1
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Xu DD, Vong AF, Utama MIB, Lebedev D, Ananth R, Hersam MC, Weiss EA, Mirkin CA. Sub-Diffraction Correlation of Quantum Emitters and Local Strain Fields in Strain-Engineered WSe 2 Monolayers. ADVANCED MATERIALS (DEERFIELD BEACH, FLA.) 2024; 36:e2314242. [PMID: 38346232 DOI: 10.1002/adma.202314242] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/27/2023] [Indexed: 03/27/2024]
Abstract
Strain-engineering in atomically thin metal dichalcogenides is a useful method for realizing single-photon emitters (SPEs) for quantum technologies. Correlating SPE position with local strain topography is challenging due to localization inaccuracies from the diffraction limit. Currently, SPEs are assumed to be positioned at the highest strained location and are typically identified by randomly screening narrow-linewidth emitters, of which only a few are spectrally pure. In this work, hyperspectral quantum emitter localization microscopy is used to locate 33 SPEs in nanoparticle-strained WSe2 monolayers with sub-diffraction-limit resolution (≈30 nm) and correlate their positions with the underlying strain field via image registration. In this system, spectrally pure emitters are not concentrated at the highest strain location due to spectral contamination; instead, isolable SPEs are distributed away from points of peak strain with an average displacement of 240 nm. These observations point toward a need for a change in the design rules for strain-engineered SPEs and constitute a key step toward realizing next-generation quantum optical architectures.
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Affiliation(s)
- David D Xu
- Department of Chemistry, Northwestern University, 2145 Sheridan Road, Evanston, IL, 60208, USA
- International Institute for Nanotechnology, Northwestern University, 2145 Sheridan Road, Evanston, IL, 60208, USA
| | - Albert F Vong
- International Institute for Nanotechnology, Northwestern University, 2145 Sheridan Road, Evanston, IL, 60208, USA
- Department of Materials Science and Engineering, Northwestern University, 2220 Campus Drive, Evanston, IL, 60208, USA
| | - M Iqbal Bakti Utama
- Department of Materials Science and Engineering, Northwestern University, 2220 Campus Drive, Evanston, IL, 60208, USA
| | - Dmitry Lebedev
- Department of Materials Science and Engineering, Northwestern University, 2220 Campus Drive, Evanston, IL, 60208, USA
| | - Riddhi Ananth
- Department of Chemistry, Northwestern University, 2145 Sheridan Road, Evanston, IL, 60208, USA
- International Institute for Nanotechnology, Northwestern University, 2145 Sheridan Road, Evanston, IL, 60208, USA
| | - Mark C Hersam
- Department of Chemistry, Northwestern University, 2145 Sheridan Road, Evanston, IL, 60208, USA
- International Institute for Nanotechnology, Northwestern University, 2145 Sheridan Road, Evanston, IL, 60208, USA
- Department of Materials Science and Engineering, Northwestern University, 2220 Campus Drive, Evanston, IL, 60208, USA
- Department of Electrical and Computer Engineering, Northwestern University, 2145 Sheridan Road, Evanston, IL, 60208, USA
| | - Emily A Weiss
- Department of Chemistry, Northwestern University, 2145 Sheridan Road, Evanston, IL, 60208, USA
- International Institute for Nanotechnology, Northwestern University, 2145 Sheridan Road, Evanston, IL, 60208, USA
- Department of Materials Science and Engineering, Northwestern University, 2220 Campus Drive, Evanston, IL, 60208, USA
| | - Chad A Mirkin
- Department of Chemistry, Northwestern University, 2145 Sheridan Road, Evanston, IL, 60208, USA
- International Institute for Nanotechnology, Northwestern University, 2145 Sheridan Road, Evanston, IL, 60208, USA
- Department of Materials Science and Engineering, Northwestern University, 2220 Campus Drive, Evanston, IL, 60208, USA
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2
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Akhter MZ, Yazbeck P, Tauseef M, Anwar M, Hossen F, Datta S, Vellingiri V, Chandra Joshi J, Toth PT, Srivastava N, Lenzini S, Zhou G, Lee J, Jain MK, Shin JW, Mehta D. FAK regulates tension transmission to the nucleus and endothelial transcriptome independent of kinase activity. Cell Rep 2024; 43:114297. [PMID: 38824643 DOI: 10.1016/j.celrep.2024.114297] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/22/2022] [Revised: 01/29/2024] [Accepted: 05/14/2024] [Indexed: 06/04/2024] Open
Abstract
The mechanical environment generated through the adhesive interaction of endothelial cells (ECs) with the matrix controls nuclear tension, preventing aberrant gene synthesis and the transition from restrictive to leaky endothelium, a hallmark of acute lung injury (ALI). However, the mechanisms controlling tension transmission to the nucleus and EC-restrictive fate remain elusive. Here, we demonstrate that, in a kinase-independent manner, focal adhesion kinase (FAK) safeguards tension transmission to the nucleus to maintain EC-restrictive fate. In FAK-depleted ECs, robust activation of the RhoA-Rho-kinase pathway increased EC tension and phosphorylation of the nuclear envelope protein, emerin, activating DNMT3a. Activated DNMT3a methylates the KLF2 promoter, impairing the synthesis of KLF2 and its target S1PR1 to induce the leaky EC transcriptome. Repleting FAK (wild type or kinase dead) or inhibiting RhoA-emerin-DNMT3a activities in damaged lung ECs restored KLF2 transcription of the restrictive EC transcriptome. Thus, FAK sensing and control of tension transmission to the nucleus govern restrictive endothelium to maintain lung homeostasis.
