1
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Zhang O, Lew MD. Single-molecule orientation-localization microscopy: Applications and approaches. Q Rev Biophys 2024; 57:e17. [PMID: 39710866 DOI: 10.1017/s0033583524000167] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/24/2024]
Abstract
Single-molecule orientation-localization microscopy (SMOLM) builds upon super-resolved localization microscopy by imaging orientations and rotational dynamics of individual molecules in addition to their positions. This added dimensionality provides unparalleled insights into nanoscale biophysical and biochemical processes, including the organization of actin networks, movement of molecular motors, conformations of DNA strands, growth and remodeling of amyloid aggregates, and composition changes within lipid membranes. In this review, we discuss recent innovations in SMOLM and cover three key aspects: (1) biophysical insights enabled by labeling strategies that endow fluorescent probes to bind to targets with orientation specificity; (2) advanced imaging techniques that leverage the physics of light-matter interactions and estimation theory to encode orientation information with high fidelity into microscope images; and (3) computational methods that ensure accurate and precise data analysis and interpretation, even in the presence of severe shot noise. Additionally, we compare labeling approaches, imaging hardware, and publicly available analysis software to aid the community in choosing the best SMOLM implementation for their specific biophysical application. Finally, we highlight future directions for SMOLM, such as the development of probes with improved photostability and specificity, the design of “smart” adaptive hardware, and the use of advanced computational approaches to handle large, complex datasets. This review underscores the significant current and potential impact of SMOLM in deepening our understanding of molecular dynamics, paving the way for future breakthroughs in the fields of biophysics, biochemistry, and materials science.
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Affiliation(s)
- Oumeng Zhang
- Preston M. Green Department of Electrical and Systems Engineering, Washington University in St. Louis, St. Louis, MO, USA
- Department of Electrical Engineering, California Institute of Technology, Pasadena, CA, USA
| | - Matthew D Lew
- Preston M. Green Department of Electrical and Systems Engineering, Washington University in St. Louis, St. Louis, MO, USA
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2
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Bruggeman E, Zhang O, Needham LM, Körbel M, Daly S, Cheetham M, Peters R, Wu T, Klymchenko AS, Davis SJ, Paluch EK, Klenerman D, Lew MD, O'Holleran K, Lee SF. POLCAM: instant molecular orientation microscopy for the life sciences. Nat Methods 2024; 21:1873-1883. [PMID: 39375574 PMCID: PMC11466833 DOI: 10.1038/s41592-024-02382-8] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/03/2023] [Accepted: 07/17/2024] [Indexed: 10/09/2024]
Abstract
Current methods for single-molecule orientation localization microscopy (SMOLM) require optical setups and algorithms that can be prohibitively slow and complex, limiting widespread adoption for biological applications. We present POLCAM, a simplified SMOLM method based on polarized detection using a polarization camera, which can be easily implemented on any wide-field fluorescence microscope. To make polarization cameras compatible with single-molecule detection, we developed theory to minimize field-of-view errors, used simulations to optimize experimental design and developed a fast algorithm based on Stokes parameter estimation that can operate over 1,000-fold faster than the state of the art, enabling near-instant determination of molecular anisotropy. To aid in the adoption of POLCAM, we developed open-source image analysis software and a website detailing hardware installation and software use. To illustrate the potential of POLCAM in the life sciences, we applied our method to study α-synuclein fibrils, the actin cytoskeleton of mammalian cells, fibroblast-like cells and the plasma membrane of live human T cells.
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Affiliation(s)
- Ezra Bruggeman
- Yusuf Hamied Department of Chemistry, University of Cambridge, Cambridge, UK
- Aligning Science Across Parkinson's (ASAP) Collaborative Research Network, Chevy Chase, MD, USA
| | - Oumeng Zhang
- Department of Electrical and Systems Engineering, Washington University in St. Louis, St. Louis, MO, USA
| | - Lisa-Maria Needham
- Yusuf Hamied Department of Chemistry, University of Cambridge, Cambridge, UK
- Department of Chemistry, University of Wisconsin-Madison, Madison, WI, USA
| | - Markus Körbel
- Yusuf Hamied Department of Chemistry, University of Cambridge, Cambridge, UK
| | - Sam Daly
- Yusuf Hamied Department of Chemistry, University of Cambridge, Cambridge, UK
| | - Matthew Cheetham
- Yusuf Hamied Department of Chemistry, University of Cambridge, Cambridge, UK
| | - Ruby Peters
- Department of Physiology, Development and Neuroscience, University of Cambridge, Cambridge, UK
| | - Tingting Wu
- Department of Electrical and Systems Engineering, Washington University in St. Louis, St. Louis, MO, USA
| | - Andrey S Klymchenko
- Laboratoire de Biophotonique et Pharmacologie, Université de Strasbourg, Strasbourg, France
| | - Simon J Davis
- MRC Weatherall Institute of Molecular Medicine, University of Oxford, Oxford, UK
| | - Ewa K Paluch
- Department of Physiology, Development and Neuroscience, University of Cambridge, Cambridge, UK
| | - David Klenerman
- Yusuf Hamied Department of Chemistry, University of Cambridge, Cambridge, UK
| | - Matthew D Lew
- Department of Electrical and Systems Engineering, Washington University in St. Louis, St. Louis, MO, USA
| | - Kevin O'Holleran
- Cambridge Advanced Imaging Centre, University of Cambridge, Cambridge, UK
| | - Steven F Lee
- Yusuf Hamied Department of Chemistry, University of Cambridge, Cambridge, UK.
- Aligning Science Across Parkinson's (ASAP) Collaborative Research Network, Chevy Chase, MD, USA.
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3
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Zhou W, Wu T, Lew MD. Fundamental Limits in Measuring the Anisotropic Rotational Diffusion of Single Molecules. J Phys Chem A 2024; 128:5808-5815. [PMID: 38978460 PMCID: PMC11298152 DOI: 10.1021/acs.jpca.4c03160] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 07/10/2024]
Abstract
Many biophysical techniques, such as single-molecule fluorescence correlation spectroscopy, Förster resonance energy transfer, and fluorescence anisotropy, measure the translation and rotation of biomolecules to quantify molecular processes at the nanoscale. These methods often simplify data analysis by assuming isotropic rotational diffusion, e.g., that molecules wobble within a circular cone. This simplification ignores the anisotropy present in many biological contexts that may cause molecules to exhibit different degrees of diffusion in different directions. Here, we loosen this assumption and establish a theoretical framework for describing and measuring anisotropic rotational diffusion using fluorescence imaging. We show that anisotropic wobble is directly quantified by the eigenvalues of a 3-by-3 positive-semidefinite Hermitian matrix M consisting of the second-order moments of a molecule's transition dipole μ. This formalism enables us to model the influence of unavoidable shot noise using a Hermitian perturbation matrix E; the eigenvalues of E directly bound errors in measurements of wobble via Weyl's inequality. Quantifying various perturbations E reveals that anisotropic wobble measurements are generally more sensitive to errors compared to quantifying isotropic wobble. Moreover, severe shot noise can induce negative eigenvalues in estimates of M, thereby causing the anisotropic wobble measurement to fail. Our analysis, using Fisher information, shows that techniques with worse orientation measurement sensitivity experience stronger perturbations E and require larger signal to background ratios to measure anisotropic rotational diffusion accurately. Our work provides deep insights for improving the state of the art in imaging the orientations and anisotropic rotational diffusion of single molecules.
