coulomb (L2C), Univ Montpellier, CNRS, Montpellier, France.
| | - Christophe Roblin
- Laboratoire Charles Coulomb (L2C), Univ Montpellier, CNRS, Montpellier, France.
| | - Antonin Louiset
- Univ. Grenoble Alpes, CEA, IRIG-MEM, 38000, Grenoble, France
| | - Hanako Okuno
- Univ. Grenoble Alpes, CEA, IRIG-MEM, 38000, Grenoble, France
| | - Manoel Manghi
- Laboratoire de Physique Théorique (LPT UMR 5152), Université Toulouse III - Paul Sabatier, CNRS, 31062 Toulouse, France
| | - John Palmeri
- Laboratoire Charles Coulomb (L2C), Univ Montpellier, CNRS, Montpellier, France.
| | - François Henn
- Laboratoire Charles Coulomb (L2C), Univ Montpellier, CNRS, Montpellier, France.
| | - Adrien Noury
- Laboratoire Charles Coulomb (L2C), Univ Montpellier, CNRS, Montpellier, France.
| | - Vincent Jourdain
- Laboratoire Charles Coulomb (L2C), Univ Montpellier, CNRS, Montpellier, France.
| |
Collapse
|
6
|
Huang C, Chen H, Luo J, Ma N, Li Z, Zeng XC, Fan J. Nanopore Identification of Polyglutamine Length via Cross-Slit Sensing. J Phys Chem Lett 2024; 15:11792-11800. [PMID: 39556328 DOI: 10.1021/acs.jpclett.4c02681] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/19/2024]
Abstract
Nanopore sensing is now reshaping analytical proteomics with its simplicity, convenience, and high sensitivity. Determining the length of polyglutamine (polyQ) is crucial for the rapid screening of Huntington's disease. In this computational study, we present a cross-nanoslit detection approach to determine the polyQ length, where the nanoslit is carved within a two-dimensional (2D) in-plane heterostructure of graphene (GRA) and hexagonal boron nitride (hBN). We designed a heterostructure with an hBN strip embedded in the graphene sheet. With such a design, polyQ peptides can spontaneously and linearly stretch out on the hBN stripe. By tuning the strength of an external in-plane electric field, molecular transportation of polyQ peptides along the hBN stripe can be effectively regulated. Subsequent cross-nanoslit motion can be applied to record time-dependent electric signals. The signal features are then utilized to train the machine learning classification models. The machine-learning-assisted recognition enables accurate determination of the protein's length. This nanoslit-sensing method may offer theoretical guidance on 2D heterostructure design for the detection of polyQ peptide lengths and rapid screening of protein-related diseases.
Collapse
Affiliation(s)
- Changxiong Huang
- Department of Materials Science and Engineering, City University of Hong Kong, Hong Kong 999077, China
- City University of Hong Kong Shenzhen Research Institute, Shenzhen 518057, China
| | - Huan Chen
- Department of Materials Science and Engineering, City University of Hong Kong, Hong Kong 999077, China
| | - Jun Luo
- Department of Materials Science and Engineering, City University of Hong Kong, Hong Kong 999077, China
| | - Ninggui Ma
- Department of Materials Science and Engineering, City University of Hong Kong, Hong Kong 999077, China
| | - Zhen Li
- School of Materials Science and Engineering, China University of Petroleum (East China), Qingdao, Shandong 266580, China
| | - Xiao Cheng Zeng
- Department of Materials Science and Engineering, City University of Hong Kong, Hong Kong 999077, China
| | - Jun Fan
- Department of Materials Science and Engineering, City University of Hong Kong, Hong Kong 999077, China
- City University of Hong Kong Shenzhen Research Institute, Shenzhen 518057, China
- Center for Advanced Nuclear Safety and Sustainable Development, City University of Hong Kong, Hong Kong 999077, China
- Department of Mechanical Engineering, City University of Hong Kong, Hong Kong 999077, China
| |
Collapse
|
7
|
Lanzavecchia G, Sapunova A, Douaki A, Weng S, Momotenko D, Paulo G, Giacomello A, Krahne R, Garoli D. Tailored Fabrication of 3D Nanopores Made of Dielectric Oxides for Multiple Nanoscale Applications. NANO LETTERS 2024; 24:10098-10105. [PMID: 39121066 PMCID: PMC11342934 DOI: 10.1021/acs.nanolett.4c02117] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/07/2024] [Revised: 06/18/2024] [Accepted: 06/21/2024] [Indexed: 08/11/2024]
Abstract
Solid-state nanopores are a key platform for single-molecule detection and analysis that allow engineering of their properties by controlling size, shape, and chemical functionalization. However, approaches relying on polymers have limits for what concerns hardness, robustness, durability, and refractive index. Nanopores made of oxides with high dielectric constant would overcome such limits and have the potential to extend the suitability of solid-state nanopores toward optoelectronic technologies. Here, we present a versatile method to fabricate three-dimensional nanopores made of different dielectric oxides with convex, straight, and concave shapes and demonstrate their functionality in a series of technologies and applications such as ionic nanochannels, ionic current rectification, memristors, and DNA sensing. Our experimental data are supported by numerical simulations that showcase the effect of different shapes and oxide materials. This approach toward robust and tunable solid-state nanopores can be extended to other 3D shapes and a variety of dielectrics.
Collapse
Affiliation(s)
- German Lanzavecchia
- Optoelectronics, Istituto Italiano di Tecnologia, Via Morego 30, 16163, Genova, Italy
- Dipartimento
di Fisica, Università degli Studi
di Genova, Via Dodecaneso
33, 16146, Genova, Italy
| | - Anastasiia Sapunova
- Optoelectronics, Istituto Italiano di Tecnologia, Via Morego 30, 16163, Genova, Italy
- Università
degli Studi di Milano-Bicocca, Piazza dell’Ateneo Nuovo, 1, 20126, Milano, Italy
| | - Ali Douaki
- Optoelectronics, Istituto Italiano di Tecnologia, Via Morego 30, 16163, Genova, Italy
| | - Shukun Weng
- Optoelectronics, Istituto Italiano di Tecnologia, Via Morego 30, 16163, Genova, Italy
- Università
degli Studi di Milano-Bicocca, Piazza dell’Ateneo Nuovo, 1, 20126, Milano, Italy
| | - Dmitry Momotenko
- Institute
of Chemistry, Carl von Ossietzky Universität
Oldenburg, Oldenburg D-26129, Germany
| | - Gonçalo Paulo
- Dipartimento
di Ingegneria Meccanica e Aerospaziale, Sapienza Università di Roma, Via Eudossiana 18, 00184 Roma, Italy
| | - Alberto Giacomello
- Dipartimento
di Ingegneria Meccanica e Aerospaziale, Sapienza Università di Roma, Via Eudossiana 18, 00184 Roma, Italy
| | - Roman Krahne
- Optoelectronics, Istituto Italiano di Tecnologia, Via Morego 30, 16163, Genova, Italy
| | - Denis Garoli
- Optoelectronics, Istituto Italiano di Tecnologia, Via Morego 30, 16163, Genova, Italy
- Dipartimento
di Scienze e Metodi dell’Ingegneria, Università degli Studi di Modena e Reggio Emilia, Via Amendola 2, 43122, Reggio Emilia, Italy
| |
Collapse
|
8
|
Bai X, Yao HC, Wu B, Liu LR, Ding YY, Xiao CL. DeepBAM: a high-accuracy single-molecule CpG methylation detection tool for Oxford nanopore sequencing. Brief Bioinform 2024; 25:bbae413. [PMID: 39177264 PMCID: PMC11342253 DOI: 10.1093/bib/bbae413] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/21/2024] [Revised: 07/29/2024] [Accepted: 08/05/2024] [Indexed: 08/24/2024] Open
Abstract
Recent nanopore sequencing system (R10.4) has enhanced base calling accuracy and is being increasingly utilized for detecting CpG methylation state. However, the robustness and universality of the methylation calling model in officially supplied Dorado remains poorly tested. In this study, we obtained heterogeneous datasets from human and plant sources to carry out comprehensive evaluations, which showed that Dorado performed significantly different across datasets. We therefore developed deep neural networks and implemented several optimizations in training a new model called DeepBAM. DeepBAM achieved superior and more stable performances compared with Dorado, including higher area under the ROC curves (98.47% on average and up to 7.36% improvement) and F1 scores (94.97% on average and up to 16.24% improvement) across the datasets. DeepBAM-based whole genome methylation frequencies have achieved >0.95 correlations with BS-seq on four of five datasets, outperforming Dorado in all instances. It enables unraveling allele-specific methylation patterns, including regions of transposable elements. The enhanced performance of DeepBAM paves the way for broader applications of nanopore sequencing in CpG methylation studies.
