1
|
Krainer G, Jacquat RPB, Schneider MM, Welsh TJ, Fan J, Peter QAE, Andrzejewska EA, Šneiderienė G, Czekalska MA, Ausserwoeger H, Chai L, Arter WE, Saar KL, Herling TW, Franzmann TM, Kosmoliaptsis V, Alberti S, Hartl FU, Lee SF, Knowles TPJ. Single-molecule digital sizing of proteins in solution. Nat Commun 2024; 15:7740. [PMID: 39231922 PMCID: PMC11375031 DOI: 10.1038/s41467-024-50825-9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/14/2023] [Accepted: 07/23/2024] [Indexed: 09/06/2024] Open
Abstract
The physical characterization of proteins in terms of their sizes, interactions, and assembly states is key to understanding their biological function and dysfunction. However, this has remained a difficult task because proteins are often highly polydisperse and present as multicomponent mixtures. Here, we address this challenge by introducing single-molecule microfluidic diffusional sizing (smMDS). This approach measures the hydrodynamic radius of single proteins and protein assemblies in microchannels using single-molecule fluorescence detection. smMDS allows for ultrasensitive sizing of proteins down to femtomolar concentrations and enables affinity profiling of protein interactions at the single-molecule level. We show that smMDS is effective in resolving the assembly states of protein oligomers and in characterizing the size of protein species within complex mixtures, including fibrillar protein aggregates and nanoscale condensate clusters. Overall, smMDS is a highly sensitive method for the analysis of proteins in solution, with wide-ranging applications in drug discovery, diagnostics, and nanobiotechnology.
Collapse
Affiliation(s)
- Georg Krainer
- Institute of Molecular Biosciences (IMB), University of Graz, Humboldtstraße 50, 8010, Graz, Austria.
- Centre for Misfolding Diseases, Yusuf Hamied Department of Chemistry, University of Cambridge, Lensfield Road, Cambridge, CB2 1EW, UK.
| | - Raphael P B Jacquat
- Centre for Misfolding Diseases, Yusuf Hamied Department of Chemistry, University of Cambridge, Lensfield Road, Cambridge, CB2 1EW, UK
| | - Matthias M Schneider
- Centre for Misfolding Diseases, Yusuf Hamied Department of Chemistry, University of Cambridge, Lensfield Road, Cambridge, CB2 1EW, UK
- Department of Cellular Biochemistry, Max-Planck Institute of Biochemistry, Am Klopferspitz 18, 82152, Martinsried, Germany
| | - Timothy J Welsh
- Centre for Misfolding Diseases, Yusuf Hamied Department of Chemistry, University of Cambridge, Lensfield Road, Cambridge, CB2 1EW, UK
| | - Jieyuan Fan
- Centre for Misfolding Diseases, Yusuf Hamied Department of Chemistry, University of Cambridge, Lensfield Road, Cambridge, CB2 1EW, UK
- Yusuf Hamied Department of Chemistry, University of Cambridge, Lensfield Road, Cambridge, CB2 1EW, UK
| | - Quentin A E Peter
- Centre for Misfolding Diseases, Yusuf Hamied Department of Chemistry, University of Cambridge, Lensfield Road, Cambridge, CB2 1EW, UK
| | - Ewa A Andrzejewska
- Centre for Misfolding Diseases, Yusuf Hamied Department of Chemistry, University of Cambridge, Lensfield Road, Cambridge, CB2 1EW, UK
| | - Greta Šneiderienė
- Centre for Misfolding Diseases, Yusuf Hamied Department of Chemistry, University of Cambridge, Lensfield Road, Cambridge, CB2 1EW, UK
| | - Magdalena A Czekalska
- Centre for Misfolding Diseases, Yusuf Hamied Department of Chemistry, University of Cambridge, Lensfield Road, Cambridge, CB2 1EW, UK
| | - Hannes Ausserwoeger
- Centre for Misfolding Diseases, Yusuf Hamied Department of Chemistry, University of Cambridge, Lensfield Road, Cambridge, CB2 1EW, UK
| | - Lin Chai
- Centre for Misfolding Diseases, Yusuf Hamied Department of Chemistry, University of Cambridge, Lensfield Road, Cambridge, CB2 1EW, UK
| | - William E Arter
- Centre for Misfolding Diseases, Yusuf Hamied Department of Chemistry, University of Cambridge, Lensfield Road, Cambridge, CB2 1EW, UK
| | - Kadi L Saar
- Centre for Misfolding Diseases, Yusuf Hamied Department of Chemistry, University of Cambridge, Lensfield Road, Cambridge, CB2 1EW, UK
| | - Therese W Herling
- Centre for Misfolding Diseases, Yusuf Hamied Department of Chemistry, University of Cambridge, Lensfield Road, Cambridge, CB2 1EW, UK
| | - Titus M Franzmann
- Center for Molecular and Cellular Bioengineering, Biotechnology Center, Technische Universität Dresden, Tatzberg 47/49, 01307, Dresden, Germany
| | - Vasilis Kosmoliaptsis
- Department of Surgery, University of Cambridge, Addenbrooke's Hospital, Hills Road, Cambridge, CB2 0QQ, UK
- NIHR Blood and Transplant Research Unit in Organ Donation and Transplantation, University of Cambridge, Hills Road, Cambridge, CB2 0QQ, UK
- NIHR Cambridge Biomedical Research Centre, University of Cambridge, Hills Road, Cambridge, CB2 0QQ, UK
| | - Simon Alberti
- Center for Molecular and Cellular Bioengineering, Biotechnology Center, Technische Universität Dresden, Tatzberg 47/49, 01307, Dresden, Germany
| | - F Ulrich Hartl
- Department of Cellular Biochemistry, Max-Planck Institute of Biochemistry, Am Klopferspitz 18, 82152, Martinsried, Germany
- Munich Cluster for Systems Neurology (SyNergy), Feodor-Lynen-Str. 17, 81377, Munich, Germany
| | - Steven F Lee
- Yusuf Hamied Department of Chemistry, University of Cambridge, Lensfield Road, Cambridge, CB2 1EW, UK
| | - Tuomas P J Knowles
- Centre for Misfolding Diseases, Yusuf Hamied Department of Chemistry, University of Cambridge, Lensfield Road, Cambridge, CB2 1EW, UK.
- Cavendish Laboratory, Department of Physics, University of Cambridge, JJ Thomson Ave, Cambridge, CB3 0HE, UK.
| |
Collapse
|
2
|
Chappard A, Leighton C, Saleeb RS, Jeacock K, Ball SR, Morris K, Kantelberg O, Lee J, Zacco E, Pastore A, Sunde M, Clarke DJ, Downey P, Kunath T, Horrocks MH. Single-Molecule Two-Color Coincidence Detection of Unlabeled alpha-Synuclein Aggregates. Angew Chem Int Ed Engl 2023; 62:e202216771. [PMID: 36762870 PMCID: PMC10946743 DOI: 10.1002/anie.202216771] [Citation(s) in RCA: 5] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/14/2022] [Revised: 02/09/2023] [Accepted: 02/10/2023] [Indexed: 02/11/2023]
Abstract
Protein misfolding and aggregation into oligomeric and fibrillar structures is a common feature of many neurogenerative disorders. Single-molecule techniques have enabled characterization of these lowly abundant, highly heterogeneous protein aggregates, previously inaccessible using ensemble averaging techniques. However, they usually rely on the use of recombinantly-expressed labeled protein, or on the addition of amyloid stains that are not protein-specific. To circumvent these challenges, we have made use of a high affinity antibody labeled with orthogonal fluorophores combined with fast-flow microfluidics and single-molecule confocal microscopy to specifically detect α-synuclein, the protein associated with Parkinson's disease. We used this approach to determine the number and size of α-synuclein aggregates down to picomolar concentrations in biologically relevant samples.
