1
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Wu L, Luo X, Qi K, Ma J, Tu J. Single molecular profile of proteins sensing by nanopore technology. Talanta 2025; 293:128040. [PMID: 40179680 DOI: 10.1016/j.talanta.2025.128040] [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: 12/23/2024] [Revised: 03/21/2025] [Accepted: 03/27/2025] [Indexed: 04/05/2025]
Abstract
The characterization of biological macromolecules such as proteins and their interactions are crucial to understanding biological processes, disease diagnosis, and drug design. With the rapid development of proteomics, nanopore technology has emerged potentially as a single-molecule profile for huge amounts of peptides and proteins defined in the biological system, particularly for protein sequencing. This review focuses on recent advances in nanopore sensing of proteins and peptides, involving protein dynamic interactions, protein fingerprinting, and protein sequencing. These progresses will provide new perspectives to decipher the mechanisms of protein structure and function, and serve much more possible applications.
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Affiliation(s)
- Lingzhi Wu
- College of Science, Nanjing University of Posts and Telecommunications, Nanjing, 210046, China
| | - Xingyue Luo
- College of Science, Nanjing University of Posts and Telecommunications, Nanjing, 210046, China
| | - Ke Qi
- College of Science, Nanjing University of Posts and Telecommunications, Nanjing, 210046, China
| | - Jie Ma
- State Key Laboratory of Digital Medical Engineering, School of Biological Science and Medical Engineering, Southeast University, Nanjing, 211189, China
| | - Jing Tu
- State Key Laboratory of Digital Medical Engineering, School of Biological Science and Medical Engineering, Southeast University, Nanjing, 211189, China.
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2
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Li MY, Niu H, Jiang J, Wu XY, Ying YL, Long YT. Real-Time Recording the Dynamic Catalytic Heterogeneity of Enzymatic Reactions Using a Nanopore. J Am Chem Soc 2025; 147:17121-17131. [PMID: 40354520 DOI: 10.1021/jacs.5c02535] [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: 05/14/2025]
Abstract
Enzymatic reactions in cells control the diversity of biomolecular composition, structure, and function, by virtue of their dynamics and heterogeneity. Here, we describe the use of a protein nanopore to monitor, in real time, the action of Exonuclease I (Exo I) on its substrate (homogeneous and heterogeneous short single-stranded DNA, ssDNA) on a single-reactant molecule basis. The nanopore-based single-molecule measurement, combined with a transition kinetic analysis, determines the temporal dynamics and heterogeneous cleavage and release pathways of ssDNA by Exo I. The results demonstrate a stepwise cleavage that is sequence-dependent on short ssDNA molecules (<15 nt), which differs from the kinetic model based on bulk measurements. In addition, we show that damaged DNA irreversibly changes the enzymatic reaction processes by Exo I. Thus, nanopores might prove to be useful for studying multienzyme cascade reactions at the single-molecule level.
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Affiliation(s)
- Meng-Yin Li
- Molecular Sensing and Imaging Center, School of Chemistry and Chemical Engineering, Nanjing University, Nanjing 210023, P. R. China
- Chemistry and Biomedicine Innovation Center, Nanjing University, Nanjing 210023, P. R. China
| | - Hongyan Niu
- Molecular Sensing and Imaging Center, School of Chemistry and Chemical Engineering, Nanjing University, Nanjing 210023, P. R. China
| | - Jie Jiang
- Molecular Sensing and Imaging Center, School of Chemistry and Chemical Engineering, Nanjing University, Nanjing 210023, P. R. China
| | - Xue-Yuan Wu
- Molecular Sensing and Imaging Center, School of Chemistry and Chemical Engineering, Nanjing University, Nanjing 210023, P. R. China
| | - Yi-Lun Ying
- Molecular Sensing and Imaging Center, School of Chemistry and Chemical Engineering, Nanjing University, Nanjing 210023, P. R. China
- Chemistry and Biomedicine Innovation Center, Nanjing University, Nanjing 210023, P. R. China
| | - Yi-Tao Long
- Molecular Sensing and Imaging Center, School of Chemistry and Chemical Engineering, Nanjing University, Nanjing 210023, P. R. China
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3
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Meng F, Li X, Zou N, Wang X. Protein Profiling by Nanopore-Based Technology. Anal Chem 2025; 97:10110-10125. [PMID: 40326163 DOI: 10.1021/acs.analchem.5c00992] [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: 05/07/2025]
Abstract
Proteins are the molecular foundations of life and disease responsible for understanding most biological processes. Nanopore technology devoted to revealing single-molecule behavior has made great breakthroughs for protein identification, detection and analysis, including protein sequencing. Here, we present an overview of the latest advances in protein profiling by nanopores from the identification and quantification of protein biomarkers and protein enzymes to the delineation of protein conformations and interactions at the single-molecule level, focused on the diverse and exciting approaches to protein sequencing. Furthermore, we discuss the primary challenges associated with nanopore-based protein sensing and recommend potential strategies respond to these challenges from the perspective of nanopore engineering and data processing.
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Affiliation(s)
- Funa Meng
- School of Chemistry and Chemical Engineering, Heze University, Shandong 274015, P. R. China
| | - Xin Li
- School of Chemistry and Chemical Engineering, Heze University, Shandong 274015, P. R. China
| | - Na Zou
- School of Chemistry and Chemical Engineering, Heze University, Shandong 274015, P. R. China
| | - Xueliang Wang
- School of Chemistry and Chemical Engineering, Heze University, Shandong 274015, P. R. China
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4
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Sk S, Majumdar BB, Vikraman D, Mahanta K, Soman A, Rajavelu A, Mondal J, Mahendran KR. A Dynamic Sugar-Selective Bacterial Nanopore for Targeted Antibiotic Transport. SMALL (WEINHEIM AN DER BERGSTRASSE, GERMANY) 2025:e2502110. [PMID: 40326190 DOI: 10.1002/smll.202502110] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/18/2025] [Revised: 04/23/2025] [Indexed: 05/07/2025]
Abstract
Bacterial porins are essential for molecule transport, yet their functionality in pathogens remains underexplored. Here, a monomeric porin CymAKp is identified and characterized from a pathogen Klebsiella pneumoniae, featuring a specialized constricted segment (1-25 residues) in the pore. Single-channel recordings reveal the formation of fluctuating CymAKp nanopores that exhibit gating in symmetrical and asymmetrical lipid bilayers. The movement of the constricted segment drives these gating events, and the deletion of this segment results in stable nanopores establishing dynamic functionality of the pores. Furthermore, it is shown that CymAKp functions as a sugar-selective nanopore, facilitating the permeation of cyclic hexasaccharide while excluding larger cyclic sugars. Aminoglycoside antibiotics, structurally similar to cyclic sugars, exploit this sugar-selective pathway for translocation, and their translocation kinetics is quantified. Remarkably, molecular dynamics simulations reveal two distinct translocation pathways: one for cyclic hexasaccharides, where the constricted segment is displaced, and another for antibiotics, where the constricted segment remains within the pore. Studies establish the charged affinity site and constricted segment role in the porin as key regulators of dynamic molecular transport in pathogenic porins and provide new insights for developing nanopore-based drug delivery systems.
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Affiliation(s)
- Sharavanakkumar Sk
- Transdisciplinary Research Program, BRIC-Rajiv Gandhi Centre for Biotechnology, Thiruvananthapuram, 695014, India
| | - Bibhab Bandhu Majumdar
- School of Advanced Sciences, VIT-AP University, Amaravati, Andhra Pradesh, 522237, India
| | - Devika Vikraman
- Transdisciplinary Research Program, BRIC-Rajiv Gandhi Centre for Biotechnology, Thiruvananthapuram, 695014, India
| | - Kajori Mahanta
- Transdisciplinary Research Program, BRIC-Rajiv Gandhi Centre for Biotechnology, Thiruvananthapuram, 695014, India
| | - Aparna Soman
- Department of Biotechnology, Bhupat & Jyoti Mehta School of Biosciences, Indian Institute of Technology Madras, Chennai, 600036, India
| | - Arumugam Rajavelu
- Department of Biotechnology, Bhupat & Jyoti Mehta School of Biosciences, Indian Institute of Technology Madras, Chennai, 600036, India
| | - Jagannath Mondal
- Tata Institute of Fundamental Research, Hyderabad, Telangana, 500046, India
| | - Kozhinjampara R Mahendran
- Transdisciplinary Research Program, BRIC-Rajiv Gandhi Centre for Biotechnology, Thiruvananthapuram, 695014, India
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5
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Kong J, Jahani R, Zheng H, Zhou S, Chen J, Munusamy S, Zhang Y, Guan X. Regulation of Protein Transport in Functionalized PET Nanopores. J Phys Chem B 2025; 129:3630-3638. [PMID: 40138523 PMCID: PMC12006970 DOI: 10.1021/acs.jpcb.5c01036] [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: 03/29/2025]
Abstract
Facilitated translocation is a critical mechanism for transporting substances in biological systems, where molecular and ionic species move across the biological membrane with the help of specific transmembrane protein ion channels. In this work, we systematically examined protein transport in three poly(ethylene terephthalate) (PET) nanopores modified with different types of surface functions (hydroxyl, phenyl, and amine). We found that the event signature as well as the kinetics and thermodynamics of protein movement in the PET nanopore varied significantly with the change in the surface function in the pore. In addition to the electrophoretic effect, other factors such as diffusion, electro-osmotic effect, ion selectivity of the channel, and affinity strength between the protein species and the surface functional group of the nanopore also play significant roles in the protein transport. Although properly functionalized individual PET nanopores can be used as stochastic elements for rapid protein differentiation and characterization, enhanced resolution and accuracy could be accomplished by employing an array of PET nanopores having different inner surface functional groups to characterize proteins based on their collective responses. Given the important roles proteins play in living organisms and their applications as biomarkers in early disease diagnosis and prognosis, the pattern-recognition solid-state nanopore-sensing strategy for protein detection and characterization developed in this work may find useful applications in various fields.
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Affiliation(s)
- Juanhua Kong
- Department of Chemistry, University of Missouri, Columbia, MO, 65211, USA
| | - Rana Jahani
- Department of Chemistry, University of Missouri, Columbia, MO, 65211, USA
| | - Haiyan Zheng
- Department of Chemistry, University of Missouri, Columbia, MO, 65211, USA
| | - Shuo Zhou
- Department of Chemistry, University of Missouri, Columbia, MO, 65211, USA
| | - Jun Chen
- Department of Chemistry, University of Missouri, Columbia, MO, 65211, USA
| | | | - Youwen Zhang
- Department of Chemistry, Rutgers University, Camden, NJ 08102, USA
| | - Xiyun Guan
- Department of Chemistry, University of Missouri, Columbia, MO, 65211, USA
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6
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Ratinho L, Meyer N, Greive S, Cressiot B, Pelta J. Nanopore sensing of protein and peptide conformation for point-of-care applications. Nat Commun 2025; 16:3211. [PMID: 40180898 PMCID: PMC11968944 DOI: 10.1038/s41467-025-58509-8] [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] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/07/2024] [Accepted: 03/25/2025] [Indexed: 04/05/2025] Open
Abstract
The global population's aging and growth will likely result in an increase in chronic aging-related diseases. Early diagnosis could improve the medical care and quality of life. Many diseases are linked to misfolding or conformational changes in biomarker peptides and proteins, which affect their function and binding properties. Current clinical methods struggle to detect and quantify these changes. Therefore, there is a need for sensitive conformational sensors that can detect low-concentration analytes in biofluids. Nanopore electrical detection has shown potential in sensing subtle protein and peptide conformation changes. This technique can detect single molecules label-free while distinguishing shape or physicochemical property changes. Its proven sensitivity makes nanopore sensing technology promising for ultra-sensitive, personalized point-of-care devices. We focus on the capability of nanopore sensing for detecting and quantifying conformational modifications and enantiomers in biomarker proteins and peptides and discuss this technology as a solution to future societal health challenges.
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Affiliation(s)
- Laura Ratinho
- Université Paris-Saclay, Univ Evry, CY Cergy Paris Université, CNRS, LAMBE, Cergy, France
| | - Nathan Meyer
- Université Paris-Saclay, Univ Evry, CY Cergy Paris Université, CNRS, LAMBE, Cergy, France
| | | | - Benjamin Cressiot
- Université Paris-Saclay, Univ Evry, CY Cergy Paris Université, CNRS, LAMBE, Cergy, France.
| | - Juan Pelta
- Université Paris-Saclay, Univ Evry, CY Cergy Paris Université, CNRS, LAMBE, Evry-Courcouronnes, France.
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Zhang Y, Ding M. Probing nanopores: molecular dynamics insights into the mechanisms of DNA and protein translocation through solid-state and biological nanopores. SOFT MATTER 2025; 21:2385-2399. [PMID: 40094904 DOI: 10.1039/d4sm01534g] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 03/19/2025]
Abstract
Nanopore sequencing technology has revolutionized single-molecule analysis through its unique capability to detect and characterize individual biomolecules with unprecedented precision. This perspective provides a comprehensive analysis of molecular dynamics (MD) simulations in nanopore research, with particular emphasis on comparing molecular transport mechanisms between biological and solid-state platforms. We first examine how MD simulations at atomic resolution reveal distinct characteristics: biological nanopores exhibit sophisticated molecular recognition through specific amino acid interactions, while solid-state nanopores demonstrate advantages in structural stability and geometric control. Through detailed analysis of simulation methodologies and their applications, we show how computational approaches have advanced our understanding of critical phenomena such as ion selectivity, conformational dynamics, and surface effects in both nanopore types. Despite computational challenges including limited simulation timescales and force field accuracy constraints, recent advances in high-performance computing and artificial intelligence integration have significantly improved simulation capabilities. By synthesizing perspectives from physics, chemistry, biology, and computational science, this perspective provides both theoretical insights and practical guidelines for developing next-generation nanopore platforms. The integration of computational and experimental approaches discussed here offers promising directions for advancing nanopore technology in applications ranging from DNA/RNA sequencing and protein post-translational modification analysis to disease diagnosis and drug screening.
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Affiliation(s)
- Yuanshuo Zhang
- School of Chemical Engineering and Light Industry, Guangdong University of Technology, Guangzhou 510006, P. R. China.
| | - Mingming Ding
- School of Chemical Engineering and Light Industry, Guangdong University of Technology, Guangzhou 510006, P. R. China.
- Jieyang Branch of Chemistry and Chemical Engineering Guangdong Laboratory, Jieyang 515200, P. R. China
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8
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Chang JW, Gao Y, Zou AH, Li MY, Long YT, Jiang J. Precise Identification of Native Peptides with Posttranslational Proline Hydroxylation by Nanopore. Angew Chem Int Ed Engl 2025; 64:e202422692. [PMID: 39865464 DOI: 10.1002/anie.202422692] [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: 11/21/2024] [Revised: 12/30/2024] [Accepted: 01/22/2025] [Indexed: 01/28/2025]
Abstract
Hydroxylation, an extensive post-translational modification on proline, is critical for the modulation of native protein structures, further dominating their functions in life systems. However, current mass spectrometry (MS)-based identification, could hardly distinguish hydroxylation with the neighboring oxidation due to the same mass shifts, as well as challenges posed by low abundance and exogenous oxidation during sample preparation. To address this, an engineered nanopore was designed, capable of discriminating single hydroxyl group on proline, to achieve the identification of proline hydroxylation on individual native peptides directly in mixture. By modeling the interaction between hydroxylated proline and its specific recognition protein, we introduced a hydrophobic region in aerolysin lumen with A224Y/T274W mutations to enhance the sensitivity for proline residue. The results showed that the proline hydroxylation on native HIF-1α fragments could be unambiguously identified without purification, which could be maintained even in the presence of neighboring oxidation. The voltage-dependent experiments further demonstrated the more relaxed peptide structure induced by hydroxylation that supported the great impact of hydroxylation on chemical properties of proline and the molecular mechanism of the specific recognition for hydroxylated proline in nature. These findings highlight the potential of nanopore for precise hydroxylation detection, offering a reliable platform for further uncovering the related functions in biological systems.