Collapse
Affiliation(s)
- Xin Bai
- State Key Laboratory of Ophthalmology, Zhongshan Ophthalmic Center, Sun Yat-sen University, Guangdong Provincial Key Laboratory of Ophthalmology and Visual Science, 7 Jinsui Road, Tianhe District, Guangzhou 510060, China
| | - Hui-Cong Yao
- School of Artificial Intelligence, Sun Yat-Sen University, Gaoxin District, Zhuhai 519000, China
| | - Bo Wu
- State Key Laboratory of Ophthalmology, Zhongshan Ophthalmic Center, Sun Yat-sen University, Guangdong Provincial Key Laboratory of Ophthalmology and Visual Science, 7 Jinsui Road, Tianhe District, Guangzhou 510060, China
| | - Luo-Ran Liu
- State Key Laboratory of Ophthalmology, Zhongshan Ophthalmic Center, Sun Yat-sen University, Guangdong Provincial Key Laboratory of Ophthalmology and Visual Science, 7 Jinsui Road, Tianhe District, Guangzhou 510060, China
| | - Yu-Ying Ding
- State Key Laboratory of Ophthalmology, Zhongshan Ophthalmic Center, Sun Yat-sen University, Guangdong Provincial Key Laboratory of Ophthalmology and Visual Science, 7 Jinsui Road, Tianhe District, Guangzhou 510060, China
| | - Chuan-Le Xiao
- State Key Laboratory of Ophthalmology, Zhongshan Ophthalmic Center, Sun Yat-sen University, Guangdong Provincial Key Laboratory of Ophthalmology and Visual Science, 7 Jinsui Road, Tianhe District, Guangzhou 510060, China
| |
Collapse
|
9
|
Mi Z, Chen X, Zhao X, Tang H, Wang W, Shan X, Lu X. High-precision high-speed nanopore ping-pong control system based on field programmable gate array. THE REVIEW OF SCIENTIFIC INSTRUMENTS 2024; 95:073202. [PMID: 39016698 DOI: 10.1063/5.0213543] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/11/2024] [Accepted: 07/02/2024] [Indexed: 07/18/2024]
Abstract
"Molecular ping-pong," emerging as a control strategy in solid-state nanopore technology, presents a highly promising approach for repetitive measurements of single biomolecules, such as DNA. This paper introduces a high-precision, high-speed nanopore molecular ping-pong control system consisting of a home-built trans-impedance amplifier (TIA), a control system based on a Field Programmable Gate Array (FPGA), and a LabVIEW program operating on the host personal computer. Through feedback compensation and post-stage boosting, the TIA achieves a high bandwidth of about 200 kHz with a gain of 100 MΩ, along with low input-referred current noise of 1.6 × 10-4 pA2/Hz at 1 kHz and 1.1 × 10-3 pA2/Hz at 100 kHz. The FPGA-based control system demonstrates a minimum overall response time (tdelay) of 6.5 μs from the analog input current signal trigger to the subsequent reversal of the analog output drive voltage signal, with a control precision of 1 μs. Additionally, a LabVIEW program has been developed to facilitate rapid data exchange and communication with the FPGA program, enabling real-time signal monitoring, parameter adjustment, and data storage. Successful recapture of individual DNA molecules at various tdelay, resulting in an improvement in capture rate by up to 2 orders of magnitude, has been demonstrated. With unprecedented control precision and capture efficiency, this system provides robust technical support and opens novel research avenues for nanopore single-molecule sensing and manipulation.
Collapse
Affiliation(s)
- Zhuang Mi
- Beijing National Laboratory for Condensed Matter Physics, Institute of Physics, Chinese Academy of Sciences, Beijing 100190, China
- School of Physical Sciences, University of Chinese Academy of Sciences, Beijing 100190, China
| | - Xiaoyu Chen
- Beijing National Laboratory for Condensed Matter Physics, Institute of Physics, Chinese Academy of Sciences, Beijing 100190, China
- School of Physical Sciences, University of Chinese Academy of Sciences, Beijing 100190, China
| | - Xinjia Zhao
- State Key Laboratory of Medical Proteomics, National Chromatographic R. & A. Center, CAS Key Laboratory of Separation Science for Analytical Chemistry, Dalian Institute of Chemical Physics, Chinese Academy of Sciences, Dalian 116023, China
| | - Haitao Tang
- Beijing National Laboratory for Condensed Matter Physics, Institute of Physics, Chinese Academy of Sciences, Beijing 100190, China
- School of Physical Sciences, University of Chinese Academy of Sciences, Beijing 100190, China
| | - Wenyu Wang
- Beijing National Laboratory for Condensed Matter Physics, Institute of Physics, Chinese Academy of Sciences, Beijing 100190, China
- School of Physical Sciences, University of Chinese Academy of Sciences, Beijing 100190, China
| | - Xinyan Shan
- Beijing National Laboratory for Condensed Matter Physics, Institute of Physics, Chinese Academy of Sciences, Beijing 100190, China
- School of Physical Sciences, University of Chinese Academy of Sciences, Beijing 100190, China
| | - Xinghua Lu
- Beijing National Laboratory for Condensed Matter Physics, Institute of Physics, Chinese Academy of Sciences, Beijing 100190, China
- School of Physical Sciences, University of Chinese Academy of Sciences, Beijing 100190, China
- Songshan Lake Materials Laboratory, Dongguan, Guangdong 523808, China
| |
Collapse
|
10
|
Zhou W, Guo Y, Guo W, Qiu H. High-Resolution and Low-Noise Single-Molecule Sensing with Bio-Inspired Solid-State Nanopores. J Phys Chem Lett 2024; 15:5556-5563. [PMID: 38752895 DOI: 10.1021/acs.jpclett.4c00615] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 05/24/2024]
Abstract
Solid-state nanopores have been extensively explored as single-molecule sensors, bearing the potential for the sequencing of DNA. Although they offer advantages in terms of high mechanical robustness, tunable geometry, and compatibility with existing semiconductor fabrication techniques in comparison with their biological counterparts, efforts to sequence DNA with these nanopores have been hampered by insufficient spatial resolution and high noise in the measured ionic current signal. Here we show that these limitations can be overcome by the use of solid-state nanopores featuring a thin, narrow constriction as the sensing region, inspired by biological protein nanopores that have achieved notable success in DNA sequencing. Our extensive molecular dynamics simulations show that these bio-inspired nanopores can provide high spatial resolution equivalent to 2D material nanopores and, meanwhile, significantly inhibit noise levels. A theoretical model is also provided to assess the performance of the bio-inspired nanopore, which could guide its design and optimization.
Collapse
Affiliation(s)
- Wanqi Zhou
- State Key Laboratory of Mechanics and Control for Aerospace Structures and Key Laboratory for Intelligent Nano Materials and Devices of MOE, Institute of Nano Science, Nanjing University of Aeronautics and Astronautics, Nanjing 210016, China
| | - Yufeng Guo
- State Key Laboratory of Mechanics and Control for Aerospace Structures and Key Laboratory for Intelligent Nano Materials and Devices of MOE, Institute of Nano Science, Nanjing University of Aeronautics and Astronautics, Nanjing 210016, China
| | - Wanlin Guo
- State Key Laboratory of Mechanics and Control for Aerospace Structures and Key Laboratory for Intelligent Nano Materials and Devices of MOE, Institute of Nano Science, Nanjing University of Aeronautics and Astronautics, Nanjing 210016, China
| | - Hu Qiu
- State Key Laboratory of Mechanics and Control for Aerospace Structures and Key Laboratory for Intelligent Nano Materials and Devices of MOE, Institute of Nano Science, Nanjing University of Aeronautics and Astronautics, Nanjing 210016, China
| |
Collapse
|
11
|
Khatri S, Pandey P, Mejia G, Ghimire G, Leng F, He J. Nanoconfinement and Crowding Enhanced Single-Molecule Detection of Small Molecules with Nanopipettes. J Am Chem Soc 2023; 145:28075-28084. [PMID: 37996390 PMCID: PMC11036617 DOI: 10.1021/jacs.3c09311] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/25/2023]
Abstract
Glass nanopipettes have gained widespread use as a versatile single-entity detector in chemical and biological sensing, analysis, and imaging. Its advantages include low cost, easy accessibility, simplicity of use, and high versatility. However, conventional nanopipettes based on the volume exclusion mechanism have limitations in detecting small biomolecules due to their small volume and high mobility in aqueous solution. To overcome this challenge, we have employed a novel approach by capitalizing on the strong nanoconfinement effect of nanopipettes. This is achieved by utilizing both the hard confinement provided by the long taper nanopipette tip at the cis side and the soft confinement offered by the hydrogel at the trans side. Through this approach, we have effectively slowed down the exit motion of small molecules, allowing us to enrich and jam them at the nanopipette tip. Consequently, we have achieved high throughput detection of small biomolecules with sizes as small as 1 nm, including nucleoside triphosphates, short peptides, and small proteins with excellent signal-to-noise ratios. Furthermore, molecular complex formation through specific intermolecular interactions, such as hydrogen bonding between closely spaced nucleotides in the jam-packed nanopipette tip, has been detected based on the unique ionic current changes.