Collapse
Affiliation(s)
- Alexandre Chappard
- EaStCHEM School of ChemistryThe University of EdinburghEdinburghEH9 3FJUK
| | - Craig Leighton
- EaStCHEM School of ChemistryThe University of EdinburghEdinburghEH9 3FJUK
- Centre for Regenerative MedicineInstitute for Stem Cell ResearchSchool of Biological SciencesThe University of EdinburghEdinburghEH16 4UUUK
| | - Rebecca S. Saleeb
- EaStCHEM School of ChemistryThe University of EdinburghEdinburghEH9 3FJUK
| | - Kiani Jeacock
- EaStCHEM School of ChemistryThe University of EdinburghEdinburghEH9 3FJUK
| | - Sarah R. Ball
- School of Medical SciencesFaculty of Medicine and Health, and Sydney NanoThe University of SydneySydneyNSW 2006Australia
| | - Katie Morris
- EaStCHEM School of ChemistryThe University of EdinburghEdinburghEH9 3FJUK
| | - Owen Kantelberg
- EaStCHEM School of ChemistryThe University of EdinburghEdinburghEH9 3FJUK
| | - Ji‐Eun Lee
- EaStCHEM School of ChemistryThe University of EdinburghEdinburghEH9 3FJUK
| | - Elsa Zacco
- Centre for Human Technologies (CHT)Istituto Italiano di Tecnologia (IIT)Via Enrico Melen, 8316152GenovaItaly
| | - Annalisa Pastore
- European Synchrotron Radiation Facility71 Ave des Martyrs38000GrenobleFrance
| | - Margaret Sunde
- School of Medical SciencesFaculty of Medicine and Health, and Sydney NanoThe University of SydneySydneyNSW 2006Australia
| | - David J. Clarke
- EaStCHEM School of ChemistryThe University of EdinburghEdinburghEH9 3FJUK
| | | | - Tilo Kunath
- Centre for Regenerative MedicineInstitute for Stem Cell ResearchSchool of Biological SciencesThe University of EdinburghEdinburghEH16 4UUUK
| | - Mathew H. Horrocks
- EaStCHEM School of ChemistryThe University of EdinburghEdinburghEH9 3FJUK
| |
Collapse
|
3
|
Chappard A, Leighton C, Saleeb RS, Jeacock K, Ball SR, Morris K, Kantelberg O, Lee J, Zacco E, Pastore A, Sunde M, Clarke DJ, Downey P, Kunath T, Horrocks MH. Single-Molecule Two-Color Coincidence Detection of Unlabeled alpha-Synuclein Aggregates. ANGEWANDTE CHEMIE (WEINHEIM AN DER BERGSTRASSE, GERMANY) 2023; 135:e202216771. [PMID: 38516037 PMCID: PMC10952349 DOI: 10.1002/ange.202216771] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/14/2022] [Indexed: 02/12/2023]
Abstract
Protein misfolding and aggregation into oligomeric and fibrillar structures is a common feature of many neurogenerative disorders. Single-molecule techniques have enabled characterization of these lowly abundant, highly heterogeneous protein aggregates, previously inaccessible using ensemble averaging techniques. However, they usually rely on the use of recombinantly-expressed labeled protein, or on the addition of amyloid stains that are not protein-specific. To circumvent these challenges, we have made use of a high affinity antibody labeled with orthogonal fluorophores combined with fast-flow microfluidics and single-molecule confocal microscopy to specifically detect α-synuclein, the protein associated with Parkinson's disease. We used this approach to determine the number and size of α-synuclein aggregates down to picomolar concentrations in biologically relevant samples.
Collapse
Affiliation(s)
- Alexandre Chappard
- EaStCHEM School of ChemistryThe University of EdinburghEdinburghEH9 3FJUK
| | - Craig Leighton
- EaStCHEM School of ChemistryThe University of EdinburghEdinburghEH9 3FJUK
- Centre for Regenerative MedicineInstitute for Stem Cell ResearchSchool of Biological SciencesThe University of EdinburghEdinburghEH16 4UUUK
| | - Rebecca S. Saleeb
- EaStCHEM School of ChemistryThe University of EdinburghEdinburghEH9 3FJUK
| | - Kiani Jeacock
- EaStCHEM School of ChemistryThe University of EdinburghEdinburghEH9 3FJUK
| | - Sarah R. Ball
- School of Medical SciencesFaculty of Medicine and Health, and Sydney NanoThe University of SydneySydneyNSW 2006Australia
| | - Katie Morris
- EaStCHEM School of ChemistryThe University of EdinburghEdinburghEH9 3FJUK
| | - Owen Kantelberg
- EaStCHEM School of ChemistryThe University of EdinburghEdinburghEH9 3FJUK
| | - Ji‐Eun Lee
- EaStCHEM School of ChemistryThe University of EdinburghEdinburghEH9 3FJUK
| | - Elsa Zacco
- Centre for Human Technologies (CHT)Istituto Italiano di Tecnologia (IIT)Via Enrico Melen, 8316152GenovaItaly
| | - Annalisa Pastore
- European Synchrotron Radiation Facility71 Ave des Martyrs38000GrenobleFrance
| | - Margaret Sunde
- School of Medical SciencesFaculty of Medicine and Health, and Sydney NanoThe University of SydneySydneyNSW 2006Australia
| | - David J. Clarke
- EaStCHEM School of ChemistryThe University of EdinburghEdinburghEH9 3FJUK
| | | | - Tilo Kunath
- Centre for Regenerative MedicineInstitute for Stem Cell ResearchSchool of Biological SciencesThe University of EdinburghEdinburghEH16 4UUUK
| | - Mathew H. Horrocks
- EaStCHEM School of ChemistryThe University of EdinburghEdinburghEH9 3FJUK
| |
Collapse
|
4
|
Heesink G, Caron C, van Leijenhorst-Groener K, Molenaar R, Gadella TWJ, Claessens MMAE, Blum C. Quantification of Dark Protein Populations in Fluorescent Proteins by Two-Color Coincidence Detection and Nanophotonic Manipulation. J Phys Chem B 2022; 126:7906-7915. [PMID: 36190918 PMCID: PMC9574928 DOI: 10.1021/acs.jpcb.2c04627] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Abstract
![]()
Genetically encoded visible fluorescent proteins (VFPs)
are a key
tool used to visualize cellular processes. However, compared to synthetic
fluorophores, VFPs are photophysically complex. This photophysical
complexity includes the presence of non-emitting, dark proteins within
the ensemble of VFPs. Quantitative fluorescence microcopy approaches
that rely on VFPs to obtain molecular insights are hampered by the
presence of these dark proteins. To account for the presence of dark
proteins, it is necessary to know the fraction of dark proteins (fdark) in the ensemble. To date, fdark has rarely been quantified, and different methods
to determine fdark have not been compared.
Here, we use and compare two different methods to determine the fdark of four commonly used VFPs: EGFP, SYFP2,
mStrawberry, and mRFP1. In the first, direct method, we make use of
VFP tandems and single-molecule two-color coincidence detection (TCCD).
The second method relies on comparing the bright state fluorescence
quantum yield obtained by photonic manipulation to the ensemble-averaged
fluorescence quantum yield of the VFP. Our results show that, although
very different in nature, both methods are suitable to obtain fdark. Both methods show that all four VFPs contain
a considerable fraction of dark proteins. We determine fdark values between 30 and 60% for the different VFPs.
The high values for fdark of these commonly
used VFPs highlight that fdark has to
be accounted for in quantitative microscopy and spectroscopy.
Collapse
Affiliation(s)
- Gobert Heesink
- Nanobiophysics (NBP), MESA+ Institute for Nanotechnology and Technical Medical Centre, Faculty of Science and Technology, University of Twente, P.O. Box 217, 7500 AEEnschede, The Netherlands
| | - Cécile Caron
- Nanobiophysics (NBP), MESA+ Institute for Nanotechnology and Technical Medical Centre, Faculty of Science and Technology, University of Twente, P.O. Box 217, 7500 AEEnschede, The Netherlands
| | - Kirsten van Leijenhorst-Groener
- Nanobiophysics (NBP), MESA+ Institute for Nanotechnology and Technical Medical Centre, Faculty of Science and Technology, University of Twente, P.O. Box 217, 7500 AEEnschede, The Netherlands
| | - Robert Molenaar
- Nanobiophysics (NBP), MESA+ Institute for Nanotechnology and Technical Medical Centre, Faculty of Science and Technology, University of Twente, P.O. Box 217, 7500 AEEnschede, The Netherlands
| | - Theodorus W J Gadella
- Section of Molecular Cytology, Swammerdam Institute for Life Sciences, University of Amsterdam, P.O. Box 94215, 1090 GEAmsterdam, The Netherlands
| | - Mireille M A E Claessens
- Nanobiophysics (NBP), MESA+ Institute for Nanotechnology and Technical Medical Centre, Faculty of Science and Technology, University of Twente, P.O. Box 217, 7500 AEEnschede, The Netherlands
| | - Christian Blum
- Nanobiophysics (NBP), MESA+ Institute for Nanotechnology and Technical Medical Centre, Faculty of Science and Technology, University of Twente, P.O. Box 217, 7500 AEEnschede, The Netherlands
| |
Collapse
|
5
|
Single Molecule Characterization of Amyloid Oligomers. Molecules 2021; 26:molecules26040948. [PMID: 33670093 PMCID: PMC7916856 DOI: 10.3390/molecules26040948] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/30/2020] [Revised: 01/29/2021] [Accepted: 02/02/2021] [Indexed: 12/11/2022] Open
Abstract
The misfolding and aggregation of polypeptide chains into β-sheet-rich amyloid fibrils is associated with a wide range of neurodegenerative diseases. Growing evidence indicates that the oligomeric intermediates populated in the early stages of amyloid formation rather than the mature fibrils are responsible for the cytotoxicity and pathology and are potentially therapeutic targets. However, due to the low-populated, transient, and heterogeneous nature of amyloid oligomers, they are hard to characterize by conventional bulk methods. The development of single molecule approaches provides a powerful toolkit for investigating these oligomeric intermediates as well as the complex process of amyloid aggregation at molecular resolution. In this review, we present an overview of recent progress in characterizing the oligomerization of amyloid proteins by single molecule fluorescence techniques, including single-molecule Förster resonance energy transfer (smFRET), fluorescence correlation spectroscopy (FCS), single-molecule photobleaching and super-resolution optical imaging. We discuss how these techniques have been applied to investigate the different aspects of amyloid oligomers and facilitate understanding of the mechanism of amyloid aggregation.