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Affiliation(s)
- Jing-Wen Chang
- School of Chemistry and Chemical Engineering, Nanjing University, Nanjing, 210023, P. R. China
- The Education Ministry Key Lab of Resource Chemistry, Joint International Research Laboratory of Resource Chemistry, Shanghai Key Laboratory of Rare Earth Functional Materials, College of Chemistry and Materials Science, Shanghai Normal University, Shanghai, 200234, P. R. China
| | - Yan Gao
- School of Chemistry and Chemical Engineering, Nanjing University, Nanjing, 210023, P. R. China
| | - Ai-Hua Zou
- The Education Ministry Key Lab of Resource Chemistry, Joint International Research Laboratory of Resource Chemistry, Shanghai Key Laboratory of Rare Earth Functional Materials, College of Chemistry and Materials Science, Shanghai Normal University, Shanghai, 200234, P. R. China
| | - Meng-Yin Li
- School of Chemistry and Chemical Engineering, Nanjing University, Nanjing, 210023, P. R. China
| | - Yi-Tao Long
- School of Chemistry and Chemical Engineering, Nanjing University, Nanjing, 210023, P. R. China
| | - Jie Jiang
- School of Chemistry and Chemical Engineering, Nanjing University, Nanjing, 210023, P. R. China
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9
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Li MY, Jiang J, Li JG, Niu H, Ying YL, Tian R, Long YT. Nanopore approaches for single-molecule temporal omics: promises and challenges. Nat Methods 2025; 22:241-253. [PMID: 39558099 DOI: 10.1038/s41592-024-02492-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/31/2023] [Accepted: 09/18/2024] [Indexed: 11/20/2024]
Abstract
The great molecular heterogeneity within single cells demands omics analysis from a single-molecule perspective. Moreover, considering the perpetual metabolism and communication within cells, it is essential to determine the time-series changes of the molecular library, rather than obtaining data at only one time point. Thus, there is an urgent need to develop a single-molecule strategy for this omics analysis to elucidate the biosystem heterogeneity and temporal dynamics. In this Perspective, we explore the potential application of nanopores for single-molecule temporal omics to characterize individual molecules beyond mass, in both a single-molecule and high-throughput manner. Accordingly, recent advances in nanopores available for single-molecule temporal omics are reviewed from the view of single-molecule mass identification, revealing single-molecule heterogeneity and illustrating temporal evolution. Furthermore, we discuss the primary challenges associated with using nanopores for single-molecule temporal omics in complex biological samples, and present the potential strategies and notes to respond to these challenges.
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Affiliation(s)
- Meng-Yin Li
- State Key Laboratory of Analytical Chemistry for Life Science, School of Chemistry and Chemical Engineering, Nanjing University, Nanjing, China.
- Chemistry and Biomedicine Innovation Center, Nanjing University, Nanjing, China.
| | - Jie Jiang
- State Key Laboratory of Analytical Chemistry for Life Science, School of Chemistry and Chemical Engineering, Nanjing University, Nanjing, China
| | - Jun-Ge Li
- State Key Laboratory of Analytical Chemistry for Life Science, School of Chemistry and Chemical Engineering, Nanjing University, Nanjing, China
| | - Hongyan Niu
- State Key Laboratory of Analytical Chemistry for Life Science, School of Chemistry and Chemical Engineering, Nanjing University, Nanjing, China
- Chemistry and Biomedicine Innovation Center, Nanjing University, Nanjing, China
| | - Yi-Lun Ying
- State Key Laboratory of Analytical Chemistry for Life Science, School of Chemistry and Chemical Engineering, Nanjing University, Nanjing, China
- Chemistry and Biomedicine Innovation Center, Nanjing University, Nanjing, China
| | - Ruijun Tian
- Department of Chemistry, School of Science, Southern University of Science and Technology, Shenzhen, China
| | - Yi-Tao Long
- State Key Laboratory of Analytical Chemistry for Life Science, School of Chemistry and Chemical Engineering, Nanjing University, Nanjing, China.
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10
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Sun J, Skanata A, Movileanu L. Single-Molecule Observation of Competitive Protein-Protein Interactions Utilizing a Nanopore. ACS NANO 2025; 19:1103-1115. [PMID: 39718930 PMCID: PMC11752528 DOI: 10.1021/acsnano.4c13072] [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: 09/17/2024] [Revised: 12/05/2024] [Accepted: 12/12/2024] [Indexed: 12/26/2024]
Abstract
Two or more protein ligands may compete against each other to interact transiently with a protein receptor. While this is a ubiquitous phenomenon in cell signaling, existing technologies cannot identify its kinetic complexity because specific subpopulations of binding events of different ligands are hidden in the averaging process in an ensemble. In addition, the limited time resolution of prevailing methods makes detecting and discriminating binding events among diverse interacting partners challenging. Here, we utilize a genetically encoded nanopore sensor to disentangle competitive protein-protein interactions (PPIs) in a one-on-one and label-free fashion. Our measurements involve binary mixtures of protein ligands of varying binding affinity against the same receptor, which was externally immobilized on the nanopore tip. We use the resistive-pulse technique to monitor the kinetics and dynamics of reversible PPIs without the nanopore confinement, with a high-time bandwidth, and at titratable ligand concentrations. In this way, we systematically evaluate how individual protein ligands take their turn to reside on the receptor's binding site. Further, our single-molecule determinations of these interactions are quantitatively compared with data generated by a two-ligand, one-receptor queuing model. The outcomes of this work provide a fundamental basis for future developments aimed at a better mechanistic understanding of competitive PPIs. Moreover, they may also form a platform in drug development pipelines targeting high-complexity PPIs mediated by protein hubs.
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Affiliation(s)
- Jiaxin Sun
- Department
of Physics, Syracuse University, 201 Physics Building, Syracuse, New York 13244-1130, United States
| | - Antun Skanata
- Department
of Physics, Syracuse University, 201 Physics Building, Syracuse, New York 13244-1130, United States
- The
BioInspired Institute, Syracuse University, Syracuse, New York 13244, United States
| | - Liviu Movileanu
- Department
of Physics, Syracuse University, 201 Physics Building, Syracuse, New York 13244-1130, United States
- The
BioInspired Institute, Syracuse University, Syracuse, New York 13244, United States
- Department
of Biomedical and Chemical Engineering, Syracuse University, 329 Link Hall, Syracuse, New York 13244, United States
- Department
of Biology, Syracuse University, 114 Life Sciences Complex, Syracuse, New York 13244, United States
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11
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Satheesan R, Janeena A, Mahendran KR. Hetero-Oligomeric Protein Pores for Single-Molecule Sensing. J Membr Biol 2024:10.1007/s00232-024-00331-2. [PMID: 39699641 DOI: 10.1007/s00232-024-00331-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/11/2024] [Accepted: 12/03/2024] [Indexed: 12/20/2024]
Abstract
Protein nanopores are emerging as versatile single-molecule sensors with broad applications in DNA and protein sequencing. However, their narrow size restricts the range of detectable analytes, necessitating the development of advanced nanopores to broaden their applications in biotechnology. This review highlights a natural hetero-oligomeric porin, Nocardia farcinica porin AB (NfpAB), based on the Gram-positive mycolata, Nocardia farcinica. The pore comprises two subunits, NfpA and NfpB, that combine to form a stable structure with a unique pore geometry, asymmetrical shape, and charge distribution. Single-channel electrical recordings demonstrate that NfpAB forms stable, high-conductance channels suitable for sensing charged molecules, particularly cationic polypeptides and cyclic sugars. This pore offers advantages such as enhanced control over molecular interactions due to densely crowded charged residues, thus allowing the quantification of voltage-dependent translocation kinetics. Notably, NfpAB contains intrinsic cysteines in the pore lumen, providing an accessible site for thiol-based reactions and attachment of molecular adapters. We propose that such hetero-oligomeric pores will be effective for several applications in nanopore technology for biomolecular detection and sequencing.
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Affiliation(s)
- Remya Satheesan
- Membrane Biology Laboratory, Rajiv Gandhi Centre for Biotechnology, Transdisciplinary Research Program, Thiruvananthapuram, 695014, India
| | - Asuma Janeena
- Membrane Biology Laboratory, Rajiv Gandhi Centre for Biotechnology, Transdisciplinary Research Program, Thiruvananthapuram, 695014, India
| | - Kozhinjampara R Mahendran
- Membrane Biology Laboratory, Rajiv Gandhi Centre for Biotechnology, Transdisciplinary Research Program, Thiruvananthapuram, 695014, India.
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12
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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.
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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
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13
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De Ponti JM, Zhao X, Iorio L, Maggioli T, Colangelo M, Davaji B, Ardito R, Craster RV, Cassella C. Localized topological states beyond Fano resonances via counter-propagating wave mode conversion in piezoelectric microelectromechanical devices. Nat Commun 2024; 15:9617. [PMID: 39511197 PMCID: PMC11543807 DOI: 10.1038/s41467-024-53925-8] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/22/2024] [Accepted: 10/28/2024] [Indexed: 11/15/2024] Open
Abstract
A variety of scientific fields like proteomics and spintronics have created a new demand for on-chip devices capable of sensing parameters localized within a few tens of micrometers. Nano and microelectromechanical systems (NEMS/MEMS) are extensively employed for monitoring parameters that exert uniform forces over hundreds of micrometers or more, such as acceleration, pressure, and magnetic fields. However, they can show significantly degraded sensing performance when targeting more localized parameters, like the mass of a single cell. To address this challenge, we present a MEMS device that leverages the destructive interference of two topological radiofrequency (RF) counter-propagating wave modes along a piezoelectric Aluminum Scandium Nitride (AlScN) Su-Schrieffer-Heeger (SSH) interface. The reported MEMS device opens up opportunities for further purposes, including achieving more stable frequency sources for communication and timing applications.
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Affiliation(s)
- Jacopo M De Ponti
- Department of Civil and Environmental Engineering, Politecnico di Milano, Milano, Italy
| | - Xuanyi Zhao
- Department of Electrical and Computer Engineering, Northeastern University, Boston, US
| | - Luca Iorio
- Department of Civil and Environmental Engineering, Politecnico di Milano, Milano, Italy
| | - Tommaso Maggioli
- Department of Electrical and Computer Engineering, Northeastern University, Boston, US
| | - Marco Colangelo
- Department of Electrical and Computer Engineering, Northeastern University, Boston, US
| | - Benyamin Davaji
- Department of Electrical and Computer Engineering, Northeastern University, Boston, US
| | - Raffaele Ardito
- Department of Civil and Environmental Engineering, Politecnico di Milano, Milano, Italy
| | - Richard V Craster
- Department of Mathematics, Imperial College London, London, UK
- Department of Mechanical Engineering, Imperial College London, London, UK
| | - Cristian Cassella
- Department of Electrical and Computer Engineering, Northeastern University, Boston, US.
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14
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E U, T M, A V G, D P. A comprehensive survey of drug-target interaction analysis in allopathy and siddha medicine. Artif Intell Med 2024; 157:102986. [PMID: 39326289 DOI: 10.1016/j.artmed.2024.102986] [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: 10/20/2023] [Revised: 08/13/2024] [Accepted: 09/18/2024] [Indexed: 09/28/2024]
Abstract
Effective drug delivery is the cornerstone of modern healthcare, ensuring therapeutic compounds reach their intended targets efficiently. This paper explores the potential of personalized and holistic healthcare, driven by the synergy between traditional and allopathic medicine systems, with a specific focus on the vast reservoir of medicinal compounds found in plants rooted in the historical legacy of traditional medicine. Motivated by the desire to unlock the therapeutic potential of medicinal plants and bridge the gap between traditional and allopathic medicine, this survey delves into in-silico computational approaches for studying Drug-Target Interactions (DTI) within the contexts of allopathy and siddha medicine. The contributions of this survey are multifaceted: it offers a comprehensive overview of in-silico methods for DTI analysis in both systems, identifies common challenges in DTI studies, provides insights into future directions to advance DTI analysis, and includes a comparative analysis of DTI in allopathy and siddha medicine. The findings of this survey highlight the pivotal role of in-silico computational approaches in advancing drug research and development in both allopathy and siddha medicine, emphasizing the importance of integrating these methods to drive the future of personalized healthcare.
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Affiliation(s)
- Uma E
- Department of Information Science and Technology, College of Engineering Guindy, Chennai, India.
| | - Mala T
- Department of Information Science and Technology, College of Engineering Guindy, Chennai, India
| | - Geetha A V
- Department of Information Science and Technology, College of Engineering Guindy, Chennai, India
| | - Priyanka D
- Department of Information Science and Technology, College of Engineering Guindy, Chennai, India
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15
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Liu W, Zhu Q, Yang CN, Fu YH, Zhang JC, Li MY, Yang ZL, Xin KL, Ma J, Winterhalter M, Ying YL, Long YT. Single-molecule sensing inside stereo- and regio-defined hetero-nanopores. NATURE NANOTECHNOLOGY 2024; 19:1693-1701. [PMID: 39164412 DOI: 10.1038/s41565-024-01721-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/08/2023] [Accepted: 06/17/2024] [Indexed: 08/22/2024]
Abstract
Heteromeric pore-forming proteins often contain recognition patterns or stereospecific selection filters. However, the construction of heteromeric pore-forming proteins for single-molecule sensing is challenging due to the uncontrollability of producing position isomers and difficulties in purification of regio-defined products. To overcome these preparation obstacles, we present an in situ strategy involving single-molecule chemical modification of a heptameric pore-forming protein to build a stereo- and regio-specific heteromeric nanopore (hetero-nanopore) with a subunit stoichiometric ratio of 3:4. The steric hindrance inherent in the homo-nanopore of K238C aerolysin directs the stereo- and regio-selective modification of maleimide derivatives. Our method utilizes real-time ionic current recording to facilitate controlled voltage manipulation for stoichiometric modification and position-based side-isomer removal. Single-molecule experiments and all-atom molecular dynamics simulations revealed that the hetero-nanopore features an asymmetric stereo- and regio-defined residue structure. The hetero-nanopore produced was characterized by mass spectrometry and single-particle cryogenic electron microscopy. In a proof-of-concept single-molecule sensing experiment, the hetero-nanopore exhibited 95% accuracy for label-free discrimination of four peptide stereoisomers with single-amino-acid structural and chiral differences in the mixtures. The customized hetero-nanopores could advance single-molecule sensing.