Collapse
Affiliation(s)
- Santosh Khatri
- Physics Department, Florida International University, Miami, Florida, 33199, USA
| | - Popular Pandey
- Physics Department, Florida International University, Miami, Florida, 33199, USA
| | - German Mejia
- Chemistry and Biochemistry Department, Florida International University, Miami, Florida, 33199, USA
- Biomolecular Science Institute, Florida International University, Miami, Florida, 33199, USA
| | - Govinda Ghimire
- Physics Department, Florida International University, Miami, Florida, 33199, USA
| | - Fenfei Leng
- Chemistry and Biochemistry Department, Florida International University, Miami, Florida, 33199, USA
- Biomolecular Science Institute, Florida International University, Miami, Florida, 33199, USA
| | - Jin He
- Physics Department, Florida International University, Miami, Florida, 33199, USA
- Biomolecular Science Institute, Florida International University, Miami, Florida, 33199, USA
| |
Collapse
|
12
|
Wei X, Penkauskas T, Reiner JE, Kennard C, Uline MJ, Wang Q, Li S, Aksimentiev A, Robertson JW, Liu C. Engineering Biological Nanopore Approaches toward Protein Sequencing. ACS NANO 2023; 17:16369-16395. [PMID: 37490313 PMCID: PMC10676712 DOI: 10.1021/acsnano.3c05628] [Citation(s) in RCA: 27] [Impact Index Per Article: 13.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 07/26/2023]
Abstract
Biotechnological innovations have vastly improved the capacity to perform large-scale protein studies, while the methods we have for identifying and quantifying individual proteins are still inadequate to perform protein sequencing at the single-molecule level. Nanopore-inspired systems devoted to understanding how single molecules behave have been extensively developed for applications in genome sequencing. These nanopore systems are emerging as prominent tools for protein identification, detection, and analysis, suggesting realistic prospects for novel protein sequencing. This review summarizes recent advances in biological nanopore sensors toward protein sequencing, from the identification of individual amino acids to the controlled translocation of peptides and proteins, with attention focused on device and algorithm development and the delineation of molecular mechanisms with the aid of simulations. Specifically, the review aims to offer recommendations for the advancement of nanopore-based protein sequencing from an engineering perspective, highlighting the need for collaborative efforts across multiple disciplines. These efforts should include chemical conjugation, protein engineering, molecular simulation, machine-learning-assisted identification, and electronic device fabrication to enable practical implementation in real-world scenarios.
Collapse
Affiliation(s)
- Xiaojun Wei
- Biomedical Engineering Program, University of South Carolina, Columbia, SC 29208, United States
- Department of Chemical Engineering, University of South Carolina, Columbia, SC 29208, United States
| | - Tadas Penkauskas
- Biophysics and Biomedical Measurement Group, Microsystems and Nanotechnology Division, National Institute of Standards and Technology, Gaithersburg, MD 20899, United States
- School of Engineering, Brown University, Providence, RI 02912, United States
| | - Joseph E. Reiner
- Department of Physics, Virginia Commonwealth University, Richmond, VA 23284, United States
| | - Celeste Kennard
- Biomedical Engineering Program, University of South Carolina, Columbia, SC 29208, United States
| | - Mark J. Uline
- Biomedical Engineering Program, University of South Carolina, Columbia, SC 29208, United States
- Department of Chemical Engineering, University of South Carolina, Columbia, SC 29208, United States
| | - Qian Wang
- Department of Chemistry and Biochemistry, University of South Carolina, Columbia, SC 29208, United States
| | - Sheng Li
- School of Data Science, University of Virginia, Charlottesville, VA 22903, United States
| | - Aleksei Aksimentiev
- Department of Physics and Beckman Institute for Advanced Science and Technology, University of Illinois at Urbana-Champaign, Urbana, IL 61801, United States
| | - Joseph W.F. Robertson
- Biophysics and Biomedical Measurement Group, Microsystems and Nanotechnology Division, National Institute of Standards and Technology, Gaithersburg, MD 20899, United States
| | - Chang Liu
- Biomedical Engineering Program, University of South Carolina, Columbia, SC 29208, United States
- Department of Chemical Engineering, University of South Carolina, Columbia, SC 29208, United States
| |
Collapse
|
13
|
Xie W, He S, Fang S, Tian R, Liang L, Wang D. Phenylboronic acid-modified polyethyleneimine assisted neutral polysaccharide detection and weight-resolution analysis with a nanopipette. NANOSCALE 2023; 15:7147-7153. [PMID: 37009671 DOI: 10.1039/d2nr07280g] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/19/2023]
Abstract
In this work, an innovative method based on a nanopipette assisted with o-phenylboronic acid-modified polyethyleneimine (PEI-oBA) is proposed to detect neutral polysaccharides with different degrees of polymerization. Herein, dextran is used as the research target. Dextran, with its low molecular weight (104 < MW < 105 Da), has important applications in medicine and is one of the best plasma substitutes at present. Through the interaction between the boric acid group and a hydroxyl group, the synthesized high-charge polymer molecule PEI-oBA combines with dextran, increasing the electrophoretic force and exclusion volume of the target molecule to obtain a high signal-to-noise ratio for nanopore detection. These results show that the current amplitude increased significantly with the increase of dextran molecular weight. Furthermore, an aggregation-induced emission (AIE) molecule was introduced to adsorb onto PEI-oBA to verify that PEI-oBA combined with a polysaccharide entered the nanopipette together and was driven by electrophoresis. With the introduction of the modifiability of polymer molecules, the proposed method is conducive to improving the nanopore detection sensitivity of other important molecules with low charges and low molecular weights.
Collapse
Affiliation(s)
- Wanyi Xie
- Chongqing Institute of Green and Intelligent Technology, Chinese Academy of Sciences, Chongqing 400714, China.
- Chongqing School, University of Chinese Academy of Science, Chongqing 400714, China
| | - Shixuan He
- Chongqing Institute of Green and Intelligent Technology, Chinese Academy of Sciences, Chongqing 400714, China.
- Chongqing School, University of Chinese Academy of Science, Chongqing 400714, China
| | - Shaoxi Fang
- Chongqing Institute of Green and Intelligent Technology, Chinese Academy of Sciences, Chongqing 400714, China.
- Chongqing School, University of Chinese Academy of Science, Chongqing 400714, China
| | - Rong Tian
- Chongqing Institute of Green and Intelligent Technology, Chinese Academy of Sciences, Chongqing 400714, China.
- Chongqing School, University of Chinese Academy of Science, Chongqing 400714, China
| | - Liyuan Liang
- Chongqing Institute of Green and Intelligent Technology, Chinese Academy of Sciences, Chongqing 400714, China.
- Chongqing School, University of Chinese Academy of Science, Chongqing 400714, China
| | - Deqiang Wang
- Chongqing Institute of Green and Intelligent Technology, Chinese Academy of Sciences, Chongqing 400714, China.