Collapse
|
6
|
Yang J, Dear AJ, Yao QQ, Liu Z, Dobson CM, Knowles TPJ, Wu S, Perrett S. Amelioration of aggregate cytotoxicity by catalytic conversion of protein oligomers into amyloid fibrils. NANOSCALE 2020; 12:18663-18672. [PMID: 32794533 DOI: 10.1039/d0nr01481h] [Citation(s) in RCA: 9] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/11/2023]
Abstract
The aggregation of peptides and proteins into amyloid fibrils is a molecular self-assembly phenomenon associated with both biological function and malfunction, notably in the context of neurodegenerative diseases. Oligomeric species formed early in the aggregation process are generally associated with cytotoxicity. Extrinsic molecules such as peptides have been found to influence amyloid formation kinetics and regulate this cellular process. Here, we use single-molecule FRET and bulk assays combined with global kinetic analysis to study quantitatively the effect of an 8-residue peptide (LQVNIGNR) on fibril formation by the yeast prion protein Ure2. This peptide, which is derived from a segment of the Ure2 prion domain, forms vesicular assemblies that accelerate fibril formation of Ure2 by promoting conformational conversion of oligomeric intermediates into fibrillar species in a catalytic manner. This reduces oligomer longevity and consequently ameliorates cytotoxicity. The LQVNIGNR peptide was found to accelerate fibril formation of unrelated proteins including Tau and α-Synuclein, suggesting a general ability to catalyse fibrillation. This study provides a general strategy for investigating the microscopic mechanism of extrinsic factors on amyloid aggregation. This approach can readily be applied to other amyloid systems and demonstrates that acceleration of oligomer conversion is a promising strategy to reduce amyloid toxicity.
Collapse
Affiliation(s)
- Jie Yang
- National Laboratory of Biomacromolecules, CAS Center for Excellence in Biomacromolecules, Institute of Biophysics, Chinese Academy of Sciences, 15 Datun Road, Chaoyang District, Beijing 100101, China.
| | | | | | | | | | | | | | | |
Collapse
|
7
|
Arter WE, Yusim Y, Peter Q, Taylor CG, Klenerman D, Keyser UF, Knowles TPJ. Digital Sensing and Molecular Computation by an Enzyme-Free DNA Circuit. ACS NANO 2020; 14:5763-5771. [PMID: 32293175 DOI: 10.1021/acsnano.0c00628] [Citation(s) in RCA: 33] [Impact Index Per Article: 8.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/11/2023]
Abstract
DNA circuits form the basis of programmable molecular systems capable of signal transduction and algorithmic computation. Some classes of molecular programs, such as catalyzed hairpin assembly, enable isothermal, enzyme-free signal amplification. However, current detection limits in DNA amplification circuits are modest, as sensitivity is inhibited by signal leakage resulting from noncatalyzed background reactions inherent to the noncovalent system. Here, we overcome this challenge by optimizing a catalyzed hairpin assembly for single-molecule sensing in a digital droplet assay. Furthermore, we demonstrate digital reporting of DNA computation at the single-molecule level by employing ddCHA as a signal transducer for simple DNA logic gates. By facilitating signal transduction of molecular computation at pM concentration, our approach can improve processing density by a factor of 104 relative to conventional DNA logic gates. More broadly, we believe that digital molecular computing will broaden the scope and efficacy of isothermal amplification circuits within DNA computing, biosensing, and signal amplification in general.
Collapse
Affiliation(s)
- William E Arter
- Department of Chemistry, University of Cambridge, Lensfield Road, Cambridge, CB2 1EW, United Kingdom
- Cavendish Laboratory, University of Cambridge, JJ Thomson Avenue, Cambridge, CB3 0HE, United Kingdom
| | - Yuriy Yusim
- Department of Chemistry, University of Cambridge, Lensfield Road, Cambridge, CB2 1EW, United Kingdom
| | - Quentin Peter
- Department of Chemistry, University of Cambridge, Lensfield Road, Cambridge, CB2 1EW, United Kingdom
| | - Christopher G Taylor
- Department of Chemistry, University of Cambridge, Lensfield Road, Cambridge, CB2 1EW, United Kingdom
| | - David Klenerman
- Department of Chemistry, University of Cambridge, Lensfield Road, Cambridge, CB2 1EW, United Kingdom
| | - Ulrich F Keyser
- Cavendish Laboratory, University of Cambridge, JJ Thomson Avenue, Cambridge, CB3 0HE, United Kingdom
| | - Tuomas P J Knowles
- Department of Chemistry, University of Cambridge, Lensfield Road, Cambridge, CB2 1EW, United Kingdom
- Cavendish Laboratory, University of Cambridge, JJ Thomson Avenue, Cambridge, CB3 0HE, United Kingdom
| |
Collapse
|
8
|
Arter WE, Levin A, Krainer G, Knowles TPJ. Microfluidic approaches for the analysis of protein-protein interactions in solution. Biophys Rev 2020; 12:575-585. [PMID: 32266673 PMCID: PMC7242286 DOI: 10.1007/s12551-020-00679-4] [Citation(s) in RCA: 24] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/08/2020] [Accepted: 03/02/2020] [Indexed: 12/15/2022] Open
Abstract
Exploration and characterisation of the human proteome is a key objective enabling a heightened understanding of biological function, malfunction and pharmaceutical design. Since proteins typically exhibit their behaviour by binding to other proteins, the challenge of probing protein-protein interactions has been the focus of new and improved experimental approaches. Here, we review recently developed microfluidic techniques for the study and quantification of protein-protein interactions. We focus on methodologies that utilise the inherent strength of microfluidics for the control of mass transport on the micron scale, to facilitate surface and membrane-free interrogation and quantification of interacting proteins. Thus, the microfluidic tools described here provide the capability to yield insights on protein-protein interactions under physiological conditions. We first discuss the defining principles of microfluidics, and methods for the analysis of protein-protein interactions that utilise the diffusion-controlled mixing characteristic of fluids at the microscale. We then describe techniques that employ electrophoretic forces to manipulate and fractionate interacting protein systems for their biophysical characterisation, before discussing strategies that use microdroplet compartmentalisation for the analysis of protein interactions. We conclude by highlighting future directions for the field, such as the integration of microfluidic experiments into high-throughput workflows for the investigation of protein interaction networks.
Collapse
Affiliation(s)
- William E Arter
- Department of Chemistry, University of Cambridge, Lensfield Road, Cambridge, CB2 1EW, UK
- Cavendish Laboratory, University of Cambridge, JJ Thomson Avenue, Cambridge, CB3 0HE, UK
| | - Aviad Levin
- Department of Chemistry, University of Cambridge, Lensfield Road, Cambridge, CB2 1EW, UK
| | - Georg Krainer
- Department of Chemistry, University of Cambridge, Lensfield Road, Cambridge, CB2 1EW, UK
| | - Tuomas P J Knowles
- Department of Chemistry, University of Cambridge, Lensfield Road, Cambridge, CB2 1EW, UK.
- Cavendish Laboratory, University of Cambridge, JJ Thomson Avenue, Cambridge, CB3 0HE, UK.
| |
Collapse
|
9
|
Smith LD, Liu Y, Zahid MU, Canady TD, Wang L, Kohli M, Cunningham BT, Smith AM. High-Fidelity Single Molecule Quantification in a Flow Cytometer Using Multiparametric Optical Analysis. ACS NANO 2020; 14:2324-2335. [PMID: 31971776 PMCID: PMC7295608 DOI: 10.1021/acsnano.9b09498] [Citation(s) in RCA: 17] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/22/2023]
Abstract
Microfluidic techniques are widely used for high-throughput quantification and discrete analysis of micron-scale objects but are difficult to apply to molecular-scale targets. Instead, single-molecule methods primarily rely on low-throughput microscopic imaging of immobilized molecules. Here we report that commercial-grade flow cytometers can detect single nucleic acid targets following enzymatic extension and dense labeling with multiple distinct fluorophores. We focus on microRNAs, short nucleic acids that can be extended by rolling circle amplification (RCA). We labeled RCA-extended microRNAs with multicolor fluorophores to generate repetitive nucleic acid products with submicron sizes and tunable multispectral profiles. By cross-correlating the multiparametric optical features, signal-to-background ratios were amplified 1600-fold to allow single-molecule detection across 4 orders of magnitude of concentration. The limit of detection was measured to be 47 fM, which is 100-fold better than gold-standard methods based on polymerase chain reaction. Furthermore, multiparametric analysis allowed discrimination of different microRNA sequences in the same solution using distinguishable optical barcodes. Barcodes can apply both ratiometric and colorimetric signatures, which could facilitate high-dimensional multiplexing. Because of the wide availability of flow cytometers, we anticipate that this technology can provide immediate access to high-throughput multiparametric single-molecule measurements and can further be adapted to the diverse range of molecular amplification methods that are continually emerging.