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Affiliation(s)
- Wei Liu
- School of Chemistry and Chemical Engineering, Nanjing University, Nanjing, China
- Molecular Sensing and Imaging Center, Nanjing University, Nanjing, China
| | - Qiang Zhu
- School of Chemistry and Chemical Engineering, Nanjing University, Nanjing, China
| | - Chao-Nan Yang
- School of Chemistry and Chemical Engineering, Nanjing University, Nanjing, China
- Molecular Sensing and Imaging Center, Nanjing University, Nanjing, China
| | - Ying-Huan Fu
- School of Chemistry and Chemical Engineering, Nanjing University, Nanjing, China
- Molecular Sensing and Imaging Center, Nanjing University, Nanjing, China
| | - Ji-Chang Zhang
- School of Chemistry and Chemical Engineering, Nanjing University, Nanjing, China
- Molecular Sensing and Imaging Center, Nanjing University, Nanjing, China
| | - Meng-Yin Li
- School of Chemistry and Chemical Engineering, Nanjing University, Nanjing, China
- Molecular Sensing and Imaging Center, Nanjing University, Nanjing, China
- Chemistry and Biomedicine Innovation Center, Nanjing University, Nanjing, China
| | - Zhong-Lin Yang
- School of Chemistry and Chemical Engineering, Nanjing University, Nanjing, China
| | - Kai-Li Xin
- School of Chemistry and Chemical Engineering, Nanjing University, Nanjing, China
- Molecular Sensing and Imaging Center, Nanjing University, Nanjing, China
| | - Jing Ma
- School of Chemistry and Chemical Engineering, Nanjing University, Nanjing, China
| | | | - Yi-Lun Ying
- School of Chemistry and Chemical Engineering, Nanjing University, Nanjing, China.
- Molecular Sensing and Imaging Center, Nanjing University, Nanjing, China.
- Chemistry and Biomedicine Innovation Center, Nanjing University, Nanjing, China.
| | - Yi-Tao Long
- School of Chemistry and Chemical Engineering, Nanjing University, Nanjing, China
- Molecular Sensing and Imaging Center, Nanjing University, Nanjing, China
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16
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Rukes V, Rebeaud ME, Perrin LW, De Los Rios P, Cao C. Single-molecule evidence of Entropic Pulling by Hsp70 chaperones. Nat Commun 2024; 15:8604. [PMID: 39379347 PMCID: PMC11461734 DOI: 10.1038/s41467-024-52674-y] [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: 03/15/2024] [Accepted: 09/17/2024] [Indexed: 10/10/2024] Open
Abstract
Hsp70 chaperones are central components of the cellular network that ensures the structural quality of proteins. Despite crucial roles in processes such as protein disaggregation and protein translocation into organelles, their physical mechanism of action has remained hotly debated. To the best of our knowledge, no experimental data has directly proven any of the models proposed to date (Power Stroke, Brownian Ratchet, or Entropic Pulling) due to a lack of suitable methods. Here, we use nanopores, a powerful single-molecule tool, to investigate the mechanism of Hsp70s. We demonstrate that Hsp70s extract trapped polypeptide substrates from the nanopore by generating strong forces (equivalent to 46 pN over distances of 1 nm), that rely on the size of Hsp70. The findings provide unambiguous evidence of the Entropic Pulling mechanism, thus solving a long-standing debate, and proposing a potentially universal principle governing diverse cellular processes. Additionally, these results highlight the utility of biological nanopores for protein studies.
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Affiliation(s)
- Verena Rukes
- Department of Inorganic and Analytical Chemistry, Chemistry and Biochemistry, University of Geneva, Geneva, 1211, Switzerland
- Global Health Institute, School of Life Sciences, École Polytechnique Fédérale de Lausanne - EPFL, Lausanne, 1015, Switzerland
| | - Mathieu E Rebeaud
- Institute of Physics, School of Basic Sciences, École Polytechnique Fédérale de Lausanne - EPFL, Lausanne, 1015, Switzerland
| | - Louis W Perrin
- Department of Inorganic and Analytical Chemistry, Chemistry and Biochemistry, University of Geneva, Geneva, 1211, Switzerland
| | - Paolo De Los Rios
- Institute of Physics, School of Basic Sciences, École Polytechnique Fédérale de Lausanne - EPFL, Lausanne, 1015, Switzerland.
- Institute of Bioengineering, School of Life Sciences, École Polytechnique Fédérale de Lausanne - EPFL, Lausanne, 1015, Switzerland.
| | - Chan Cao
- Department of Inorganic and Analytical Chemistry, Chemistry and Biochemistry, University of Geneva, Geneva, 1211, Switzerland.
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17
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Wei G, Hu R, Lu W, Wang Z, Zhao Q. Bidirectional Peptide Translocation through Ultrasmall Solid-State Nanopores. LANGMUIR : THE ACS JOURNAL OF SURFACES AND COLLOIDS 2024; 40:20831-20839. [PMID: 39301609 DOI: 10.1021/acs.langmuir.4c03212] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 09/22/2024]
Abstract
It is important to obtain the configuration of polypeptides and the sequence information on amino acids for understanding various life processes and many biological applications. Nanopores, as a newly developed single-molecule detection technology, exhibit unique advantages in real-time dynamics detection. Here, we designed a special peptide chain with 10 arginine in the head and achieved successful single-molecule detection by ultrasmall solid-state nanopores (2-3 nm). Unique bidirectional translocation signals were observed and explained under the framework of charge distribution of the peptide and interaction with the nanopore wall. Two natural peptide chains, histatin-5 and angiopep-2, were also explored by nanopore experiments to confirm our conjecture. Our designed peptide chain could realize multiple detections of the same peptide chain, offering possibilities for high-resolution peptide detection and fingerprinting by solid-state nanopores in the future.
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Affiliation(s)
- Guanghao Wei
- State Key Lab for Mesoscopic Physics and Frontiers Science Center for Nano-optoelectronics School of Physics, Peking University, Beijing 100871, China
| | - Rui Hu
- State Key Lab for Mesoscopic Physics and Frontiers Science Center for Nano-optoelectronics School of Physics, Peking University, Beijing 100871, China
| | - Wenlong Lu
- State Key Lab for Mesoscopic Physics and Frontiers Science Center for Nano-optoelectronics School of Physics, Peking University, Beijing 100871, China
| | - Zhan Wang
- 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
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18
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Motone K, Kontogiorgos-Heintz D, Wee J, Kurihara K, Yang S, Roote G, Fox OE, Fang Y, Queen M, Tolhurst M, Cardozo N, Jain M, Nivala J. Multi-pass, single-molecule nanopore reading of long protein strands. Nature 2024; 633:662-669. [PMID: 39261738 PMCID: PMC11410661 DOI: 10.1038/s41586-024-07935-7] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/28/2023] [Accepted: 08/09/2024] [Indexed: 09/13/2024]
Abstract
The ability to sequence single protein molecules in their native, full-length form would enable a more comprehensive understanding of proteomic diversity. Current technologies, however, are limited in achieving this goal1,2. Here, we establish a method for the long-range, single-molecule reading of intact protein strands on a commercial nanopore sensor array. By using the ClpX unfoldase to ratchet proteins through a CsgG nanopore3,4, we provide single-molecule evidence that ClpX translocates substrates in two-residue steps. This mechanism achieves sensitivity to single amino acids on synthetic protein strands hundreds of amino acids in length, enabling the sequencing of combinations of single-amino-acid substitutions and the mapping of post-translational modifications, such as phosphorylation. To enhance classification accuracy further, we demonstrate the ability to reread individual protein molecules multiple times, and we explore the potential for highly accurate protein barcode sequencing. Furthermore, we develop a biophysical model that can simulate raw nanopore signals a priori on the basis of residue volume and charge, enhancing the interpretation of raw signal data. Finally, we apply these methods to examine full-length, folded protein domains for complete end-to-end analysis. These results provide proof of concept for a platform that has the potential to identify and characterize full-length proteoforms at single-molecule resolution.
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Affiliation(s)
- Keisuke Motone
- Paul. G. Allen School of Computer Science and Engineering, University of Washington, Seattle, WA, USA
- Department of Biotechnology, Graduate School of Engineering, Osaka University, Suita, Japan
| | | | - Jasmine Wee
- Paul. G. Allen School of Computer Science and Engineering, University of Washington, Seattle, WA, USA
| | - Kyoko Kurihara
- Paul. G. Allen School of Computer Science and Engineering, University of Washington, Seattle, WA, USA
| | - Sangbeom Yang
- Paul. G. Allen School of Computer Science and Engineering, University of Washington, Seattle, WA, USA
| | - Gwendolin Roote
- Paul. G. Allen School of Computer Science and Engineering, University of Washington, Seattle, WA, USA
| | - Oren E Fox
- Paul. G. Allen School of Computer Science and Engineering, University of Washington, Seattle, WA, USA
| | - Yishu Fang
- Paul. G. Allen School of Computer Science and Engineering, University of Washington, Seattle, WA, USA
| | - Melissa Queen
- Paul. G. Allen School of Computer Science and Engineering, University of Washington, Seattle, WA, USA
| | - Mattias Tolhurst
- Molecular Engineering and Science Institute, University of Washington, Seattle, WA, USA
| | - Nicolas Cardozo
- Molecular Engineering and Science Institute, University of Washington, Seattle, WA, USA
| | - Miten Jain
- Department of Bioengineering, Department of Physics, Northeastern University, Boston, MA, USA
| | - Jeff Nivala
- Paul. G. Allen School of Computer Science and Engineering, University of Washington, Seattle, WA, USA.
- Molecular Engineering and Science Institute, University of Washington, Seattle, WA, USA.
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19
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Ma H, Wang Y, Li YX, Xie BK, Hu ZL, Yu RJ, Long YT, Ying YL. Label-Free Mapping of Multivalent Binding Pathways with Ligand-Receptor-Anchored Nanopores. J Am Chem Soc 2024. [PMID: 39180483 DOI: 10.1021/jacs.4c04934] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 08/26/2024]
Abstract
Understanding single-molecule multivalent ligand-receptor interactions is crucial for comprehending molecular recognition at biological interfaces. However, label-free identifications of these transient interactions during multistep binding processes remains challenging. Herein, we introduce a ligand-receptor-anchored nanopore that allows the protein to maintain structural flexibility and favorable orientations in native states, mapping dynamic multivalent interactions. Using a four-state Markov chain model, we clarify two concentration-dependent binding pathways for the Omicron spike protein (Omicron S) and soluble angiotensin-converting enzyme 2 (sACE2): sequential and concurrent. Real-time kinetic analysis at the single-monomeric subunit level reveals that three S1 monomers of Omicron S exhibit a consistent and robust binding affinity toward sACE2 (-13.1 ± 0.2 kcal/mol). These results highlight the enhanced infectivity of Omicron S compared to other homologous spike proteins (WT S and Delta S). Notably, the preceding binding of sACE2 to Omicron S facilitates the subsequent binding steps, which was previously obscured in bulk measurements. Our single-molecule studies resolve the controversy over the disparity between the measured spike protein binding affinity with sACE2 and the viral infectivity, offering valuable insights for drug design and therapies.
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Affiliation(s)
- Hui Ma
- Molecular Sensing and Imaging Center, School of Chemistry and Chemical Engineering, Nanjing University, Nanjing 210023, P. R. China
| | - Yongyong Wang
- Molecular Sensing and Imaging Center, School of Chemistry and Chemical Engineering, Nanjing University, Nanjing 210023, P. R. China
| | - Ya-Xue Li
- Molecular Sensing and Imaging Center, School of Chemistry and Chemical Engineering, Nanjing University, Nanjing 210023, P. R. China
| | - Bao-Kang Xie
- Molecular Sensing and Imaging Center, School of Chemistry and Chemical Engineering, Nanjing University, Nanjing 210023, P. R. China
| | - Zheng-Li Hu
- Molecular Sensing and Imaging Center, School of Chemistry and Chemical Engineering, Nanjing University, Nanjing 210023, P. R. China
| | - Ru-Jia Yu
- Molecular Sensing and Imaging Center, School of Chemistry and Chemical Engineering, Nanjing University, Nanjing 210023, P. R. China
| | - Yi-Tao Long
- Molecular Sensing and Imaging Center, School of Chemistry and Chemical Engineering, Nanjing University, Nanjing 210023, P. R. China
| | - Yi-Lun Ying
- Molecular Sensing and Imaging Center, School of Chemistry and Chemical Engineering, Nanjing University, Nanjing 210023, P. R. China
- Chemistry and Biomedicine Innovation Center, Nanjing University, Nanjing 210023, P. R. China
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20
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Yamazaki H, Mabuchi T, Kaito K, Matsuda K, Kato H, Uemura S. Photothermally Heated Asymmetric Thin Nanopores Suggest the Influence of Temperature on the Intermediate Conformational State of Cytochrome c in an Electric Field. NANO LETTERS 2024; 24:10219-10227. [PMID: 39133007 DOI: 10.1021/acs.nanolett.4c02547] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 08/13/2024]
Abstract
Nanopore sensing is a label-free single-molecule technique that enables the study of the dynamical structural properties of proteins. Here, we detect the translocation of cytochrome c (Cyt c) through an asymmetric thin nanopore with photothermal heating to evaluate the influence of temperature on Cyt c conformation during its translocation in an electric field. Before Cyt c translocates through an asymmetric thin SiNx nanopore, ∼1 ms trapping events occur due to electric field-induced denaturation. These trapping events were corroborated by a control analysis with a transmission electron microscopy-drilled pore and denaturant buffer. Cyt c translocation events exhibited markedly greater broad current blockade when the pores were photothermally heated. Collectively, our molecular dynamics simulation predicted that an increased temperature facilitates denaturation of the α-helical structure of Cyt c, resulting in greater blockade current during Cyt c trapping. Our photothermal heating method can be used to study the influence of temperature on protein conformation at the single-molecule level in a label-free manner.
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Affiliation(s)
- Hirohito Yamazaki
- Top Runner Incubation Center for Academia-Industry Fusion, Nagaoka University of Technology, Nagaoka, Niigata 940-2188, Japan
- Department of Mechanical Engineering, Nagaoka University of Technology, Nagaoka, Niigata 940-2188, Japan
- Department of Biological Sciences, Graduate School of Science, The University of Tokyo, Tokyo 113-0033, Japan
| | - Takuya Mabuchi
- Institute of Fluid Science, Tohoku University, 2-1-1 Katahira, Aoba-ku, Sendai, Miyagi 980-8577, Japan
| | - Kouta Kaito
- Department of Mechanical Engineering, Nagaoka University of Technology, Nagaoka, Niigata 940-2188, Japan
| | - Kyosuke Matsuda
- Department of Mechanical Engineering, Nagaoka University of Technology, Nagaoka, Niigata 940-2188, Japan
| | - Hiromu Kato
- Department of Mechanical Engineering, Nagaoka University of Technology, Nagaoka, Niigata 940-2188, Japan
| | - Sotaro Uemura
- Department of Biological Sciences, Graduate School of Science, The University of Tokyo, Tokyo 113-0033, Japan
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21
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Gaete PS, Kumar D, Fernandez CI, Valdez Capuccino JM, Bhatt A, Jiang W, Lin YC, Liu Y, Harris AL, Luo YL, Contreras JE. Large-pore connexin hemichannels function like molecule transporters independent of ion conduction. Proc Natl Acad Sci U S A 2024; 121:e2403903121. [PMID: 39116127 PMCID: PMC11331127 DOI: 10.1073/pnas.2403903121] [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: 03/14/2024] [Accepted: 07/05/2024] [Indexed: 08/10/2024] Open
Abstract
Connexin hemichannels were identified as the first members of the eukaryotic large-pore channel family that mediate permeation of both atomic ions and small molecules between the intracellular and extracellular environments. The conventional view is that their pore is a large passive conduit through which both ions and molecules diffuse in a similar manner. In stark contrast to this notion, we demonstrate that the permeation of ions and of molecules in connexin hemichannels can be uncoupled and differentially regulated. We find that human connexin mutations that produce pathologies and were previously thought to be loss-of-function mutations due to the lack of ionic currents are still capable of mediating the passive transport of molecules with kinetics close to those of wild-type channels. This molecular transport displays saturability in the micromolar range, selectivity, and competitive inhibition, properties that are tuned by specific interactions between the permeating molecules and the N-terminal domain that lies within the pore-a general feature of large-pore channels. We propose that connexin hemichannels and, likely, other large-pore channels, are hybrid channel/transporter-like proteins that might switch between these two modes to promote selective ion conduction or autocrine/paracrine molecular signaling in health and disease processes.