- Chongqing School, University of Chinese Academy of Science, Chongqing 400714, China
| |
Collapse
|
14
|
Xie W, He S, Fang S, Yin B, Tian R, Wang Y, Wang D. Analysis of starch dissolved in ionic liquid by glass nanopore at single molecular level. Int J Biol Macromol 2023; 239:124271. [PMID: 37019197 DOI: 10.1016/j.ijbiomac.2023.124271] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/10/2023] [Revised: 03/06/2023] [Accepted: 03/27/2023] [Indexed: 04/05/2023]
Abstract
In this paper, the glass nanopore technology was proposed to detect a single molecule of starch dissolved in ionic liquid [1-butyl-3-methylimidazolium chloride (BmimCl)]. Firstly, the influence of BmimCl on nanopore detection is discussed. It is found that a certain amount of strong polar ionic liquids will disturb the charge distribution in nanopores and increase the detection noise. Then, by analysis of the characteristic current signal of the conical nanopore, the motion behaviour of starch near the entrance of the nanopore was studied and analysis the dominant ion of starch in the BmimCl dissolution process. Finally, based on nuclear magnetic resonance (NMR) and Fourier transform infrared (FTIR) spectroscopy simply discussed the mechanism of amylose and amylopectin dissolved in BmimCl. These results confirm that branched chain structure would affect the dissolution of polysaccharides in ionic liquids and the contribution of anions to the dissolution of polysaccharides are dominant. It is further proved that the current signal can be used to judge the charge and structure information of the analyte, and the dissolution mechanism can be assist analyzed at the single molecule level.
Collapse
|
15
|
Chen K, Choudhary A, Sandler SE, Maffeo C, Ducati C, Aksimentiev A, Keyser UF. Super-Resolution Detection of DNA Nanostructures Using a Nanopore. ADVANCED MATERIALS (DEERFIELD BEACH, FLA.) 2023; 35:e2207434. [PMID: 36630969 DOI: 10.1002/adma.202207434] [Citation(s) in RCA: 25] [Impact Index Per Article: 12.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/15/2022] [Revised: 12/28/2022] [Indexed: 06/17/2023]
Abstract
High-resolution analysis of biomolecules has brought unprecedented insights into fundamental biological processes and dramatically advanced biosensing. Notwithstanding the ongoing resolution revolution in electron microscopy and optical imaging, only a few methods are presently available for high-resolution analysis of unlabeled single molecules in their native states. Here, label-free electrical sensing of structured single molecules with a spatial resolution down to single-digit nanometers is demonstrated. Using a narrow solid-state nanopore, the passage of a series of nanostructures attached to a freely translocating DNA molecule is detected, resolving individual nanostructures placed as close as 6 nm apart and with a surface-to-surface gap distance of only 2 nm. Such super-resolution ability is attributed to the nanostructure-induced enhancement of the electric field at the tip of the nanopore. This work demonstrates a general approach to improving the resolution of single-molecule nanopore sensing and presents a critical advance towards label-free, high-resolution DNA sequence mapping, and digital information storage independent of molecular motors.
Collapse
Affiliation(s)
- Kaikai Chen
- Cavendish Laboratory, University of Cambridge, JJ Thomson Avenue, Cambridge, CB3 0HE, UK
| | - Adnan Choudhary
- Department of Physics, University of Illinois at Urbana-Champaign, 1110 West Green Street, Urbana, IL, 61801, USA
| | - Sarah E Sandler
- Cavendish Laboratory, University of Cambridge, JJ Thomson Avenue, Cambridge, CB3 0HE, UK
| | - Christopher Maffeo
- Department of Physics, University of Illinois at Urbana-Champaign, 1110 West Green Street, Urbana, IL, 61801, USA
| | - Caterina Ducati
- Department of Materials Science & Metallurgy, University of Cambridge, 27 Charles Babbage Road, Cambridge, CB3 0FS, UK
| | - Aleksei Aksimentiev
- Department of Physics, University of Illinois at Urbana-Champaign, 1110 West Green Street, Urbana, IL, 61801, USA
- Beckman Institute for Advanced Science and Technology, University of Illinois at Urbana-Champaign, 405 N Mathews Avenue, Urbana, IL 61801, USA
| | - Ulrich F Keyser
- Cavendish Laboratory, University of Cambridge, JJ Thomson Avenue, Cambridge, CB3 0HE, UK
| |
Collapse
|
16
|
Scandurra G, Ciofi C, Smulko J, Wen H. A review of design approaches for the implementation of low-frequency noise measurement systems. THE REVIEW OF SCIENTIFIC INSTRUMENTS 2022; 93:111101. [PMID: 36461421 DOI: 10.1063/5.0116589] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/29/2022] [Accepted: 10/20/2022] [Indexed: 06/17/2023]
Abstract
Electronic noise has its roots in the fundamental physical interactions between matter and charged particles, carrying information about the phenomena that occur at the microscopic level. Therefore, Low-Frequency Noise Measurements (LFNM) are a well-established technique for the characterization of electron devices and materials and, compared to other techniques, they offer the advantage of being non-destructive and of providing a more detailed view of what happens in the matter during the manifestation of physical or chemical phenomena. For this reason, LFNM acquire particular importance in the modern technological era in which the introduction of new advanced materials requires in-depth and thorough characterization of the conduction phenomena. LFNM also find application in the field of sensors, as they allow to obtain more selective sensing systems even starting from conventional sensors. Performing meaningful noise measurements, however, requires that the background noise introduced by the measurement chain be much smaller than the noise to be detected and the instrumentation available on the market does not always meet the specifications required for reaching the ultimate sensitivity. Researchers willing to perform LFNM must often resort to the design of dedicated instrumentation in their own laboratories, but their cultural background does not necessarily include the ability to design, build, and test dedicated low noise instrumentation. In this review, we have tried to provide as much theoretical and practical guidelines as possible, so that even researchers with a limited background in electronic engineering can find useful information in developing or customizing low noise instrumentation.
Collapse
Affiliation(s)
- G Scandurra
- Department of Engineering, University of Messina, Messina 98166, Italy
| | - C Ciofi
- Department of Engineering, University of Messina, Messina 98166, Italy
| | - J Smulko
- Department of Metrology and Optoelectronics, Gdańsk University of Technology, 80-233 Gdańsk, Poland
| | - H Wen
- College of Electrical and Information Engineering, Hunan University, Changsha 410082, China
| |
Collapse
|
17
|
Abrao‐Nemeir I, Bentin J, Meyer N, Janot J, Torrent J, Picaud F, Balme S. Investigation of α-Synuclein and Amyloid-β(42)-E22Δ Oligomers Using SiN Nanopore Functionalized with L-Dopa. Chem Asian J 2022; 17:e202200726. [PMID: 36038502 PMCID: PMC9826174 DOI: 10.1002/asia.202200726] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/11/2022] [Revised: 08/25/2022] [Indexed: 01/11/2023]
Abstract
Solid-state nanopores are an emerging technology used as a high-throughput, label-free analytical method for the characterization of protein aggregation in an aqueous solution. In this work, we used Levodopamine to coat a silicon nitride nanopore surface that was fabricated through a dielectric breakdown in order to reduce the unspecific adsorption. The coating of inner nanopore wall by investigation of the translocation of heparin. The functionalized nanopore was used to investigate the aggregation of amyloid-β and α-synuclein, two biomarkers of degenerative diseases. In the first application, we demonstrate that the α-synuclein WT is more prone to form dimers than the variant A53T. In the second one, we show for the Aβ(42)-E22Δ (Osaka mutant) that the addition of Aβ(42)-WT monomers increases the polymorphism of oligomers, while the incubation with Aβ(42)-WT fibrils generates larger aggregates.