Collapse
Affiliation(s)
- Lucas D Smith
- Department of Bioengineering , University of Illinois at Urbana-Champaign , Urbana , Illinois 61801 , United States
- Holonyak Micro and Nanotechnology Laboratory , University of Illinois at Urbana-Champaign , Urbana , Illinois 61801 , United States
| | - Yang Liu
- Department of Bioengineering , University of Illinois at Urbana-Champaign , Urbana , Illinois 61801 , United States
- Holonyak Micro and Nanotechnology Laboratory , University of Illinois at Urbana-Champaign , Urbana , Illinois 61801 , United States
| | - Mohammad U Zahid
- Department of Bioengineering , University of Illinois at Urbana-Champaign , Urbana , Illinois 61801 , United States
- Holonyak Micro and Nanotechnology Laboratory , University of Illinois at Urbana-Champaign , Urbana , Illinois 61801 , United States
| | - Taylor D Canady
- Holonyak Micro and Nanotechnology Laboratory , University of Illinois at Urbana-Champaign , Urbana , Illinois 61801 , United States
- Carl R. Woese Institute for Genomic Biology , University of Illinois at Urbana-Champaign , Urbana , Illinois 61801 , United States
| | - Liang Wang
- Department of Tumor Biology , H. Lee Moffitt Cancer Center , Tampa , Florida 33612 , United States
| | - Manish Kohli
- Department of Genitourinary Oncology , H. Lee Moffitt Cancer Center , Tampa , Florida 33612 United States
| | - Brian T Cunningham
- Holonyak Micro and Nanotechnology Laboratory , University of Illinois at Urbana-Champaign , Urbana , Illinois 61801 , United States
- Carl R. Woese Institute for Genomic Biology , University of Illinois at Urbana-Champaign , Urbana , Illinois 61801 , United States
- Department of Electrical and Computer Engineering , University of Illinois at Urbana-Champaign , Urbana , Illinois 61801 , United States
- Cancer Center at Illinois , University of Illinois at Urbana-Champaign , Urbana , Illinois 61801 , United States
| | - Andrew M Smith
- Department of Bioengineering , University of Illinois at Urbana-Champaign , Urbana , Illinois 61801 , United States
- Holonyak Micro and Nanotechnology Laboratory , University of Illinois at Urbana-Champaign , Urbana , Illinois 61801 , United States
- Carl R. Woese Institute for Genomic Biology , University of Illinois at Urbana-Champaign , Urbana , Illinois 61801 , United States
- Cancer Center at Illinois , University of Illinois at Urbana-Champaign , Urbana , Illinois 61801 , United States
- Department of Materials Science and Engineering , University of Illinois at Urbana-Champaign , Urbana , Illinois 61801 , United States
- Carle Illinois College of Medicine , Urbana , Illinois 61801 , United States
| |
Collapse
|
10
|
Höfig H, Yukhnovets O, Remes C, Kempf N, Katranidis A, Kempe D, Fitter J. Brightness-gated two-color coincidence detection unravels two distinct mechanisms in bacterial protein translation initiation. Commun Biol 2019; 2:459. [PMID: 31840104 PMCID: PMC6897966 DOI: 10.1038/s42003-019-0709-7] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/20/2018] [Accepted: 11/22/2019] [Indexed: 01/19/2023] Open
Abstract
Life on the molecular scale is based on a complex interplay of biomolecules under which the ability of binding is crucial. Fluorescence based two-color coincidence detection (TCCD) is commonly used to characterize molecular binding, but suffers from an underestimation of coincident events. Here, we introduce a brightness-gated TCCD which overcomes this limitation and benchmark our approach with two custom-made calibration samples. Applied to a cell-free protein synthesis assay, brightness-gated TCCD unraveled a previously disregarded mode of translation initiation in bacteria.
Collapse
Affiliation(s)
- Henning Höfig
- I. Physikalisches Institut (IA), RWTH Aachen University, Aachen, Germany
- Institute of Complex Systems ICS-5, Forschungszentrum Jülich, Jülich, Germany
| | - Olessya Yukhnovets
- I. Physikalisches Institut (IA), RWTH Aachen University, Aachen, Germany
- Institute of Complex Systems ICS-5, Forschungszentrum Jülich, Jülich, Germany
| | - Cristina Remes
- Institute of Complex Systems ICS-5, Forschungszentrum Jülich, Jülich, Germany
- Present Address: Max Planck Institute for the Biology of Ageing, Cologne, Germany
| | - Noemie Kempf
- Institute of Complex Systems ICS-5, Forschungszentrum Jülich, Jülich, Germany
- Present Address: Laboratoire de Biologie Moléculaire Eucaryote LBME—Center for Integrative Biology CBI, University of Toulouse, Toulouse, France
| | | | - Daryan Kempe
- I. Physikalisches Institut (IA), RWTH Aachen University, Aachen, Germany
- Present Address: EMBL Australia, Single Molecule Science Node, School of Medical Sciences, University of New South Wales, Sydney, NSW Australia
| | - Jörg Fitter
- I. Physikalisches Institut (IA), RWTH Aachen University, Aachen, Germany
- Institute of Complex Systems ICS-5, Forschungszentrum Jülich, Jülich, Germany
| |
Collapse
|
11
|
High-throughput smFRET analysis of freely diffusing nucleic acid molecules and associated proteins. Methods 2019; 169:21-45. [PMID: 31356875 DOI: 10.1016/j.ymeth.2019.07.021] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/10/2019] [Revised: 06/24/2019] [Accepted: 07/22/2019] [Indexed: 11/21/2022] Open
Abstract
Single-molecule Förster resonance energy transfer (smFRET) is a powerful technique for nanometer-scale studies of single molecules. Solution-based smFRET, in particular, can be used to study equilibrium intra- and intermolecular conformations, binding/unbinding events and conformational changes under biologically relevant conditions without ensemble averaging. However, single-spot smFRET measurements in solution are slow. Here, we detail a high-throughput smFRET approach that extends the traditional single-spot confocal geometry to a multispot one. The excitation spots are optically conjugated to two custom silicon single photon avalanche diode (SPAD) arrays. Two-color excitation is implemented using a periodic acceptor excitation (PAX), allowing distinguishing between singly- and doubly-labeled molecules. We demonstrate the ability of this setup to rapidly and accurately determine FRET efficiencies and population stoichiometries by pooling the data collected independently from the multiple spots. We also show how the high throughput of this approach can be used o increase the temporal resolution of single-molecule FRET population characterization from minutes to seconds. Combined with microfluidics, this high-throughput approach will enable simple real-time kinetic studies as well as powerful molecular screening applications.
Collapse
|
12
|
De S, Wirthensohn DC, Flagmeier P, Hughes C, Aprile FA, Ruggeri FS, Whiten DR, Emin D, Xia Z, Varela JA, Sormanni P, Kundel F, Knowles TPJ, Dobson CM, Bryant C, Vendruscolo M, Klenerman D. Different soluble aggregates of Aβ42 can give rise to cellular toxicity through different mechanisms. Nat Commun 2019; 10:1541. [PMID: 30948723 PMCID: PMC6449370 DOI: 10.1038/s41467-019-09477-3] [Citation(s) in RCA: 122] [Impact Index Per Article: 24.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/17/2018] [Accepted: 03/13/2019] [Indexed: 01/20/2023] Open
Abstract
Protein aggregation is a complex process resulting in the formation of heterogeneous mixtures of aggregate populations that are closely linked to neurodegenerative conditions, such as Alzheimer's disease. Here, we find that soluble aggregates formed at different stages of the aggregation process of amyloid beta (Aβ42) induce the disruption of lipid bilayers and an inflammatory response to different extents. Further, by using gradient ultracentrifugation assay, we show that the smaller aggregates are those most potent at inducing membrane permeability and most effectively inhibited by antibodies binding to the C-terminal region of Aβ42. By contrast, we find that the larger soluble aggregates are those most effective at causing an inflammatory response in microglia cells and more effectively inhibited by antibodies targeting the N-terminal region of Aβ42. These findings suggest that different toxic mechanisms driven by different soluble aggregated species of Aβ42 may contribute to the onset and progression of Alzheimer's disease.