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Affiliation(s)
- Pablo S. Gaete
- Department of Physiology and Membrane Biology, School of Medicine, University of California, Davis, CA95616
| | - Deepak Kumar
- Department of Biotechnology and Pharmaceutical Sciences, College of Pharmacy, Western University of Health Sciences, Pomona, CA91766
| | - Cynthia I. Fernandez
- Department of Physiology and Membrane Biology, School of Medicine, University of California, Davis, CA95616
| | - Juan M. Valdez Capuccino
- Department of Pharmacology, Physiology, and Neuroscience, New Jersey Medical School, Rutgers, The State University of New Jersey, Newark, NJ07103
| | - Aashish Bhatt
- Department of Biotechnology and Pharmaceutical Sciences, College of Pharmacy, Western University of Health Sciences, Pomona, CA91766
| | - Wenjuan Jiang
- Department of Biotechnology and Pharmaceutical Sciences, College of Pharmacy, Western University of Health Sciences, Pomona, CA91766
| | - Yi-Chun Lin
- Department of Biotechnology and Pharmaceutical Sciences, College of Pharmacy, Western University of Health Sciences, Pomona, CA91766
| | - Yu Liu
- Department of Pharmacology, Physiology, and Neuroscience, New Jersey Medical School, Rutgers, The State University of New Jersey, Newark, NJ07103
| | - Andrew L. Harris
- Department of Pharmacology, Physiology, and Neuroscience, New Jersey Medical School, Rutgers, The State University of New Jersey, Newark, NJ07103
| | - Yun L. Luo
- Department of Biotechnology and Pharmaceutical Sciences, College of Pharmacy, Western University of Health Sciences, Pomona, CA91766
| | - Jorge E. Contreras
- Department of Physiology and Membrane Biology, School of Medicine, University of California, Davis, CA95616
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22
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Mayse L, Wang Y, Ahmad M, Movileanu L. Real-Time Measurement of a Weak Interaction of a Transcription Factor Motif with a Protein Hub at Single-Molecule Precision. ACS NANO 2024; 18:20468-20481. [PMID: 39049818 PMCID: PMC11308778 DOI: 10.1021/acsnano.4c04857] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/12/2024] [Revised: 07/17/2024] [Accepted: 07/22/2024] [Indexed: 07/27/2024]
Abstract
Transcription factors often interact with other protein cofactors, regulating gene expression. Direct detection of these brief events using existing technologies remains challenging due to their transient nature. In addition, intrinsically disordered domains, intranuclear location, and lack of cofactor-dependent active sites of transcription factors further complicate the quantitative analysis of these critical processes. Here, we create a genetically encoded label-free sensor to identify the interaction between a motif of the MYC transcription factor, a primary cancer driver, and WDR5, a chromatin-associated protein hub. Using an engineered nanopore equipped with this motif, WDR5 is probed through reversible captures and releases in a one-by-one and time-resolved fashion. Our single-molecule kinetic measurements indicate a weak-affinity interaction arising from a relatively slow complex association and a fast dissociation of WDR5 from the tethered motif. Further, we validate this subtle interaction by determinations in an ensemble using single nanodisc-wrapped nanopores immobilized on a biolayer interferometry sensor. This study also provides the proof-of-concept for a sensor that reveals unique recognition signatures of different protein binding sites. Our foundational work may be further developed to produce sensing elements for analytical proteomics and cancer nanomedicine.
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Affiliation(s)
- Lauren
A. Mayse
- Department
of Physics, Syracuse University, 201 Physics Building, Syracuse, New York 13244, United States
- Department
of Biomedical and Chemical Engineering, Syracuse University, 329 Link Hall, Syracuse, New York 13244, United States
| | - Yazheng Wang
- Department
of Physics, Syracuse University, 201 Physics Building, Syracuse, New York 13244, United States
- Department
of Biomedical and Chemical Engineering, Syracuse University, 329 Link Hall, Syracuse, New York 13244, United States
| | - Mohammad Ahmad
- Department
of Physics, Syracuse University, 201 Physics Building, Syracuse, New York 13244, United States
| | - Liviu Movileanu
- Department
of Physics, Syracuse University, 201 Physics Building, Syracuse, New York 13244, United States
- Department
of Biomedical and Chemical Engineering, Syracuse University, 329 Link Hall, Syracuse, New York 13244, United States
- Department
of Biology, Syracuse University, 114 Life Sciences Complex, Syracuse, New York 13244, United States
- The
BioInspired Institute, Syracuse University, Syracuse, New York 13244, United States
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23
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Wiswedel R, Bui ATN, Kim J, Lee MK. Beta-Barrel Nanopores as Diagnostic Sensors: An Engineering Perspective. BIOSENSORS 2024; 14:345. [PMID: 39056622 PMCID: PMC11274599 DOI: 10.3390/bios14070345] [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: 05/30/2024] [Revised: 07/13/2024] [Accepted: 07/14/2024] [Indexed: 07/28/2024]
Abstract
Biological nanopores are ultrasensitive and highly attractive platforms for disease diagnostics, including the sequencing of viral and microbial genes and the detection of biomarkers and pathogens. To utilize biological nanopores as diagnostic sensors, they have been engineered through various methods resulting in the accurate and highly sensitive detection of biomarkers and disease-related biomolecules. Among diverse biological nanopores, the β-barrel-containing nanopores have advantages in nanopore engineering because of their robust structure, making them well-suited for modifications. In this review, we highlight the engineering approaches for β-barrel-containing nanopores used in single-molecule sensing for applications in early diagnosis and prognosis. In the highlighted studies, β-barrel nanopores can be modified by genetic mutation to change the structure; alter charge distributions; or add enzymes, aptamers, and protein probes to enhance sensitivity and accuracy. Furthermore, this review discusses challenges and future perspectives for advancing nanopore-based diagnostic sensors.
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Affiliation(s)
- Rani Wiswedel
- Critical Diseases Diagnostics Convergence Research Center, Korea Research Institute of Bioscience and Biotechnology (KRIBB), Daejeon 34141, Republic of Korea; (R.W.); (A.T.N.B.); (J.K.)
- Department of Proteome Structural Biology, KRIBB School of Bioscience, University of Science and Technology, Daejeon 34113, Republic of Korea
| | - Anh Thi Ngoc Bui
- Critical Diseases Diagnostics Convergence Research Center, Korea Research Institute of Bioscience and Biotechnology (KRIBB), Daejeon 34141, Republic of Korea; (R.W.); (A.T.N.B.); (J.K.)
| | - Jinhyung Kim
- Critical Diseases Diagnostics Convergence Research Center, Korea Research Institute of Bioscience and Biotechnology (KRIBB), Daejeon 34141, Republic of Korea; (R.W.); (A.T.N.B.); (J.K.)
- Department of Proteome Structural Biology, KRIBB School of Bioscience, University of Science and Technology, Daejeon 34113, Republic of Korea
| | - Mi-Kyung Lee
- Critical Diseases Diagnostics Convergence Research Center, Korea Research Institute of Bioscience and Biotechnology (KRIBB), Daejeon 34141, Republic of Korea; (R.W.); (A.T.N.B.); (J.K.)
- Department of Proteome Structural Biology, KRIBB School of Bioscience, University of Science and Technology, Daejeon 34113, Republic of Korea
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24
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Vikraman D, Majumdar BB, Sk S, Weichbrodt C, Fertig N, Winterhalter M, Mondal J, Mahendran KR. Conformational flexibility driving charge-selective substrate translocation across a bacterial transporter. Chem Sci 2024; 15:9333-9344. [PMID: 38903220 PMCID: PMC11186346 DOI: 10.1039/d4sc00345d] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/16/2024] [Accepted: 05/11/2024] [Indexed: 06/22/2024] Open
Abstract
Bacterial membrane porins facilitate the translocation of small molecules while restricting large molecules, and this mechanism remains elusive at the molecular level. Here, we investigate the selective uptake of large cyclic sugars across an unusual passive membrane transporter, CymA, comprising a charged zone and a constricting N terminus segment. Using a combination of electrical recordings, protein mutagenesis and molecular dynamics simulations, we establish substrate translocation across CymA governed by the electrostatic pore properties and conformational dynamics of the constriction segment. Notably, we show that the variation in pH of the environment resulted in reversible modulation of the substrate binding site in the pore, thereby regulating charge-selective transport of cationic, anionic and neutral cyclic sugars. The quantitative kinetics of cyclic sugar translocation across CymA obtained in electrical recordings at different pHs are comparable with molecular dynamics simulations that revealed the transport pathway, energetics and favorable affinity sites in the pore for substrate binding. We further define the molecular basis of cyclic sugar translocation and establish that the constriction segment is flexible and can reside inside or outside the pore, regulating substrate translocation distinct from the ligand-gated transport mechanism. Our study provides novel insights into energy-independent large molecular membrane transport for targeted drug design strategies.
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Affiliation(s)
- Devika Vikraman
- Transdisciplinary Research Program, Rajiv Gandhi Centre for Biotechnology Thiruvananthapuram 695014 India
- Manipal Academy of Higher Education Manipal Karnataka-576104 India
| | | | - Sharavanakkumar Sk
- Transdisciplinary Research Program, Rajiv Gandhi Centre for Biotechnology Thiruvananthapuram 695014 India
| | | | | | - Mathias Winterhalter
- School of Science, Constructor University Campus Ring 1 28759 Bremen Germany
- Center for Hybrid Nanostructures (CHyN), Universität Hamburg Luruper Chaussee 149 Hamburg 22761 Germany
| | - Jagannath Mondal
- Tata Institute of Fundamental Research Hyderabad Telangana-500046 India
| | - Kozhinjampara R Mahendran
- Transdisciplinary Research Program, Rajiv Gandhi Centre for Biotechnology Thiruvananthapuram 695014 India
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25
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Li X, Fu YH, Wei N, Yu RJ, Bhatti H, Zhang L, Yan F, Xia F, Ewing AG, Long YT, Ying YL. Emerging Data Processing Methods for Single-Entity Electrochemistry. Angew Chem Int Ed Engl 2024; 63:e202316551. [PMID: 38411372 DOI: 10.1002/anie.202316551] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/01/2023] [Revised: 02/12/2024] [Accepted: 02/26/2024] [Indexed: 02/28/2024]
Abstract
Single-entity electrochemistry is a powerful tool that enables the study of electrochemical processes at interfaces and provides insights into the intrinsic chemical and structural heterogeneities of individual entities. Signal processing is a critical aspect of single-entity electrochemical measurements and can be used for data recognition, classification, and interpretation. In this review, we summarize the recent five-year advances in signal processing techniques for single-entity electrochemistry and highlight their importance in obtaining high-quality data and extracting effective features from electrochemical signals, which are generally applicable in single-entity electrochemistry. Moreover, we shed light on electrochemical noise analysis to obtain single-molecule frequency fingerprint spectra that can provide rich information about the ion networks at the interface. By incorporating advanced data analysis tools and artificial intelligence algorithms, single-entity electrochemical measurements would revolutionize the field of single-entity analysis, leading to new fundamental discoveries.
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Affiliation(s)
- Xinyi Li
- State Key Laboratory of Analytical Chemistry for Life Science, School of Chemistry and Chemical Engineering, Nanjing University, 210023, Nanjing, P. R. China
| | - Ying-Huan Fu
- State Key Laboratory of Analytical Chemistry for Life Science, School of Chemistry and Chemical Engineering, Nanjing University, 210023, Nanjing, P. R. China
| | - Nannan Wei
- School of Electronic Science and Engineering, Nanjing University, 210023, Nanjing, P. R. China
| | - Ru-Jia Yu
- State Key Laboratory of Analytical Chemistry for Life Science, School of Chemistry and Chemical Engineering, Nanjing University, 210023, Nanjing, P. R. China
- Chemistry and Biomedicine Innovation Center, Nanjing University, 210023, Nanjing, P. R. China
| | - Huma Bhatti
- State Key Laboratory of Analytical Chemistry for Life Science, School of Chemistry and Chemical Engineering, Nanjing University, 210023, Nanjing, P. R. China
| | - Limin Zhang
- School of Electronic Science and Engineering, Nanjing University, 210023, Nanjing, P. R. China
| | - Feng Yan
- School of Electronic Science and Engineering, Nanjing University, 210023, Nanjing, P. R. China
| | - Fan Xia
- State Key Laboratory of Biogeology and Environmental Geology, Engineering Research Center of Nano-Geomaterials of Ministry of Education, Faculty of Materials Science and Chemistry, China University of Geosciences, 430034, Wuhan, P. R. China
| | - Andrew G Ewing
- Department of Chemistry and Molecular Biology, University of Gothenburg, 41296, Gothenburg, Sweden
| | - Yi-Tao Long
- State Key Laboratory of Analytical Chemistry for Life Science, School of Chemistry and Chemical Engineering, Nanjing University, 210023, Nanjing, P. R. China
| | - Yi-Lun Ying
- State Key Laboratory of Analytical Chemistry for Life Science, School of Chemistry and Chemical Engineering, Nanjing University, 210023, Nanjing, P. R. China
- Chemistry and Biomedicine Innovation Center, Nanjing University, 210023, Nanjing, P. R. China
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26
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Hao W, Guo B, Liu J, Ren Q, Li S, Li Q, Zhou K, Liu L, Wu HC. Single-Molecule Exchange inside a Nanocage Provides Insights into the Origin of π-π Interactions. J Am Chem Soc 2024; 146:10206-10216. [PMID: 38536205 DOI: 10.1021/jacs.4c03159] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 04/11/2024]
Abstract
The attractive interactions between aromatic rings, also known as π-π interactions, have been widely used for decades. However, the origin of π-π interactions remains controversial due to the difficulties in experimentally measuring the weak interactions between π-systems. Here, we construct an elaborate system to accurately compare the strength of the π-π interactions between phenylalanine derivatives via molecular exchange processes inside a protein nanopore. Based on quantitative comparison of binding strength, we find that in most cases, the π-π interaction is primarily driven by dispersive attraction, with the electrostatic interaction playing a secondary role and tending to be repulsive. However, in cases where electronic effects are particularly strong, electrostatic induction may exceed dispersion forces to become the primary driving force for interactions between π-systems. The results of this study not only deepen our understanding of π-stacking but also have potential implications in areas where π-π interactions play a crucial role.