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Affiliation(s)
- Md Zahid Akhter
- Department of Pharmacology & Regenerative Medicine and Center for Lung and Vascular Biology, Chicago, IL, USA
| | - Pascal Yazbeck
- Department of Pharmacology & Regenerative Medicine and Center for Lung and Vascular Biology, Chicago, IL, USA
| | - Mohammad Tauseef
- Department of Pharmacology & Regenerative Medicine and Center for Lung and Vascular Biology, Chicago, IL, USA
| | - Mumtaz Anwar
- Department of Pharmacology & Regenerative Medicine and Center for Lung and Vascular Biology, Chicago, IL, USA
| | - Faruk Hossen
- Department of Biomedical Engineering, Chicago, IL, USA
| | - Sayanti Datta
- Department of Pharmacology & Regenerative Medicine and Center for Lung and Vascular Biology, Chicago, IL, USA
| | - Vigneshwaran Vellingiri
- Department of Pharmacology & Regenerative Medicine and Center for Lung and Vascular Biology, Chicago, IL, USA
| | - Jagdish Chandra Joshi
- Department of Pharmacology & Regenerative Medicine and Center for Lung and Vascular Biology, Chicago, IL, USA
| | - Peter T Toth
- Department of Pharmacology & Regenerative Medicine and Center for Lung and Vascular Biology, Chicago, IL, USA; Research Resources Center, University of Illinois, Chicago, IL, USA
| | - Nityanand Srivastava
- Department of Pharmacology & Regenerative Medicine and Center for Lung and Vascular Biology, Chicago, IL, USA
| | - Stephen Lenzini
- Department of Pharmacology & Regenerative Medicine and Center for Lung and Vascular Biology, Chicago, IL, USA
| | - Guangjin Zhou
- Department of Population and Quantitative Health Sciences, School of Medicine, Case Western Reserve University, Cleveland, OH, USA
| | - James Lee
- Department of Biomedical Engineering, Chicago, IL, USA
| | - Mukesh K Jain
- Division of Biology and Medicine, Warren Alpert Medical School, Brown University, Providence, RI, USA
| | - Jae-Won Shin
- Department of Pharmacology & Regenerative Medicine and Center for Lung and Vascular Biology, Chicago, IL, USA; Department of Biomedical Engineering, Chicago, IL, USA
| | - Dolly Mehta
- Department of Pharmacology & Regenerative Medicine and Center for Lung and Vascular Biology, Chicago, IL, USA.
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3
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YEO WEIHONG, BRENNER BENJAMIN, LEE YOUNGSEOP, KWEON JUNGHUN, SUN CHENG, ZHANG HAOF. Maximizing photon utilization in spectroscopic single-molecule localization microscopy using symmetrically dispersed dual-wedge prisms. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2024:2024.05.12.593746. [PMID: 38798392 PMCID: PMC11118294 DOI: 10.1101/2024.05.12.593746] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/29/2024]
Abstract
Single-molecule localization microscopy (SMLM) enables super-resolution imaging on conventional fluorescent microscopes. Spectroscopic SMLM (sSMLM) further allows highly multiplexed super-resolution imaging. We report an easy-to-implement symmetrically dispersed dual-wedge prism (SDDWP)-sSMLM design that maximizes photon utilization. We first symmetrically dispersed photons to the -1st and +1st orders in an optical assembly using two identical dual-wedge prisms (DWPs). Then we computationally extracted the fluorophores' spatial position and spectral characteristics using photons in both the -1st and +1st orders. Theoretical analysis and experimental validation showed lateral and spectral precisions of 10.1 nm and 0.3 nm, respectively, representing improvements of 28% and 48% over our previous DWP-based system, where emitted photons are divided separately for spatial and spectral analyses.
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Affiliation(s)
- WEI-HONG YEO
- Department of Biomedical Engineering, Northwestern University, Evanston IL 60201, USA
| | - BENJAMIN BRENNER
- Department of Biomedical Engineering, Northwestern University, Evanston IL 60201, USA
| | - YOUNGSEOP LEE
- Department of Biomedical Engineering, Northwestern University, Evanston IL 60201, USA
| | - JUNGHUN KWEON
- Department of Biomedical Engineering, Northwestern University, Evanston IL 60201, USA
| | - CHENG SUN
- Department of Mechanical Engineering, Northwestern University, Evanston IL 60201, USA
| | - HAO F. ZHANG
- Department of Biomedical Engineering, Northwestern University, Evanston IL 60201, USA
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4
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Lai JZ, Lin CY, Chen SJ, Cheng YM, Abe M, Lin TC, Chien FC. Temporal-Focusing Multiphoton Excitation Single-Molecule Localization Microscopy Using Spontaneously Blinking Fluorophores. Angew Chem Int Ed Engl 2024:e202404942. [PMID: 38641901 DOI: 10.1002/anie.202404942] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/12/2024] [Revised: 04/16/2024] [Accepted: 04/16/2024] [Indexed: 04/21/2024]
Abstract
Single-molecule localization microscopy (SMLM) based on temporal-focusing multiphoton excitation (TFMPE) and single-wavelength excitation is used to visualize the three-dimensional (3D) distribution of spontaneously blinking fluorophore-labeled subcellular structures in a thick specimen with a nanoscale-level spatial resolution. To eliminate the photobleaching effect of unlocalized molecules in out-of-focus regions for improving the utilization rate of the photon budget in 3D SMLM imaging, SMLM with single-wavelength TFMPE achieves wide-field and axially confined two-photon excitation (TPE) of spontaneously blinking fluorophores. TPE spectral measurement of blinking fluorophores is then conducted through TFMPE imaging at a tunable excitation wavelength, yielding the optimal TPE wavelength for increasing the number of detected photons from a single blinking event during SMLM. Subsequently, the TPE fluorescence of blinking fluorophores is recorded to obtain a two-dimensional TFMPE-SMLM image of the microtubules in cancer cells with a localization precision of 18±6 nm and an overall imaging resolution of approximately 51 nm, which is estimated based on the contribution of Nyquist resolution and localization precision. Combined with astigmatic imaging, the system is capable of 3D TFMPE-SMLM imaging of brain tissue section of a 5XFAD transgenic mouse with the pathological features of Alzheimer's disease, revealing the distribution of neurotoxic amyloid-beta peptide deposits.