Collapse
Affiliation(s)
- Suman De
- Department of Chemistry, University of Cambridge, Lensfield Road, Cambridge, CB2 1EW, UK.
| | - David C Wirthensohn
- Department of Chemistry, University of Cambridge, Lensfield Road, Cambridge, CB2 1EW, UK
| | - Patrick Flagmeier
- Department of Chemistry, University of Cambridge, Lensfield Road, Cambridge, CB2 1EW, UK
- Centre for Misfolding Diseases, Department of Chemistry, University of Cambridge, Lensfield Road, Cambridge, CB2 1EW, UK
| | - Craig Hughes
- Department of Chemistry, University of Cambridge, Lensfield Road, Cambridge, CB2 1EW, UK
- Department of Veterinary Medicine, University of Cambridge, Madingley Road, Cambridge, CB3 0ES, UK
| | - Francesco A Aprile
- Department of Chemistry, University of Cambridge, Lensfield Road, Cambridge, CB2 1EW, UK
- Centre for Misfolding Diseases, Department of Chemistry, University of Cambridge, Lensfield Road, Cambridge, CB2 1EW, UK
| | - Francesco S Ruggeri
- Department of Chemistry, University of Cambridge, Lensfield Road, Cambridge, CB2 1EW, UK
- Centre for Misfolding Diseases, Department of Chemistry, University of Cambridge, Lensfield Road, Cambridge, CB2 1EW, UK
| | - Daniel R Whiten
- Department of Chemistry, University of Cambridge, Lensfield Road, Cambridge, CB2 1EW, UK
| | - Derya Emin
- Department of Chemistry, University of Cambridge, Lensfield Road, Cambridge, CB2 1EW, UK
| | - Zengjie Xia
- Department of Chemistry, University of Cambridge, Lensfield Road, Cambridge, CB2 1EW, UK
| | - Juan A Varela
- Department of Chemistry, University of Cambridge, Lensfield Road, Cambridge, CB2 1EW, UK
| | - Pietro Sormanni
- Department of Chemistry, University of Cambridge, Lensfield Road, Cambridge, CB2 1EW, UK
- Centre for Misfolding Diseases, Department of Chemistry, University of Cambridge, Lensfield Road, Cambridge, CB2 1EW, UK
| | - Franziska Kundel
- Department of Chemistry, University of Cambridge, Lensfield Road, Cambridge, CB2 1EW, UK
| | - Tuomas P J Knowles
- Department of Chemistry, University of Cambridge, Lensfield Road, Cambridge, CB2 1EW, UK
- Centre for Misfolding Diseases, Department of Chemistry, University of Cambridge, Lensfield Road, Cambridge, CB2 1EW, UK
- Cavendish Laboratory, University of Cambridge, J J Thomson Avenue, Cambridge, CB3 1HE, UK
| | - Christopher M Dobson
- Department of Chemistry, University of Cambridge, Lensfield Road, Cambridge, CB2 1EW, UK
- Centre for Misfolding Diseases, Department of Chemistry, University of Cambridge, Lensfield Road, Cambridge, CB2 1EW, UK
| | - Clare Bryant
- Department of Veterinary Medicine, University of Cambridge, Madingley Road, Cambridge, CB3 0ES, UK
| | - Michele Vendruscolo
- Department of Chemistry, University of Cambridge, Lensfield Road, Cambridge, CB2 1EW, UK.
- Centre for Misfolding Diseases, Department of Chemistry, University of Cambridge, Lensfield Road, Cambridge, CB2 1EW, UK.
| | - David Klenerman
- Department of Chemistry, University of Cambridge, Lensfield Road, Cambridge, CB2 1EW, UK.
- UK Dementia Research Institute, University of Cambridge, Cambridge, CB2 0XY, UK.
| |
Collapse
|
13
|
Kjaergaard M, Dear AJ, Kundel F, Qamar S, Meisl G, Knowles TPJ, Klenerman D. Oligomer Diversity during the Aggregation of the Repeat Region of Tau. ACS Chem Neurosci 2018; 9:3060-3071. [PMID: 29953200 PMCID: PMC6302314 DOI: 10.1021/acschemneuro.8b00250] [Citation(s) in RCA: 49] [Impact Index Per Article: 8.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/01/2023] Open
Abstract
![]()
The
molecular mechanism of protein aggregation is of both fundamental
and clinical importance as amyloid aggregates are linked to a number
of neurodegenerative disorders. Such protein aggregates include macroscopic
insoluble fibrils as well as small soluble oligomeric species. Time-dependent
resolution of these species is prerequisite for a detailed quantitative
understanding of protein aggregation; this remains challenging due
to the lack of methods for detecting and characterizing transient
and heterogeneous protein oligomers. Here we have used single molecule
fluorescence techniques combined with mechanistic modeling to study
the heparin-induced aggregation of the repeat region of tau, which
forms the core region of neurofibrillary tangles found in Alzheimer’s
disease. We distinguish several subpopulations of oligomers with different
stability and follow their evolution during aggregation reactions
as a function of temperature and concentration. Employment of techniques
from chemical kinetics reveals that the two largest populations are
structurally distinct from fibrils and are both kinetically and thermodynamically
unstable. The first population is in rapid exchange with monomers
and held together by electrostatic interactions; the second is kinetically
more stable, dominates at later times, and is probably off-pathway
to fibril formation. These more stable oligomers may contribute to
other oligomer induced effects in the cellular environment, for example,
by overloading protein quality control systems. We also show that
the shortest growing filaments remain suspended in aqueous buffer
and thus comprise a third, smaller population of transient oligomers
with cross-β structure. Overall our data show that a diverse
population of oligomers of different structures and half-lives are
formed during the aggregation reaction with the great majority of
oligomers formed not going on to form fibrils.
Collapse
Affiliation(s)
- Magnus Kjaergaard
- Department of Chemistry, Cambridge University, Lensfield Rd, Cambridge CB2 1EW, United Kingdom
- Aarhus Institute of Advanced Studies, Aarhus University, Høegh-Guldbergs Gade 6B, DK-8000 Aarhus C, Denmark
| | - Alexander J. Dear
- Department of Chemistry, Cambridge University, Lensfield Rd, Cambridge CB2 1EW, United Kingdom
| | - Franziska Kundel
- Department of Chemistry, Cambridge University, Lensfield Rd, Cambridge CB2 1EW, United Kingdom
| | - Seema Qamar
- Cambridge Institute for Medical Research, University of Cambridge, Hills Road, Cambridge CB2 0XY, United Kingdom
| | - Georg Meisl
- Department of Chemistry, Cambridge University, Lensfield Rd, Cambridge CB2 1EW, United Kingdom
| | - Tuomas P. J. Knowles
- Department of Chemistry, Cambridge University, Lensfield Rd, Cambridge CB2 1EW, United Kingdom
- Cavendish Laboratory, Department of Physics, University of Cambridge, Cambridge CB3 0HE, United Kingdom
| | - David Klenerman
- Department of Chemistry, Cambridge University, Lensfield Rd, Cambridge CB2 1EW, United Kingdom
- UK Dementia Research Institute, University of Cambridge, Cambridge CB2 0XY, United Kingdom
| |
Collapse
|
14
|
Brown J, Horrocks MH. A sticky situation: Aberrant protein-protein interactions in Parkinson's disease. Semin Cell Dev Biol 2018; 99:65-77. [PMID: 29738882 DOI: 10.1016/j.semcdb.2018.05.006] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/03/2017] [Revised: 02/21/2018] [Accepted: 05/04/2018] [Indexed: 12/13/2022]
Abstract
The aberrant aggregation of normally soluble proteins into amyloid fibrils is the pathological hallmark of several neurodegenerative disorders, including Alzheimer's and Parkinson's diseases. Understanding this process will be key to developing both diagnostic and therapeutic approaches for neurodegenerative diseases. Recent advances in biophysical techniques, coupled with kinetic analyses have enabled a thorough description of the key molecular steps involved in protein aggregation. In this review, we discuss these advances and how they have been applied to study the ability of one such protein, α-Synuclein, to form neurotoxic oligomers.