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Affiliation(s)
- Wenying Hao
- Beijing National Laboratory for Molecular Sciences, Key Laboratory of Analytical Chemistry for Living Biosystems, Institute of Chemistry, Chinese Academy of Sciences, Beijing 100190, China
- University of Chinese Academy of Sciences, Beijing 100049, China
| | - Bingyuan Guo
- Beijing National Laboratory for Molecular Sciences, Key Laboratory of Analytical Chemistry for Living Biosystems, Institute of Chemistry, Chinese Academy of Sciences, Beijing 100190, China
| | - Jianchuan Liu
- School of Electrical Engineering and Electronic Information, Xihua University, Chengdu 610039, China
| | - Qianyuan Ren
- Beijing National Laboratory for Molecular Sciences, Key Laboratory of Analytical Chemistry for Living Biosystems, Institute of Chemistry, Chinese Academy of Sciences, Beijing 100190, China
| | - Shumu Li
- Beijing National Laboratory for Molecular Sciences, Key Laboratory of Analytical Chemistry for Living Biosystems, Institute of Chemistry, Chinese Academy of Sciences, Beijing 100190, China
| | - Qian Li
- Center for Physicochemical Analysis and Measurement, Institute of Chemistry, Chinese Academy of Sciences, Beijing 100049, China
| | - Ke Zhou
- Beijing National Laboratory for Molecular Sciences, Key Laboratory of Analytical Chemistry for Living Biosystems, Institute of Chemistry, Chinese Academy of Sciences, Beijing 100190, China
| | - Lei Liu
- Key Laboratory for Biomedical Effects of Nanomaterials & Nanosafety, Institute of High Energy Physics, Chinese Academy of Sciences, Beijing 100049, China
| | - Hai-Chen Wu
- Beijing National Laboratory for Molecular Sciences, Key Laboratory of Analytical Chemistry for Living Biosystems, Institute of Chemistry, Chinese Academy of Sciences, Beijing 100190, China
- University of Chinese Academy of Sciences, Beijing 100049, China
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27
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Satheesan R, Vikraman D, Jayan P, Vijayan V, Chimerel C, Mahendran KR. Sensing PEGylated Peptide Conformations Using a Protein Nanopore. NANO LETTERS 2024; 24:3566-3574. [PMID: 38316144 DOI: 10.1021/acs.nanolett.3c03247] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 02/07/2024]
Abstract
Membrane pores are exploited for the stochastic sensing of various analytes, and here, we use electrical recordings to explore the interaction of PEGylated peptides of different sizes with a protein pore, CymA. This wide-diameter natural pore comprises densely filled charged residues, facilitating electrophoretic binding of polyethylene glycol (PEG) tagged with a nonaarginine peptide. The small PEG 200 peptide conjugates produced monodisperse blockages and exhibited voltage-dependent translocation across the pores. Notably, the larger PEG 1000 and 2000 peptide conjugates yielded heterogeneous blockages, indicating a multitude of PEG conformations hindering their translocation through the pore. Furthermore, a much larger PEG 5000 peptide occludes the pore entrance, resulting in complete closure. The competitive binding of different PEGylated peptides with the same pore produced specific blockage signals reflecting their identity, size, and conformation. Our proposed model of sensing distinct polypeptide conformations corresponds to disordered protein unfolding, suggesting that this pore can find applications in proteomics.
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Affiliation(s)
- Remya Satheesan
- Membrane Biology Laboratory, Transdisciplinary Biology Program, Rajiv Gandhi Centre for Biotechnology, Thiruvananthapuram 695014, India
- Manipal Academy of Higher Education, Manipal, Karnataka 576104, India
| | - Devika Vikraman
- Membrane Biology Laboratory, Transdisciplinary Biology Program, Rajiv Gandhi Centre for Biotechnology, Thiruvananthapuram 695014, India
- Manipal Academy of Higher Education, Manipal, Karnataka 576104, India
| | - Parvathy Jayan
- School of Chemistry, Indian Institute of Science Education and Research Thiruvananthapuram, Maruthamala PO, Vithura, Kerala 695551, India
| | - Vinesh Vijayan
- School of Chemistry, Indian Institute of Science Education and Research Thiruvananthapuram, Maruthamala PO, Vithura, Kerala 695551, India
| | - Catalin Chimerel
- Automation Department, Faculty of Electrical Engineering and Computer Science, Transilvania University of Brasov, Brasov 500036, Romania
| | - Kozhinjampara R Mahendran
- Membrane Biology Laboratory, Transdisciplinary Biology Program, Rajiv Gandhi Centre for Biotechnology, Thiruvananthapuram 695014, India
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28
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Zhao Y, Su Z, Zhang X, Wu D, Wu Y, Li G. Recent advances in nanopore-based analysis for carbohydrates and glycoconjugates. ANALYTICAL METHODS : ADVANCING METHODS AND APPLICATIONS 2024; 16:1454-1467. [PMID: 38415741 DOI: 10.1039/d3ay02040a] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 02/29/2024]
Abstract
Saccharides are not only the basic constituents and nutrients of living organisms, but also participate in various life activities, and play important roles in cell recognition, immune regulation, development, cancer, etc. The analysis of carbohydrates and glycoconjugates is a necessary means to study their transformations and physiological roles in living organisms. Existing detection techniques can hardly meet the requirements for the analysis of carbohydrates and glycoconjugates in complex matrices as they are expensive, involve complex derivatization, and are time-consuming. Nanopore sensing technology, which is amplification-free and label-free, and is a high-throughput process, provides a new solution for the identification and sequencing of carbohydrates and glycoconjugates. This review highlights recent advances in novel nanopore-based single-molecule sensing technologies for the detection of carbohydrates and glycoconjugates and discusses the advantages and challenges of nanopore sensing technologies. Finally, current issues and future perspectives are discussed with the aim of improving the performance of nanopores in complex media diagnostic applications, as well as providing a new direction for the quantification of glycan chains and the study of glycan chain properties and functions.
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Affiliation(s)
- Yan Zhao
- School of Food Science and Engineering, Shaanxi University of Science and Technology, Xi'an 710021, China.
| | - Zhuoqun Su
- School of Food Science and Engineering, Shaanxi University of Science and Technology, Xi'an 710021, China.
| | - Xue Zhang
- School of Food Science and Engineering, Shaanxi University of Science and Technology, Xi'an 710021, China.
| | - Di Wu
- Institute for Global Food Security, School of Biological Sciences, Queen's University Belfast, 19 Chlorine Gardens, Belfast, BT9 5DL, UK
| | - Yongning Wu
- School of Food Science and Engineering, Shaanxi University of Science and Technology, Xi'an 710021, China.
- NHC Key Laboratory of Food Safety Risk Assessment, Food Safety Research Unit (2019RU014) of Chinese Academy of Medical Science, China National Center for Food Safety Risk Assessment, Beijing 100021, China
| | - Guoliang Li
- School of Food Science and Engineering, Shaanxi University of Science and Technology, Xi'an 710021, China.
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29
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Dorey A, Howorka S. Nanopore DNA sequencing technologies and their applications towards single-molecule proteomics. Nat Chem 2024; 16:314-334. [PMID: 38448507 DOI: 10.1038/s41557-023-01322-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/30/2022] [Accepted: 07/14/2023] [Indexed: 03/08/2024]
Abstract
Sequencing of nucleic acids with nanopores has emerged as a powerful tool offering rapid readout, high accuracy, low cost and portability. This label-free method for sequencing at the single-molecule level is an achievement on its own. However, nanopores also show promise for the technologically even more challenging sequencing of polypeptides, something that could considerably benefit biological discovery, clinical diagnostics and homeland security, as current techniques lack portability and speed. Here we survey the biochemical innovations underpinning commercial and academic nanopore DNA/RNA sequencing techniques, and explore how these advances can fuel developments in future protein sequencing with nanopores.
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Affiliation(s)
- Adam Dorey
- Department of Chemistry & Institute of Structural Molecular Biology, University College London, London, UK.
| | - Stefan Howorka
- Department of Chemistry & Institute of Structural Molecular Biology, University College London, London, UK.
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30
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Peng Z, Iwabuchi S, Izumi K, Takiguchi S, Yamaji M, Fujita S, Suzuki H, Kambara F, Fukasawa G, Cooney A, Di Michele L, Elani Y, Matsuura T, Kawano R. Lipid vesicle-based molecular robots. LAB ON A CHIP 2024; 24:996-1029. [PMID: 38239102 PMCID: PMC10898420 DOI: 10.1039/d3lc00860f] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/10/2023] [Accepted: 12/12/2023] [Indexed: 02/28/2024]
Abstract
A molecular robot, which is a system comprised of one or more molecular machines and computers, can execute sophisticated tasks in many fields that span from nanomedicine to green nanotechnology. The core parts of molecular robots are fairly consistent from system to system and always include (i) a body to encapsulate molecular machines, (ii) sensors to capture signals, (iii) computers to make decisions, and (iv) actuators to perform tasks. This review aims to provide an overview of approaches and considerations to develop molecular robots. We first introduce the basic technologies required for constructing the core parts of molecular robots, describe the recent progress towards achieving higher functionality, and subsequently discuss the current challenges and outlook. We also highlight the applications of molecular robots in sensing biomarkers, signal communications with living cells, and conversion of energy. Although molecular robots are still in their infancy, they will unquestionably initiate massive change in biomedical and environmental technology in the not too distant future.
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Affiliation(s)
- Zugui Peng
- Department of Biotechnology and Life Science, Tokyo University of Agriculture and Technology, 2-24-16 Naka-cho, Koganei-shi, Tokyo185-8588, Japan.
| | - Shoji Iwabuchi
- Department of Biotechnology and Life Science, Tokyo University of Agriculture and Technology, 2-24-16 Naka-cho, Koganei-shi, Tokyo185-8588, Japan.
| | - Kayano Izumi
- Department of Biotechnology and Life Science, Tokyo University of Agriculture and Technology, 2-24-16 Naka-cho, Koganei-shi, Tokyo185-8588, Japan.
| | - Sotaro Takiguchi
- Department of Biotechnology and Life Science, Tokyo University of Agriculture and Technology, 2-24-16 Naka-cho, Koganei-shi, Tokyo185-8588, Japan.
| | - Misa Yamaji
- Department of Biotechnology and Life Science, Tokyo University of Agriculture and Technology, 2-24-16 Naka-cho, Koganei-shi, Tokyo185-8588, Japan.
| | - Shoko Fujita
- Department of Biotechnology and Life Science, Tokyo University of Agriculture and Technology, 2-24-16 Naka-cho, Koganei-shi, Tokyo185-8588, Japan.
| | - Harune Suzuki
- Department of Biotechnology and Life Science, Tokyo University of Agriculture and Technology, 2-24-16 Naka-cho, Koganei-shi, Tokyo185-8588, Japan.
| | - Fumika Kambara
- Department of Biotechnology and Life Science, Tokyo University of Agriculture and Technology, 2-24-16 Naka-cho, Koganei-shi, Tokyo185-8588, Japan.
| | - Genki Fukasawa
- School of Life Science and Technology, Tokyo Institute of Technology, Ookayama 2-12-1, Meguro-Ku, Tokyo 152-8550, Japan
| | - Aileen Cooney
- Department of Chemistry, Molecular Sciences Research Hub, Imperial College London, London W12 0BZ, UK
| | - Lorenzo Di Michele
- Department of Chemical Engineering and Biotechnology, University of Cambridge, Cambridge CB3 0AS, UK
- Department of Chemistry, Molecular Sciences Research Hub, Imperial College London, London W12 0BZ, UK
- FabriCELL, Molecular Sciences Research Hub, Imperial College London, London W12 0BZ, UK
| | - Yuval Elani
- Department of Chemical Engineering, Imperial College London, South Kensington, London SW7 2AZ, UK
- FabriCELL, Molecular Sciences Research Hub, Imperial College London, London W12 0BZ, UK
| | - Tomoaki Matsuura
- Earth-Life Science Institute, Tokyo Institute of Technology, Ookayama 2-12-1, Meguro-Ku, Tokyo 152-8550, Japan
| | - Ryuji Kawano
- Department of Biotechnology and Life Science, Tokyo University of Agriculture and Technology, 2-24-16 Naka-cho, Koganei-shi, Tokyo185-8588, Japan.
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31
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Motone K, Kontogiorgos-Heintz D, Wee J, Kurihara K, Yang S, Roote G, Fang Y, Cardozo N, Nivala J. Multi-pass, single-molecule nanopore reading of long protein strands with single-amino acid sensitivity. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2023:2023.10.19.563182. [PMID: 37905023 PMCID: PMC10614977 DOI: 10.1101/2023.10.19.563182] [Citation(s) in RCA: 9] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/02/2023]
Abstract
The ability to sequence single protein molecules in their native, full-length form would enable a more comprehensive understanding of proteomic diversity. Current technologies, however, are limited in achieving this goal. Here, we establish a method for long-range, single-molecule reading of intact protein strands on a commercial nanopore sensor array. By using the ClpX unfoldase to ratchet proteins through a CsgG nanopore, we achieve single-amino acid level sensitivity, enabling sequencing of combinations of amino acid substitutions across long protein strands. For greater sequencing accuracy, we demonstrate the ability to reread individual protein molecules, spanning hundreds of amino acids in length, multiple times, and explore the potential for high accuracy protein barcode sequencing. Further, we develop a biophysical model that can simulate raw nanopore signals a priori, based on amino acid volume and charge, enhancing the interpretation of raw signal data. Finally, we apply these methods to examine intact, folded protein domains for complete end-to-end analysis. These results provide proof-of-concept for a platform that has the potential to identify and characterize full-length proteoforms at single-molecule resolution.
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Affiliation(s)
- Keisuke Motone
- Paul. G. Allen School of Computer Science and Engineering, University of Washington, Seattle, WA, USA
- These authors contributed equally: Keisuke Motone, Daphne Kontogiorgos-Heintz
| | - Daphne Kontogiorgos-Heintz
- Paul. G. Allen School of Computer Science and Engineering, University of Washington, Seattle, WA, USA
- These authors contributed equally: Keisuke Motone, Daphne Kontogiorgos-Heintz
| | - Jasmine Wee
- Paul. G. Allen School of Computer Science and Engineering, University of Washington, Seattle, WA, USA
| | - Kyoko Kurihara
- Paul. G. Allen School of Computer Science and Engineering, University of Washington, Seattle, WA, USA
| | - Sangbeom Yang
- Paul. G. Allen School of Computer Science and Engineering, University of Washington, Seattle, WA, USA
| | - Gwendolin Roote
- Paul. G. Allen School of Computer Science and Engineering, University of Washington, Seattle, WA, USA
| | - Yishu Fang
- Paul. G. Allen School of Computer Science and Engineering, University of Washington, Seattle, WA, USA
| | - Nicolas Cardozo
- Molecular Engineering and Science Institute, University of Washington, Seattle, WA, USA
| | - Jeff Nivala
- Paul. G. Allen School of Computer Science and Engineering, University of Washington, Seattle, WA, USA
- Molecular Engineering and Science Institute, University of Washington, Seattle, WA, USA
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32
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Das A, K V, S SD, Mahendran KR. Synthetic α-Helical Nanopore Reactor for Chemical Sensing. JACS AU 2023; 3:2467-2477. [PMID: 37772177 PMCID: PMC10523496 DOI: 10.1021/jacsau.3c00221] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 05/03/2023] [Revised: 07/15/2023] [Accepted: 07/18/2023] [Indexed: 09/30/2023]
Abstract
The use of nanopores for the single-molecule sensing of folded proteins and biomacromolecules has recently gained attention. Here, we introduce a simplified synthetic α-helical transmembrane pore, pPorA, as a nanoreactor and sensor that exhibits functional versatility comparable to that of engineered protein and DNA nanopores. The pore, built from the assembly of synthetic 40-amino-acid-long peptides, is designed to contain cysteine residues within the lumen and at the pore terminus for site-specific chemical modification probed using single-channel electrical recordings. The reaction of the pore with differently charged activated thiol reagents was studied, wherein positively charged reagents electrophoretically driven into the pore resulted in pore blocking in discrete steps upon covalent bond formation. The asymmetric blockage patterns resulting from cis and trans-side addition of reagents reveal the pore orientation in the lipid membrane. Furthermore, activated PEG thiols covalently blocked the pores over a longer duration in a charge-independent manner, establishing the large diameter and orientation of the formed pores. While the covalent binding of thiol reagents caused a drop in the pore conductance, cationic cyclic octasaccharides produced time-resolved translocation events, confirming the structural flexibility and tunability of the pores. The ability of the pore to accommodate large analytes and the considerable current amplitude variation following bond formation events are promising for developing platforms to resolve multistep chemical reactions at the single-molecule level for applications in synthetic nanobiotechnology.