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Affiliation(s)
- Jian-Zong Lai
- Department of Optics and Photonics, National Central University, No. 300, Zhongda Rd., Zhongli Dist., Taoyuan City, 32001, Taiwan
| | - Chun-Yu Lin
- College of Photonics, National Yang Ming Chiao Tung University, No.301, Sec.2, Gaofa 3rd Rd., Guiren Dist., Tainan City, 71150, Taiwan
| | - Shean-Jen Chen
- College of Photonics, National Yang Ming Chiao Tung University, No.301, Sec.2, Gaofa 3rd Rd., Guiren Dist., Tainan City, 71150, Taiwan
| | - Yu-Min Cheng
- Department of Optics and Photonics, National Central University, No. 300, Zhongda Rd., Zhongli Dist., Taoyuan City, 32001, Taiwan
| | - Manabu Abe
- Department of Chemistry, Graduate School of Advanced Science and Engineering, Hiroshima University, 1-3-1 Kagamiyama, Higashi-Hiroshima City, Hiroshima, 739-8526, Japan
| | - Tzu-Chau Lin
- Department of Chemistry, National Central University, No. 300, Zhongda Rd., Zhongli Dist., Taoyuan City, 32001, Taiwan
| | - Fan-Ching Chien
- Department of Optics and Photonics, National Central University, No. 300, Zhongda Rd., Zhongli Dist., Taoyuan City, 32001, Taiwan
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5
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Kalisvaart D, Hung ST, Smith CS. Quantifying the minimum localization uncertainty of image scanning localization microscopy. BIOPHYSICAL REPORTS 2024; 4:100143. [PMID: 38380223 PMCID: PMC10878846 DOI: 10.1016/j.bpr.2024.100143] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 09/09/2023] [Accepted: 01/09/2024] [Indexed: 02/22/2024]
Abstract
Modulation enhanced single-molecule localization microscopy (meSMLM), where emitters are sparsely activated with sequentially applied patterned illumination, increases the localization precision over single-molecule localization microscopy (SMLM). The precision improvement of modulation enhanced SMLM is derived from retrieving the position of an emitter relative to individual illumination patterns, which adds to existing point spread function information from SMLM. Here, we introduce SpinFlux: modulation enhanced localization for spinning disk confocal microscopy. SpinFlux uses a spinning disk with pinholes in its illumination and emission paths, to sequentially illuminate regions in the sample during each measurement. The resulting intensity-modulated emission signal is analyzed for each individual pattern to localize emitters with improved precision. We derive a statistical image formation model for SpinFlux and we quantify the theoretical minimum localization uncertainty in terms of the Cramér-Rao lower bound. Using the theoretical minimum uncertainty, we compare SpinFlux to localization on Fourier reweighted image scanning microscopy reconstructions. We find that localization on image scanning microscopy reconstructions with Fourier reweighting ideally results in a global precision improvement of 2.1 over SMLM. When SpinFlux is used for sequential illumination with three patterns around the emitter position, the localization precision improvement over SMLM is twofold when patterns are focused around the emitter position. If four donut-shaped illumination patterns are used for SpinFlux, the maximum local precision improvement over SMLM is increased to 3.5. Localization of image scanning microscopy reconstructions thus has the largest potential for global improvements of the localization precision, where SpinFlux is the method of choice for local refinements.
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Affiliation(s)
- Dylan Kalisvaart
- Delft Center for Systems and Control, Delft University of Technology, Delft, the Netherlands
| | - Shih-Te Hung
- Delft Center for Systems and Control, Delft University of Technology, Delft, the Netherlands
| | - Carlas S. Smith
- Delft Center for Systems and Control, Delft University of Technology, Delft, the Netherlands
- Department of Imaging Physics, Delft University of Technology, Delft, the Netherlands
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6
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Brenner B, Xu F, Zhang Y, Kweon J, Fang R, Sheibani N, Zhang SX, Sun C, Zhang HF. Quantifying nanoscopic alterations associated with mitochondrial dysfunction using three-dimensional single-molecule localization microscopy. BIOMEDICAL OPTICS EXPRESS 2024; 15:1571-1584. [PMID: 38495683 PMCID: PMC10942681 DOI: 10.1364/boe.510351] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 10/25/2023] [Revised: 01/12/2024] [Accepted: 01/31/2024] [Indexed: 03/19/2024]
Abstract
Mitochondrial morphology provides unique insights into their integrity and function. Among fluorescence microscopy techniques, 3D super-resolution microscopy uniquely enables the analysis of mitochondrial morphological features individually. However, there is a lack of tools to extract morphological parameters from super-resolution images of mitochondria. We report a quantitative method to extract mitochondrial morphological metrics, including volume, aspect ratio, and local protein density, from 3D single-molecule localization microscopy images, with single-mitochondrion sensitivity. We validated our approach using simulated ground-truth SMLM images of mitochondria. We further tested our morphological analysis on mitochondria that have been altered functionally and morphologically in controlled manners. This work sets the stage to quantitatively analyze mitochondrial morphological alterations associated with disease progression on an individual basis.
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Affiliation(s)
- Benjamin Brenner
- Department of Biomedical Engineering, Northwestern University, Evanston, IL, USA
| | - Fengyuanshan Xu
- Department of Biomedical Engineering, Northwestern University, Evanston, IL, USA
| | - Yang Zhang
- Department of Biomedical Engineering, Northwestern University, Evanston, IL, USA
- Currently with Program of Polymer and Color Chemistry, Department of Textile Engineering, Chemistry and Science, North Carolina State University, Raleigh, NC, USA
| | - Junghun Kweon
- Department of Biomedical Engineering, Northwestern University, Evanston, IL, USA
| | - Raymond Fang
- Department of Biomedical Engineering, Northwestern University, Evanston, IL, USA
| | - Nader Sheibani
- Department of Ophthalmology and Vision Sciences, University of Wisconsin, Madison, WI, USA
| | - Sarah X. Zhang
- Department of Ophthalmology, University at Buffalo, Buffalo, NY, USA
| | - Cheng Sun
- Department of Mechanical Engineering, Northwestern University, Evanston, IL, USA
| | - Hao F. Zhang
- Department of Biomedical Engineering, Northwestern University, Evanston, IL, USA
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7
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Song KH, Zhang Y. Spectral precision improvement with demagnifying spectral images in spectroscopic nanoscopy. JOURNAL OF THE OPTICAL SOCIETY OF AMERICA. A, OPTICS, IMAGE SCIENCE, AND VISION 2024; 41:39-44. [PMID: 38175128 PMCID: PMC10768805 DOI: 10.1364/josaa.497634] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/09/2023] [Accepted: 11/17/2023] [Indexed: 01/05/2024]
Abstract
Spectroscopic nanoscopy (SN) has been recognized as a key functional imaging tool in cell biology and chemistry because it offers the unique capability to simultaneously obtain the spatial and spectral information for single molecules. However, it has an intrinsic issue in using the limited photon budget from single emitters divided into two imaging channels to concurrently acquire spatial and spectral images. Accordingly, this issue lowers the spatial localization and spectral precision. Although several techniques have been introduced to improve the spatial precision in SN, improving the spectral precision has been overlooked so far. Here we propose a method to improve the spectral precision by optically manipulating the width of the spectroscopic signatures using a demagnifier. We evaluate its performance using numerical simulations with systematic investigations of several underlying optimal parameters such as the demagnification factor and the integration width in the proposed configuration. We also present achievable spectral precision values with different signal and background levels. Compared to the existing SN system, the 3× demagnifier-based configuration shows an approximate 35% improvement, from 2.9 nm to 1.9 nm, in the spectral precision at the 1000 photons signal level.
