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Schmidt P, Lajoie J, Sivasankar S. Robust scan synchronized force-fluorescence imaging. Ultramicroscopy 2020; 221:113165. [PMID: 33352414 DOI: 10.1016/j.ultramic.2020.113165] [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: 03/27/2020] [Revised: 07/24/2020] [Accepted: 10/15/2020] [Indexed: 11/18/2022]
Abstract
Simultaneous atomic force microscope (AFM) and sample scanning confocal fluorescence microscope measurements are widely used to obtain mechanistic and structural insights into protein dynamics in live cells. However, the absence of a robust technique to synchronously scan both AFM and confocal microscope piezo stages makes it difficult to visualize force-induced changes in fluorescent protein distribution in cells. To address this challenge, we have built an integrated AFM-confocal fluorescence microscope platform that implements a synchronous scanning method which eliminates image artifacts from piezo motion ramping, produces accurate pixel binning and enables the collection of a scanned image of a sample while applying force to a single point on the sample. As proof of principle, we use this instrument to monitor the redistribution of fluorescent E-cadherin, an essential transmembrane protein, in live cells, upon application of mechanical force.
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Affiliation(s)
- Patrick Schmidt
- Department of Biomedical Engineering, University of California, Davis, CA, 95616, USA; Department of Electrical and Computer Engineering, Iowa State University, Ames, IA, 50011, USA
| | - John Lajoie
- Department of Physics and Astronomy, Iowa State University, Ames, IA, 50011, USA
| | - Sanjeevi Sivasankar
- Department of Biomedical Engineering, University of California, Davis, CA, 95616, USA.
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2
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Tavakoli M, Jazani S, Sgouralis I, Shafraz OM, Sivasankar S, Donaphon B, Levitus M, Pressé S. Pitching single-focus confocal data analysis one photon at a time with Bayesian nonparametrics. PHYSICAL REVIEW. X 2020; 10:011021. [PMID: 34540355 PMCID: PMC8445401 DOI: 10.1103/physrevx.10.011021] [Citation(s) in RCA: 13] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/08/2023]
Abstract
Fluorescence time traces are used to report on dynamical properties of molecules. The basic unit of information in these traces is the arrival time of individual photons, which carry instantaneous information from the molecule, from which they are emitted, to the detector on timescales as fast as microseconds. Thus, it is theoretically possible to monitor molecular dynamics at such timescales from traces containing only a sufficient number of photon arrivals. In practice, however, traces are stochastic and in order to deduce dynamical information through traditional means-such as fluorescence correlation spectroscopy (FCS) and related techniques-they are collected and temporally autocorrelated over several minutes. So far, it has been impossible to analyze dynamical properties of molecules on timescales approaching data acquisition without collecting long traces under the strong assumption of stationarity of the process under observation or assumptions required for the analytic derivation of a correlation function. To avoid these assumptions, we would otherwise need to estimate the instantaneous number of molecules emitting photons and their positions within the confocal volume. As the number of molecules in a typical experiment is unknown, this problem demands that we abandon the conventional analysis paradigm. Here, we exploit Bayesian nonparametrics that allow us to obtain, in a principled fashion, estimates of the same quantities as FCS but from the direct analysis of traces of photon arrivals that are significantly smaller in size, or total duration, than those required by FCS.