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Affiliation(s)
- Weiyan Zhou
- Preston M. Green Department of Electrical and Systems Engineering, Washington University in St. Louis, St. Louis, Missouri 63130, United States
| | - Tingting Wu
- Preston M. Green Department of Electrical and Systems Engineering, Washington University in St. Louis, St. Louis, Missouri 63130, United States
| | - Matthew D Lew
- Preston M. Green Department of Electrical and Systems Engineering, Washington University in St. Louis, St. Louis, Missouri 63130, United States
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4
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Sun B, Ding T, Zhou W, Porter TS, Lew MD. Single-Molecule Orientation Imaging Reveals the Nano-Architecture of Amyloid Fibrils Undergoing Growth and Decay. NANO LETTERS 2024; 24:10.1021/acs.nanolett.4c01263. [PMID: 38828968 PMCID: PMC11612035 DOI: 10.1021/acs.nanolett.4c01263] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/05/2024]
Abstract
Amyloid-beta (Aβ42) aggregates are characteristic Alzheimer's disease signatures, but probing how their nanoscale architectures influence their growth and decay remains challenging using current technologies. Here, we apply time-lapse single-molecule orientation-localization microscopy (SMOLM) to measure the orientations and rotational "wobble" of Nile blue (NB) molecules transiently binding to Aβ42 fibrils. We correlate fibril architectures measured by SMOLM with their growth and decay over the course of 5 to 20 min visualized by single-molecule localization microscopy (SMLM). We discover that stable Aβ42 fibrils tend to be well-ordered and signified by well-aligned NB orientations and small wobble. SMOLM also shows that increasing order and disorder are signatures of growing and decaying fibrils, respectively. We also observe SMLM-invisible fibril remodeling, including steady growth and decay patterns that conserve β-sheet organization. SMOLM reveals that increased fibril architectural heterogeneity is correlated with dynamic remodeling and that large-scale fibril remodeling tends to originate from strongly heterogeneous local regions.
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Affiliation(s)
- Brian Sun
- Preston M. Green Department of Electrical and Systems Engineering, Washington University in St. Louis, St. Louis, MO, 63130, USA
| | - Tianben Ding
- Preston M. Green Department of Electrical and Systems Engineering, Washington University in St. Louis, St. Louis, MO, 63130, USA
| | - Weiyan Zhou
- Preston M. Green Department of Electrical and Systems Engineering, Washington University in St. Louis, St. Louis, MO, 63130, USA
| | - Tara S. Porter
- Preston M. Green Department of Electrical and Systems Engineering, Washington University in St. Louis, St. Louis, MO, 63130, USA
| | - Matthew D. Lew
- Preston M. Green Department of Electrical and Systems Engineering, Washington University in St. Louis, St. Louis, MO, 63130, USA
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5
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Lin SZ, Changede R, Farrugia AJ, Bershadsky AD, Sheetz MP, Prost J, Rupprecht JF. Membrane Tilt Drives Phase Separation of Adhesion Receptors. PHYSICAL REVIEW LETTERS 2024; 132:188402. [PMID: 38759206 DOI: 10.1103/physrevlett.132.188402] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/31/2023] [Accepted: 03/25/2024] [Indexed: 05/19/2024]
Abstract
Cell adhesion receptors are transmembrane proteins that bind cells to their environment. These proteins typically cluster into disk-shaped or linear structures. Here, we show that such clustering patterns spontaneously emerge when the receptor senses the membrane deformation gradient, for example, by reaching a lower-energy conformation when the membrane is tilted relative to the underlying binding substrate. Increasing the strength of the membrane gradient-sensing mechanism first yields isolated disk-shaped clusters and then long linear structures. Our theory is coherent with experimental estimates of the parameters, suggesting that a tilt-induced clustering mechanism is relevant in the context of cell adhesion.
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Affiliation(s)
- Shao-Zhen Lin
- Aix Marseille Univ, Université de Toulon, CNRS, CPT (UMR 7332), Turing Centre for Living Systems, Marseille, France
| | - Rishita Changede
- Mechanobiology Institute, National University of Singapore, 117411 Singapore
- TeOra Pte Ltd, Singapore, Singapore
| | - Aaron J Farrugia
- Mechanobiology Institute, National University of Singapore, 117411 Singapore
| | - Alexander D Bershadsky
- Mechanobiology Institute, National University of Singapore, 117411 Singapore
- Department of Molecular Cell Biology, Weizmann Institute of Science, Israel
| | - Michael P Sheetz
- Mechanobiology Institute, National University of Singapore, 117411 Singapore
- Biochemistry and Molecular Biology Department, University of Texas Medical Branch, Galveston, Texas 77555, USA
| | - Jacques Prost
- Mechanobiology Institute, National University of Singapore, 117411 Singapore
- Laboratoire Physico-Chimie Curie, UMR 168, Institut Curie, PSL Research University, CNRS, Sorbonne Université, 75005 Paris, France
| | - Jean-François Rupprecht
- Aix Marseille Univ, Université de Toulon, CNRS, CPT (UMR 7332), Turing Centre for Living Systems, Marseille, France
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6
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Sun B, Ding T, Zhou W, Porter TS, Lew MD. Single-Molecule Orientation Imaging Reveals the Nano-Architecture of Amyloid Fibrils Undergoing Growth and Decay. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2024:2024.03.24.586510. [PMID: 38585908 PMCID: PMC10996564 DOI: 10.1101/2024.03.24.586510] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 04/09/2024]
Abstract
Amyloid-beta ( A β 42 ) aggregates are characteristic signatures of Alzheimer's disease, but probing how their nanoscale architectures influence their growth and decay remains challenging using current technologies. Here, we apply time-lapse single-molecule orientation-localization microscopy (SMOLM) to measure the orientations and rotational "wobble" of Nile blue (NB) molecules transiently binding to A β 42 fibrils. We quantify correlations between fibril architectures, measured by SMOLM, and their growth and decay visualized by single-molecule localization microscopy (SMLM). We discover that stable A β 42 fibrils tend to be well-ordered, signified by well-aligned NB orientations and small wobble. SMOLM also shows that increasing order and disorder are signatures of growing and decaying A β 42 fibrils, respectively. We also observe SMLM-invisible fibril remodeling, including steady growth and decay patterns that conserve β -sheet organization. SMOLM reveals that increased heterogeneity in fibril architectures is correlated with more dynamic remodeling and that large-scale fibril remodeling tends to originate from local regions that exhibit strong heterogeneity.