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Affiliation(s)
- Ki-Hee Song
- Quantum Optics Research Division, Korea Atomic Energy Research Institute, Daedeok-daero 989 beon-gil, Yuseong-gu, Daejeon 34057, Republic of Korea
| | - Yang Zhang
- Molecular Analytics and Photonics (MAP) Laboratory, Department of Textile Engineering, Chemistry and Science, North Carolina State University, Raleigh, NC 27606, USA
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8
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Yeo WH, Zhang Y, Neely AE, Bao X, Sun C, Zhang HF. Investigating Uncertainties in Single-Molecule Localization Microscopy Using Experimentally Informed Monte Carlo Simulation. NANO LETTERS 2023; 23:7253-7259. [PMID: 37463268 PMCID: PMC10528527 DOI: 10.1021/acs.nanolett.3c00852] [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: 07/20/2023]
Abstract
Single-molecule localization microscopy (SMLM) enables the visualization of cellular nanostructures in vitro with sub-20 nm resolution. While substructures can generally be imaged with SMLM, the structural understanding of the images remains elusive. To better understand the link between SMLM images and the underlying structure, we developed a Monte Carlo (MC) simulation based on experimental imaging parameters and geometric information to generate synthetic SMLM images. We chose the nuclear pore complex (NPC), a nanosized channel on the nuclear membrane which gates nucleo-cytoplasmic transport of biomolecules, as a test geometry for testing our MC model. Using the MC model to simulate SMLM images, we first optimized our clustering algorithm to separate >106 molecular localizations of fluorescently labeled NPC proteins into hundreds of individual NPCs in each cell. We then illustrated using our MC model to generate cellular substructures with different angles of labeling to inform our structural understanding through the SMLM images obtained.
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Affiliation(s)
- Wei-Hong Yeo
- Department of Biomedical Engineering, Northwestern University, Evanston, Illinois 60208, United States
| | - Yang Zhang
- Department of Biomedical Engineering, Northwestern University, Evanston, Illinois 60208, United States
- Currently with Molecular Analytics and Photonics (MAP) Laboratory, Department of Textile Engineering, Chemistry and Science, North Carolina State University, Raleigh, North Carolina 27606, United States
| | - Amy E Neely
- Department of Molecular Biosciences, Northwestern University, Evanston, Illinois 60208, United States
| | - Xiaomin Bao
- Department of Molecular Biosciences, Northwestern University, Evanston, Illinois 60208, United States
- Department of Dermatology, Northwestern University, Chicago, Illinois 60611, United States
| | - Cheng Sun
- Department of Mechanical Engineering, Northwestern University, Evanston, Illinois 60208, United States
| | - Hao F Zhang
- Department of Biomedical Engineering, Northwestern University, Evanston, Illinois 60208, United States
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9
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Wang W, Jakobi A, Wu YL, Ries J, Stallinga S, Rieger B. Particle fusion of super-resolution data reveals the unit structure of Nup96 in Nuclear Pore Complex. Sci Rep 2023; 13:13327. [PMID: 37587192 PMCID: PMC10432550 DOI: 10.1038/s41598-023-39829-5] [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: 04/25/2023] [Accepted: 07/31/2023] [Indexed: 08/18/2023] Open
Abstract
Single molecule localization microscopy offers resolution nearly down to the molecular level with specific molecular labelling, and is thereby a promising tool for structural biology. In practice, however, the actual value to this field is limited primarily by incomplete fluorescent labelling of the structure. This missing information can be completed by merging information from many structurally identical particles in a particle fusion approach similar to cryo-EM single-particle analysis. In this paper, we present a data analysis of particle fusion results of fluorescently labelled Nup96 nucleoporins in the Nuclear Pore Complex to show that Nup96 occurs in a spatial arrangement of two rings of 8 units with two Nup96 copies per unit giving a total of 32 Nup96 copies per pore. We use Artificial Intelligence assisted modeling in Alphafold to extend the existing cryo-EM model of Nup96 to accurately pinpoint the positions of the fluorescent labels and show the accuracy of the match between fluorescent and cryo-EM data to be better than 3 nm in-plane and 5 nm out-of-plane.
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Affiliation(s)
- Wenxiu Wang
- Faculty of Applied Sciences, Delft University of Technology, Delft, The Netherlands
| | - Arjen Jakobi
- Faculty of Applied Sciences, Delft University of Technology, Delft, The Netherlands
| | - Yu-Le Wu
- Cell Biology and Biophysics Unit, European Molecular Biology Laboratory (EMBL), Heidelberg, Germany
| | - Jonas Ries
- Department of Chromosome Biology, University of Vienna, Max-Perutz Labs, Center for Molecular Biology, Vienna, Austria
| | - Sjoerd Stallinga
- Faculty of Applied Sciences, Delft University of Technology, Delft, The Netherlands.
| | - Bernd Rieger
- Faculty of Applied Sciences, Delft University of Technology, Delft, The Netherlands.
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10
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Brenner B, Sun C, Raymo FM, Zhang HF. Spectroscopic single-molecule localization microscopy: applications and prospective. NANO CONVERGENCE 2023; 10:14. [PMID: 36943541 PMCID: PMC10030755 DOI: 10.1186/s40580-023-00363-9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 02/10/2023] [Accepted: 03/05/2023] [Indexed: 05/25/2023]
Abstract
Single-molecule localization microscopy (SMLM) breaks the optical diffraction limit by numerically localizing sparse fluorescence emitters to achieve super-resolution imaging. Spectroscopic SMLM or sSMLM further allows simultaneous spectroscopy and super-resolution imaging of fluorescence molecules. Hence, sSMLM can extract spectral features with single-molecule sensitivity, higher precision, and higher multiplexity than traditional multicolor microscopy modalities. These new capabilities enabled advanced multiplexed and functional cellular imaging applications. While sSMLM suffers from reduced spatial precision compared to conventional SMLM due to splitting photons to form spatial and spectral images, several methods have been reported to mitigate these weaknesses through innovative optical design and image processing techniques. This review summarizes the recent progress in sSMLM, its applications, and our perspective on future work.
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Affiliation(s)
- Benjamin Brenner
- Department of Biomedical Engineering, Northwestern University, Evanston, IL, 60208, USA
| | - Cheng Sun
- Department of Mechanical Engineering, Northwestern University, Evanston, IL, 60208, USA
| | - Françisco M Raymo
- Department of Chemistry, University of Miami, Coral Gables, FL, 33146, USA
| | - Hao F Zhang
- Department of Biomedical Engineering, Northwestern University, Evanston, IL, 60208, USA.