Collapse
Affiliation(s)
- Imad Abrao‐Nemeir
- European Institute of Membranes, UMR5635University of Montpelier, ENCSM CNRSPlace Eugène Bataillon34095Montpellier cedex 5France
| | - Jeremy Bentin
- Laboratory of Nanomedicin, Imagery and Therapeutics, EA4662University hospital center of BesançonUniversity of Bourgogne-Franche-Comté (UFR Sciences et Techniques)16 route de Gray25030BesançonFrance
| | - Nathan Meyer
- European Institute of Membranes, UMR5635University of Montpelier, ENCSM CNRSPlace Eugène Bataillon34095Montpellier cedex 5France,Neurological institute of MontpellierUniversity of Montpellier, INSERM CNRSPlace Eugène Bataillon34095Montpellier cedex 5France
| | - Jean‐Marc Janot
- European Institute of Membranes, UMR5635University of Montpelier, ENCSM CNRSPlace Eugène Bataillon34095Montpellier cedex 5France
| | - Joan Torrent
- Neurological institute of MontpellierUniversity of Montpellier, INSERM CNRSPlace Eugène Bataillon34095Montpellier cedex 5France
| | - Fabien Picaud
- Laboratory of Nanomedicin, Imagery and Therapeutics, EA4662University hospital center of BesançonUniversity of Bourgogne-Franche-Comté (UFR Sciences et Techniques)16 route de Gray25030BesançonFrance
| | - Sebastien Balme
- European Institute of Membranes, UMR5635University of Montpelier, ENCSM CNRSPlace Eugène Bataillon34095Montpellier cedex 5France
| |
Collapse
|
18
|
Ahmed YW, Alemu BA, Bekele SA, Gizaw ST, Zerihun MF, Wabalo EK, Teklemariam MD, Mihrete TK, Hanurry EY, Amogne TG, Gebrehiwot AD, Berga TN, Haile EA, Edo DO, Alemu BD. Epigenetic tumor heterogeneity in the era of single-cell profiling with nanopore sequencing. Clin Epigenetics 2022; 14:107. [PMID: 36030244 PMCID: PMC9419648 DOI: 10.1186/s13148-022-01323-6] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/27/2022] [Accepted: 08/12/2022] [Indexed: 11/29/2022] Open
Abstract
Nanopore sequencing has brought the technology to the next generation in the science of sequencing. This is achieved through research advancing on: pore efficiency, creating mechanisms to control DNA translocation, enhancing signal-to-noise ratio, and expanding to long-read ranges. Heterogeneity regarding epigenetics would be broad as mutations in the epigenome are sensitive to cause new challenges in cancer research. Epigenetic enzymes which catalyze DNA methylation and histone modification are dysregulated in cancer cells and cause numerous heterogeneous clones to evolve. Detection of this heterogeneity in these clones plays an indispensable role in the treatment of various cancer types. With single-cell profiling, the nanopore sequencing technology could provide a simple sequence at long reads and is expected to be used soon at the bedside or doctor's office. Here, we review the advancements of nanopore sequencing and its use in the detection of epigenetic heterogeneity in cancer.
Collapse
Affiliation(s)
- Yohannis Wondwosen Ahmed
- Department of Medical Biochemistry, School of Medicine, College of Health Sciences, Addis Ababa University, P.O. Box: 9086, Addis Ababa, Ethiopia.
| | - Berhan Ababaw Alemu
- Department of Medical Biochemistry, School of Medicine, St. Paul's Hospital, Millennium Medical College, Addis Ababa, Ethiopia
| | - Sisay Addisu Bekele
- Department of Medical Biochemistry, School of Medicine, College of Health Sciences, Addis Ababa University, P.O. Box: 9086, Addis Ababa, Ethiopia
| | - Solomon Tebeje Gizaw
- Department of Medical Biochemistry, School of Medicine, College of Health Sciences, Addis Ababa University, P.O. Box: 9086, Addis Ababa, Ethiopia
| | - Muluken Fekadie Zerihun
- Department of Medical Biochemistry, School of Medicine, College of Health Sciences, Addis Ababa University, P.O. Box: 9086, Addis Ababa, Ethiopia
| | - Endriyas Kelta Wabalo
- Department of Medical Biochemistry, School of Medicine, College of Health Sciences, Addis Ababa University, P.O. Box: 9086, Addis Ababa, Ethiopia
| | - Maria Degef Teklemariam
- Department of Medical Biochemistry, School of Medicine, College of Health Sciences, Addis Ababa University, P.O. Box: 9086, Addis Ababa, Ethiopia
| | - Tsehayneh Kelemu Mihrete
- Department of Medical Biochemistry, School of Medicine, College of Health Sciences, Addis Ababa University, P.O. Box: 9086, Addis Ababa, Ethiopia
| | - Endris Yibru Hanurry
- Department of Medical Biochemistry, School of Medicine, College of Health Sciences, Addis Ababa University, P.O. Box: 9086, Addis Ababa, Ethiopia
| | - Tensae Gebru Amogne
- Department of Medical Biochemistry, School of Medicine, College of Health Sciences, Addis Ababa University, P.O. Box: 9086, Addis Ababa, Ethiopia
| | - Assaye Desalegne Gebrehiwot
- Department of Medical Anatomy, School of Medicine, College of Health Sciences, Addis Ababa University, Addis Ababa, Ethiopia
| | - Tamirat Nida Berga
- Department of Medical Biochemistry, School of Medicine, College of Health Sciences, Addis Ababa University, P.O. Box: 9086, Addis Ababa, Ethiopia
| | - Ebsitu Abate Haile
- Department of Medical Biochemistry, School of Medicine, College of Health Sciences, Addis Ababa University, P.O. Box: 9086, Addis Ababa, Ethiopia
| | - Dessiet Oma Edo
- Department of Medical Biochemistry, School of Medicine, College of Health Sciences, Addis Ababa University, P.O. Box: 9086, Addis Ababa, Ethiopia
| | - Bizuwork Derebew Alemu
- Department of Statistics, College of Natural and Computational Sciences, Mizan Tepi University, Tepi, Ethiopia
| |
Collapse
|
19
|
Vieira LF, Weinhofer AC, Oltjen WC, Yu C, de Souza Mendes PR, Hore MJA. Combining dynamic Monte Carlo with machine learning to study nanoparticle translocation. SOFT MATTER 2022; 18:5218-5229. [PMID: 35770621 DOI: 10.1039/d2sm00431c] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/15/2023]
Abstract
Resistive pulse sensing (RPS) measurements of nanoparticle translocation have the ability to provide information on single-particle level characteristics, such as diameter or mobility, as well as ensemble averages. However, interpreting these measurements is complex and requires an understanding of nanoparticle dynamics in confined spaces as well as the ways in which nanoparticles disrupt ion transport while inside a nanopore. Here, we combine Dynamic Monte Carlo (DMC) simulations with Machine Learning (ML) and Poisson-Nernst-Planck calculations to simultaneously simulate nanoparticle dynamics and ion transport during hundreds of independent particle translocations as a function of nanoparticle size, electrophoretic mobility, and nanopore length. The use of DMC simulations allowed us to explicitly investigate the effects of Brownian motion and nanoparticle/nanopore characteristics on the amplitude and duration of translocation signals. Simulation results were verified with experimental RPS measurements and found to be in quantitative agreement.
Collapse
Affiliation(s)
- Luiz Fernando Vieira
- Department of Macromolecular Science & Engineering, Case Western Reserve University, 10900 Euclid Avenue, Cleveland, OH 44106, USA.
- Department of Mechanical Engineering, Pontifícia Universidade Católica do Rio de Janeiro, Rua Marquês de São Vicente 225, Rio de Janeiro, RJ 22451-900, Brazil
- Instituto Nacional de Tecnologia, Ministry of Science, Technology & Innovation, Av. Venezuela, 82 - Rio de Janeiro, RJ 20081-312, Brazil
| | - Alexandra C Weinhofer
- Department of Macromolecular Science & Engineering, Case Western Reserve University, 10900 Euclid Avenue, Cleveland, OH 44106, USA.
| | - William C Oltjen
- Department of Macromolecular Science & Engineering, Case Western Reserve University, 10900 Euclid Avenue, Cleveland, OH 44106, USA.
| | - Cindy Yu
- Hathaway Brown School, 19600 North Park Blvd., Shaker Heights, OH 44122, USA
| | - Paulo Roberto de Souza Mendes
- Department of Mechanical Engineering, Pontifícia Universidade Católica do Rio de Janeiro, Rua Marquês de São Vicente 225, Rio de Janeiro, RJ 22451-900, Brazil
| | - Michael J A Hore
- Department of Macromolecular Science & Engineering, Case Western Reserve University, 10900 Euclid Avenue, Cleveland, OH 44106, USA.
| |
Collapse
|
20
|
Tan X, Lv C, Chen H. Advances of nanopore-based sensing techniques for contaminants evaluation of food and agricultural products. Crit Rev Food Sci Nutr 2022; 63:10866-10879. [PMID: 35687354 DOI: 10.1080/10408398.2022.2085238] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/03/2022]
Abstract
Food safety assurance systems are becoming more stringent in response to the growing food safety problems. Rapid, sensitive, and reliable detection technology is a prerequisite for the establishment of food safety assurance systems. Nanopore technology has been taken as one of the emerging technology capable of dealing with the detection of harmful contaminants as efficiently as possible due to the advantage of label-free, high-throughput, amplification-free, and rapid detection features. Start with the history of nanopore techniques, this review introduced the underlying knowledge of detection mechanism of nanopore-based sensing techniques. Meanwhile, sensing interfaces for the construction of nanopore sensors are comprehensively summarized. Moreover, this review covers the current advances of nanopore techniques in the application of food safety screening. Currently, the establishment of nanopore sensing devices is mainly based on the blocking current phenomenon. Sensing interfaces including biological nanopores, solid-state nanopores, DNA origami, and de novo designed nanopores can be used in the manufacture of sensing devices. Food harmful substances, including heavy metals, veterinary drugs, pesticide residues, food toxins, and other harmful substances can be quickly determined by nanopore-based sensors. Moreover, the combination of nanopore techniques with advanced materials has become one of the most effective methods to improve sensing properties.
