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Sun Z, Liu X, Liu W, Li J, Yang J, Qiao F, Ma J, Sha J, Li J, Xu LQ. AutoNanopore: An Automated Adaptive and Robust Method to Locate Translocation Events in Solid-State Nanopore Current Traces. ACS OMEGA 2022; 7:37103-37111. [PMID: 36312336 PMCID: PMC9608407 DOI: 10.1021/acsomega.2c02927] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 05/11/2022] [Accepted: 09/28/2022] [Indexed: 06/16/2023]
Abstract
Solid-state nanopore sequencing has shown impressive performances in several research scenarios but is still challenging, mainly due to the ultrafast speed of DNA translocation and significant noises embedded in raw signals. Hence, event detection, aiming to locate precisely these translocation events, is the fundamental step of data analysis. However, existing event detection methods use either a user-defined global threshold or an adaptive threshold determined by the data, assuming the baseline current to be stable over time. These disadvantages limit their applications in real-world application scenarios, especially considering that the results of different methods are often inconsistent. In this study, we develop an automated adaptive method called AutoNanopore, for fast and accurate event detection in current traces. The method consists of three consecutive steps: current trace segmentation, current amplitude outlier identification by straightforward statistical analyses, and event characterization. Then we propose ideas/metrics on how to quantitatively evaluate the performance of an event detection method, followed by comparing the performance of AutoNanopore against two state-of-the-art methods, OpenNanopore and EventPro. Finally, we examine if one method can detect the overlapping events detected by the other two, demonstrating that AutoNanopore has the highest coverage ratio. Moreover, AutoNanopore also performs well in detecting challenging events: e.g., those with significantly varying baselines.
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Affiliation(s)
- Zepeng Sun
- China
Mobile (Chengdu) Industrial Research Institute, Chengdu610000, People’s Republic of China
| | - Xinlong Liu
- China
Mobile (Chengdu) Industrial Research Institute, Chengdu610000, People’s Republic of China
| | - Wei Liu
- Jiangsu
Key Laboratory for Design and Manufacture of Micro-Nano Biomedical
Instruments, School of Mechanical Engineering, Southeast University, Nanjing210096, People’s Republic
of China
| | - Jiahui Li
- China
Mobile (Chengdu) Industrial Research Institute, Chengdu610000, People’s Republic of China
| | - Jing Yang
- Key
Laboratory of DGHD, MOE, School of Life Science and Technology, Southeast University, Nanjing210096, People’s Republic of China
| | - Feng Qiao
- China
Mobile (Chengdu) Industrial Research Institute, Chengdu610000, People’s Republic of China
| | - Jianjun Ma
- China
Mobile (Chengdu) Industrial Research Institute, Chengdu610000, People’s Republic of China
| | - Jingjie Sha
- Jiangsu
Key Laboratory for Design and Manufacture of Micro-Nano Biomedical
Instruments, School of Mechanical Engineering, Southeast University, Nanjing210096, People’s Republic
of China
| | - Jian Li
- Key
Laboratory of DGHD, MOE, School of Life Science and Technology, Southeast University, Nanjing210096, People’s Republic of China
| | - Li-Qun Xu
- China
Mobile (Chengdu) Industrial Research Institute, Chengdu610000, People’s Republic of China
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Zhu J, Bošković F, Keyser UF. Split G-Quadruplexes Enhance Nanopore Signals for Simultaneous Identification of Multiple Nucleic Acids. NANO LETTERS 2022; 22:4993-4998. [PMID: 35730196 PMCID: PMC9228402 DOI: 10.1021/acs.nanolett.2c01764] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/01/2022] [Revised: 05/28/2022] [Indexed: 05/22/2023]
Abstract
Assembly of DNA structures based on hybridization like split G-quadruplex (GQ) have great potential for the base-pair specific identification of nucleic acid targets. Herein, we combine multiple split G-quadruplex (GQ) assemblies on designed DNA nanostructures (carrier) with a solid-state nanopore sensing platform. The split GQ probes recognize various nucleic acid sequences in a parallel assay that is based on glass nanopore analysis of molecular structures. Specifically, we split a GQ into two asymmetric parts extended with sequences complementary to the target. The longer G-segment is in solution, and the shorter one is on a DNA carrier. If the target is present, the two separate GQ parts will be brought together to facilitate the split GQ formation and enhance the nanopore signal. We demonstrated detection of multiple target sequences from different viruses with low crosstalk. Given the programmability of this DNA based nanopore sensing platform, it is promising in biosensing.