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Affiliation(s)
- Meysam Tavakoli
- Department of Physics, Indiana University-Purdue University Indianapolis, IN 46202
| | - Sina Jazani
- Center for Biological Physics, Department of Physics, Arizona State University, Tempe, AZ 85287
| | - Ioannis Sgouralis
- Center for Biological Physics, Department of Physics, Arizona State University, Tempe, AZ 85287
| | - Omer M. Shafraz
- Department of Biomedical Engineering, University of California, Davis, CA 95616
| | - Sanjeevi Sivasankar
- Department of Biomedical Engineering, University of California, Davis, CA 95616
| | - Bryan Donaphon
- Biodesign Institute, Arizona State University, Tempe, AZ 85287
| | - Marcia Levitus
- Center for Biological Physics, Department of Physics, Arizona State University, Tempe, AZ 85287
- Biodesign Institute, Arizona State University, Tempe, AZ 85287 and School of Molecular Sciences, Arizona State University, Tempe, AZ 85287
| | - Steve Pressé
- Corresponding author. ; Website: http://statphysbio.physics.asu.edu
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3
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An alternative framework for fluorescence correlation spectroscopy. Nat Commun 2019; 10:3662. [PMID: 31413259 PMCID: PMC6694112 DOI: 10.1038/s41467-019-11574-2] [Citation(s) in RCA: 51] [Impact Index Per Article: 10.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/30/2018] [Accepted: 07/11/2019] [Indexed: 12/20/2022] Open
Abstract
Fluorescence correlation spectroscopy (FCS), is a widely used tool routinely exploited for in vivo and in vitro applications. While FCS provides estimates of dynamical quantities, such as diffusion coefficients, it demands high signal to noise ratios and long time traces, typically in the minute range. In principle, the same information can be extracted from microseconds to seconds long time traces; however, an appropriate analysis method is missing. To overcome these limitations, we adapt novel tools inspired by Bayesian non-parametrics, which starts from the direct analysis of the observed photon counts. With this approach, we are able to analyze time traces, which are too short to be analyzed by existing methods, including FCS. Our new analysis extends the capability of single molecule fluorescence confocal microscopy approaches to probe processes several orders of magnitude faster and permits a reduction of photo-toxic effects on living samples induced by long periods of light exposure. Fluorescence correlation spectroscopy is widely used for in vivo and in vitro applications, yet extracting information from experiments still requires long acquisition times. Here, the authors exploit Bayesian non-parametrics to directly analyze the output of confocal fluorescence experiments thereby probing physical processes on much faster timescales.
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4
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Schmidt PD, Reichert BH, Lajoie JG, Sivasankar S. Method for high frequency tracking and sub-nm sample stabilization in single molecule fluorescence microscopy. Sci Rep 2018; 8:13912. [PMID: 30224660 PMCID: PMC6141618 DOI: 10.1038/s41598-018-32012-1] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/19/2018] [Accepted: 08/31/2018] [Indexed: 12/15/2022] Open
Abstract
While fluorescence microscopes and atomic force microscopes are widely used to visualize, track, and manipulate single biomolecules, the resolution of these methods is limited by sample drift. To minimize drift, active feedback methods have recently been used to stabilize single molecule microscopes on the sub-nanometer scale. However, these methods require high intensity lasers which limits their application in single molecule fluorescence measurements. Furthermore, these feedback methods do not track user-defined regions of the sample, but rather monitor the relative displacement of an unknown point on a fiducial marker, which limits their use in biological force measurements. To overcome these limitations, we have developed a novel method to image, track and stabilize a sample using low laser intensities. We demonstrate the capabilities of our approach by tracking a user-chosen point on a fiducial marker at 8.6 kHz and stabilizing it with sub-nanometer resolution. We further showcase the application of our method in single molecule fluorescence microscopy by imaging and stabilizing individual fluorescently-tagged streptavidin proteins under biologically relevant conditions. We anticipate that our method can be easily used to improve the resolution of a wide range of single molecule fluorescence microscopy and integrated force-fluorescence applications.
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Affiliation(s)
- Patrick D Schmidt
- Department of Electrical and Computer Engineering, Iowa State University, Ames, IA, 50011, USA
| | - Benjamin H Reichert
- Department of Electrical and Computer Engineering, Iowa State University, Ames, IA, 50011, USA
| | - John G Lajoie
- Department of Physics and Astronomy, Iowa State University, Ames, IA, 50011, USA
| | - Sanjeevi Sivasankar
- Department of Electrical and Computer Engineering, Iowa State University, Ames, IA, 50011, USA. .,Department of Physics and Astronomy, Iowa State University, Ames, IA, 50011, USA. .,Department of Biomedical Engineering, University of California, Davis, CA, 95616, USA.
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5
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Colomb W, Czerski J, Sau JD, Sarkar SK. Estimation of microscope drift using fluorescent nanodiamonds as fiducial markers. J Microsc 2017; 266:298-306. [PMID: 28328030 DOI: 10.1111/jmi.12539] [Citation(s) in RCA: 23] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/28/2016] [Revised: 01/16/2017] [Accepted: 01/25/2017] [Indexed: 01/10/2023]
Abstract
Fiducial markers are used to correct the microscope drift and should be photostable, be usable at multiple wavelengths and be compatible for multimodal imaging. Fiducial markers such as beads, gold nanoparticles, microfabricated patterns and organic fluorophores lack one or more of these criteria. Moreover, the localization accuracy and drift correction can be degraded by other fluorophores, instrument noise and artefacts due to image processing and tracking algorithms. Estimating mechanical drift by assuming Gaussian distributed noise is not suitable under these circumstances. Here we present a method that uses fluorescent nanodiamonds as fiducial markers and uses an improved maximum likelihood algorithm to estimate the drift with both accuracy and precision within the range 1.55-5.75 nm.