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Affiliation(s)
- Brian Sun
- Department of Electrical and Systems Engineering, Washington University in St. Louis, St. Louis, MO, 63130
| | - Tianben Ding
- Department of Electrical and Systems Engineering, Washington University in St. Louis, St. Louis, MO, 63130
| | - Weiyan Zhou
- Department of Electrical and Systems Engineering, Washington University in St. Louis, St. Louis, MO, 63130
| | - Tara S. Porter
- Department of Electrical and Systems Engineering, Washington University in St. Louis, St. Louis, MO, 63130
| | - Matthew D. Lew
- Department of Electrical and Systems Engineering, Washington University in St. Louis, St. Louis, MO, 63130
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7
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Jouchet P, Roy AR, Moerner W. Combining deep learning approaches and point spread function engineering for simultaneous 3D position and 3D orientation measurements of fluorescent single molecules. OPTICS COMMUNICATIONS 2023; 542:129589. [PMID: 37396964 PMCID: PMC10310311 DOI: 10.1016/j.optcom.2023.129589] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 07/04/2023]
Abstract
Point Spread Function (PSF) engineering is an effective method to increase the sensitivity of single-molecule fluorescence images to specific parameters. Classical phase mask optimization approaches have enabled the creation of new PSFs that can achieve, for example, localization precision of a few nanometers axially over a capture range of several microns with bright emitters. However, for complex high-dimensional optimization problems, classical approaches are difficult to implement and can be very time-consuming for computation. The advent of deep learning methods and their application to single-molecule imaging has provided a way to solve these problems. Here, we propose to combine PSF engineering and deep learning approaches to obtain both an optimized phase mask and a neural network structure to obtain the 3D position and 3D orientation of fixed fluorescent molecules. Our approach allows us to obtain an axial localization precision around 30 nanometers, as well as an orientation precision around 5 degrees for orientations and positions over a one micron depth range for a signal-to-noise ratio consistent with what is typical in single-molecule cellular imaging experiments.
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Affiliation(s)
- Pierre Jouchet
- Department of Chemistry, Stanford University, 94305 Stanford CA, USA
| | - Anish R. Roy
- Department of Chemistry, Stanford University, 94305 Stanford CA, USA
| | - W.E. Moerner
- Department of Chemistry, Stanford University, 94305 Stanford CA, USA
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8
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Ning T, Ma X, Li Y, Li Y, Liu K. Efficient acquisition of Mueller matrix via spatially modulated polarimetry at low light field. OPTICS EXPRESS 2023; 31:14532-14559. [PMID: 37157316 DOI: 10.1364/oe.484579] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/10/2023]
Abstract
Mueller polarimetry performed in low light field with high speed and accuracy is important for the diagnosis of living biological tissues. However, efficient acquisition of the Mueller matrix at low light field is challenging owing to the interference of background-noise. In this study, a spatially modulated Mueller polarimeter (SMMP) induced by a zero-order vortex quarter wave retarder is first presented to acquire the Mueller matrix rapidly using only four camera shots rather than 16 shots, as in the state of the art technique. In addition, a momentum gradient ascent algorithm is proposed to accelerate the reconstruction of the Mueller matrix. Subsequently, a novel adaptive hard thresholding filter combined with the spatial distribution characteristics of photons at different low light levels, in addition to a low-pass fast-Fourier-transform filter, is utilized to remove redundant background noise from raw-low intensity distributions. The experimental results illustrate that the proposed method is more robust to noise perturbation, and its precision is almost an order of magnitude higher than that of the classical dual-rotating retarder Mueller polarimetry at low light field.
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9
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Zhang O, Guo Z, He Y, Wu T, Vahey MD, Lew MD. Six-Dimensional Single-Molecule Imaging with Isotropic Resolution using a Multi-View Reflector Microscope. NATURE PHOTONICS 2023; 17:179-186. [PMID: 36968242 PMCID: PMC10035538 DOI: 10.1038/s41566-022-01116-6] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/08/2022] [Accepted: 10/20/2022] [Indexed: 05/31/2023]
Abstract
Imaging both the positions and orientations of single fluorophores, termed single-molecule orientation-localisation microscopy, is a powerful tool to study biochemical processes. However, the limited photon budget associated with single-molecule fluorescence makes high-dimensional imaging with isotropic, nanoscale spatial resolution a formidable challenge. Here, we realise a radially and azimuthally polarized multi-view reflector (raMVR) microscope for the imaging of the 3D positions and 3D orientations of single molecules, with precision of 10.9 nm and 2.0° over a 1.5 μm depth range. The raMVR microscope achieves 6D super-resolution imaging of Nile red (NR) molecules transiently bound to lipid-coated spheres, accurately resolving their spherical morphology despite refractive-index mismatch. By observing the rotational dynamics of NR, raMVR images also resolve the infiltration of lipid membranes by amyloid-beta oligomers without covalent labelling. Finally, we demonstrate 6D imaging of cell membranes, where the orientations of specific fluorophores reveal heterogeneity in membrane fluidity. With its nearly isotropic 3D spatial resolution and orientation measurement precision, we expect the raMVR microscope to enable 6D imaging of molecular dynamics within biological and chemical systems with exceptional detail.
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Affiliation(s)
- Oumeng Zhang
- Department of Electrical and Systems Engineering
| | | | | | - Tingting Wu
- Department of Electrical and Systems Engineering
| | - Michael D. Vahey
- Department of Biomedical Engineering
- Center for Biomolecular Condensates
| | - Matthew D. Lew
- Department of Electrical and Systems Engineering
- Center for Biomolecular Condensates
- Institute of Materials Science and Engineering, Washington University in St. Louis, Missouri 63130, USA
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10
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Alemán-Castañeda LA, Feng SYT, Gutiérrez-Cuevas R, Herrera I, Brown TG, Brasselet S, Alonso MA. Using fluorescent beads to emulate single fluorophores. JOURNAL OF THE OPTICAL SOCIETY OF AMERICA. A, OPTICS, IMAGE SCIENCE, AND VISION 2022; 39:C167-C178. [PMID: 36520768 DOI: 10.1364/josaa.474837] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/02/2022] [Accepted: 11/12/2022] [Indexed: 06/17/2023]
Abstract
We study the conditions under which fluorescent beads can be used to emulate single fluorescent molecules in the calibration of optical microscopes. Although beads are widely used due to their brightness and easy manipulation, there can be notable differences between the point spread functions (PSFs) they produce and those for single-molecule fluorophores, caused by their different emission patterns and sizes. We study theoretically these differences for various scenarios, e.g., with or without polarization channel splitting, to determine the conditions under which the use of beads as a model for single molecules is valid. We also propose methods to model the blurring due to the size difference and compensate for it to produce PSFs that are more similar to those for single molecules.
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11
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Brasselet S. Unraveling the geometry of complex protein organizations by polarized fluorescence imaging. Biophys J 2022; 121:4242-4243. [PMID: 36182666 PMCID: PMC9702980 DOI: 10.1016/j.bpj.2022.09.022] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/14/2022] [Revised: 09/16/2022] [Accepted: 09/19/2022] [Indexed: 12/14/2022] Open
Affiliation(s)
- Sophie Brasselet
- Aix Marseille University, CNRS, Centrale Marseille, Institut Fresnel, Marseille, France.