Collapse
Affiliation(s)
- Xiaoyi Tan
- College of Food Science and Nutritional Engineering, China Agricultural University, Beijing, China
| | - Chenyan Lv
- College of Food Science and Nutritional Engineering, China Agricultural University, Beijing, China
| | - Hai Chen
- College of Food Science, Southwest University, Chongqing, China
| |
Collapse
|
21
|
Acharya A, Prajapati JD, Kleinekathöfer U. Atomistic Simulation of Molecules Interacting with Biological Nanopores: From Current Understanding to Future Directions. J Phys Chem B 2022; 126:3995-4008. [PMID: 35616602 DOI: 10.1021/acs.jpcb.2c01173] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Abstract
Biological nanopores have been at the focus of numerous studies due to their role in many biological processes as well as their (prospective) technological applications. Among many other topics, recent studies on nanopores have addressed two key areas: antibiotic permeation through bacterial channels and sensing of analytes. Although the two areas are quite far apart in terms of their objectives, in both cases atomistic simulations attempt to understand the solute dynamics and the solute-protein interactions within the channel lumen. While decades of studies on various channels have culminated in an improved understanding of the key molecular factors and led to practical applications in some cases, successful utilization is limited. In this Perspective we summarize recent progress in understanding key issues in molecular simulations of antibiotic translocation and in the development of nanopore sensors. Moreover, we comment on possible advancements in computational algorithms that can potentially resolve some of the issues.
Collapse
Affiliation(s)
- Abhishek Acharya
- Department of Physics and Earth Sciences, Jacobs University Bremen, 28759 Bremen, Germany
| | | | - Ulrich Kleinekathöfer
- Department of Physics and Earth Sciences, Jacobs University Bremen, 28759 Bremen, Germany
| |
Collapse
|
22
|
Denuga S, Whelan DE, O'Neill SP, Johnson RP. Capture and analysis of double‐stranded DNA with the α‐hemolysin nanopore: Fundamentals and applications. ELECTROCHEMICAL SCIENCE ADVANCES 2022. [DOI: 10.1002/elsa.202200001] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/27/2022] Open
Affiliation(s)
| | | | | | - Robert P. Johnson
- School of Chemistry University College Dublin Ireland
- UCD‐Centre for Food Safety University College Dublin Dublin Ireland
| |
Collapse
|
23
|
Meyer N, Abrao-Nemeir I, Janot JM, Torrent J, Lepoitevin M, Balme S. Solid-state and polymer nanopores for protein sensing: A review. Adv Colloid Interface Sci 2021; 298:102561. [PMID: 34768135 DOI: 10.1016/j.cis.2021.102561] [Citation(s) in RCA: 25] [Impact Index Per Article: 6.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/10/2021] [Revised: 10/29/2021] [Accepted: 10/31/2021] [Indexed: 01/15/2023]
Abstract
In two decades, the solid state and polymer nanopores became attractive method for the protein sensing with high specificity and sensitivity. They also allow the characterization of conformational changes, unfolding, assembly and aggregation as well the following of enzymatic reaction. This review aims to provide an overview of the protein sensing regarding the technique of detection: the resistive pulse and ionic diodes. For each strategy, we report the most significant achievement regarding the detection of peptides and protein as well as the conformational change, protein-protein assembly and aggregation process. We discuss the limitations and the recent strategies to improve the nanopore resolution and accuracy. A focus is done about concomitant problematic such as protein adsorption and nanopore lifetime.
Collapse
|
24
|
Bandara YMNDY, Saharia J, Karawdeniya BI, Kluth P, Kim MJ. Nanopore Data Analysis: Baseline Construction and Abrupt Change-Based Multilevel Fitting. Anal Chem 2021; 93:11710-11718. [PMID: 34463103 DOI: 10.1021/acs.analchem.1c01646] [Citation(s) in RCA: 23] [Impact Index Per Article: 5.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
Abstract
Solid-state nanopore technology delivers single-molecule resolution information, and the quality of the deliverables hinges on the capability of the analysis platform to extract maximum possible events and fit them appropriately. In this work, we present an analysis platform with four baseline fitting methods adaptive to a wide range of nanopore traces (including those with a step or abrupt changes where pre-existing platforms fail) to maximize extractable events (2× improvement in some cases) and multilevel event fitting capability. The baseline fitting methods, in the increasing order of robustness and computational cost, include arithmetic mean, linear fit, Gaussian smoothing, and Gaussian smoothing and regressed mixing. The performance was tested with ultra-stable to vigorously fluctuating current profiles, and the event count increased with increasing fitting robustness prominently for vigorously fluctuating profiles. Turning points of events were clustered using the dbscan method, followed by segmentation into preliminary levels based on abrupt changes in the signal level, which were then iteratively refined to deduce the final levels of the event. Finally, we show the utility of clustering for multilevel DNA data analysis, followed by the assessment of protein translocation profiles.
Collapse
Affiliation(s)
- Y M Nuwan D Y Bandara
- Department of Electronic Materials Engineering, Research School of Physics, Australian National University, Canberra, Australian Capital Territory 2601, Australia
| | - Jugal Saharia
- Department of Mechanical Engineering, Southern Methodist University, Dallas, Texas 75275, United States
| | - Buddini I Karawdeniya
- Department of Electronic Materials Engineering, Research School of Physics, Australian National University, Canberra, Australian Capital Territory 2601, Australia
| | - Patrick Kluth
- Department of Electronic Materials Engineering, Research School of Physics, Australian National University, Canberra, Australian Capital Territory 2601, Australia
| | - Min Jun Kim
- Department of Mechanical Engineering, Southern Methodist University, Dallas, Texas 75275, United States
| |
Collapse
|
25
|
Sen P, Hoi H, Gupta M. Low Noise Hybrid Nanopore with Engineered OmpG and Bilayer MoS 2. ACS APPLIED BIO MATERIALS 2021; 4:5416-5424. [DOI: 10.1021/acsabm.1c00095] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Affiliation(s)
- Payel Sen
- Department of Chemical and Materials Engineering, University of Alberta, Edmonton Alberta, Canada
| | - Hiofan Hoi
- Department of Chemical and Materials Engineering, University of Alberta, Edmonton Alberta, Canada
| | - Manisha Gupta
- Department of Chemical and Materials Engineering, University of Alberta, Edmonton Alberta, Canada
| |
Collapse
|
26
|
Wang J, Ying YL, Zhong CB, Zhang LM, Yan F, Long YT. Instrumentational implementation for parallelized nanopore electrochemical measurements. Analyst 2021; 146:4111-4120. [PMID: 34116564 DOI: 10.1039/d1an00471a] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/25/2023]
Abstract
Nanopore electrochemistry, as one of the promising tools for single molecule sensing, has proved its capability in DNA sequencing and protein analysis. To achieve a high resolution for obtaining molecular information, the nanopore electrochemical technique not only urgently requires an appropriate nanopore sensing interface with atomic resolution but also requires advanced instrumentation and its related data processing methods. In order to reveal the fundamental biological process and process the point-of-care diagnosis, it is necessary to use a nanopore sensing instrument with a high amperometric and temporal resolution as well as high throughput. The development of the instrumentation requires multi-disciplinary collaboration involving preparing a sensitive nanopore interface, low-noise circuit design, and intelligent data analysis. In this review, we have summarized the recent improvements in the nanopore sensing interface as well as discussed the higher throughput achieved by nanopore arrays and intelligent nanopore data analysis methods. The parallelized nanopore instrumentation could be popularized to all ranges of single-molecule applications.