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11
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Song KH, Sun C, Zhang HF. Design strategy for a dual-wedge prism imaging spectrometer in spectroscopic nanoscopy. THE REVIEW OF SCIENTIFIC INSTRUMENTS 2023; 94:023706. [PMID: 36859048 DOI: 10.1063/5.0122692] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/01/2022] [Accepted: 01/30/2023] [Indexed: 06/18/2023]
Abstract
Spectroscopic single-molecule localization microscopy (sSMLM, or spectroscopic nanoscopy) has been established as a key tool in functional super-resolution imaging by providing spatial and spectral information of single molecules at nanoscale resolution. A recently developed dual-wedge prism (DWP) imaging spectrometer, a monolithic optical component, has broadened the accessibility of sSMLM with an improved imaging resolution of more than 40%. It also improved the system reliability by reducing the number of discrete optical components. However, achieving its optimal performance requires the comprehensive understanding of the underlying constraints of the key system parameters, such as the refractive index of the DWP, spectral dispersion (SD), axial separation for three-dimensional (3D) biplane reconstruction, and the overall dimensional constraints. In this work, we present a generalized design principle for the DWP imaging spectrometer. Specifically, we develop the theoretical framework capturing the influence of the primary design parameters, including the achievable SD and localization performance, for different design cases. It further establishes the workflow to design and optimize the DWP imaging spectrometer for better multi-color functional imaging. This will give practical guidance for users to easily design the DWP imaging spectrometer, allowing for straightforward 3D sSMLM implementation.
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Affiliation(s)
- Ki-Hee Song
- Korea Atomic Energy Research Institute, 111, Daedeok-daero 989beon-gil, Yuseong-gu, Daejeon 34057, Republic of Korea
| | - Cheng Sun
- Department of Mechanical Engineering, Northwestern University, Evanston, Illinois 60208, USA
| | - Hao F Zhang
- Department of Biomedical Engineering, Northwestern University, Evanston, Illinois 60208, USA
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12
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Faklaris O, Bancel-Vallée L, Dauphin A, Monterroso B, Frère P, Geny D, Manoliu T, de Rossi S, Cordelières FP, Schapman D, Nitschke R, Cau J, Guilbert T. Quality assessment in light microscopy for routine use through simple tools and robust metrics. J Biophys Biochem Cytol 2022; 221:213512. [PMID: 36173380 PMCID: PMC9526251 DOI: 10.1083/jcb.202107093] [Citation(s) in RCA: 9] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/15/2021] [Revised: 04/04/2022] [Accepted: 08/31/2022] [Indexed: 11/22/2022] Open
Abstract
Although there is a need to demonstrate reproducibility in light microscopy acquisitions, the lack of standardized guidelines monitoring microscope health status over time has so far impaired the widespread use of quality control (QC) measurements. As scientists from 10 imaging core facilities who encounter various types of projects, we provide affordable hardware and open source software tools, rigorous protocols, and define reference values to assess QC metrics for the most common fluorescence light microscopy modalities. Seven protocols specify metrics on the microscope resolution, field illumination flatness, chromatic aberrations, illumination power stability, stage drift, positioning repeatability, and spatial-temporal noise of camera sensors. We designed the MetroloJ_QC ImageJ/Fiji Java plugin to incorporate the metrics and automate analysis. Measurements allow us to propose an extensive characterization of the QC procedures that can be used by any seasoned microscope user, from research biologists with a specialized interest in fluorescence light microscopy through to core facility staff, to ensure reproducible and quantifiable microscopy results.
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Affiliation(s)
- Orestis Faklaris
- Montpellier Ressources Imagerie, Biocampus, University of Montpellier, CNRS, INSERM, Montpellier, France
| | - Leslie Bancel-Vallée
- Montpellier Ressources Imagerie, Biocampus, University of Montpellier, CNRS, INSERM, Montpellier, France
| | - Aurélien Dauphin
- Unite Genetique et Biologie du Développement U934, PICT-IBiSA, Institut Curie, INSERM, CNRS, PSL Research University, Paris, France
| | - Baptiste Monterroso
- Prism, Institut de Biologie Valrose, CNRS UMR 7277, INSERM 1091, University of Nice Sophia Antipolis - Parc Valrose, Nice, France
| | - Perrine Frère
- Plate-forme d'Imagerie de Tenon, UMR_S 1155, Hôpital Tenon, Paris, France
| | - David Geny
- Institut de Psychiatrie Et Neurosciences de Paris, INSERM U1266, Paris, France
| | - Tudor Manoliu
- Gustave Roussy, Université Paris-Saclay, Plate-forme Imagerie et Cytométrie, UMS AMMICa. Villejuif, France
| | - Sylvain de Rossi
- Montpellier Ressources Imagerie, Biocampus, University of Montpellier, CNRS, INSERM, Montpellier, France
| | - Fabrice P Cordelières
- University of Bordeaux, CNRS, INSERM, Bordeaux Imaging Center, UMS 3420, US 4, Bordeaux, France
| | - Damien Schapman
- Université of Rouen Normandie, INSERM, Plate-Forme de Recherche en Imagerie Cellulaire de Normandie, Rouen, France
| | - Roland Nitschke
- Life Imaging Center and Signalling Research Centres CIBSS and BIOSS, University Freiburg, Freiburg, Germany
| | - Julien Cau
- Montpellier Ressources Imagerie, Biocampus, University of Montpellier, CNRS, INSERM, Montpellier, France
| | - Thomas Guilbert
- Institut Cochin, INSERM (U1016), CNRS (UMR 8104), Universite de Paris (UMR-S1016), Paris, France
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13
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Chowdhury R, Sau A, Chao J, Sharma A, Musser SM. Tuning axial and lateral localization precision in 3D super-resolution microscopy with variable astigmatism. OPTICS LETTERS 2022; 47:5727-5730. [PMID: 37219314 PMCID: PMC10332797 DOI: 10.1364/ol.466213] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/09/2022] [Accepted: 10/06/2022] [Indexed: 05/24/2023]
Abstract
Astigmatism imaging is a three-dimensional (3D) single molecule fluorescence microscopy approach that yields super-resolved spatial information on a rapid time scale from a single image. It is ideally suited for resolving structures on a sub-micrometer scale and temporal behavior in the millisecond regime. While traditional astigmatism imaging utilizes a cylindrical lens, adaptive optics enables the astigmatism to be tuned for the experiment. We demonstrate here how the precisions in x, y, and z are inter-linked and vary with the astigmatism, z-position, and photon level. This experimentally driven and verified approach provides a guide for astigmatism selection in biological imaging strategies.