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12
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Brasselet S. Fluorescence polarization modulation super-resolution imaging provides refined dynamics orientation processes in biological samples. LIGHT, SCIENCE & APPLICATIONS 2022; 11:322. [PMID: 36336677 PMCID: PMC9637731 DOI: 10.1038/s41377-022-01018-w] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Indexed: 06/16/2023]
Abstract
Combining polarization modulation Fourier analysis and spatial information in a joint reconstruction algorithm for polarization-resolved fluorescence imaging provides not only a gain in spatial resolution but also a sensitive readout of anisotropy in cell samples.
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Affiliation(s)
- Sophie Brasselet
- Aix Marseille Univ, CNRS, Centrale Marseille, Institut Fresnel, F-13013, Marseille, France.
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13
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Liu X, Jiang Y, Cui Y, Yuan J, Fang X. Deep learning in single-molecule imaging and analysis: recent advances and prospects. Chem Sci 2022; 13:11964-11980. [PMID: 36349113 PMCID: PMC9600384 DOI: 10.1039/d2sc02443h] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/02/2022] [Accepted: 09/19/2022] [Indexed: 09/19/2023] Open
Abstract
Single-molecule microscopy is advantageous in characterizing heterogeneous dynamics at the molecular level. However, there are several challenges that currently hinder the wide application of single molecule imaging in bio-chemical studies, including how to perform single-molecule measurements efficiently with minimal run-to-run variations, how to analyze weak single-molecule signals efficiently and accurately without the influence of human bias, and how to extract complete information about dynamics of interest from single-molecule data. As a new class of computer algorithms that simulate the human brain to extract data features, deep learning networks excel in task parallelism and model generalization, and are well-suited for handling nonlinear functions and extracting weak features, which provide a promising approach for single-molecule experiment automation and data processing. In this perspective, we will highlight recent advances in the application of deep learning to single-molecule studies, discuss how deep learning has been used to address the challenges in the field as well as the pitfalls of existing applications, and outline the directions for future development.
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Affiliation(s)
- Xiaolong Liu
- Key Laboratory of Molecular Nanostructure and Nanotechnology, CAS Research/Education Center for Excellence in Molecular Sciences, Institute of Chemistry, Chinese Academy of Sciences Beijing 100190 China
- University of Chinese Academy of Sciences Beijing 100049 P. R. China
| | - Yifei Jiang
- Institute of Basic Medicine and Cancer, Chinese Academy of Sciences Hangzhou 310022 Zhejiang China
| | - Yutong Cui
- Key Laboratory of Molecular Nanostructure and Nanotechnology, CAS Research/Education Center for Excellence in Molecular Sciences, Institute of Chemistry, Chinese Academy of Sciences Beijing 100190 China
- University of Chinese Academy of Sciences Beijing 100049 P. R. China
| | - Jinghe Yuan
- Key Laboratory of Molecular Nanostructure and Nanotechnology, CAS Research/Education Center for Excellence in Molecular Sciences, Institute of Chemistry, Chinese Academy of Sciences Beijing 100190 China
| | - Xiaohong Fang
- Key Laboratory of Molecular Nanostructure and Nanotechnology, CAS Research/Education Center for Excellence in Molecular Sciences, Institute of Chemistry, Chinese Academy of Sciences Beijing 100190 China
- University of Chinese Academy of Sciences Beijing 100049 P. R. China
- Institute of Basic Medicine and Cancer, Chinese Academy of Sciences Hangzhou 310022 Zhejiang China
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14
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Wu T, Lu P, Rahman MA, Li X, Lew MD. Deep-SMOLM: deep learning resolves the 3D orientations and 2D positions of overlapping single molecules with optimal nanoscale resolution. OPTICS EXPRESS 2022; 30:36761-36773. [PMID: 36258598 PMCID: PMC9662599 DOI: 10.1364/oe.470146] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/31/2022] [Revised: 09/08/2022] [Accepted: 09/08/2022] [Indexed: 06/01/2023]
Abstract
Dipole-spread function (DSF) engineering reshapes the images of a microscope to maximize the sensitivity of measuring the 3D orientations of dipole-like emitters. However, severe Poisson shot noise, overlapping images, and simultaneously fitting high-dimensional information-both orientation and position-greatly complicates image analysis in single-molecule orientation-localization microscopy (SMOLM). Here, we report a deep-learning based estimator, termed Deep-SMOLM, that achieves superior 3D orientation and 2D position measurement precision within 3% of the theoretical limit (3.8° orientation, 0.32 sr wobble angle, and 8.5 nm lateral position using 1000 detected photons). Deep-SMOLM also demonstrates state-of-art estimation performance on overlapping images of emitters, e.g., a 0.95 Jaccard index for emitters separated by 139 nm, corresponding to a 43% image overlap. Deep-SMOLM accurately and precisely reconstructs 5D information of both simulated biological fibers and experimental amyloid fibrils from images containing highly overlapped DSFs at a speed ~10 times faster than iterative estimators.
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Affiliation(s)
- Tingting Wu
- Department of Electrical and Systems Engineering,
Washington University in St. Louis, Missouri 63130, USA
- Center for Science and Engineering of Living Systems,
Washington University in St. Louis, Missouri 63130, USA
| | - Peng Lu
- Department of Biomedical Engineering, Washington University in St. Louis, Missouri 63130, USA
- Department of Radiology, Washington University School of Medicine, Missouri 63110, USA
- These authors contributed equally to this work
| | - Md Ashequr Rahman
- Department of Biomedical Engineering, Washington University in St. Louis, Missouri 63130, USA
- Department of Radiology, Washington University School of Medicine, Missouri 63110, USA
- These authors contributed equally to this work
| | - Xiao Li
- Department of Electrical Engineering and Computer Science, University of Michigan, Ann Arbor, Michigan 48109, USA
- These authors contributed equally to this work
| | - Matthew D. Lew
- Department of Electrical and Systems Engineering,
Washington University in St. Louis, Missouri 63130, USA
- Center for Science and Engineering of Living Systems,
Washington University in St. Louis, Missouri 63130, USA
- Institute of Materials Science and Engineering,
Washington University in St. Louis, Missouri 63130, USA
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15
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Jin Y, Yan J, Jee Rahman S, Yu X, Zhang J. Interference of the scattered vector light fields from two optically levitated nanoparticles. OPTICS EXPRESS 2022; 30:20026-20037. [PMID: 36221763 DOI: 10.1364/oe.454082] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/18/2022] [Accepted: 05/10/2022] [Indexed: 06/16/2023]
Abstract
We experimentally study the interference of dipole scattered light from two optically levitated nanoparticles in vacuum, which present an environment free of particle-substrate interactions. We illuminate the two trapped nanoparticles with a linearly polarized probe beam orthogonal to the propagation of the trapping laser beams. The scattered light from the nanoparticles are collected by a high numerical aperture (NA) objective lens and imaged. The interference fringes from the scattered vector light for the different dipole orientations in image and Fourier space are observed. Especially, the interference fringes of two scattered light fields with polarization vortex show the π shift of the interference fringes between inside and outside the center region of the two nanoparticles in the image space. As far as we know, this is the first experimental observation of the interference of scattered vector light fields from two dipoles in free space. This work also provides a simple and direct method to determine the spatial scales between optically levitated nanoparticles by the interference fringes.