Collapse
Affiliation(s)
- James Brown
- EMBL Australia Node in Single Molecule Science, The University of New South Wales, Sydney, NSW, 2032, Australia.
| | - Mathew H Horrocks
- Department of Chemistry, University of Cambridge, Lensfield Road, Cambridge, CB2 1EW, UK.
| |
Collapse
|
15
|
Kundel F, De S, Flagmeier P, Horrocks MH, Kjaergaard M, Shammas SL, Jackson SE, Dobson CM, Klenerman D. Hsp70 Inhibits the Nucleation and Elongation of Tau and Sequesters Tau Aggregates with High Affinity. ACS Chem Biol 2018; 13:636-646. [PMID: 29300447 PMCID: PMC6374916 DOI: 10.1021/acschembio.7b01039] [Citation(s) in RCA: 74] [Impact Index Per Article: 12.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/25/2023]
Abstract
![]()
As a key player of
the protein quality control network of the cell,
the molecular chaperone Hsp70 inhibits the aggregation of the amyloid
protein tau. To date, the mechanism of this inhibition and the tau
species targeted by Hsp70 remain unknown. This is partly due to the
inherent difficulty of studying amyloid aggregates because of their
heterogeneous and transient nature. Here, we used ensemble and single-molecule
fluorescence measurements to dissect how Hsp70 counteracts the self-assembly
process of the K18 ΔK280 tau variant. We found that Hsp70 blocks
the early stages of tau aggregation by suppressing the formation of
tau nuclei. Additionally, Hsp70 sequesters oligomers and mature tau
fibrils with nanomolar affinity into a protective complex, efficiently
neutralizing their ability to damage membranes and seed further tau
aggregation. Our results provide novel insights into the molecular
mechanisms by which the chaperone Hsp70 counteracts the formation,
propagation, and toxicity of tau aggregates.
Collapse
Affiliation(s)
- Franziska Kundel
- Department of Chemistry, University of Cambridge, Lensfield Road, Cambridge CB2 1EW, United Kingdom
| | - Suman De
- Department of Chemistry, University of Cambridge, Lensfield Road, Cambridge CB2 1EW, United Kingdom
| | - Patrick Flagmeier
- Department of Chemistry, University of Cambridge, Lensfield Road, Cambridge CB2 1EW, United Kingdom
| | - Mathew H. Horrocks
- Department of Chemistry, University of Cambridge, Lensfield Road, Cambridge CB2 1EW, United Kingdom
| | - Magnus Kjaergaard
- Department of Chemistry, University of Cambridge, Lensfield Road, Cambridge CB2 1EW, United Kingdom
| | - Sarah L. Shammas
- Department of Chemistry, University of Cambridge, Lensfield Road, Cambridge CB2 1EW, United Kingdom
| | - Sophie E. Jackson
- Department of Chemistry, University of Cambridge, Lensfield Road, Cambridge CB2 1EW, United Kingdom
| | - Christopher M. Dobson
- Department of Chemistry, University of Cambridge, Lensfield Road, Cambridge CB2 1EW, United Kingdom
| | - David Klenerman
- Department of Chemistry, University of Cambridge, Lensfield Road, Cambridge CB2 1EW, United Kingdom
| |
Collapse
|
16
|
Janeczek AA, Scarpa E, Horrocks MH, Tare RS, Rowland CA, Jenner D, Newman TA, Oreffo RO, Lee SF, Evans ND. PEGylated liposomes associate with Wnt3A protein and expand putative stem cells in human bone marrow populations. Nanomedicine (Lond) 2017; 12:845-863. [PMID: 28351228 DOI: 10.2217/nnm-2016-0386] [Citation(s) in RCA: 16] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/08/2023] Open
Abstract
AIM To fabricate PEGylated liposomes which preserve the activity of hydrophobic Wnt3A protein, and to demonstrate their efficacy in promoting expansion of osteoprogenitors from human bone marrow. METHODS PEGylated liposomes composed of several synthetic lipids were tested for their ability to preserve Wnt3A activity in reporter and differentiation assays. Single-molecule microspectroscopy was used to test for direct association of protein with liposomes. RESULTS Labeled Wnt3A protein directly associated with all tested liposome preparations. However, Wnt3A activity was preserved or enhanced in PEGylated 1,2-dioleoyl-sn-glycero-3-phosphocholine (DOPC) liposomes but not in PEGylated 1,2-dimyristoyl-sn-glycero-3-phosphocholine (DMPC) liposomes. PEGylated Wnt3A liposomes associated with skeletal stem cell populations in human bone marrow and promoted osteogenesis. CONCLUSION Active Wnt protein-containing PEGylated liposomes may have utility for systemic administration for bone repair.
Collapse
Affiliation(s)
- Agnieszka A Janeczek
- Human Development & Health Academic Unit, Faculty of Medicine, Centre for Human Development, Stem Cells & Regeneration, Bone & Joint Research Group & Institute for Life Sciences, Institute for Developmental Sciences, University of Southampton, Tremona Road, Southampton, SO16 6YD, UK
| | - Edoardo Scarpa
- Human Development & Health Academic Unit, Faculty of Medicine, Centre for Human Development, Stem Cells & Regeneration, Bone & Joint Research Group & Institute for Life Sciences, Institute for Developmental Sciences, University of Southampton, Tremona Road, Southampton, SO16 6YD, UK
| | - Mathew H Horrocks
- Department of Chemistry, University of Cambridge, Cambridge, CB2 1EW, UK
| | - Rahul S Tare
- Human Development & Health Academic Unit, Faculty of Medicine, Centre for Human Development, Stem Cells & Regeneration, Bone & Joint Research Group & Institute for Life Sciences, Institute for Developmental Sciences, University of Southampton, Tremona Road, Southampton, SO16 6YD, UK
| | - Caroline A Rowland
- Microbiology Group, Chemical, Biological & Radiological Division, Dstl, Porton Down, Salisbury, SP4 0JQ, UK
| | - Dominic Jenner
- Microbiology Group, Chemical, Biological & Radiological Division, Dstl, Porton Down, Salisbury, SP4 0JQ, UK
| | - Tracey A Newman
- Clinical & Experimental Sciences, Faculty of Medicine, Institute for Life Sciences, University of Southampton, Building 85, Life Sciences Building, Highfield Campus, Southampton, SO17 1BJ, UK
| | - Richard Oc Oreffo
- Human Development & Health Academic Unit, Faculty of Medicine, Centre for Human Development, Stem Cells & Regeneration, Bone & Joint Research Group & Institute for Life Sciences, Institute for Developmental Sciences, University of Southampton, Tremona Road, Southampton, SO16 6YD, UK
| | - Steven F Lee
- Department of Chemistry, University of Cambridge, Cambridge, CB2 1EW, UK
| | - Nicholas D Evans
- Human Development & Health Academic Unit, Faculty of Medicine, Centre for Human Development, Stem Cells & Regeneration, Bone & Joint Research Group & Institute for Life Sciences, Institute for Developmental Sciences, University of Southampton, Tremona Road, Southampton, SO16 6YD, UK
| |
Collapse
|
17
|
Fan X, Yue Q, Li Y, Liu Y, Qu LL, Cao Y, Li H. A single-bead telomere sensor based on fluorescence resonance energy transfer. Analyst 2016; 141:3033-40. [PMID: 27069984 DOI: 10.1039/c5an02543e] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/26/2022]
Abstract
We present a 200 nm in-diameter single-bead sensor for the detection of single, unlabeled DNA molecules in solution using fluorescence resonance energy transfer technology. DNA-bound Alexa 488 and Crimson 625 loaded on commercial beads served as the donor and acceptor, respectively. Binding of the target DNA to the single bead sensor induces G-quadruplex stretching, resulting in a decrease in fluorescence energy transfer. G-rich telomere sequences formed a G-quadruplex structure in the presence of ZnTCPP, as demonstrated by the detection of two strong donor and acceptor signals. The sensitivity of the sensor was 1 fM. Under optimized conditions using a polydimethylsiloxane microfluidic device, we measured the number of sensor beads by direct counting. By controlling the flow rate via the probe volume, one sensing experiment can be completed in 5 minutes. Based on these results, we propose a new parameter-dependability (RS)-as a quantitative measure to judge the quality of a bio-sensor. This parameter is based on the ratio of the sensor and sensing sample fluorescence signals. This parameter can range from 0.1 to 100, where a value of 10 represents an optimized bio-sensor.