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Affiliation(s)
| | | | | | - Ankith Sharma
- Department of Cell Biology and Genetics, Texas A&M University, School of Medicine, 1114 TAMU, College Station, TX 77843, USA
| | - Siegfried M. Musser
- Department of Cell Biology and Genetics, Texas A&M University, School of Medicine, 1114 TAMU, College Station, TX 77843, USA
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14
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Oleksiievets N, Mathew C, Thiele JC, Gallea JI, Nevskyi O, Gregor I, Weber A, Tsukanov R, Enderlein J. Single-Molecule Fluorescence Lifetime Imaging Using Wide-Field and Confocal-Laser Scanning Microscopy: A Comparative Analysis. NANO LETTERS 2022; 22:6454-6461. [PMID: 35792810 PMCID: PMC9373986 DOI: 10.1021/acs.nanolett.2c01586] [Citation(s) in RCA: 9] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/15/2023]
Abstract
A recent addition to the toolbox of super-resolution microscopy methods is fluorescence-lifetime single-molecule localization microscopy (FL-SMLM). The synergy of SMLM and fluorescence-lifetime imaging microscopy (FLIM) combines superior image resolution with lifetime information and can be realized using two complementary experimental approaches: confocal-laser scanning microscopy (CLSM) or wide-field microscopy. Here, we systematically and comprehensively compare these two novel FL-SMLM approaches in different spectral regions. For wide-field FL-SMLM, we use a commercial lifetime camera, and for CLSM-based FL-SMLM we employ a home-built system equipped with a rapid scan unit and a single-photon detector. We characterize the performances of the two systems in localizing single emitters in 3D by combining FL-SMLM with metal-induced energy transfer (MIET) for localization along the third dimension and in the lifetime-based multiplexed bioimaging using DNA-PAINT. Finally, we discuss advantages and disadvantages of wide-field and confocal FL-SMLM and provide practical advice on rational FL-SMLM experiment design.
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Affiliation(s)
- Nazar Oleksiievets
- III.
Institute of Physics − Biophysics, Georg August University, 37077 Göttingen, Germany
| | - Christeena Mathew
- Laboratory
of Supramolecular Chemistry, EPFL SB ISIC
LCS, BCH 3307, CH-1015 Lausanne, Switzerland
| | - Jan Christoph Thiele
- III.
Institute of Physics − Biophysics, Georg August University, 37077 Göttingen, Germany
| | - José Ignacio Gallea
- III.
Institute of Physics − Biophysics, Georg August University, 37077 Göttingen, Germany
| | - Oleksii Nevskyi
- III.
Institute of Physics − Biophysics, Georg August University, 37077 Göttingen, Germany
| | - Ingo Gregor
- III.
Institute of Physics − Biophysics, Georg August University, 37077 Göttingen, Germany
| | - André Weber
- Combinatorial
NeuroImaging Core Facility, Leibniz Institute
for Neurobiology, Brenneckestraße 6, 39118 Magdeburg, Germany
| | - Roman Tsukanov
- III.
Institute of Physics − Biophysics, Georg August University, 37077 Göttingen, Germany
| | - Jörg Enderlein
- III.
Institute of Physics − Biophysics, Georg August University, 37077 Göttingen, Germany
- Cluster
of Excellence “Multiscale Bioimaging: from Molecular Machines
to Networks of Excitable Cells” (MBExC), Georg August University, 37077 Göttingen, Germany
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15
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Wang W, Heydarian H, Huijben TAPM, Stallinga S, Rieger B. Joint registration of multiple point clouds for fast particle fusion in localization microscopy. Bioinformatics 2022; 38:3281-3287. [PMID: 35552632 PMCID: PMC9191212 DOI: 10.1093/bioinformatics/btac320] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/15/2021] [Revised: 02/22/2022] [Accepted: 05/09/2022] [Indexed: 11/14/2022] Open
Abstract
SUMMARY We present a fast particle fusion method for particles imaged with single-molecule localization microscopy. The state-of-the-art approach based on all-to-all registration has proven to work well but its computational cost scales unfavorably with the number of particles N, namely as N2. Our method overcomes this problem and achieves a linear scaling of computational cost with N by making use of the Joint Registration of Multiple Point Clouds (JRMPC) method. Straightforward application of JRMPC fails as mostly locally optimal solutions are found. These usually contain several overlapping clusters that each consist of well-aligned particles, but that have different poses. We solve this issue by repeated runs of JRMPC for different initial conditions, followed by a classification step to identify the clusters, and a connection step to link the different clusters obtained for different initializations. In this way a single well-aligned structure is obtained containing the majority of the particles. RESULTS We achieve reconstructions of experimental DNA-origami datasets consisting of close to 400 particles within only 10 min on a CPU, with an image resolution of 3.2 nm. In addition, we show artifact-free reconstructions of symmetric structures without making any use of the symmetry. We also demonstrate that the method works well for poor data with a low density of labeling and for 3D data. AVAILABILITY AND IMPLEMENTATION The code is available for download from https://github.com/wexw/Joint-Registration-of-Multiple-Point-Clouds-for-Fast-Particle-Fusion-in-Localization-Microscopy. SUPPLEMENTARY INFORMATION Supplementary data are available at Bioinformatics online.
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Affiliation(s)
- Wenxiu Wang
- Department of Imaging Physics, Delft University of Technology, Delft 2628CJ, The Netherlands
| | - Hamidreza Heydarian
- Department of Imaging Physics, Delft University of Technology, Delft 2628CJ, The Netherlands
| | - Teun A P M Huijben
- Department of Imaging Physics, Delft University of Technology, Delft 2628CJ, The Netherlands
| | - Sjoerd Stallinga
- Department of Imaging Physics, Delft University of Technology, Delft 2628CJ, The Netherlands
| | - Bernd Rieger
- Department of Imaging Physics, Delft University of Technology, Delft 2628CJ, The Netherlands
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16
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Thiele JC, Jungblut M, Helmerich DA, Tsukanov R, Chizhik A, Chizhik AI, Schnermann MJ, Sauer M, Nevskyi O, Enderlein J. Isotropic three-dimensional dual-color super-resolution microscopy with metal-induced energy transfer. SCIENCE ADVANCES 2022; 8:eabo2506. [PMID: 35675401 PMCID: PMC9176750 DOI: 10.1126/sciadv.abo2506] [Citation(s) in RCA: 8] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/22/2022] [Accepted: 04/25/2022] [Indexed: 05/25/2023]
Abstract
Over the past two decades, super-resolution microscopy has seen a tremendous development in speed and resolution, but for most of its methods, there exists a remarkable gap between lateral and axial resolution, which is by a factor of 2 to 3 worse. One recently developed method to close this gap is metal-induced energy transfer (MIET) imaging, which achieves an axial resolution down to nanometers. It exploits the distance-dependent quenching of fluorescence when a fluorescent molecule is brought close to a metal surface. In the present manuscript, we combine the extreme axial resolution of MIET imaging with the extraordinary lateral resolution of single-molecule localization microscopy, in particular with direct stochastic optical reconstruction microscopy (dSTORM). This combination allows us to achieve isotropic three-dimensional super-resolution imaging of subcellular structures. Moreover, we used spectral demixing for implementing dual-color MIET-dSTORM that allows us to image and colocalize, in three dimensions, two different cellular structures simultaneously.