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16
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Wu T, Lu J, Lew MD. Dipole-spread-function engineering for simultaneously measuring the 3D orientations and 3D positions of fluorescent molecules. OPTICA 2022; 9:505-511. [PMID: 35601691 PMCID: PMC9122034 DOI: 10.1364/optica.451899] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/21/2021] [Accepted: 04/03/2022] [Indexed: 06/01/2023]
Abstract
Interactions between biomolecules are characterized by both where they occur and how they are organized, e.g., the alignment of lipid molecules to form a membrane. However, spatial and angular information are mixed within the image of a fluorescent molecule-the microscope's dipole-spread function (DSF). We demonstrate the pixOL algorithm for simultaneously optimizing all pixels within a phase mask to produce an engineered Green's tensor-the dipole extension of point-spread function engineering. The pixOL DSF achieves optimal precision for measuring simultaneously the 3D orientation and 3D location of a single molecule, i.e., 4.1° orientation, 0.44 sr wobble angle, 23.2 nm lateral localization, and 19.5 nm axial localization precisions in simulations over a 700-nm depth range using 2500 detected photons. The pixOL microscope accurately and precisely resolves the 3D positions and 3D orientations of Nile red within a spherical supported lipid bilayer, resolving both membrane defects and differences in cholesterol concentration in 6 dimensions.
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Affiliation(s)
- Tingting Wu
- Department of Electrical and Systems Engineering, Washington University in St. Louis, Missouri 63130, USA
- Center for Science and Engineering of Living Systems, Washington University in St. Louis, Missouri 63130, USA
| | - Jin Lu
- Department of Electrical and Systems Engineering, Washington University in St. Louis, Missouri 63130, USA
- Center for Science and Engineering of Living Systems, Washington University in St. Louis, Missouri 63130, USA
| | - Matthew D. Lew
- Department of Electrical and Systems Engineering, Washington University in St. Louis, Missouri 63130, USA
- Center for Science and Engineering of Living Systems, Washington University in St. Louis, Missouri 63130, USA
- Institute of Materials Science and Engineering, Washington University in St. Louis, Missouri 63130, USA
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17
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Thorsen RØ, Hulleman CN, Rieger B, Stallinga S. Photon efficient orientation estimation using polarization modulation in single-molecule localization microscopy. BIOMEDICAL OPTICS EXPRESS 2022; 13:2835-2858. [PMID: 35774337 PMCID: PMC9203119 DOI: 10.1364/boe.452159] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/18/2022] [Revised: 03/31/2022] [Accepted: 04/03/2022] [Indexed: 06/01/2023]
Abstract
Combining orientation estimation with localization microscopy opens up the possibility to analyze the underlying orientation of biomolecules on the nanometer scale. Inspired by the recent improvement of the localization precision by shifting excitation patterns (MINFLUX, SIMFLUX), we have adapted the idea towards the modulation of excitation polarization to enhance the orientation precision. For this modality two modes are analyzed: i) normally incident excitation with three polarization steps to retrieve the in-plane angle of emitters and ii) obliquely incident excitation with p-polarization with five different azimuthal angles of incidence to retrieve the full orientation. Firstly, we present a theoretical study of the lower precision limit with a Cramér-Rao bound for these modes. For the oblique incidence mode we find a favorable isotropic orientation precision for all molecular orientations if the polar angle of incidence is equal to arccos 2 / 3 ≈ 35 degrees. Secondly, a simulation study is performed to assess the performance for low signal-to-background ratios and how inaccurate illumination polarization angles affect the outcome. We show that a precision, at the Cramér-Rao bound (CRB) limit, of just 2.4 and 1.6 degrees in the azimuthal and polar angles can be achieved with only 1000 detected signal photons and 10 background photons per pixel (about twice better than reported earlier). Lastly, the alignment and calibration of an optical microscope with polarization control is described in detail. With this microscope a proof-of-principle experiment is carried out, demonstrating an experimental in-plane precision close to the CRB limit for signal photon counts ranging from 400 to 10,000.
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Affiliation(s)
- Rasmus Ø Thorsen
- Department of Imaging Physics, Delft University of Technology, Delft, The Netherlands
- These authors contributed equally
| | - Christiaan N Hulleman
- Department of Imaging Physics, Delft University of Technology, Delft, The Netherlands
- These authors contributed equally
| | - Bernd Rieger
- Department of Imaging Physics, Delft University of Technology, Delft, The Netherlands
- These authors contributed equally
| | - Sjoerd Stallinga
- Department of Imaging Physics, Delft University of Technology, Delft, The Netherlands
- These authors contributed equally
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18
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Ning T, Li Y, Zhou G, Sun Y, Liu K. Optimized spatially modulated polarimetry with an efficient calibration method and hybrid gradient descent reconstruction. APPLIED OPTICS 2022; 61:2267-2274. [PMID: 35333244 DOI: 10.1364/ao.451055] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/10/2021] [Accepted: 02/17/2022] [Indexed: 06/14/2023]
Abstract
High accuracy and fast polarization measurements at a low light field are significant in various applications, spanning from quantum optics to diagnosis of living biological tissue. In this paper, we developed an optimized spatially modulated polarimetry (OSMP) with an efficient calibration method that establishes a quantitative link between the intensity distribution of an arbitrary incident polarization state and four intensity distributions of specific input polarization states. Such a calibration method not only considers the total polarimetric errors induced by polarization elements and the focusing lens but also simplifies the procedure of calibration. A hybrid gradient descent (HGD) algorithm, combining the rapidity of optimization of gradient descent (GD) algorithm and the accuracy of optimization of direct enumeration (DE) algorithm, was proposed to restructure the Stokes parameters. Experiment results illustrate that the proposed method can significantly improve the speed and accuracy of polarization measurements over existing spatially modulated polarimeters based on the vortex wave retarder, whether in strong or low light fields.
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19
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Zhang O, Zhou W, Lu J, Wu T, Lew MD. Resolving the Three-Dimensional Rotational and Translational Dynamics of Single Molecules Using Radially and Azimuthally Polarized Fluorescence. NANO LETTERS 2022; 22:1024-1031. [PMID: 35073487 PMCID: PMC8893020 DOI: 10.1021/acs.nanolett.1c03948] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/05/2023]
Abstract
We report a radially and azimuthally polarized (raPol) microscope for high detection and estimation performance in single-molecule orientation-localization microscopy (SMOLM). With 5000 photons detected from Nile red (NR) transiently bound within supported lipid bilayers (SLBs), raPol SMOLM achieves 2.9 nm localization precision, 1.5° orientation precision, and 0.17 sr precision in estimating rotational wobble. Within DPPC SLBs, SMOLM imaging reveals the existence of randomly oriented binding pockets that prevent NR from freely exploring all orientations. Treating the SLBs with cholesterol-loaded methyl-β-cyclodextrin (MβCD-chol) causes NR's orientational diffusion to be dramatically reduced, but curiously NR's median lateral displacements drastically increase from 20.8 to 75.5 nm (200 ms time lag). These jump diffusion events overwhelmingly originate from cholesterol-rich nanodomains within the SLB. These detailed measurements of single-molecule rotational and translational dynamics are made possible by raPol's high measurement precision and are not detectable in standard SMLM.