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Tang J, Wu J, Zhu R, Wang Z, Zhao C, Tang P, Xie W, Wang D, Liang L. Reversible photo-regulation on the folding/unfolding of telomere G-quadruplexes with solid-state nanopores. Analyst 2021; 146:655-663. [PMID: 33206065 DOI: 10.1039/d0an01930e] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/02/2023]
Abstract
The formation of G-quadruplexes (G4) in human telomere and other important biological regions inhibits the replication and transcription of DNA, thereby influencing further cell proliferation. The investigation of G4 formation and unfolding is vital for understanding their modulation in biological processes and life science. Photo regulation is a facile and sensitive approach for monitoring the structures of biomacromolecules and material surface properties. The nanopore-based technique is also prevalent for label-free single-molecule characterization with high accuracy. This study provides a combination of solid-state nanopore technology with light-switch as a platform for the modulation of human telomere G4 formation and splitting under switchable light exposure. The introduction of molecular switch, namely azobenzene moiety at different positions of the DNA sequence influences the formation and stability of G4. Three azobenzenes immobilized on each of the G-quartet plane (hTelo-3azo-p) or four azobenzenes on the same plane (hTelo-4azo-4p) of the human telomere G4 sequence realized the reversible control of G4 folding/unfolding at the temporal scale upon photo regulation, and the formation and splitting of G4 with hTelo-4azo-4p is slower and not thorough compared to that with hTelo-3azo-p due to the coplanar steric hindrance. Moreover, the G4 formation recorded with the combined nanopore and photo-responsive approach was also characterized with fluorescence, and the variation in the fluorescence intensity of the NMM and G4 complex exhibited a different tendency under reverse light irradiation due to the distinct interactions of NMM with the azobenzene-modified G4. Our study demonstrated a controllable and sensitive way for the manipulation of G4 structures, which will be inspiring for the intervention of G4-related cell senescence, cancer diagnosis and drug exploration.
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Affiliation(s)
- Jing Tang
- Chongqing Key Laboratory of Multi-scale Manufacturing Technology, Chongqing Institute of Green and Intelligent Technology, Chinese Academy of Sciences, Chongqing 400714, P. R. China.
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Wang S, Liang L, Tang J, Cai Y, Zhao C, Fang S, Wang H, Weng T, Wang L, Wang D. Label-free single-molecule identification of telomere G-quadruplexes with a solid-state nanopore sensor. RSC Adv 2020; 10:27215-27224. [PMID: 35515777 PMCID: PMC9055465 DOI: 10.1039/d0ra05083k] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/09/2020] [Accepted: 07/06/2020] [Indexed: 12/14/2022] Open
Abstract
Telomere sequences can spontaneously form G-quadruplexes (G4) in the presence of some cations. In view of their relevance to genetic processes and potential as therapeutic-targets, hitherto, a wealth of conventional techniques have been reported for interrogation of G4 conformation diversity and corresponding folding kinetics, most of which are limited in precision and sensitivity. This work introduces a label-free solid-state nanopore (SSN) approach for the determination of inter-, intra- and tandem molecular G4 with distinct base permutation in various cation buffers with a tailored aperture and meanwhile captures the single-molecule G4 folding process. SSN translocation properties elucidated that both inter- and intramolecular G4 generated higher current blockage with longer duration than flexible homopolymer nucleotide, and intramolecular G4 are structurally more stable with higher event frequency and longer blockage time than intermolecular ones; base arrangement played weak role in translocation behaviors; the same sequences with one, two and three G4 skeletons displayed an increase in current blockage and a gradual extension in dwell time with the increase of molecule size recorded in the same nanopore. We observed the conformation change of single-molecule G4 which indicated the existence of folding/unfolding equilibration in nanopore, and real-time test suggested a gradual formation of G4 with time. Our results could provide a continued and improved understanding of the underlying relevance of structural stability and G4 folding process by utilizing SSN platform which exhibits strategic potential advances over the other methods with high spatial and temporal resolution. Nanopore detection of single-molecule G-quadruplexes.![]()
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Bošković F, Zhu J, Chen K, Keyser UF. Monitoring G-Quadruplex Formation with DNA Carriers and Solid-State Nanopores. NANO LETTERS 2019; 19:7996-8001. [PMID: 31577148 DOI: 10.1021/acs.nanolett.9b03184] [Citation(s) in RCA: 14] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/10/2023]
Abstract
G-quadruplexes (Gqs) are guanine-rich DNA structures formed by single-stranded DNA. They are of paramount significance to gene expression regulation, but also drug targets for cancer and human viruses. Current ensemble and single-molecule methods require fluorescent labels, which can affect Gq folding kinetics. Here we introduce, a single-molecule Gq nanopore assay (smGNA) to detect Gqs and kinetics of Gq formation. We use ∼5 nm solid-state nanopores to detect various Gq structural variants attached to designed DNA carriers. Gqs can be identified by localizing their positions along designed DNA carriers, establishing smGNA as a tool for Gq mapping. In addition, smGNA allows for discrimination of (un)folded Gq structures, provides insights into single-molecule kinetics of Gq folding, and probes quadruplex-to-duplex structural transitions. smGNA can elucidate the formation of Gqs at the single-molecule level without labeling and has potential implications on the study of these structures both in single-stranded DNA and in genomic samples.
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Affiliation(s)
- Filip Bošković
- Cavendish Laboratory , University of Cambridge , JJ Thompson Avenue , Cambridge CB3 0HE , United Kingdom
| | - Jinbo Zhu
- Cavendish Laboratory , University of Cambridge , JJ Thompson Avenue , Cambridge CB3 0HE , United Kingdom
| | - Kaikai Chen
- Cavendish Laboratory , University of Cambridge , JJ Thompson Avenue , Cambridge CB3 0HE , United Kingdom
| | - Ulrich F Keyser
- Cavendish Laboratory , University of Cambridge , JJ Thompson Avenue , Cambridge CB3 0HE , United Kingdom
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