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Affiliation(s)
- Anjali
Devi Das
- Membrane Biology Laboratory, Rajiv Gandhi Centre for Biotechnology, Thiruvananthapuram, India 695014
| | - Vidhu K
- Membrane Biology Laboratory, Rajiv Gandhi Centre for Biotechnology, Thiruvananthapuram, India 695014
| | - Smitha Devi S
- Membrane Biology Laboratory, Rajiv Gandhi Centre for Biotechnology, Thiruvananthapuram, India 695014
| | - Kozhinjampara R Mahendran
- Membrane Biology Laboratory, Rajiv Gandhi Centre for Biotechnology, Thiruvananthapuram, India 695014
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33
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Samineni L, Acharya B, Behera H, Oh H, Kumar M, Chowdhury R. Protein engineering of pores for separation, sensing, and sequencing. Cell Syst 2023; 14:676-691. [PMID: 37591205 DOI: 10.1016/j.cels.2023.07.004] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/27/2023] [Revised: 06/13/2023] [Accepted: 07/19/2023] [Indexed: 08/19/2023]
Abstract
Proteins are critical to cellular function and survival. They are complex molecules with precise structures and chemistries, which allow them to serve diverse functions for maintaining overall cell homeostasis. Since the discovery of the first enzyme in 1833, a gamut of advanced experimental and computational tools has been developed and deployed for understanding protein structure and function. Recent studies have demonstrated the ability to redesign/alter natural proteins for applications in industrial processes of interest and to make customized, novel synthetic proteins in the laboratory through protein engineering. We comprehensively review the successes in engineering pore-forming proteins and correlate the amino acid-level biochemistry of different pore modification strategies to the intended applications limited to nucleotide/peptide sequencing, single-molecule sensing, and precise molecular separations.
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Affiliation(s)
- Laxmicharan Samineni
- Department of Civil, Architectural and Environmental Engineering, University of Texas at Austin, Austin, TX 78712, USA
| | - Bibek Acharya
- Department of Chemical and Biological Engineering, Iowa State University, Ames, IA 50011, USA
| | - Harekrushna Behera
- Department of Civil, Architectural and Environmental Engineering, University of Texas at Austin, Austin, TX 78712, USA
| | - Hyeonji Oh
- McKetta Department of Chemical Engineering, University of Texas at Austin, Austin, TX 78712, USA
| | - Manish Kumar
- Department of Civil, Architectural and Environmental Engineering, University of Texas at Austin, Austin, TX 78712, USA; McKetta Department of Chemical Engineering, University of Texas at Austin, Austin, TX 78712, USA
| | - Ratul Chowdhury
- Department of Chemical and Biological Engineering, Iowa State University, Ames, IA 50011, USA.
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34
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Xing Y, Rottensteiner A, Ciccone J, Howorka S. Functional Nanopores Enabled with DNA. Angew Chem Int Ed Engl 2023; 62:e202303103. [PMID: 37186432 DOI: 10.1002/anie.202303103] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/01/2023] [Revised: 04/20/2023] [Accepted: 04/21/2023] [Indexed: 05/17/2023]
Abstract
Membrane-spanning nanopores are used in label-free single-molecule sensing and next-generation portable nucleic acid sequencing, and as powerful research tools in biology, biophysics, and synthetic biology. Naturally occurring protein and peptide pores, as well as synthetic inorganic nanopores, are used in these applications, with their limitations. The structural and functional repertoire of nanopores can be considerably expanded by functionalising existing pores with DNA strands and by creating an entirely new class of nanopores with DNA nanotechnology. This review outlines progress in this area of functional DNA nanopores and outlines developments to open up new applications.
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Affiliation(s)
- Yongzheng Xing
- Department of Chemistry, Institute for Structural and Molecular Biology, University College London, London, WC1H 0AJ, UK
| | - Alexia Rottensteiner
- Department of Chemistry, Institute for Structural and Molecular Biology, University College London, London, WC1H 0AJ, UK
| | - Jonah Ciccone
- Department of Chemistry, Institute for Structural and Molecular Biology, University College London, London, WC1H 0AJ, UK
| | - Stefan Howorka
- Department of Chemistry, Institute for Structural and Molecular Biology, University College London, London, WC1H 0AJ, UK
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35
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Ahmad M, Movileanu L. Multiplexed imaging for probing RAS-RAF interactions in living cells. BIOCHIMICA ET BIOPHYSICA ACTA. BIOMEMBRANES 2023; 1865:184173. [PMID: 37211322 PMCID: PMC10330472 DOI: 10.1016/j.bbamem.2023.184173] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/16/2023] [Revised: 04/18/2023] [Accepted: 05/08/2023] [Indexed: 05/23/2023]
Abstract
GTP-bound RAS interacts with its protein effectors in response to extracellular stimuli, leading to chemical inputs for downstream pathways. Significant progress has been made in measuring these reversible protein-protein interactions (PPIs) in various cell-free environments. Yet, acquiring high sensitivity in heterogeneous solutions remains challenging. Here, using an intermolecular fluorescence resonance energy transfer (FRET) biosensing approach, we develop a method to visualize and localize HRAS-CRAF interactions in living cells. We demonstrate that the EGFR activation and the HRAS-CRAF complex formation can be concurrently probed in a single cell. This biosensing strategy discriminates EGF-stimulated HRAS-CRAF interactions at the cell and organelle membranes. In addition, we provide quantitative FRET measurements for assessing these transient PPIs in a cell-free environment. Finally, we prove the utility of this approach by showing that an EGFR-binding compound is a potent inhibitor of HRAS-CRAF interactions. The outcomes of this work form a fundamental basis for further explorations of the spatiotemporal dynamics of various signaling networks.
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Affiliation(s)
- Mohammad Ahmad
- Department of Physics, Syracuse University, 201 Physics Building, Syracuse, New York 13244-1130, USA
| | - Liviu Movileanu
- Department of Physics, Syracuse University, 201 Physics Building, Syracuse, New York 13244-1130, USA; Department of Biomedical and Chemical Engineering, Syracuse University, 329 Link Hall, Syracuse, NY 13244, USA; The BioInspired Institute, Syracuse University, Syracuse, NY 13244, USA.
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36
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Mayse LA, Movileanu L. Gating of β-Barrel Protein Pores, Porins, and Channels: An Old Problem with New Facets. Int J Mol Sci 2023; 24:12095. [PMID: 37569469 PMCID: PMC10418385 DOI: 10.3390/ijms241512095] [Citation(s) in RCA: 8] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/03/2023] [Revised: 07/23/2023] [Accepted: 07/25/2023] [Indexed: 08/13/2023] Open
Abstract
β barrels are ubiquitous proteins in the outer membranes of mitochondria, chloroplasts, and Gram-negative bacteria. These transmembrane proteins (TMPs) execute a wide variety of tasks. For example, they can serve as transporters, receptors, membrane-bound enzymes, as well as adhesion, structural, and signaling elements. In addition, multimeric β barrels are common structural scaffolds among many pore-forming toxins. Significant progress has been made in understanding the functional, structural, biochemical, and biophysical features of these robust and versatile proteins. One frequently encountered fundamental trait of all β barrels is their voltage-dependent gating. This process consists of reversible or permanent conformational transitions between a large-conductance, highly permeable open state and a low-conductance, solute-restrictive closed state. Several intrinsic molecular mechanisms and environmental factors modulate this universal property of β barrels. This review article outlines the typical signatures of voltage-dependent gating. Moreover, we discuss recent developments leading to a better qualitative understanding of the closure dynamics of these TMPs.
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Affiliation(s)
- Lauren A. Mayse
- Department of Physics, Syracuse University, 201 Physics Building, Syracuse, NY 13244, USA;
- Department of Biomedical and Chemical Engineering, Syracuse University, 223 Link Hall, Syracuse, NY 13244, USA
| | - Liviu Movileanu
- Department of Physics, Syracuse University, 201 Physics Building, Syracuse, NY 13244, USA;
- Department of Biomedical and Chemical Engineering, Syracuse University, 223 Link Hall, Syracuse, NY 13244, USA
- The BioInspired Institute, Syracuse University, Syracuse, NY 13244, USA
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37
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Zhang X, Lin M, Dai Y, Xia F. Stochastic Sensing of Dynamic Interactions and Chemical Reactions with Nanopores/Nanochannels. Anal Chem 2023. [PMID: 37413795 DOI: 10.1021/acs.analchem.3c00543] [Citation(s) in RCA: 6] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 07/08/2023]
Abstract
Nanopore sensing technology is an emerging analysis method with the advantages of simple operation, high sensitivity, fast output and being label free, and it is widely used in protein analysis, gene sequencing, biomarker detection, and other fields. The confined space of the nanopore provides a place for dynamic interactions and chemical reactions between substances. The use of nanopore sensing technology to track these processes in real time is helpful to understand the interaction/reaction mechanism at the single-molecule level. According to nanopore materials, we summarize the development of biological nanopores and solid-state nanopores/nanochannels in the stochastic sensing of dynamic interactions and chemical reactions. The goal of this paper is to stimulate the interest of researchers and promote the development of this field.
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Affiliation(s)
- Xiaojin Zhang
- State Key Laboratory of Biogeology and Environmental Geology, Engineering Research Center of Nano-Geomaterials of Ministry of Education, Faculty of Materials Science and Chemistry, China University of Geosciences, Wuhan 430074, China
| | - Meihua Lin
- State Key Laboratory of Biogeology and Environmental Geology, Engineering Research Center of Nano-Geomaterials of Ministry of Education, Faculty of Materials Science and Chemistry, China University of Geosciences, Wuhan 430074, China
| | - Yu Dai
- State Key Laboratory of Biogeology and Environmental Geology, Engineering Research Center of Nano-Geomaterials of Ministry of Education, Faculty of Materials Science and Chemistry, China University of Geosciences, Wuhan 430074, China
| | - Fan Xia
- State Key Laboratory of Biogeology and Environmental Geology, Engineering Research Center of Nano-Geomaterials of Ministry of Education, Faculty of Materials Science and Chemistry, China University of Geosciences, Wuhan 430074, China
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38
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Chingarande RG, Tian K, Kuang Y, Sarangee A, Hou C, Ma E, Ren J, Hawkins S, Kim J, Adelstein R, Chen S, Gillis KD, Gu LQ. Real-time label-free detection of dynamic aptamer-small molecule interactions using a nanopore nucleic acid conformational sensor. Proc Natl Acad Sci U S A 2023; 120:e2108118120. [PMID: 37276386 PMCID: PMC10268594 DOI: 10.1073/pnas.2108118120] [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: 05/18/2021] [Accepted: 04/14/2023] [Indexed: 06/07/2023] Open
Abstract
Nucleic acids can undergo conformational changes upon binding small molecules. These conformational changes can be exploited to develop new therapeutic strategies through control of gene expression or triggering of cellular responses and can also be used to develop sensors for small molecules such as neurotransmitters. Many analytical approaches can detect dynamic conformational change of nucleic acids, but they need labeling, are expensive, and have limited time resolution. The nanopore approach can provide a conformational snapshot for each nucleic acid molecule detected, but has not been reported to detect dynamic nucleic acid conformational change in response to small -molecule binding. Here we demonstrate a modular, label-free, nucleic acid-docked nanopore capable of revealing time-resolved, small molecule-induced, single nucleic acid molecule conformational transitions with millisecond resolution. By using the dopamine-, serotonin-, and theophylline-binding aptamers as testbeds, we found that these nucleic acids scaffolds can be noncovalently docked inside the MspA protein pore by a cluster of site-specific charged residues. This docking mechanism enables the ion current through the pore to characteristically vary as the aptamer undergoes conformational changes, resulting in a sequence of current fluctuations that report binding and release of single ligand molecules from the aptamer. This nanopore tool can quantify specific ligands such as neurotransmitters, elucidate nucleic acid-ligand interactions, and pinpoint the nucleic acid motifs for ligand binding, showing the potential for small molecule biosensing, drug discovery assayed via RNA and DNA conformational changes, and the design of artificial riboswitch effectors in synthetic biology.
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Affiliation(s)
- Rugare G. Chingarande
- Department of Chemical and Biomedical Engineering, University of Missouri, Columbia, MO65211
- Dalton Cardiovascular Research Center, University of Missouri, Columbia, MO65211
| | - Kai Tian
- Department of Chemical and Biomedical Engineering, University of Missouri, Columbia, MO65211
- Dalton Cardiovascular Research Center, University of Missouri, Columbia, MO65211
| | - Yu Kuang
- Dalton Cardiovascular Research Center, University of Missouri, Columbia, MO65211
| | - Aby Sarangee
- Department of Chemical and Biomedical Engineering, University of Missouri, Columbia, MO65211
| | - Chengrui Hou
- Department of Chemical and Biomedical Engineering, University of Missouri, Columbia, MO65211
| | - Emily Ma
- Department of Chemical and Biomedical Engineering, University of Missouri, Columbia, MO65211
| | - Jarett Ren
- Department of Chemical and Biomedical Engineering, University of Missouri, Columbia, MO65211
| | - Sam Hawkins
- Department of Chemical and Biomedical Engineering, University of Missouri, Columbia, MO65211
| | - Joshua Kim
- Department of Chemical and Biomedical Engineering, University of Missouri, Columbia, MO65211
| | - Ray Adelstein
- Department of Chemical and Biomedical Engineering, University of Missouri, Columbia, MO65211
| | - Sally Chen
- Department of Chemical and Biomedical Engineering, University of Missouri, Columbia, MO65211
| | - Kevin D. Gillis
- Department of Chemical and Biomedical Engineering, University of Missouri, Columbia, MO65211
- Dalton Cardiovascular Research Center, University of Missouri, Columbia, MO65211
| | - Li-Qun Gu
- Department of Chemical and Biomedical Engineering, University of Missouri, Columbia, MO65211
- Dalton Cardiovascular Research Center, University of Missouri, Columbia, MO65211
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39
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Liu M, Li J, Tan CS. Unlocking the Power of Nanopores: Recent Advances in Biosensing Applications and Analog Front-End. BIOSENSORS 2023; 13:598. [PMID: 37366963 DOI: 10.3390/bios13060598] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/21/2023] [Revised: 05/24/2023] [Accepted: 05/29/2023] [Indexed: 06/28/2023]
Abstract
The biomedical field has always fostered innovation and the development of various new technologies. Beginning in the last century, demand for picoampere-level current detection in biomedicine has increased, leading to continuous breakthroughs in biosensor technology. Among emerging biomedical sensing technologies, nanopore sensing has shown great potential. This paper reviews nanopore sensing applications, such as chiral molecules, DNA sequencing, and protein sequencing. However, the ionic current for different molecules differs significantly, and the detection bandwidths vary as well. Therefore, this article focuses on current sensing circuits, and introduces the latest design schemes and circuit structures of different feedback components of transimpedance amplifiers mainly used in nanopore DNA sequencing.