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Affiliation(s)
- Jan Christoph Thiele
- Third Institute of Physics–Biophysics, Georg August University, 37077 Göttingen, Germany
| | - Marvin Jungblut
- Department of Biotechnology and Biophysics, Biocenter, University of Würzburg, Am Hubland, 97074 Würzburg, Germany
| | - Dominic A. Helmerich
- Department of Biotechnology and Biophysics, Biocenter, University of Würzburg, Am Hubland, 97074 Würzburg, Germany
| | - Roman Tsukanov
- Third Institute of Physics–Biophysics, Georg August University, 37077 Göttingen, Germany
| | - Anna Chizhik
- Third Institute of Physics–Biophysics, Georg August University, 37077 Göttingen, Germany
| | - Alexey I. Chizhik
- Third Institute of Physics–Biophysics, Georg August University, 37077 Göttingen, Germany
| | - Martin J. Schnermann
- Chemical Biology Laboratory, Center for Cancer Research, National Cancer Institute, Frederick, MD 21702, USA
| | - Markus Sauer
- Department of Biotechnology and Biophysics, Biocenter, University of Würzburg, Am Hubland, 97074 Würzburg, Germany
| | - Oleksii Nevskyi
- Third Institute of Physics–Biophysics, Georg August University, 37077 Göttingen, Germany
| | - Jörg Enderlein
- Third Institute of Physics–Biophysics, Georg August University, 37077 Göttingen, Germany
- Cluster of Excellence “Multiscale Bioimaging: From Molecular Machines to Networks of Excitable Cells” (MBExC), Georg August University, Göttingen, Germany
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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: 0.5] [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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Song KH, Brenner B, Yeo WH, Kweon J, Cai Z, Zhang Y, Lee Y, Yang X, Sun C, Zhang HF. Monolithic dual-wedge prism-based spectroscopic single-molecule localization microscopy. NANOPHOTONICS 2022; 11:1527-1535. [PMID: 35873202 PMCID: PMC9307059 DOI: 10.1515/nanoph-2021-0541] [Citation(s) in RCA: 7] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/24/2023]
Abstract
By manipulating the spectral dispersion of detected photons, spectroscopic single-molecule localization microscopy (sSMLM) permits concurrent high-throughput single-molecular spectroscopic analysis and imaging. Despite its promising potential, using discrete optical components and managing the delicate balance between spectral dispersion and spatial localization compromise its performance, including non-uniform spectral dispersion, high transmission loss of grating, high optical alignment demands, and reduced precision. We designed a dual-wedge prism (DWP)-based monolithic imaging spectrometer to overcome these challenges. We optimized the DWP for spectrally dispersing focused beam without deviation and with minimal wavefront error. We integrated all components into a compact assembly, minimizing total transmission loss and significantly reducing optical alignment requirements. We show the feasibility of DWP using ray-tracing and numerical simulations. We validated our numerical simulations by experimentally imaging individual nanospheres and confirmed that DWP-sSMLM achieved much improved spatial and spectral precisions of grating-based sSMLM. We also demonstrated DWP-sSMLM in 3D multi-color imaging of cells.
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Affiliation(s)
- Ki-Hee Song
- Department of Biomedical Engineering, Northwestern University, 2145 Sheridan Rd., Evanston, IL, 60208, USA
| | - Benjamin Brenner
- Department of Biomedical Engineering, Northwestern University, 2145 Sheridan Rd., Evanston, IL, 60208, USA
| | - Wei-Hong Yeo
- Department of Biomedical Engineering, Northwestern University, 2145 Sheridan Rd., Evanston, IL, 60208, USA
| | - Junghun Kweon
- Department of Biomedical Engineering, Northwestern University, 2145 Sheridan Rd., Evanston, IL, 60208, USA
| | - Zhen Cai
- Department of Biomedical Engineering, Northwestern University, 2145 Sheridan Rd., Evanston, IL, 60208, USA
| | - Yang Zhang
- Department of Biomedical Engineering, Northwestern University, 2145 Sheridan Rd., Evanston, IL, 60208, USA
| | - Youngseop Lee
- Department of Biomedical Engineering, Northwestern University, 2145 Sheridan Rd., Evanston, IL, 60208, USA
| | - Xusan Yang
- Department of Biomedical Engineering, Northwestern University, 2145 Sheridan Rd., Evanston, IL, 60208, USA
| | - Cheng Sun
- Department of Mechanical Engineering, Northwestern University, 2145 Sheridan Rd., Evanston, IL, 60208, USA
| | - Hao F. Zhang
- Corresponding authors: Hao F. Zhang, Department of Biomedical Engineering, Northwestern University, 2145 Sheridan Rd., Evanston, IL, 60208, USA,
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19
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Sotolongo Bellón J, Birkholz O, Richter CP, Eull F, Kenneweg H, Wilmes S, Rothbauer U, You C, Walter MR, Kurre R, Piehler J. Four-color single-molecule imaging with engineered tags resolves the molecular architecture of signaling complexes in the plasma membrane. CELL REPORTS METHODS 2022; 2:100165. [PMID: 35474965 PMCID: PMC9017138 DOI: 10.1016/j.crmeth.2022.100165] [Citation(s) in RCA: 12] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 08/26/2021] [Revised: 11/19/2021] [Accepted: 01/13/2022] [Indexed: 12/22/2022]
Abstract
Localization and tracking of individual receptors by single-molecule imaging opens unique possibilities to unravel the assembly and dynamics of signaling complexes in the plasma membrane. We present a comprehensive workflow for imaging and analyzing receptor diffusion and interaction in live cells at single molecule level with up to four colors. Two engineered, monomeric GFP variants, which are orthogonally recognized by anti-GFP nanobodies, are employed for efficient and selective labeling of target proteins in the plasma membrane with photostable fluorescence dyes. This labeling technique enables us to quantitatively resolve the stoichiometry and dynamics of the interferon-γ (IFNγ) receptor signaling complex in the plasma membrane of living cells by multicolor single-molecule imaging. Based on versatile spatial and spatiotemporal correlation analyses, we identify ligand-induced receptor homo- and heterodimerization. Multicolor single-molecule co-tracking and quantitative single-molecule Förster resonance energy transfer moreover reveals transient assembly of IFNγ receptor heterotetramers and confirms its structural architecture.