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20
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Rimoli CV, Valades-Cruz CA, Curcio V, Mavrakis M, Brasselet S. 4polar-STORM polarized super-resolution imaging of actin filament organization in cells. Nat Commun 2022; 13:301. [PMID: 35027553 PMCID: PMC8758668 DOI: 10.1038/s41467-022-27966-w] [Citation(s) in RCA: 37] [Impact Index Per Article: 12.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/22/2021] [Accepted: 12/20/2021] [Indexed: 11/18/2022] Open
Abstract
Single-molecule localization microscopy provides insights into the nanometer-scale spatial organization of proteins in cells, however it does not provide information on their conformation and orientation, which are key functional signatures. Detecting single molecules' orientation in addition to their localization in cells is still a challenging task, in particular in dense cell samples. Here, we present a polarization-splitting scheme which combines Stochastic Optical Reconstruction Microscopy (STORM) with single molecule 2D orientation and wobbling measurements, without requiring a strong deformation of the imaged point spread function. This method called 4polar-STORM allows, thanks to a control of its detection numerical aperture, to determine both single molecules' localization and orientation in 2D and to infer their 3D orientation. 4polar-STORM is compatible with relatively high densities of diffraction-limited spots in an image, and is thus ideally placed for the investigation of dense protein assemblies in cells. We demonstrate the potential of this method in dense actin filament organizations driving cell adhesion and motility.
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Affiliation(s)
- Caio Vaz Rimoli
- Aix Marseille Univ, CNRS, Centrale Marseille, Institut Fresnel, F-13013, Marseille, France
| | - Cesar Augusto Valades-Cruz
- Institut Curie, PSL Research University, UMR144 CNRS, Space-Time imaging of organelles and Endomembranes Dynamics Team, F-75005, Paris, France
- Inria Centre Rennes-Bretagne Atlantique, SERPICO Project Team, F-35042, Rennes, France
| | - Valentina Curcio
- Aix Marseille Univ, CNRS, Centrale Marseille, Institut Fresnel, F-13013, Marseille, France
| | - Manos Mavrakis
- Aix Marseille Univ, CNRS, Centrale Marseille, Institut Fresnel, F-13013, Marseille, France.
| | - Sophie Brasselet
- Aix Marseille Univ, CNRS, Centrale Marseille, Institut Fresnel, F-13013, Marseille, France.
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21
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Koenderink AF, Tsukanov R, Enderlein J, Izeddin I, Krachmalnicoff V. Super-resolution imaging: when biophysics meets nanophotonics. NANOPHOTONICS (BERLIN, GERMANY) 2022; 11:169-202. [PMID: 39633878 PMCID: PMC11501358 DOI: 10.1515/nanoph-2021-0551] [Citation(s) in RCA: 9] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 09/24/2021] [Revised: 11/26/2021] [Accepted: 11/29/2021] [Indexed: 12/07/2024]
Abstract
Probing light-matter interaction at the nanometer scale is one of the most fascinating topics of modern optics. Its importance is underlined by the large span of fields in which such accurate knowledge of light-matter interaction is needed, namely nanophotonics, quantum electrodynamics, atomic physics, biosensing, quantum computing and many more. Increasing innovations in the field of microscopy in the last decade have pushed the ability of observing such phenomena across multiple length scales, from micrometers to nanometers. In bioimaging, the advent of super-resolution single-molecule localization microscopy (SMLM) has opened a completely new perspective for the study and understanding of molecular mechanisms, with unprecedented resolution, which take place inside the cell. Since then, the field of SMLM has been continuously improving, shifting from an initial drive for pushing technological limitations to the acquisition of new knowledge. Interestingly, such developments have become also of great interest for the study of light-matter interaction in nanostructured materials, either dielectric, metallic, or hybrid metallic-dielectric. The purpose of this review is to summarize the recent advances in the field of nanophotonics that have leveraged SMLM, and conversely to show how some concepts commonly used in nanophotonics can benefit the development of new microscopy techniques for biophysics. To this aim, we will first introduce the basic concepts of SMLM and the observables that can be measured. Then, we will link them with their corresponding physical quantities of interest in biophysics and nanophotonics and we will describe state-of-the-art experiments that apply SMLM to nanophotonics. The problem of localization artifacts due to the interaction of the fluorescent emitter with a resonant medium and possible solutions will be also discussed. Then, we will show how the interaction of fluorescent emitters with plasmonic structures can be successfully employed in biology for cell profiling and membrane organization studies. We present an outlook on emerging research directions enabled by the synergy of localization microscopy and nanophotonics.
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Affiliation(s)
- A. Femius Koenderink
- Center for Nanophotonics, AMOLF, Science Park 104, 1098 XGAmsterdam, The Netherlands
| | - Roman Tsukanov
- III. Institute of Physics – Biophysics, Georg August University, Friedrich-Hund-Platz 1,37077Göttingen, Germany
| | - Jörg Enderlein
- III. Institute of Physics – Biophysics, Georg August University, Friedrich-Hund-Platz 1,37077Göttingen, Germany
- Cluster of Excellence “Multiscale Bioimaging: from Molecular Machines to Networks of Excitable Cells” (MBExC), Georg August University, 37077Göttingen, Germany
| | - Ignacio Izeddin
- Institut Langevin - Ondes et Images, ESPCI Paris, Université PSL, CNRS, 1, rue Jussieu, 75005Paris, France
| | - Valentina Krachmalnicoff
- Institut Langevin - Ondes et Images, ESPCI Paris, Université PSL, CNRS, 1, rue Jussieu, 75005Paris, France
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22
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Beckwith JS, Yang H. Sub-millisecond Translational and Orientational Dynamics of a Freely Moving Single Nanoprobe. J Phys Chem B 2021; 125:13436-13443. [PMID: 34851653 DOI: 10.1021/acs.jpcb.1c08917] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Abstract
This paper presents a new experiment with which we are able to measure the 3D translational motion of a single particle at 10 μs time resolution and with ∼10 nm spatial resolution while at the same time determining the 3D orientation of the same single particle with 250 μs time resolution. These high time resolutions are ∼40 times greater than previous simultaneous measurements of 3D position and 3D orientation. Detailed numerical simulations and experiments are used to demonstrate that the technique can measure 3D orientation at the shot-noise limit. The microscope is also able to simultaneously measure the length or width (with the other assumed) of the plasmonic nanorods used here in situ and nondestructively, which should yield a greater understanding of the underlying dynamics. This technique should be applicable to a broad range of problems where environments which change in space and time may perturb physical and chemical dynamics.