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Affiliation(s)
- Miao Liu
- Medical College, Tianjin University, Tianjin 300072, China
| | - Junyang Li
- Medical College, Tianjin University, Tianjin 300072, China
| | - Cherie S Tan
- Medical College, Tianjin University, Tianjin 300072, China
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40
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Iyer V, Issadore DA, Aflatouni F. The next generation of hybrid microfluidic/integrated circuit chips: recent and upcoming advances in high-speed, high-throughput, and multifunctional lab-on-IC systems. LAB ON A CHIP 2023; 23:2553-2576. [PMID: 37114950 DOI: 10.1039/d2lc01163h] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/31/2023]
Abstract
Since the field's inception, pioneers in microfluidics have made significant progress towards realizing complete lab-on-chip systems capable of sophisticated sample analysis and processing. One avenue towards this goal has been to join forces with the related field of microelectronics, using integrated circuits (ICs) to perform on-chip actuation and sensing. While early demonstrations focused on using microfluidic-IC hybrid chips to miniaturize benchtop instruments, steady advancements in the field have enabled a new generation of devices that expand past miniaturization into high-performance applications that would not be possible without IC hybrid integration. In this review, we identify recent examples of labs-on-chip that use high-resolution, high-speed, and multifunctional electronic and photonic chips to expand the capabilities of conventional sample analysis. We focus on three particularly active areas: a) high-throughput integrated flow cytometers; b) large-scale microelectrode arrays for stimulation and multimodal sensing of cells over a wide field of view; c) high-speed biosensors for studying molecules with high temporal resolution. We also discuss recent advancements in IC technology, including on-chip data processing techniques and lens-free optics based on integrated photonics, that are poised to further advance microfluidic-IC hybrid chips.
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Affiliation(s)
- Vasant Iyer
- Department of Electrical and Systems Engineering, School of Engineering and Applied Science, University of Pennsylvania, Philadelphia, Pennsylvania, USA.
| | - David A Issadore
- Department of Electrical and Systems Engineering, School of Engineering and Applied Science, University of Pennsylvania, Philadelphia, Pennsylvania, USA.
- Department of Bioengineering, School of Engineering and Applied Science, University of Pennsylvania, Philadelphia, Pennsylvania, USA
| | - Firooz Aflatouni
- Department of Electrical and Systems Engineering, School of Engineering and Applied Science, University of Pennsylvania, Philadelphia, Pennsylvania, USA.
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41
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Suh S, Xing Y, Rottensteiner A, Zhu R, Oh YJ, Howorka S, Hinterdorfer P. Molecular Recognition in Confined Space Elucidated with DNA Nanopores and Single-Molecule Force Microscopy. NANO LETTERS 2023; 23:4439-4447. [PMID: 37166380 PMCID: PMC10214486 DOI: 10.1021/acs.nanolett.3c00743] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/27/2023] [Revised: 04/24/2023] [Indexed: 05/12/2023]
Abstract
The binding of ligands to receptors within a nanoscale small space is relevant in biology, biosensing, and affinity filtration. Binding in confinement can be studied with biological systems but under the limitation that essential parameters cannot be easily controlled including receptor type and position within the confinement and its dimensions. Here we study molecular recognition with a synthetic confined nanopore with controllable pore dimension and molecular DNA receptors at different depth positions within the channel. Binding of a complementary DNA strand is studied at the single-molecule level with atomic force microscopy. Following the analysis, kinetic association rates are lower for receptors positioned deeper inside the pore lumen while dissociation is faster and requires less force. The phenomena are explained by the steric constraints on molecular interactions in confinement. Our study is the first to explore recognition in DNA nanostructures with atomic force microscopy and lays out new tools to further quantify the effect of nanoconfinement on molecular interactions.
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Affiliation(s)
- Saanfor
Hubert Suh
- Department
of Applied Experimental Biophysics, Johannes
Kepler University Linz, Institute of Biophysics, Gruberstr. 40, 4020 Linz, Austria
| | - Yongzheng Xing
- Department
of Chemistry, University College London,
Institute of Structural and Molecular Biology, 20 Gordon Street, London WC1H OAJ, United Kingdom
| | - Alexia Rottensteiner
- Department
of Chemistry, University College London,
Institute of Structural and Molecular Biology, 20 Gordon Street, London WC1H OAJ, United Kingdom
| | - Rong Zhu
- Department
of Applied Experimental Biophysics, Johannes
Kepler University Linz, Institute of Biophysics, Gruberstr. 40, 4020 Linz, Austria
| | - Yoo Jin Oh
- Department
of Applied Experimental Biophysics, Johannes
Kepler University Linz, Institute of Biophysics, Gruberstr. 40, 4020 Linz, Austria
| | - Stefan Howorka
- Department
of Chemistry, University College London,
Institute of Structural and Molecular Biology, 20 Gordon Street, London WC1H OAJ, United Kingdom
| | - Peter Hinterdorfer
- Department
of Applied Experimental Biophysics, Johannes
Kepler University Linz, Institute of Biophysics, Gruberstr. 40, 4020 Linz, Austria
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42
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Zhang X, Galenkamp NS, van der Heide NJ, Moreno J, Maglia G, Kjems J. Specific Detection of Proteins by a Nanobody-Functionalized Nanopore Sensor. ACS NANO 2023; 17:9167-9177. [PMID: 37127291 PMCID: PMC10184537 DOI: 10.1021/acsnano.2c12733] [Citation(s) in RCA: 12] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/03/2023]
Abstract
Nanopores are label-free single-molecule analytical tools that show great potential for stochastic sensing of proteins. Here, we described a ClyA nanopore functionalized with different nanobodies through a 5-6 nm DNA linker at its periphery. Ty1, 2Rs15d, 2Rb17c, and nb22 nanobodies were employed to specifically recognize the large protein SARS-CoV-2 Spike, a medium-sized HER2 receptor, and the small protein murine urokinase-type plasminogen activator (muPA), respectively. The pores modified with Ty1, 2Rs15d, and 2Rb17c were capable of stochastic sensing of Spike protein and HER2 receptor, respectively, following a model where unbound nanobodies, facilitated by a DNA linker, move inside the nanopore and provoke reversible blockade events, whereas engagement with the large- and medium-sized proteins outside of the pore leads to a reduced dynamic movement of the nanobodies and an increased current through the open pore. Exploiting the multivalent interaction between trimeric Spike protein and multimerized Ty1 nanobodies enabled the detection of picomolar concentrations of Spike protein. In comparison, detection of the smaller muPA proteins follows a different model where muPA, complexing with the nb22, moves into the pore, generating larger blockage signals. Importantly, the components in blood did not affect the sensing performance of the nanobody-functionalized nanopore, which endows the pore with great potential for clinical detection of protein biomarkers.
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Affiliation(s)
- Xialin Zhang
- Interdisciplinary Nanoscience Center, Aarhus University, Aarhus C 8000, Denmark
| | | | | | - Julián Moreno
- Interdisciplinary Nanoscience Center, Aarhus University, Aarhus C 8000, Denmark
| | | | - Jørgen Kjems
- Interdisciplinary Nanoscience Center, Aarhus University, Aarhus C 8000, Denmark
- Department of Molecular Biology and Genetics, Aarhus University, Aarhus C 8000, Denmark
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43
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Chen X, Zhou S, Wang Y, Zheng L, Guan S, Wang D, Wang L, Guan X. Nanopore Single-molecule Analysis of Biomarkers: Providing Possible Clues to Disease Diagnosis. Trends Analyt Chem 2023; 162:117060. [PMID: 38106545 PMCID: PMC10722900 DOI: 10.1016/j.trac.2023.117060] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/19/2023]
Abstract
Biomarker detection has attracted increasing interest in recent years due to the minimally or non-invasive sampling process. Single entity analysis of biomarkers is expected to provide real-time and accurate biological information for early disease diagnosis and prognosis, which is critical to the effective disease treatment and is also important in personalized medicine. As an innovative single entity analysis method, nanopore sensing is a pioneering single-molecule detection technique that is widely used in analytical bioanalytical fields. In this review, we overview the recent progress of nanopore biomarker detection as new approaches to disease diagnosis. In highlighted studies, nanopore was focusing on detecting biomarkers of different categories of communicable and noncommunicable diseases, such as pandemic Covid-19, AIDS, cancers, neurologic diseases, etc. Various sensitive and selective nanopore detecting strategies for different types of biomarkers are summarized. In addition, the challenges, opportunities, and direction for future development of nanopore-based biomarker sensors are also discussed.
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Affiliation(s)
- Xiaohan Chen
- 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
| | - Shuo Zhou
- 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
| | - Yunjiao 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
| | - Ling Zheng
- 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
- School of Pharmacy and Bioengineering, Chongqing University of Technology, Chongqing 400054, China
| | - Sarah Guan
- Hinsdale Central High School, Hinsdale, IL 60521, USA
| | - 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
| | - Liang 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
- Chongqing Key Laboratory of Intelligent Medicine Engineering for Hepatopancreatobiliary Diseases, University of Chinese Academy of Sciences, Chongqing 401147, China
| | - Xiyun Guan
- Department of Chemistry, Illinois Institute of Technology, Chicago, IL, 60616, USA
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44
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Tosaka T, Kamiya K. Function Investigations and Applications of Membrane Proteins on Artificial Lipid Membranes. Int J Mol Sci 2023; 24:ijms24087231. [PMID: 37108393 PMCID: PMC10138308 DOI: 10.3390/ijms24087231] [Citation(s) in RCA: 7] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/10/2023] [Revised: 04/05/2023] [Accepted: 04/11/2023] [Indexed: 04/29/2023] Open
Abstract
Membrane proteins play an important role in key cellular functions, such as signal transduction, apoptosis, and metabolism. Therefore, structural and functional studies of these proteins are essential in fields such as fundamental biology, medical science, pharmacology, biotechnology, and bioengineering. However, observing the precise elemental reactions and structures of membrane proteins is difficult, despite their functioning through interactions with various biomolecules in living cells. To investigate these properties, methodologies have been developed to study the functions of membrane proteins that have been purified from biological cells. In this paper, we introduce various methods for creating liposomes or lipid vesicles, from conventional to recent approaches, as well as techniques for reconstituting membrane proteins into artificial membranes. We also cover the different types of artificial membranes that can be used to observe the functions of reconstituted membrane proteins, including their structure, number of transmembrane domains, and functional type. Finally, we discuss the reconstitution of membrane proteins using a cell-free synthesis system and the reconstitution and function of multiple membrane proteins.
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Affiliation(s)
- Toshiyuki Tosaka
- Division of Molecular Science, Graduate School of Science and Technology, Gunma University, Gunma 376-8515, Japan
| | - Koki Kamiya
- Division of Molecular Science, Graduate School of Science and Technology, Gunma University, Gunma 376-8515, Japan
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45
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Chen S, Sun Z, Li W, Yu P, Shi Q, Kong F, Zhang Q, Wang P, Wang Y, Shi F, Du J. Digital Magnetic Detection of Biomolecular Interactions with Single Nanoparticles. NANO LETTERS 2023; 23:2636-2643. [PMID: 36971403 PMCID: PMC10103294 DOI: 10.1021/acs.nanolett.2c04961] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 12/20/2022] [Revised: 03/24/2023] [Indexed: 06/18/2023]
Abstract
Biomolecular interactions compose a fundamental element of all life forms and are the biological basis of many biomedical assays. However, current methods for detecting biomolecular interactions have limitations in sensitivity and specificity. Here, using nitrogen-vacancy centers in diamond as quantum sensors, we demonstrate digital magnetic detection of biomolecular interactions with single magnetic nanoparticles (MNPs). We first developed a single-particle magnetic imaging (SiPMI) method on 100 nm-sized MNPs with negligible magnetic background, high signal stability, and accurate quantification. The single-particle method was performed on biotin-streptavidin interactions and DNA-DNA interactions in which a single-base mismatch was specifically differentiated. Subsequently, SARS-CoV-2-related antibodies and nucleic acids were examined by a digital immunomagnetic assay derived from SiPMI. In addition, a magnetic separation process improved the detection sensitivity and dynamic range by more than 3 orders of magnitude and also the specificity. This digital magnetic platform is applicable to extensive biomolecular interaction studies and ultrasensitive biomedical assays.
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Affiliation(s)
- Sanyou Chen
- CAS
Key Laboratory of Microscale Magnetic Resonance and School of Physical
Sciences, University of Science and Technology
of China, Hefei 230026, China
- CAS
Center for Excellence in Quantum Information and Quantum Physics, University of Science and Technology of China, Hefei 230026, China
- School
of Biomedical Engineering and Suzhou Institute for Advanced Research, University of Science and Technology of China, Suzhou 215123, China
| | - Ziting Sun
- CAS
Key Laboratory of Microscale Magnetic Resonance and School of Physical
Sciences, University of Science and Technology
of China, Hefei 230026, China
- CAS
Center for Excellence in Quantum Information and Quantum Physics, University of Science and Technology of China, Hefei 230026, China
| | - Wanhe Li
- CAS
Key Laboratory of Microscale Magnetic Resonance and School of Physical
Sciences, University of Science and Technology
of China, Hefei 230026, China
- CAS
Center for Excellence in Quantum Information and Quantum Physics, University of Science and Technology of China, Hefei 230026, China
| | - Pei Yu
- CAS
Key Laboratory of Microscale Magnetic Resonance and School of Physical
Sciences, University of Science and Technology
of China, Hefei 230026, China
- CAS
Center for Excellence in Quantum Information and Quantum Physics, University of Science and Technology of China, Hefei 230026, China
| | - Qian Shi
- CAS
Key Laboratory of Microscale Magnetic Resonance and School of Physical
Sciences, University of Science and Technology
of China, Hefei 230026, China
- CAS
Center for Excellence in Quantum Information and Quantum Physics, University of Science and Technology of China, Hefei 230026, China
| | - Fei Kong
- CAS
Key Laboratory of Microscale Magnetic Resonance and School of Physical
Sciences, University of Science and Technology
of China, Hefei 230026, China
- CAS
Center for Excellence in Quantum Information and Quantum Physics, University of Science and Technology of China, Hefei 230026, China
| | - Qi Zhang
- CAS
Key Laboratory of Microscale Magnetic Resonance and School of Physical
Sciences, University of Science and Technology
of China, Hefei 230026, China
- CAS
Center for Excellence in Quantum Information and Quantum Physics, University of Science and Technology of China, Hefei 230026, China
- School
of Biomedical Engineering and Suzhou Institute for Advanced Research, University of Science and Technology of China, Suzhou 215123, China
| | - Pengfei Wang
- CAS
Key Laboratory of Microscale Magnetic Resonance and School of Physical
Sciences, University of Science and Technology
of China, Hefei 230026, China
- CAS
Center for Excellence in Quantum Information and Quantum Physics, University of Science and Technology of China, Hefei 230026, China
- Hefei
National Laboratory, University of Science
and Technology of China, Hefei 230088, China
| | - Ya Wang
- CAS
Key Laboratory of Microscale Magnetic Resonance and School of Physical
Sciences, University of Science and Technology
of China, Hefei 230026, China
- CAS
Center for Excellence in Quantum Information and Quantum Physics, University of Science and Technology of China, Hefei 230026, China
- Hefei
National Laboratory, University of Science
and Technology of China, Hefei 230088, China
| | - Fazhan Shi
- CAS
Key Laboratory of Microscale Magnetic Resonance and School of Physical
Sciences, University of Science and Technology
of China, Hefei 230026, China
- CAS
Center for Excellence in Quantum Information and Quantum Physics, University of Science and Technology of China, Hefei 230026, China
- School
of Biomedical Engineering and Suzhou Institute for Advanced Research, University of Science and Technology of China, Suzhou 215123, China
- Hefei
National Laboratory, University of Science
and Technology of China, Hefei 230088, China
| | - Jiangfeng Du
- CAS
Key Laboratory of Microscale Magnetic Resonance and School of Physical
Sciences, University of Science and Technology
of China, Hefei 230026, China
- CAS
Center for Excellence in Quantum Information and Quantum Physics, University of Science and Technology of China, Hefei 230026, China
- Hefei
National Laboratory, University of Science
and Technology of China, Hefei 230088, China
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46
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Xing Y, Dorey A, Howorka S. Multi-Stimuli-Responsive and Mechano-Actuated Biomimetic Membrane Nanopores Self-Assembled from DNA. ADVANCED MATERIALS (DEERFIELD BEACH, FLA.) 2023:e2300589. [PMID: 37029712 DOI: 10.1002/adma.202300589] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/18/2023] [Revised: 03/31/2023] [Indexed: 06/04/2023]
Abstract
In bioinspired design, biological templates are mimicked in structure and function by highly controllable synthetic means. Of interest are static barrel-like nanopores that enable molecular transport across membranes for use in biosensing, sequencing, and biotechnology. However, biological ion channels offer additional functions such as dynamic changes of the entire pore shape between open and closed states, and triggering of dynamic processes with biochemical and physical stimuli. To better capture this complexity, this report presents multi-stimuli and mechano-responsive biomimetic nanopores which are created with DNA nanotechnology. The nanopores switch between open and closed states, whereby specific binding of DNA and protein molecules as stimuli locks the pores in the open state. Furthermore, the physical stimulus of high transmembrane voltage switches the pores into a closed state. In addition, the pore diameters are larger and more tunable than those of natural templates. These multi-stimuli-responsive and mechanically actuated nanopores mimic several aspects of complex biological channels yet offer easier control over pore size, shape and stimulus response. The designer pores are expected to be applied in biosensing and synthetic biology.