Collapse
Affiliation(s)
- Jiajun Wang
- State Key Laboratory of Analytical Chemistry for Life Science, School of Chemistry and Chemical Engineering, Nanjing University, 210023, Nanjing, China.
| | - Yi-Lun Ying
- State Key Laboratory of Analytical Chemistry for Life Science, School of Chemistry and Chemical Engineering, Nanjing University, 210023, Nanjing, China. and Chemistry and Biomedicine Innovation Center, Nanjing University, 210023, Nanjing, China
| | - Cheng-Bing Zhong
- State Key Laboratory of Analytical Chemistry for Life Science, School of Chemistry and Chemical Engineering, Nanjing University, 210023, Nanjing, China.
| | - Li-Min Zhang
- School of Electronic Science and Engineering, Nanjing University, 210023, Nanjing, China
| | - Feng Yan
- School of Electronic Science and Engineering, Nanjing University, 210023, Nanjing, China
| | - Yi-Tao Long
- State Key Laboratory of Analytical Chemistry for Life Science, School of Chemistry and Chemical Engineering, Nanjing University, 210023, Nanjing, China.
| |
Collapse
|
27
|
Nouri R, Guan W. Nanofluidic charged-coupled devices for controlled DNA transport and separation. NANOTECHNOLOGY 2021; 32:345501. [PMID: 34081025 DOI: 10.1088/1361-6528/ac027f] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/01/2021] [Accepted: 05/18/2021] [Indexed: 06/12/2023]
Abstract
Controlled molecular transport and separation is of significant importance in various applications. In this work, we presented a novel concept of nanofluidic molecular charge-coupled device (CCD) for controlled DNA transport and separation. By leveraging the unique field-effect coupling in nanofluidic systems, the nanofluidic molecular CCD aims to store charged biomolecules such as DNAs in discrete regions in nanochannels and transfer and separate these biomolecules as a charge packet in a bucket brigade fashion. We developed a quantitative model to capture the impact of nanochannel surface charge, gating voltage and frequency, molecule diffusivity, and gating electrode geometry on the transport and separation efficiency. We studied the synergistic effects of these factors to guide the device design and optimize the DNA transport and separation in a nanofluidic CCD. The findings in this study provided insight into the rational design and implementation of the nanofluidic molecular CCD.
Collapse
Affiliation(s)
- Reza Nouri
- Department of Electrical Engineering, Pennsylvania State University, University Park, PA 16802, United States of America
| | - Weihua Guan
- Department of Electrical Engineering, Pennsylvania State University, University Park, PA 16802, United States of America
- Department of Biomedical Engineering, Pennsylvania State University, University Park, PA 16802, United States of America
| |
Collapse
|
28
|
Tang Z, Dong M, He X, Guan W. On Stochastic Reduction in Laser-Assisted Dielectric Breakdown for Programmable Nanopore Fabrication. ACS APPLIED MATERIALS & INTERFACES 2021; 13:13383-13391. [PMID: 33705089 DOI: 10.1021/acsami.0c23106] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/12/2023]
Abstract
The controlled dielectric breakdown emerged as a promising alternative toward accessible solid-state nanopore fabrication. Several prior studies have shown that laser-assisted dielectric breakdown could help control the nanopore position and reduce the possibility of forming multiple pores. Here, we developed a physical model to estimate the probability of forming a single nanopore under different combinations of the laser power and the electric field. This model relies on the material- and experiment-specific parameters: the Weibull statistical parameters and the laser-induced photothermal etching rate. Both the model and our experimental data suggest that a combination of a high laser power and a low electric field is statistically favorable for forming a single nanopore at a programmed location. While this model relies on experiment-specific parameters, we anticipate it could provide the experimental insights for nanopore fabrication by the laser-assisted dielectric breakdown method, enabling broader access to solid-state nanopores and their sensing applications.
Collapse
Affiliation(s)
- Zifan Tang
- Department of Electrical Engineering, Pennsylvania State University, University Park, Pennsylvania 16802, United States
| | - Ming Dong
- Department of Electrical Engineering, Pennsylvania State University, University Park, Pennsylvania 16802, United States
| | - Xiaodong He
- Department of Electrical Engineering, Pennsylvania State University, University Park, Pennsylvania 16802, United States
| | - Weihua Guan
- Department of Electrical Engineering, Pennsylvania State University, University Park, Pennsylvania 16802, United States
- Department of Biomedical Engineering, Pennsylvania State University, University Park, Pennsylvania 16802, United States
| |
Collapse
|
29
|
Saharia J, Bandara YMNDY, Karawdeniya BI, Alexandrakis G, Kim MJ. Assessment of 1/f noise associated with nanopores fabricated through chemically tuned controlled dielectric breakdown. Electrophoresis 2021; 42:899-909. [PMID: 33340118 DOI: 10.1002/elps.202000285] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/21/2020] [Revised: 11/21/2020] [Accepted: 12/14/2020] [Indexed: 02/01/2023]
Abstract
Recently, we developed a fabrication method-chemically-tuned controlled dielectric breakdown (CT-CDB)-that produces nanopores (through thin silicon nitride membranes) surpassing legacy drawbacks associated with solid-state nanopores (SSNs). However, the noise characteristics of CT-CDB nanopores are largely unexplored. In this work, we investigated the 1/f noise of CT-CDB nanopores of varying solution pH, electrolyte type, electrolyte concentration, applied voltage, and pore diameter. Our findings indicate that the bulk Hooge parameter (αb ) is about an order of magnitude greater than SSNs fabricated by transmission electron microscopy (TEM) while the surface Hooge parameter (αs ) is ∼3 order magnitude greater. Theαs of CT-CDB nanopores was ∼5 orders of magnitude greater than theirαb , which suggests that the surface contribution plays a dominant role in 1/f noise. Experiments with DNA exhibited increasing capture rates with pH up to pH ∼8 followed by a drop at pH ∼9 perhaps due to the onset of electroosmotic force acting against the electrophoretic force. The1/f noise was also measured for several electrolytes and LiCl was found to outperform NaCl, KCl, RbCl, and CsCl. The 1/f noise was found to increase with the increasing electrolyte concentration and pore diameter. Taken together, the findings of this work suggest the pH approximate 7-8 range to be optimal for DNA sensing with CT-CDB nanopores.
Collapse
Affiliation(s)
- Jugal Saharia
- Department of Mechanical Engineering, Southern Methodist University, Dallas, TX, USA
| | - Y M Nuwan D Y Bandara
- Department of Mechanical Engineering, Southern Methodist University, Dallas, TX, USA
| | - Buddini I Karawdeniya
- Department of Mechanical Engineering, Southern Methodist University, Dallas, TX, USA
| | | | - Min Jun Kim
- Department of Mechanical Engineering, Southern Methodist University, Dallas, TX, USA
| |
Collapse
|
30
|
Wu Y, Yao Y, Cheong S, Tilley RD, Gooding JJ. Selectively detecting attomolar concentrations of proteins using gold lined nanopores in a nanopore blockade sensor. Chem Sci 2020; 11:12570-12579. [PMID: 34094456 PMCID: PMC8163308 DOI: 10.1039/d0sc04552g] [Citation(s) in RCA: 19] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/30/2022] Open
Abstract
Disease diagnosis at earlier stages requires the development of ultrasensitive biosensors for detecting low-abundance biomarkers in complex biological fluids within a reasonable time frame. Here, we demonstrate the development of an ultrasensitive nanopore blockade biosensor that can rapidly diagnose a model protein biomarker, prostate-specific antigen (PSA) with high selectivity. The solid-state nanopores have gold located only along the length of the nanopore whilst the rest of the membrane is silicon nitride. The orthogonal use of materials allows nanopore arrays with a different surface chemistry inside the nanopore relative to the rest of the membrane to be fabricated. The importance of this differential surface chemistry is it can improve the detection limit of nanopore blockade sensors in quantitative analysis. Based on such functionalized nanopore devices, nanopore blockade sensors lower the limit of detection by an order of magnitude and enable ultrasensitive detection of PSA as low as 80 aM. The findings from this study open new opportunities for nanopore sensors in further developments including optical detection and ultralow detection limit biosensing at complex biological fluids.