Collapse
Affiliation(s)
- Xiao Fan
- School of Chemistry and Chemical Engineering, Jiangsu Normal University, Xuzhou 221116, China.
| | - Qiaoli Yue
- Department of Chemistry, Liaocheng University, Liaocheng 252059, China
| | - Yanyan Li
- School of Chemistry and Chemical Engineering, Jiangsu Normal University, Xuzhou 221116, China.
| | - Yingya Liu
- School of Chemistry and Chemical Engineering, Jiangsu Normal University, Xuzhou 221116, China.
| | - Lu-Lu Qu
- School of Chemistry and Chemical Engineering, Jiangsu Normal University, Xuzhou 221116, China.
| | - Yingnan Cao
- School of Chemistry and Chemical Engineering, Jiangsu Normal University, Xuzhou 221116, China.
| | - Haitao Li
- School of Chemistry and Chemical Engineering, Jiangsu Normal University, Xuzhou 221116, China. and Department of Chemistry, Cambridge University, Cambridge CB2 1EW, UK
| |
Collapse
|
18
|
Kinetic model of the aggregation of alpha-synuclein provides insights into prion-like spreading. Proc Natl Acad Sci U S A 2016; 113:E1206-15. [PMID: 26884195 DOI: 10.1073/pnas.1524128113] [Citation(s) in RCA: 159] [Impact Index Per Article: 19.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/08/2023] Open
Abstract
The protein alpha-synuclein (αS) self-assembles into small oligomeric species and subsequently into amyloid fibrils that accumulate and proliferate during the development of Parkinson's disease. However, the quantitative characterization of the aggregation and spreading of αS remains challenging to achieve. Previously, we identified a conformational conversion step leading from the initially formed oligomers to more compact oligomers preceding fibril formation. Here, by a combination of single-molecule fluorescence measurements and kinetic analysis, we find that the reaction in solution involves two unimolecular structural conversion steps, from the disordered to more compact oligomers and then to fibrils, which can elongate by further monomer addition. We have obtained individual rate constants for these key microscopic steps by applying a global kinetic analysis to both the decrease in the concentration of monomeric protein molecules and the increase in oligomer concentrations over a 0.5-140-µM range of αS. The resulting explicit kinetic model of αS aggregation has been used to quantitatively explore seeding the reaction by either the compact oligomers or fibrils. Our predictions reveal that, although fibrils are more effective at seeding than oligomers, very high numbers of seeds of either type, of the order of 10(4), are required to achieve efficient seeding and bypass the slow generation of aggregates through primary nucleation. Complementary cellular experiments demonstrated that two orders of magnitude lower numbers of oligomers were sufficient to generate high levels of reactive oxygen species, suggesting that effective templated seeding is likely to require both the presence of template aggregates and conditions of cellular stress.
Collapse
|
19
|
Tosatto L, Horrocks MH, Dear AJ, Knowles TPJ, Dalla Serra M, Cremades N, Dobson CM, Klenerman D. Single-molecule FRET studies on alpha-synuclein oligomerization of Parkinson's disease genetically related mutants. Sci Rep 2015; 5:16696. [PMID: 26582456 PMCID: PMC4652217 DOI: 10.1038/srep16696] [Citation(s) in RCA: 81] [Impact Index Per Article: 9.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/21/2015] [Accepted: 10/19/2015] [Indexed: 12/22/2022] Open
Abstract
Oligomers of alpha-synuclein are toxic to cells and have been proposed to play a key role in the etiopathogenesis of Parkinson's disease. As certain missense mutations in the gene encoding for alpha-synuclein induce early-onset forms of the disease, it has been suggested that these variants might have an inherent tendency to produce high concentrations of oligomers during aggregation, although a direct experimental evidence for this is still missing. We used single-molecule Förster Resonance Energy Transfer to visualize directly the protein self-assembly process by wild-type alpha-synuclein and A53T, A30P and E46K mutants and to compare the structural properties of the ensemble of oligomers generated. We found that the kinetics of oligomer formation correlates with the natural tendency of each variant to acquire beta-sheet structure. Moreover, A53T and A30P showed significant differences in the averaged FRET efficiency of one of the two types of oligomers formed compared to the wild-type oligomers, indicating possible structural variety among the ensemble of species generated. Importantly, we found similar concentrations of oligomers during the lag-phase of the aggregation of wild-type and mutated alpha-synuclein, suggesting that the properties of the ensemble of oligomers generated during self-assembly might be more relevant than their absolute concentration for triggering neurodegeneration.
Collapse
Affiliation(s)
- Laura Tosatto
- Department of Chemistry, University of Cambridge, Lensfield Road, CB2 1EW Cambridge, UK.,Istituto di Biofisica, Consiglio Nazionale delle Ricerche, via alla Cascata 56/C, 38123 Trento, Italy
| | - Mathew H Horrocks
- Department of Chemistry, University of Cambridge, Lensfield Road, CB2 1EW Cambridge, UK
| | - Alexander J Dear
- Department of Chemistry, University of Cambridge, Lensfield Road, CB2 1EW Cambridge, UK
| | - Tuomas P J Knowles
- Department of Chemistry, University of Cambridge, Lensfield Road, CB2 1EW Cambridge, UK
| | - Mauro Dalla Serra
- Istituto di Biofisica, Consiglio Nazionale delle Ricerche, via alla Cascata 56/C, 38123 Trento, Italy
| | - Nunilo Cremades
- Department of Chemistry, University of Cambridge, Lensfield Road, CB2 1EW Cambridge, UK.,Institute for Biocomputation and Physics of Complex Systems (BIFI), Universidad de Zaragoza, Mariano Esquillor, Edificio I+D, 50018 Zaragoza, Spain
| | - Christopher M Dobson
- Department of Chemistry, University of Cambridge, Lensfield Road, CB2 1EW Cambridge, UK
| | - David Klenerman
- Department of Chemistry, University of Cambridge, Lensfield Road, CB2 1EW Cambridge, UK
| |
Collapse
|
20
|
Choi J, Kang M, Jung JH. Integrated micro-optofluidic platform for real-time detection of airborne microorganisms. Sci Rep 2015; 5:15983. [PMID: 26522006 PMCID: PMC4629162 DOI: 10.1038/srep15983] [Citation(s) in RCA: 25] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/30/2015] [Accepted: 10/06/2015] [Indexed: 01/04/2023] Open
Abstract
We demonstrate an integrated micro-optofluidic platform for real-time, continuous detection and quantification of airborne microorganisms. Measurements of the fluorescence and light scattering from single particles in a microfluidic channel are used to determine the total particle number concentration and the microorganism number concentration in real-time. The system performance is examined by evaluating standard particle measurements with various sample flow rates and the ratios of fluorescent to non-fluorescent particles. To apply this method to real-time detection of airborne microorganisms, airborne Escherichia coli, Bacillus subtilis, and Staphylococcus epidermidis cells were introduced into the micro-optofluidic platform via bioaerosol generation, and a liquid-type particle collection setup was used. We demonstrate successful discrimination of SYTO82-dyed fluorescent bacterial cells from other residue particles in a continuous and real-time manner. In comparison with traditional microscopy cell counting and colony culture methods, this micro-optofluidic platform is not only more accurate in terms of the detection efficiency for airborne microorganisms but it also provides additional information on the total particle number concentration.
Collapse
Affiliation(s)
| | | | - Jae Hee Jung
- Center for Environment, Health, and Welfare Research, Korea Institute of Science and Technology, Seoul 136-791, Republic of Korea
| |
Collapse
|
21
|
Horrocks MH, Tosatto L, Dear AJ, Garcia GA, Iljina M, Cremades N, Dalla Serra M, Knowles TPJ, Dobson CM, Klenerman D. Fast Flow Microfluidics and Single-Molecule Fluorescence for the Rapid Characterization of α-Synuclein Oligomers. Anal Chem 2015; 87:8818-26. [DOI: 10.1021/acs.analchem.5b01811] [Citation(s) in RCA: 68] [Impact Index Per Article: 7.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/28/2023]
Affiliation(s)
- Mathew H. Horrocks
- Department
of Chemistry, University of Cambridge, Lensfield Road, Cambridge CB2 1EW, U.K
| | - Laura Tosatto
- Department
of Chemistry, University of Cambridge, Lensfield Road, Cambridge CB2 1EW, U.K
- Istituto
di Biofisica,
CNR, U.O., Trento, Trentino, Italy
| | - Alexander J. Dear
- Department
of Chemistry, University of Cambridge, Lensfield Road, Cambridge CB2 1EW, U.K
| | - Gonzalo A. Garcia
- Department
of Chemistry, University of Cambridge, Lensfield Road, Cambridge CB2 1EW, U.K
| | - Marija Iljina
- Department
of Chemistry, University of Cambridge, Lensfield Road, Cambridge CB2 1EW, U.K
| | - Nunilo Cremades
- Department
of Chemistry, University of Cambridge, Lensfield Road, Cambridge CB2 1EW, U.K
| | | | - Tuomas P. J. Knowles
- Department
of Chemistry, University of Cambridge, Lensfield Road, Cambridge CB2 1EW, U.K
| | - Christopher M. Dobson
- Department
of Chemistry, University of Cambridge, Lensfield Road, Cambridge CB2 1EW, U.K
| | - David Klenerman
- Department
of Chemistry, University of Cambridge, Lensfield Road, Cambridge CB2 1EW, U.K
| |
Collapse
|
22
|
Oikawa H, Kamagata K, Arai M, Takahashi S. Complexity of the folding transition of the B domain of protein A revealed by the high-speed tracking of single-molecule fluorescence time series. J Phys Chem B 2015; 119:6081-91. [PMID: 25938341 DOI: 10.1021/acs.jpcb.5b00414] [Citation(s) in RCA: 17] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/29/2023]
Abstract
The equilibrium unfolding transition of the B domain of protein A (BdpA) was investigated by using single-molecule fluorescence spectroscopy based on line-confocal detection of fast-flowing samples. The method achieved the time resolution of 120 μs and the observation time of a few milliseconds in the single-molecule time-series measurements of fluorescence resonance energy transfer (FRET). Two samples of BdpA doubly labeled with donor and acceptor fluorophores, the first possessing fluorophores at residues 22 and 55 (sample 1) and the second at residues 5 and 55 (sample 2), were prepared. The equilibrium unfolding transition induced by guanidium chloride (GdmCl) was monitored by bulk measurements and demonstrated that the both samples obey the apparent two-state unfolding. In the absence of GdmCl, the single-molecule FRET measurements for the both samples showed a single peak assignable to the native state (N). The FRET efficiency for N shifts to lower values as the increase of GdmCl concentration, suggesting the swelling of the native state structure. At the higher concentration of GdmCl, the both samples convert to the unfolded state (U). Near the unfolding midpoint for sample 1, the kinetic exchange between N and U causes the averaging of the two states and the higher values of the relative fluctuation. The time series for different molecules in U showed slightly different FRET efficiencies, suggesting the apparent heterogeneity. Thus, the high-speed tracking of fluorescence signals from single molecules revealed a complexity and heterogeneity hidden in the apparent two-state behavior of protein folding.