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Affiliation(s)
- Joseph S Beckwith
- Department of Chemistry, Frick Laboratory, Princeton University, Princeton, New Jersey 08544, United States
| | - Haw Yang
- Department of Chemistry, Frick Laboratory, Princeton University, Princeton, New Jersey 08544, United States
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23
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Ding T, Lew MD. Single-Molecule Localization Microscopy of 3D Orientation and Anisotropic Wobble Using a Polarized Vortex Point Spread Function. J Phys Chem B 2021; 125:12718-12729. [PMID: 34766758 PMCID: PMC8662813 DOI: 10.1021/acs.jpcb.1c08073] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/02/2023]
Abstract
Within condensed matter, single fluorophores are sensitive probes of their chemical environments, but it is difficult to use their limited photon budget to image precisely their positions, 3D orientations, and rotational diffusion simultaneously. We demonstrate the polarized vortex point spread function (PSF) for measuring these parameters, including characterizing the anisotropy of a molecule's wobble, simultaneously from a single image. Even when imaging dim emitters (∼500 photons detected), the polarized vortex PSF can obtain 12 nm localization precision, 4°-8° orientation precision, and 26° wobble precision. We use the vortex PSF to measure the emission anisotropy of fluorescent beads, the wobble dynamics of Nile red (NR) within supported lipid bilayers, and the distinct orientation signatures of NR in contact with amyloid-beta fibrils, oligomers, and tangles. The unparalleled sensitivity of the vortex PSF transforms single-molecule microscopes into nanoscale orientation imaging spectrometers, where the orientations and wobbles of individual probes reveal structures and organization of soft matter that are nearly impossible to perceive by using molecular positions alone.
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Affiliation(s)
- Tianben Ding
- Department of Electrical and Systems Engineering, Washington University in St. Louis, St. Louis, Missouri 63130, United States
- Center for Science and Engineering of Living Systems, Washington University in St. Louis, St. Louis, Missouri 63130, United States
| | - Matthew D Lew
- Department of Electrical and Systems Engineering, Washington University in St. Louis, St. Louis, Missouri 63130, United States
- Center for Science and Engineering of Living Systems, Washington University in St. Louis, St. Louis, Missouri 63130, United States
- Institute of Materials Science and Engineering, Washington University in St. Louis, St. Louis, Missouri 63130, United States
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24
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Hulleman CN, Thorsen RØ, Kim E, Dekker C, Stallinga S, Rieger B. Simultaneous orientation and 3D localization microscopy with a Vortex point spread function. Nat Commun 2021; 12:5934. [PMID: 34635658 PMCID: PMC8505439 DOI: 10.1038/s41467-021-26228-5] [Citation(s) in RCA: 23] [Impact Index Per Article: 5.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/01/2020] [Accepted: 09/21/2021] [Indexed: 11/08/2022] Open
Abstract
Estimating the orientation and 3D position of rotationally constrained emitters with localization microscopy typically requires polarization splitting or a large engineered Point Spread Function (PSF). Here we utilize a compact modified PSF for single molecule emitter imaging to estimate simultaneously the 3D position, dipole orientation, and degree of rotational constraint from a single 2D image. We use an affordable and commonly available phase plate, normally used for STED microscopy in the excitation light path, to alter the PSF in the emission light path. This resulting Vortex PSF does not require polarization splitting and has a compact PSF size, making it easy to implement and combine with localization microscopy techniques. In addition to a vectorial PSF fitting routine we calibrate for field-dependent aberrations which enables orientation and position estimation within 30% of the Cramér-Rao bound limit over a 66 μm field of view. We demonstrate this technique on reorienting single molecules adhered to the cover slip, λ-DNA with DNA intercalators using binding-activated localization microscopy, and we reveal periodicity on intertwined structures on supercoiled DNA.
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Affiliation(s)
- Christiaan N Hulleman
- Department of Imaging Physics, Delft University of Technology, Delft, The Netherlands
| | - Rasmus Ø Thorsen
- Department of Imaging Physics, Delft University of Technology, Delft, The Netherlands
| | - Eugene Kim
- Department of Bionanoscience, Kavli Institute of Nanoscience, Delft University of Technology, Delft, The Netherlands
- Max Planck Institute of Biophysics, 60438, Frankfurt, Germany
| | - Cees Dekker
- Department of Bionanoscience, Kavli Institute of Nanoscience, Delft University of Technology, Delft, The Netherlands
| | - Sjoerd Stallinga
- Department of Imaging Physics, Delft University of Technology, Delft, The Netherlands.
| | - Bernd Rieger
- Department of Imaging Physics, Delft University of Technology, Delft, The Netherlands.
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25
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Backer AS, King GA, Biebricher AS, Shepherd JW, Noy A, Leake MC, Heller I, Wuite GJL, Peterman EJG. Elucidating the Role of Topological Constraint on the Structure of Overstretched DNA Using Fluorescence Polarization Microscopy. J Phys Chem B 2021; 125:8351-8361. [PMID: 34309392 PMCID: PMC8350907 DOI: 10.1021/acs.jpcb.1c02708] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/26/2021] [Revised: 07/01/2021] [Indexed: 11/29/2022]
Abstract
The combination of DNA force spectroscopy and polarization microscopy of fluorescent DNA intercalator dyes can provide valuable insights into the structure of DNA under tension. These techniques have previously been used to characterize S-DNA-an elongated DNA conformation that forms when DNA overstretches at forces ≥ 65 pN. In this way, it was deduced that the base pairs of S-DNA are highly inclined, relative to those in relaxed (B-form) DNA. However, it is unclear whether and how topological constraints on the DNA may influence the base-pair inclinations under tension. Here, we apply polarization microscopy to investigate the impact of DNA pulling geometry, torsional constraint, and negative supercoiling on the orientations of intercalated dyes during overstretching. In contrast to earlier predictions, the pulling geometry (namely, whether the DNA molecule is stretched via opposite strands or the same strand) is found to have little influence. However, torsional constraint leads to a substantial reduction in intercalator tilting in overstretched DNA, particularly in AT-rich sequences. Surprisingly, the extent of intercalator tilting is similarly reduced when the DNA molecule is negatively supercoiled up to a critical supercoiling density (corresponding to ∼70% reduction in the linking number). We attribute these observations to the presence of P-DNA (an overwound DNA conformation). Our results suggest that intercalated DNA preferentially flanks regions of P-DNA rather than those of S-DNA and also substantiate previous suggestions that P-DNA forms predominantly in AT-rich sequences.
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Affiliation(s)
- Adam S. Backer
- Apple Inc, 1 Apple Park Way, Cupertino, California 95014, United States
| | - Graeme A. King
- Institute
of Structural and Molecular Biology, University
College London, Gower Street, London WC1E
6BT, U.K.
| | - Andreas S. Biebricher
- Department
of Physics and Astronomy, LaserLaB Amsterdam, Vrije Universiteit Amsterdam, De Boelelaan 1081, Amsterdam 1081 HV, The Netherlands
| | - Jack W. Shepherd
- Department
of Physics, University of York, York YO10 5DD, U.K.