Collapse
Affiliation(s)
- Yanfang Wu
- School of Chemistry, Australian Centre for NanoMedicine, Australian Research Council Centre of Excellence in Convergent Bio-Nano Science and Technology, University of New South Wales Sydney New South Wales 2052 Australia
| | - Yin Yao
- Electron Microscope Unit, Mark Wainwright Analytical Centre, University of New South Wales Sydney New South Wales 2052 Australia
| | - Soshan Cheong
- Electron Microscope Unit, Mark Wainwright Analytical Centre, University of New South Wales Sydney New South Wales 2052 Australia
| | - Richard D Tilley
- School of Chemistry, Australian Centre for NanoMedicine, Australian Research Council Centre of Excellence in Convergent Bio-Nano Science and Technology, University of New South Wales Sydney New South Wales 2052 Australia .,Electron Microscope Unit, Mark Wainwright Analytical Centre, University of New South Wales Sydney New South Wales 2052 Australia
| | - J Justin Gooding
- School of Chemistry, Australian Centre for NanoMedicine, Australian Research Council Centre of Excellence in Convergent Bio-Nano Science and Technology, University of New South Wales Sydney New South Wales 2052 Australia
| |
Collapse
|
31
|
Ryuzaki S, Matsuda R, Taniguchi M. Pore Structures for High-Throughput Nanopore Devices. MICROMACHINES 2020; 11:mi11100893. [PMID: 32993177 PMCID: PMC7600762 DOI: 10.3390/mi11100893] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 08/23/2020] [Revised: 09/25/2020] [Accepted: 09/25/2020] [Indexed: 11/16/2022]
Abstract
Nanopore devices are expected to advance the next-generation of nanobiodevices because of their strong sensing and analyzing capabilities for single molecules and bioparticles. However, the device throughputs are not sufficiently high. Although analytes pass through a nanopore by electrophoresis, the electric field gradient is localized inside and around a nanopore structure. Thus, analytes located far from a nanopore cannot be driven by electrophoresis. Here, we report nanopore structures for high-throughput sensing, namely, inverted pyramid (IP)-shaped nanopore structures. Silicon-based IP-shaped nanopore structures create a homogeneous electric field gradient within a nanopore device, indicating that most of the analytes can pass through a nanopore by electrophoresis, even though the analytes are suspended far from the nanopore entrance. In addition, the nanostructures can be fabricated only by photolithography. The present study suggests a high potential for inverted pyramid shapes to serve as nanopore devices for high-throughput sensing.
Collapse
Affiliation(s)
- Sou Ryuzaki
- Institute for Materials Chemistry and Engineering, Kyushu University, Fukuoka 819-0395, Japan;
- PRESTO, Japan Science and Technology Agency (JST), Saitama 332-0012, Japan
- Correspondence: (S.R.); (M.T.); Tel.: +81-092-642-2726 (S.R.); +81-6-6875-2440 (M.T.)
| | - Rintaro Matsuda
- Institute for Materials Chemistry and Engineering, Kyushu University, Fukuoka 819-0395, Japan;
| | - Masateru Taniguchi
- The Institute of Scientific and Industrial Research, Osaka University, Osaka 567-0047, Japan
- Correspondence: (S.R.); (M.T.); Tel.: +81-092-642-2726 (S.R.); +81-6-6875-2440 (M.T.)
| |
Collapse
|
32
|
He X, Tang Z, Liang S, Liu M, Guan W. Confocal scanning photoluminescence for mapping electron and photon beam-induced microscopic changes in SiN x during nanopore fabrication. NANOTECHNOLOGY 2020; 31:395202. [PMID: 32526718 DOI: 10.1088/1361-6528/ab9bd4] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/11/2023]
Abstract
Focused electron and laser beams have shown the ability to form nanoscale pores in SiN x membranes. During the fabrication process, areas beyond the final nanopore location will inevitably be exposed to the electron beams or the laser beams due to the need for localization, alignment and focus. It remains unclear how these unintended exposures affect the integrity of the membrane. In this work, we demonstrate the use of confocal scanning photoluminescence (PL) for mapping the microscopic changes in SiN x nanopores when exposed to electron and laser beams. We developed and validated a model for the quantitative interpretation of the scanned PL result. The model shows that the scanning PL result is insensitive to the nanopore size. Instead, it is dominated by the product of two microscopic material factors: quantum yield profile (i.e. variations in electronic structure) and thickness profile (i.e. thinning of the membrane). We experimentally demonstrated that the electron and laser beams could alter the material electronic structures (i.e. quantum yield) even when no thinning of the membrane occurs. Our results suggest that minimizing the unintended e-beam or laser beam to the SiN x during the fabrication is crucial if one desires the microscopic integrity of the membrane.
Collapse
Affiliation(s)
- Xiaodong He
- Department of Electrical Engineering, Pennsylvania State University, University Park, PA 16802, United States of America. School of Information Science and Engineering, Lanzhou University, Lanzhou 730000, People's Republic of China
| | | | | | | | | |
Collapse
|
33
|
Patil O, Manikandan D, Nandigana VVR. A molecular dynamics simulation framework for predicting noise in solid-state nanopores. MOLECULAR SIMULATION 2020. [DOI: 10.1080/08927022.2020.1798004] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 10/23/2022]
Affiliation(s)
- Onkar Patil
- Fluid Systems Laboratory, Department of Mechanical Engineering, Indian Institute of Technology, Madras, Chennai, India
| | - D. Manikandan
- Fluid Systems Laboratory, Department of Mechanical Engineering, Indian Institute of Technology, Madras, Chennai, India
| | - Vishal V. R. Nandigana
- Fluid Systems Laboratory, Department of Mechanical Engineering, Indian Institute of Technology, Madras, Chennai, India
| |
Collapse
|
34
|
Hu R, Tong X, Zhao Q. Four Aspects about Solid-State Nanopores for Protein Sensing: Fabrication, Sensitivity, Selectivity, and Durability. Adv Healthc Mater 2020; 9:e2000933. [PMID: 32734703 DOI: 10.1002/adhm.202000933] [Citation(s) in RCA: 32] [Impact Index Per Article: 6.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/02/2020] [Revised: 07/11/2020] [Indexed: 12/27/2022]
Abstract
Solid-state nanopores are a mimic of innate biological nanopores embedded on lipid membranes. They are fabricated on thin suspended layers of synthetic materials that provide superior thermal, mechanical, chemical stability, and geometry flexibility. As their counterpart biological nanopores reach the goal of DNA sequencing and become commercial, solid-state nanopores thrive in aspects of protein sensing and have become an important research component for clinical diagnostic technologies. This review focuses on resistive pulse sensing modes, which are versatile for low-cost, portable sensing devices and summarizes four main aspects toward commercially available resistive pulse-based protein sensing techniques using solid-state nanopores. In each aspect of fabrication, sensitivity, selectivity, and durability, brief fundamentals are introduced and the challenges and improvements are discussed. The rapid advance of a practical technique requires greater multidisciplinary cooperation. The review aims at clarifying existing obstacles in solid-state nanopore based protein sensing, intriguing readers with existing solutions and finally encouraging multidisciplinary researchers to advance the development of this promising protein sensing methodology.
Collapse
Affiliation(s)
- Rui Hu
- State Key Lab for Mesoscopic Physics and Frontiers Science Center for Nano‐optoelectronics School of Physics Peking University Beijing 100871 China
| | - Xin Tong
- State Key Lab for Mesoscopic Physics and Frontiers Science Center for Nano‐optoelectronics School of Physics Peking University Beijing 100871 China
| | - Qing Zhao
- State Key Lab for Mesoscopic Physics and Frontiers Science Center for Nano‐optoelectronics School of Physics Peking University Beijing 100871 China
- Peking University Yangtze Delta Institute of Optoelectronics Nantong Jiangsu 226010 China
- Collaborative Innovation Center of Quantum Matter Beijing 100084 China
| |
Collapse
|
35
|
Guan W. Foreword to the special issue on micro/nano biosensors. NANOTECHNOLOGY AND PRECISION ENGINEERING 2020. [DOI: 10.1016/j.npe.2020.02.001] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 10/25/2022]
|