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Affiliation(s)
- W Colomb
- Department of Physics, Colorado School of Mines, Golden, Colorado, U.S.A
| | - J Czerski
- Department of Physics, Colorado School of Mines, Golden, Colorado, U.S.A
| | - J D Sau
- Department of Physics, University of Maryland, College Park, MD, U.S.A
| | - S K Sarkar
- Department of Physics, Colorado School of Mines, Golden, Colorado, U.S.A
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6
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Chada N, Sigdel KP, Gari RRS, Matin TR, Randall LL, King GM. Glass is a Viable Substrate for Precision Force Microscopy of Membrane Proteins. Sci Rep 2015; 5:12550. [PMID: 26228793 PMCID: PMC4521160 DOI: 10.1038/srep12550] [Citation(s) in RCA: 40] [Impact Index Per Article: 4.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/01/2015] [Accepted: 07/02/2015] [Indexed: 12/01/2022] Open
Abstract
Though ubiquitous in optical microscopy, glass has long been overlooked as a specimen supporting surface for high resolution atomic force microscopy (AFM) investigations due to its roughness. Using bacteriorhodopsin from Halobacterium salinarum and the translocon SecYEG from Escherichia coli, we demonstrate that faithful images of 2D crystalline and non-crystalline membrane proteins in lipid bilayers can be obtained on microscope cover glass following a straight-forward cleaning procedure. Direct comparison between AFM data obtained on glass and on mica substrates show no major differences in image fidelity. Repeated association of the ATPase SecA with the cytoplasmic protrusion of SecYEG demonstrates that the translocon remains competent for binding after tens of minutes of continuous AFM imaging. This opens the door for precision long-timescale investigations of the active translocase in near-native conditions and, more generally, for integration of high resolution biological AFM with many powerful optical techniques that require non-birefringent substrates.
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Affiliation(s)
- Nagaraju Chada
- Department of Physics and Astronomy, University of Missouri-Columbia, Columbia, Missouri 65211 USA
| | - Krishna P Sigdel
- Department of Physics and Astronomy, University of Missouri-Columbia, Columbia, Missouri 65211 USA
| | | | - Tina Rezaie Matin
- Department of Physics and Astronomy, University of Missouri-Columbia, Columbia, Missouri 65211 USA
| | - Linda L Randall
- Department of Biochemistry, University of Missouri-Columbia, Columbia, Missouri 65211 USA
| | - Gavin M King
- 1] Department of Physics and Astronomy, University of Missouri-Columbia, Columbia, Missouri 65211 USA [2] Department of Biochemistry, University of Missouri-Columbia, Columbia, Missouri 65211 USA
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7
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Bon P, Bourg N, Lécart S, Monneret S, Fort E, Wenger J, Lévêque-Fort S. Three-dimensional nanometre localization of nanoparticles to enhance super-resolution microscopy. Nat Commun 2015. [PMID: 26212705 PMCID: PMC4525210 DOI: 10.1038/ncomms8764] [Citation(s) in RCA: 63] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/13/2022] Open
Abstract
Meeting the nanometre resolution promised by super-resolution microscopy techniques (pointillist: PALM, STORM, scanning: STED) requires stabilizing the sample drifts in real time during the whole acquisition process. Metal nanoparticles are excellent probes to track the lateral drifts as they provide crisp and photostable information. However, achieving nanometre axial super-localization is still a major challenge, as diffraction imposes large depths-of-fields. Here we demonstrate fast full three-dimensional nanometre super-localization of gold nanoparticles through simultaneous intensity and phase imaging with a wavefront-sensing camera based on quadriwave lateral shearing interferometry. We show how to combine the intensity and phase information to provide the key to the third axial dimension. Presently, we demonstrate even in the occurrence of large three-dimensional fluctuations of several microns, unprecedented sub-nanometre localization accuracies down to 0.7 nm in lateral and 2.7 nm in axial directions at 50 frames per second. We demonstrate that nanoscale stabilization greatly enhances the image quality and resolution in direct stochastic optical reconstruction microscopy imaging.