Collapse
Affiliation(s)
- Hiroyuki Oikawa
- †Institute of Multidisciplinary Research for Advanced Materials, Tohoku University, 2-1-1 Katahira, Aoba, Sendai, Miyagi 980-8577, Japan
| | - Kiyoto Kamagata
- †Institute of Multidisciplinary Research for Advanced Materials, Tohoku University, 2-1-1 Katahira, Aoba, Sendai, Miyagi 980-8577, Japan
| | - Munehito Arai
- ‡Department of Life Sciences, Graduate School of Arts and Sciences, The University of Tokyo, 3-8-1 Komaba, Meguro, Tokyo 153-8902, Japan.,§PRESTO, Japan Science and Technology Agency, 4-1-8 Honcho, Kawaguchi, Saitama 332-0012, Japan
| | - Satoshi Takahashi
- †Institute of Multidisciplinary Research for Advanced Materials, Tohoku University, 2-1-1 Katahira, Aoba, Sendai, Miyagi 980-8577, Japan
| |
Collapse
|
23
|
A mechanistic model of tau amyloid aggregation based on direct observation of oligomers. Nat Commun 2015; 6:7025. [PMID: 25926130 PMCID: PMC4421837 DOI: 10.1038/ncomms8025] [Citation(s) in RCA: 152] [Impact Index Per Article: 16.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/02/2015] [Accepted: 03/24/2015] [Indexed: 12/18/2022] Open
Abstract
Protein aggregation plays a key role in neurodegenerative disease, giving rise to small oligomers that may become cytotoxic to cells. The fundamental microscopic reactions taking place during aggregation, and their rate constants, have been difficult to determine due to lack of suitable methods to identify and follow the low concentration of oligomers over time. Here we use single-molecule fluorescence to study the aggregation of the repeat domain of tau (K18), and two mutant forms linked with familial frontotemporal dementia, the deletion mutant ΔK280 and the point mutant P301L. Our kinetic analysis reveals that aggregation proceeds via monomeric assembly into small oligomers, and a subsequent slow structural conversion step before fibril formation. Using this approach, we have been able to quantitatively determine how these mutations alter the aggregation energy landscape. Alzheimer's disease is characterized by the aggregation of the Abeta peptide and the tau protein. Here the authors track the formation of wild-type or mutant tau oligomers through to large aggregates and gain insights into the molecular basis of how tau mutations cause disease by altering the aggregation pathway.
Collapse
|
24
|
Murphy RR, Danezis G, Horrocks MH, Jackson SE, Klenerman D. Bayesian Inference of Accurate Population Sizes and FRET Efficiencies from Single Diffusing Biomolecules. Anal Chem 2014; 86:8603-12. [DOI: 10.1021/ac501188r] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Affiliation(s)
- Rebecca R. Murphy
- Department
of Chemistry, University of Cambridge, Cambridge CB2 1EW, United Kingdom
| | - George Danezis
- Department
of Computer Science, University College London, London WC1E 6BT, United Kingdom
| | - Mathew H. Horrocks
- Department
of Chemistry, University of Cambridge, Cambridge CB2 1EW, United Kingdom
| | - Sophie E. Jackson
- Department
of Chemistry, University of Cambridge, Cambridge CB2 1EW, United Kingdom
| | - David Klenerman
- Department
of Chemistry, University of Cambridge, Cambridge CB2 1EW, United Kingdom
| |
Collapse
|
25
|
Abalde-Cela S, Abell C, Alvarez-Puebla RA, Liz-Marzán LM. Real Time Dual-Channel Multiplex SERS Ultradetection. J Phys Chem Lett 2014; 5:73-79. [PMID: 26276183 DOI: 10.1021/jz402419k] [Citation(s) in RCA: 15] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 06/04/2023]
Abstract
Surface-enhanced Raman scattering (SERS) can be combined with microfluidics for rapid multiplex analyte screening. Through combination of the high intensity and complex signals provided by SERS with the flow characteristics of microfluidic channels, we engineered a microdevice that is capable of monitoring various analytes from different sources in real time. Detection limits down to the nM range may allow the generation of a new family of devices for remote, real time monitoring of environmental samples such as natural or waste waters and application to the high-throughput screening of multiple samples in healthcare diagnostics.
Collapse
Affiliation(s)
- Sara Abalde-Cela
- †Department of Chemistry, University of Cambridge, Lensfield Road, Cambridge CB2 1EW, United Kingdom
- ‡Department of Physical Chemistry, Universidade de Vigo, Vigo, Spain
| | - Chris Abell
- †Department of Chemistry, University of Cambridge, Lensfield Road, Cambridge CB2 1EW, United Kingdom
| | - Ramón A Alvarez-Puebla
- ∥Departamento de Quimica Fisica e Inorganica, Universitat Rovira i Virgili and Centro de Tecnologia Quimica de Cataluña, Carrer de Marcel·lı́ Domingo s/n, 43007 Tarragona, Spain
- §ICREA, Passeig Lluı́s Companys 23, 08010 Barcelona, Spain
| | - Luis M Liz-Marzán
- ‡Department of Physical Chemistry, Universidade de Vigo, Vigo, Spain
- ⊥Bionanoplasmonics Laboratory, CIC biomaGUNE, Paseo de Miramón 182, 20009 Donostia - San Sebastián, Spain
- #Ikerbasque, Basque Foundation for Science, 48011 Bilbao, Spain
| |
Collapse
|
26
|
Oikawa H, Suzuki Y, Saito M, Kamagata K, Arai M, Takahashi S. Microsecond dynamics of an unfolded protein by a line confocal tracking of single molecule fluorescence. Sci Rep 2013; 3:2151. [PMID: 23827883 PMCID: PMC3701896 DOI: 10.1038/srep02151] [Citation(s) in RCA: 25] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/03/2012] [Accepted: 06/20/2013] [Indexed: 02/03/2023] Open
Abstract
We present a new method for high speed tracking of fluorescence time series from single proteins. The method uses a fast sample flow and a modified confocal microscopy, line confocal microscopy, and achieves the time resolution of less than 20 μs. The obtained time series from the B domain of protein A labeled with donor and acceptor fluorophores suggest conformational heterogeneity and dynamic fluctuations in the unfolded state.
Collapse
Affiliation(s)
- Hiroyuki Oikawa
- Institute of Multidisciplinary Research for Advanced Materials, Tohoku University, 2-1-1 Katahira, Aoba, Sendai, Miyagi 980-8577, Japan
| | | | | | | | | | | |
Collapse
|
27
|
Horrocks MH, Rajah L, Jönsson P, Kjaergaard M, Vendruscolo M, Knowles TPJ, Klenerman D. Single-molecule measurements of transient biomolecular complexes through microfluidic dilution. Anal Chem 2013; 85:6855-9. [PMID: 23782428 PMCID: PMC3748451 DOI: 10.1021/ac4010875] [Citation(s) in RCA: 21] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/05/2022]
Abstract
![]()
Single-molecule confocal microscopy
experiments require concentrations
which are low enough to guarantee that, on average, less than one
single molecule resides in the probe volume at any given time. Such
concentrations are, however, significantly lower than the dissociation
constants of many biological complexes which can therefore dissociate
under single-molecule conditions. To address the challenge of observing
weakly bound complexes in single-molecule experiments in solution,
we have designed a microfluidic device that rapidly dilutes samples
by up to one hundred thousand times, allowing the observation of unstable
complexes before they dissociate. The device can interface with standard
biochemistry laboratory experiments and generates a spatially uniform
dilution that is stable over time allowing the quantification of the
relative concentrations of different molecular species.
Collapse
|
28
|
Kundel F, Kjaergaard M, Shammas S, Jackson S, Klenerman D. Tau-Hsp70 interaction on the single molecule level. Mol Neurodegener 2013. [PMCID: PMC3850500 DOI: 10.1186/1750-1326-8-s1-p61] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/10/2022] Open
|