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Affiliation(s)
- Yongzheng Xing
- Department of Chemistry & Institute of Structural and Molecular Biology, University College London, 20 Gordon Street, London, WC1H 0AJ, UK
| | - Adam Dorey
- Department of Chemistry & Institute of Structural and Molecular Biology, University College London, 20 Gordon Street, London, WC1H 0AJ, UK
| | - Stefan Howorka
- Department of Chemistry & Institute of Structural and Molecular Biology, University College London, 20 Gordon Street, London, WC1H 0AJ, UK
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Jeong KB, Ryu M, Kim JS, Kim M, Yoo J, Chung M, Oh S, Jo G, Lee SG, Kim HM, Lee MK, Chi SW. Single-molecule fingerprinting of protein-drug interaction using a funneled biological nanopore. Nat Commun 2023; 14:1461. [PMID: 37015934 PMCID: PMC10073129 DOI: 10.1038/s41467-023-37098-4] [Citation(s) in RCA: 32] [Impact Index Per Article: 16.0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/09/2022] [Accepted: 03/01/2023] [Indexed: 04/06/2023] Open
Abstract
In drug discovery, efficient screening of protein-drug interactions (PDIs) is hampered by the limitations of current biophysical approaches. Here, we develop a biological nanopore sensor for single-molecule detection of proteins and PDIs using the pore-forming toxin YaxAB. Using this YaxAB nanopore, we demonstrate label-free, single-molecule detection of interactions between the anticancer Bcl-xL protein and small-molecule drugs as well as the Bak-BH3 peptide. The long funnel-shaped structure and nanofluidic characteristics of the YaxAB nanopore enable the electro-osmotic trapping of diverse folded proteins and high-resolution monitoring of PDIs. Distinctive nanopore event distributions observed in the two-dimensional (ΔI/Io-versus-IN) plot illustrate the ability of the YaxAB nanopore to discriminate individual small-molecule drugs bound to Bcl-xL from non-binders. Taken together, our results present the YaxAB nanopore as a robust platform for label-free, ultrasensitive, single-molecule detection of PDIs, opening up a possibility for low-cost, highly efficient drug discovery against diverse drug targets.
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Affiliation(s)
- Ki-Baek Jeong
- Disease Target Structure Research Center, Division of Biomedical Research, Korea Research Institute of Bioscience and Biotechnology (KRIBB), Daejeon, 34141, Republic of Korea
- Critical Diseases Diagnostics Convergence Research Center, KRIBB, Daejeon, 34141, Republic of Korea
| | - Minju Ryu
- Disease Target Structure Research Center, Division of Biomedical Research, Korea Research Institute of Bioscience and Biotechnology (KRIBB), Daejeon, 34141, Republic of Korea
- Department of Proteome Structural Biology, KRIBB School of Bioscience, University of Science and Technology, Daejeon, 34113, Republic of Korea
| | - Jin-Sik Kim
- Disease Target Structure Research Center, Division of Biomedical Research, Korea Research Institute of Bioscience and Biotechnology (KRIBB), Daejeon, 34141, Republic of Korea
- Critical Diseases Diagnostics Convergence Research Center, KRIBB, Daejeon, 34141, Republic of Korea
| | - Minsoo Kim
- Department of Physics, Sungkyunkwan University, Suwon, Gyeonggi, 16419, Republic of Korea
| | - Jejoong Yoo
- Department of Physics, Sungkyunkwan University, Suwon, Gyeonggi, 16419, Republic of Korea
| | - Minji Chung
- Disease Target Structure Research Center, Division of Biomedical Research, Korea Research Institute of Bioscience and Biotechnology (KRIBB), Daejeon, 34141, Republic of Korea
| | - Sohee Oh
- Disease Target Structure Research Center, Division of Biomedical Research, Korea Research Institute of Bioscience and Biotechnology (KRIBB), Daejeon, 34141, Republic of Korea
| | - Gyunghee Jo
- Center for Biomolecular and Cellular Structure, Institute for Basic Science (IBS), Daejeon, 34126, Republic of Korea
| | - Seong-Gyu Lee
- Center for Biomolecular and Cellular Structure, Institute for Basic Science (IBS), Daejeon, 34126, Republic of Korea
| | - Ho Min Kim
- Center for Biomolecular and Cellular Structure, Institute for Basic Science (IBS), Daejeon, 34126, Republic of Korea
- Graduate School of Medical Science and Engineering, Korea Advanced Institute of Science and Technology (KAIST), Daejeon, 34141, Republic of Korea
| | - Mi-Kyung Lee
- Disease Target Structure Research Center, Division of Biomedical Research, Korea Research Institute of Bioscience and Biotechnology (KRIBB), Daejeon, 34141, Republic of Korea.
- Critical Diseases Diagnostics Convergence Research Center, KRIBB, Daejeon, 34141, Republic of Korea.
- Department of Proteome Structural Biology, KRIBB School of Bioscience, University of Science and Technology, Daejeon, 34113, Republic of Korea.
| | - Seung-Wook Chi
- Disease Target Structure Research Center, Division of Biomedical Research, Korea Research Institute of Bioscience and Biotechnology (KRIBB), Daejeon, 34141, Republic of Korea.
- Department of Proteome Structural Biology, KRIBB School of Bioscience, University of Science and Technology, Daejeon, 34113, Republic of Korea.
- School of Pharmacy, Sungkyunkwan University, Suwon, Gyeonggi, 16419, Republic of Korea.
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Li J, Huang B, Wang Y, Li A, Wang Y, Pan Y, Chai J, Liu Z, Zhai Y. Light-Driven Conversion of Silicon Nitride Nanopore to Nanonet for Single-Protein Trapping Analysis. ADVANCED MATERIALS (DEERFIELD BEACH, FLA.) 2023; 35:e2210342. [PMID: 36823450 DOI: 10.1002/adma.202210342] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/08/2022] [Revised: 02/12/2023] [Indexed: 06/18/2023]
Abstract
The single-molecule technique for investigation of an unlabeled protein in solution is very attractive but with great challenges. Nanopore sensing as a label-free tool can be used for collecting the structural information of individual proteins, but currently offers only limited capabilities due to the fast translocation of the target. Here, a reliable and facile method is developed to convert the silicon nitride nanopore to a stable nanonet platform for single-entity sensing by electrophoretic or electroosmotic trapping. A nanonet is fabricated based on a material reorganization process caused by electron-beam and light-irradiation treatment. Using protein molecules as a model, it is revealed that the solid-state nanonet can produce collision and trapping flipping signals of the protein, which provides more structural information than traditional nanopore sensing. More importantly, thanks to the excellent stability of the solid-state silicon nitride nanonet, it is demonstrated that the ultraviolet-light-irradiation-induced structural-change process of an individual protein can be captured. The developed nanonet supplies a robust platform for single-entity studies but is not limited to proteins.
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Affiliation(s)
- Jing Li
- The Institute for Advanced Studies (IAS), Wuhan University, Wuhan, 430072, P. R. China
| | - Bintong Huang
- The Institute for Advanced Studies (IAS), Wuhan University, Wuhan, 430072, P. R. China
| | - Yuanhao Wang
- The Institute for Advanced Studies (IAS), Wuhan University, Wuhan, 430072, P. R. China
| | - Aijia Li
- The Institute for Advanced Studies (IAS), Wuhan University, Wuhan, 430072, P. R. China
| | - Yong Wang
- The Provincial International Science and Technology Cooperation Base on Engineering Biology, International Campus of Zhejiang University, Haining, 314400, P. R. China
- College of Life Sciences, Shanghai Institute for Advanced Study, Institute of Quantitative Biology, Zhejiang University, Hangzhou, 310058, P. R. China
| | - Yangyang Pan
- Department of Engineering Mechanics, School of Civil Engineering, Wuhan University, Wuhan, Hubei, 430072, P. R. China
| | - Jia Chai
- The Institute for Advanced Studies (IAS), Wuhan University, Wuhan, 430072, P. R. China
| | - Ze Liu
- Department of Engineering Mechanics, School of Civil Engineering, Wuhan University, Wuhan, Hubei, 430072, P. R. China
| | - Yueming Zhai
- The Institute for Advanced Studies (IAS), Wuhan University, Wuhan, 430072, P. R. China
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Natalia A, Zhang L, Sundah NR, Zhang Y, Shao H. Analytical device miniaturization for the detection of circulating biomarkers. NATURE REVIEWS BIOENGINEERING 2023; 1:1-18. [PMID: 37359772 PMCID: PMC10064972 DOI: 10.1038/s44222-023-00050-8] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Accepted: 02/27/2023] [Indexed: 06/28/2023]
Abstract
Diverse (sub)cellular materials are secreted by cells into the systemic circulation at different stages of disease progression. These circulating biomarkers include whole cells, such as circulating tumour cells, subcellular extracellular vesicles and cell-free factors such as DNA, RNA and proteins. The biophysical and biomolecular state of circulating biomarkers carry a rich repertoire of molecular information that can be captured in the form of liquid biopsies for disease detection and monitoring. In this Review, we discuss miniaturized platforms that allow the minimally invasive and rapid detection and analysis of circulating biomarkers, accounting for their differences in size, concentration and molecular composition. We examine differently scaled materials and devices that can enrich, measure and analyse specific circulating biomarkers, outlining their distinct detection challenges. Finally, we highlight emerging opportunities in biomarker and device integration and provide key future milestones for their clinical translation.
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Affiliation(s)
- Auginia Natalia
- Institute for Health Innovation & Technology, National University of Singapore, Singapore, Singapore
- Department of Biomedical Engineering, College of Design and Engineering, National University of Singapore, Singapore, Singapore
| | - Li Zhang
- Institute for Health Innovation & Technology, National University of Singapore, Singapore, Singapore
- Department of Biomedical Engineering, College of Design and Engineering, National University of Singapore, Singapore, Singapore
| | - Noah R. Sundah
- Institute for Health Innovation & Technology, National University of Singapore, Singapore, Singapore
| | - Yan Zhang
- Institute for Health Innovation & Technology, National University of Singapore, Singapore, Singapore
| | - Huilin Shao
- Institute for Health Innovation & Technology, National University of Singapore, Singapore, Singapore
- Department of Biomedical Engineering, College of Design and Engineering, National University of Singapore, Singapore, Singapore
- Institute of Molecular and Cell Biology, Agency for Science, Technology and Research, Singapore, Singapore
- Department of Surgery, Yong Loo Lin School of Medicine, National University of Singapore, Singapore, Singapore
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50
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Wang X, Thomas TM, Ren R, Zhou Y, Zhang P, Li J, Cai S, Liu K, Ivanov AP, Herrmann A, Edel JB. Nanopore Detection Using Supercharged Polypeptide Molecular Carriers. J Am Chem Soc 2023; 145:6371-6382. [PMID: 36897933 PMCID: PMC10037339 DOI: 10.1021/jacs.2c13465] [Citation(s) in RCA: 27] [Impact Index Per Article: 13.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 03/11/2023]
Abstract
The analysis at the single-molecule level of proteins and their interactions can provide critical information for understanding biological processes and diseases, particularly for proteins present in biological samples with low copy numbers. Nanopore sensing is an analytical technique that allows label-free detection of single proteins in solution and is ideally suited to applications, such as studying protein-protein interactions, biomarker screening, drug discovery, and even protein sequencing. However, given the current spatiotemporal limitations in protein nanopore sensing, challenges remain in controlling protein translocation through a nanopore and relating protein structures and functions with nanopore readouts. Here, we demonstrate that supercharged unstructured polypeptides (SUPs) can be genetically fused with proteins of interest and used as molecular carriers to facilitate nanopore detection of proteins. We show that cationic SUPs can substantially slow down the translocation of target proteins due to their electrostatic interactions with the nanopore surface. This approach enables the differentiation of individual proteins with different sizes and shapes via characteristic subpeaks in the nanopore current, thus facilitating a viable route to use polypeptide molecular carriers to control molecular transport and as a potential system to study protein-protein interactions at the single-molecule level.
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Affiliation(s)
- Xiaoyi Wang
- Department of Chemistry, Imperial College London, Molecular Science Research Hub, London W12 0BZ, U.K
| | - Tina-Marie Thomas
- DWI - Leibniz Institute for Interactive Materials, Forckenbeckstr. 50, 52056 Aachen, Germany
- Institute of Technical and Macromolecular Chemistry, RWTH Aachen University, Worringerweg 1, 52074 Aachen, Germany
| | - Ren Ren
- Department of Chemistry, Imperial College London, Molecular Science Research Hub, London W12 0BZ, U.K
- Department of Metabolism, Digestion and Reproduction, Imperial College London, London W12 0NN, U.K
| | - Yu Zhou
- DWI - Leibniz Institute for Interactive Materials, Forckenbeckstr. 50, 52056 Aachen, Germany
- Institute of Technical and Macromolecular Chemistry, RWTH Aachen University, Worringerweg 1, 52074 Aachen, Germany
| | - Peng Zhang
- State Key Laboratory of Rare Earth Resource Utilization, Changchun Institute of Applied Chemistry, Chinese Academy of Sciences, Changchun 130022, China
| | - Jingjing Li
- State Key Laboratory of Rare Earth Resource Utilization, Changchun Institute of Applied Chemistry, Chinese Academy of Sciences, Changchun 130022, China
| | - Shenglin Cai
- Department of Chemistry, Imperial College London, Molecular Science Research Hub, London W12 0BZ, U.K
| | - Kai Liu
- Engineering Research Center of Advanced Rare Earth Materials, (Ministry of Education), Department of Chemistry, Tsinghua University, Beijing 100084, China
| | - Aleksandar P Ivanov
- Department of Chemistry, Imperial College London, Molecular Science Research Hub, London W12 0BZ, U.K
| | - Andreas Herrmann
- DWI - Leibniz Institute for Interactive Materials, Forckenbeckstr. 50, 52056 Aachen, Germany
- Institute of Technical and Macromolecular Chemistry, RWTH Aachen University, Worringerweg 1, 52074 Aachen, Germany
| | - Joshua B Edel
- Department of Chemistry, Imperial College London, Molecular Science Research Hub, London W12 0BZ, U.K
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