- Department
of Biology, University of York, York YO10 5DD, U.K.
| | - Agnes Noy
- Department
of Physics, University of York, York YO10 5DD, U.K.
| | - Mark C. Leake
- Department
of Physics, University of York, York YO10 5DD, U.K.
- Department
of Biology, University of York, York YO10 5DD, U.K.
| | - Iddo Heller
- Department
of Physics and Astronomy, LaserLaB Amsterdam, Vrije Universiteit Amsterdam, De Boelelaan 1081, Amsterdam 1081 HV, The Netherlands
| | - Gijs J. L. Wuite
- Department
of Physics and Astronomy, LaserLaB Amsterdam, Vrije Universiteit Amsterdam, De Boelelaan 1081, Amsterdam 1081 HV, The Netherlands
| | - Erwin J. G. Peterman
- Department
of Physics and Astronomy, LaserLaB Amsterdam, Vrije Universiteit Amsterdam, De Boelelaan 1081, Amsterdam 1081 HV, The Netherlands
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26
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Johannes L, Valades-Cruz CA. The final twist in endocytic membrane scission. Nat Cell Biol 2021; 23:812-813. [PMID: 34253895 DOI: 10.1038/s41556-021-00711-z] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/09/2022]
Affiliation(s)
- Ludger Johannes
- Cellular and Chemical Biology unit, Institut Curie, U1143 INSERM, UMR3666 CNRS, PSL Research University, Paris, France.
| | - Cesar Augusto Valades-Cruz
- Cellular and Chemical Biology unit, Institut Curie, U1143 INSERM, UMR3666 CNRS, PSL Research University, Paris, France.,Serpico - STED Team, Inria Centre Rennes-Bretagne Atlantique, Institut Curie, UMR144 CNRS, PSL Research University, Campus Universitaire de Beaulieu, Rennes, France
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27
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Zhang O, Lew MD. Single-molecule orientation localization microscopy II: a performance comparison. JOURNAL OF THE OPTICAL SOCIETY OF AMERICA. A, OPTICS, IMAGE SCIENCE, AND VISION 2021; 38:288-297. [PMID: 33690542 DOI: 10.1364/josaa.411983] [Citation(s) in RCA: 9] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/07/2020] [Accepted: 11/16/2020] [Indexed: 06/12/2023]
Abstract
Various techniques have been developed to measure the 2D and 3D positions and 2D and 3D orientations of fluorescent molecules with improved precision over standard epifluorescence microscopes. Due to the challenging signal-to-background ratio in typical single-molecule experiments, it is essential to choose an imaging system optimized for the specific target sample. In this work, we compare the performance of multiple state-of-the-art and commonly used methods for orientation localization microscopy against the fundamental limits of measurement precision. Our analysis reveals optimal imaging methods for various experiment conditions and sample geometries. Interestingly, simple modifications to the standard fluorescence microscope exhibit superior performance in many imaging scenarios.
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28
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Zelger P, Bodner L, Offterdinger M, Velas L, Schütz GJ, Jesacher A. Three-dimensional single molecule localization close to the coverslip: a comparison of methods exploiting supercritical angle fluorescence. BIOMEDICAL OPTICS EXPRESS 2021; 12:802-822. [PMID: 33680543 PMCID: PMC7901312 DOI: 10.1364/boe.413018] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 10/21/2020] [Revised: 12/02/2020] [Accepted: 12/15/2020] [Indexed: 06/12/2023]
Abstract
The precise spatial localization of single molecules in three dimensions is an important basis for single molecule localization microscopy (SMLM) and tracking. At distances up to a few hundred nanometers from the coverslip, evanescent wave coupling into the glass, also known as supercritical angle fluorescence (SAF), can strongly improve the axial precision, thus facilitating almost isotropic localization performance. Specific detection systems, introduced as Supercritical angle localization microscopy (SALM) or Direct optical nanoscopy with axially localized detection (DONALD), have been developed to exploit SAF in modified two-channel imaging schemes. Recently, our group has shown that off-focus microscopy, i.e., imaging at an intentional slight defocus, can perform equally well, but uses only a single detection arm. Here we compare SALM, off-focus imaging and the most commonly used 3D SMLM techniques, namely cylindrical lens and biplane imaging, regarding 3D localization in close proximity to the coverslip. We show that all methods gain from SAF, which leaves a high detection NA as the only major key requirement to unlock the SAF benefit. We find parameter settings for cylindrical lens and biplane imaging for highest z-precision. Further, we compare the methods in view of robustness to aberrations, fixed dipole emission and double-emitter events. We show that biplane imaging provides the best overall performance and support our findings by DNA-PAINT experiments on DNA-nanoruler samples. Our study sheds light on the effects of SAF for SMLM and is helpful for researchers who plan to employ localization-based 3D nanoscopy close to the coverslip.
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Affiliation(s)
- Philipp Zelger
- Division for Biomedical Physics, Medical University of Innsbruck, Müllerstraße 44, 6020 Innsbruck, Austria
| | - Lisa Bodner
- Division for Biomedical Physics, Medical University of Innsbruck, Müllerstraße 44, 6020 Innsbruck, Austria
| | - Martin Offterdinger
- Division of Neurobiochemistry, Biooptics, Medical University of Innsbruck, Innrain 80–82, 6020 Innsbruck, Austria
| | - Lukas Velas
- Institute of Applied Physics, TU Wien, Getreidemarkt 9, 1060 Vienna, Austria
| | - Gerhard J. Schütz
- Institute of Applied Physics, TU Wien, Getreidemarkt 9, 1060 Vienna, Austria
| | - Alexander Jesacher
- Division for Biomedical Physics, Medical University of Innsbruck, Müllerstraße 44, 6020 Innsbruck, Austria
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29
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Zhang O, Lew MD. Single-molecule orientation localization microscopy I: fundamental limits. JOURNAL OF THE OPTICAL SOCIETY OF AMERICA. A, OPTICS, IMAGE SCIENCE, AND VISION 2021; 38:277-287. [PMID: 33690541 DOI: 10.1364/josaa.411981] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/07/2020] [Accepted: 01/05/2021] [Indexed: 06/12/2023]
Abstract
Precisely measuring the three-dimensional position and orientation of individual fluorophores is challenging due to the substantial photon shot noise in single-molecule experiments. Facing this limited photon budget, numerous techniques have been developed to encode 2D and 3D position and 2D and 3D orientation information into fluorescence images. In this work, we adapt classical and quantum estimation theory and propose a mathematical framework to derive the best possible precision for measuring the position and orientation of dipole-like emitters for any fixed imaging system. We find that it is impossible to design an instrument that achieves the maximum sensitivity limit for measuring all possible rotational motions. Further, our vectorial dipole imaging model shows that the best quantum-limited localization precision is 4%-8% worse than that suggested by a scalar monopole model. Overall, we conclude that no single instrument can be optimized for maximum precision across all possible 2D and 3D localization and orientation measurement tasks.
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