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Affiliation(s)
- Pierre Bon
- Laboratoire Photonique Numérique et Nanosciences (LP2N), CNRS UMR5298, Institut d'Optique Graduate School, Bordeaux University, Rue Francois Mitterand, 33400 Talence, France.,Institut Langevin, ESPCI ParisTech, CNRS UMR 7587, PSL Research University, 1 rue Jussieu, Paris 75238, France.,Institut des Sciences Moléculaires d'Orsay (ISMO), University Paris-Sud, CNRS UMR 8214, Orsay 91405, France
| | - Nicolas Bourg
- Institut des Sciences Moléculaires d'Orsay (ISMO), University Paris-Sud, CNRS UMR 8214, Orsay 91405, France
| | - Sandrine Lécart
- Centre de photonique Biomédicale (CPBM/CLUPS/LUMAT) FR2764, University Paris-Sud, Orsay 91405, France
| | - Serge Monneret
- CNRS, Aix Marseille Université, Ecole Centrale Marseille, Institut Fresnel UMR7249, 13013 Marseille, France
| | - Emmanuel Fort
- Institut Langevin, ESPCI ParisTech, CNRS UMR 7587, PSL Research University, 1 rue Jussieu, Paris 75238, France
| | - Jérôme Wenger
- CNRS, Aix Marseille Université, Ecole Centrale Marseille, Institut Fresnel UMR7249, 13013 Marseille, France
| | - Sandrine Lévêque-Fort
- Institut des Sciences Moléculaires d'Orsay (ISMO), University Paris-Sud, CNRS UMR 8214, Orsay 91405, France
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8
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Lu M, Lu HP. Probing protein multidimensional conformational fluctuations by single-molecule multiparameter photon stamping spectroscopy. J Phys Chem B 2014; 118:11943-55. [PMID: 25222115 PMCID: PMC4199541 DOI: 10.1021/jp5081498] [Citation(s) in RCA: 18] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
Abstract
![]()
Conformational motions of proteins
are highly dynamic and intrinsically
complex. To capture the temporal and spatial complexity of conformational
motions and further to understand their roles in protein functions,
an attempt is made to probe multidimensional conformational dynamics
of proteins besides the typical one-dimensional FRET coordinate or
the projected conformational motions on the one-dimensional FRET coordinate.
T4 lysozyme hinge-bending motions between two domains along α-helix
have been probed by single-molecule FRET. Nevertheless, the domain
motions of T4 lysozyme are rather complex involving multiple coupled
nuclear coordinates and most likely contain motions besides hinge-bending.
It is highly likely that the multiple dimensional protein conformational
motions beyond the typical enzymatic hinged-bending motions have profound
impact on overall enzymatic functions. In this report, we have developed
a single-molecule multiparameter photon stamping spectroscopy integrating
fluorescence anisotropy, FRET, and fluorescence lifetime. This spectroscopic
approach enables simultaneous observations of both FRET-related site-to-site
conformational dynamics and molecular rotational (or orientational)
motions of individual Cy3-Cy5 labeled T4 lysozyme molecules. We have
further observed wide-distributed rotational flexibility along orientation
coordinates by recording fluorescence anisotropy and simultaneously
identified multiple intermediate conformational states along FRET
coordinate by monitoring time-dependent donor lifetime, presenting
a whole picture of multidimensional conformational dynamics in the
process of T4 lysozyme open-close hinge-bending enzymatic turnover
motions under enzymatic reaction conditions. By analyzing the autocorrelation
functions of both lifetime and anisotropy trajectories, we have also
observed the dynamic and static inhomogeneity of T4 lysozyme multidimensional
conformational fluctuation dynamics, providing a fundamental understanding
of the enzymatic reaction turnover dynamics associated with overall
enzyme as well as the specific active-site conformational fluctuations
that are not identifiable and resolvable in the conventional ensemble-averaged
experiment.
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Affiliation(s)
- Maolin Lu
- Center for Photochemical Sciences, Department of Chemistry, Bowling Green State University , Bowling Green, Ohio 43403, United States
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9
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Kerssemakers JWJ, Blosser TR, Dekker C. A simple self-calibrating method to measure the height of fluorescent molecules and beads at nanoscale resolution. NANO LETTERS 2014; 14:4469-4475. [PMID: 25014485 DOI: 10.1021/nl501434v] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/03/2023]
Abstract
We describe a simple self-calibrating technique, incident-beam interference sweeping, for measuring the height of fluorescent labels. Using a tilted back-reflecting mirror and a scanning laser beam, a modulated fluorescence emission allows height determination of a label from a surface with a resolution of ∼ 3 nm. In addition, we show that the absolute distance of a label from the top-mounted mirror can be determined with a resolution of a few tens of nanometers over a micrometer range.
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Affiliation(s)
- Jacob W J Kerssemakers
- Department of Bionanoscience, Kavli Institute of Nanoscience, Delft University of Technology , Lorentzweg 1, 2628 CJ Delft, The Netherlands
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