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Affiliation(s)
- Junel Sotolongo Bellón
- Department of Biology and Center for Cellular Nanoanalytics (CellNanOs), Osnabrück University, Osnabrück, Germany
| | - Oliver Birkholz
- Department of Biology and Center for Cellular Nanoanalytics (CellNanOs), Osnabrück University, Osnabrück, Germany
| | - Christian P. Richter
- Department of Biology and Center for Cellular Nanoanalytics (CellNanOs), Osnabrück University, Osnabrück, Germany
| | - Florian Eull
- Department of Biology and Center for Cellular Nanoanalytics (CellNanOs), Osnabrück University, Osnabrück, Germany
| | - Hella Kenneweg
- Department of Biology and Center for Cellular Nanoanalytics (CellNanOs), Osnabrück University, Osnabrück, Germany
| | - Stephan Wilmes
- Department of Biology and Center for Cellular Nanoanalytics (CellNanOs), Osnabrück University, Osnabrück, Germany
- Division of Cell Signalling and Immunology, University of Dundee, School of Life Sciences, Dundee, UK
| | - Ulrich Rothbauer
- Pharmaceutical Biotechnology, Eberhard-Karls-University, Tübingen, Germany
- NMI Natural and Medical Sciences Institute at the University of Tübingen, Reutlingen, Germany
| | - Changjiang You
- Department of Biology and Center for Cellular Nanoanalytics (CellNanOs), Osnabrück University, Osnabrück, Germany
| | - Mark R. Walter
- Department of Microbiology, University of Alabama at Birmingham, Birmingham, AL, USA
| | - Rainer Kurre
- Department of Biology and Center for Cellular Nanoanalytics (CellNanOs), Osnabrück University, Osnabrück, Germany
| | - Jacob Piehler
- Department of Biology and Center for Cellular Nanoanalytics (CellNanOs), Osnabrück University, Osnabrück, Germany
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20
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Martens KJA, Turkowyd B, Endesfelder U. Raw Data to Results: A Hands-On Introduction and Overview of Computational Analysis for Single-Molecule Localization Microscopy. FRONTIERS IN BIOINFORMATICS 2022; 1:817254. [PMID: 36303761 PMCID: PMC9580916 DOI: 10.3389/fbinf.2021.817254] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/17/2021] [Accepted: 12/28/2021] [Indexed: 09/28/2023] Open
Abstract
Single-molecule localization microscopy (SMLM) is an advanced microscopy method that uses the blinking of fluorescent molecules to determine the position of these molecules with a resolution below the diffraction limit (∼5-40 nm). While SMLM imaging itself is becoming more popular, the computational analysis surrounding the technique is still a specialized area and often remains a "black box" for experimental researchers. Here, we provide an introduction to the required computational analysis of SMLM imaging, post-processing and typical data analysis. Importantly, user-friendly, ready-to-use and well-documented code in Python and MATLAB with exemplary data is provided as an interactive experience for the reader, as well as a starting point for further analysis. Our code is supplemented by descriptions of the computational problems and their implementation. We discuss the state of the art in computational methods and software suites used in SMLM imaging and data analysis. Finally, we give an outlook into further computational challenges in the field.
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Affiliation(s)
- Koen J. A. Martens
- Department of Physics, Carnegie Mellon University, Pittsburgh, PA, United States
- Institute for Microbiology and Biotechnology, Rheinische-Friedrich-Wilhelms-Universität Bonn, Bonn, Germany
| | - Bartosz Turkowyd
- Department of Physics, Carnegie Mellon University, Pittsburgh, PA, United States
- Institute for Microbiology and Biotechnology, Rheinische-Friedrich-Wilhelms-Universität Bonn, Bonn, Germany
- Department of Systems and Synthetic Microbiology, Max Planck Institute for Terrestrial Microbiology, LOEWE Center for Synthetic Microbiology (SYNMIKRO), Marburg, Germany
| | - Ulrike Endesfelder
- Department of Physics, Carnegie Mellon University, Pittsburgh, PA, United States
- Institute for Microbiology and Biotechnology, Rheinische-Friedrich-Wilhelms-Universität Bonn, Bonn, Germany
- Department of Systems and Synthetic Microbiology, Max Planck Institute for Terrestrial Microbiology, LOEWE Center for Synthetic Microbiology (SYNMIKRO), Marburg, Germany
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21
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Kaur A, Adair LD, Ball SR, New EJ, Sunde M. A Fluorescent Sensor for Quantitative Super‐Resolution Imaging of Amyloid Fibril Assembly**. Angew Chem Int Ed Engl 2022. [DOI: 10.1002/ange.202112832] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/11/2022]
Affiliation(s)
- Amandeep Kaur
- School of Medical Sciences Faculty of Medicine and Health The University of Sydney Sydney NSW 2006 Australia
- The University of Sydney Nano Institute The University of Sydney Sydney NSW 2006 Australia
| | - Liam D. Adair
- School of Chemistry The University of Sydney Sydney NSW 2006 Australia
- Australian Research Council Centre of Excellence for Innovations in Peptide and Protein Science The University of Sydney Sydney NSW 2006 Australia
| | - Sarah R. Ball
- School of Medical Sciences Faculty of Medicine and Health The University of Sydney Sydney NSW 2006 Australia
| | - Elizabeth J. New
- The University of Sydney Nano Institute The University of Sydney Sydney NSW 2006 Australia
- School of Chemistry The University of Sydney Sydney NSW 2006 Australia
- Australian Research Council Centre of Excellence for Innovations in Peptide and Protein Science The University of Sydney Sydney NSW 2006 Australia
| | - Margaret Sunde
- School of Medical Sciences Faculty of Medicine and Health The University of Sydney Sydney NSW 2006 Australia
- The University of Sydney Nano Institute The University of Sydney Sydney NSW 2006 Australia
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22
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Lévêque O, Kulcsár C, Lee A, Bon P, Cognet L, Goudail F. On the validity domain of maximum likelihood estimators for depth-of-field extension in single-molecule localization microscopy. JOURNAL OF THE OPTICAL SOCIETY OF AMERICA. A, OPTICS, IMAGE SCIENCE, AND VISION 2022; 39:37-43. [PMID: 35200975 DOI: 10.1364/josaa.439993] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/09/2021] [Accepted: 11/09/2021] [Indexed: 06/14/2023]
Abstract
Localization microscopy approaches with enhanced depth-of-field (EDoF) are commonly optimized using the Cramér-Rao bound (CRB) as a criterion. It is widely believed that the CRB can be attained in practice by using the maximum-likelihood estimator (MLE). This is, however, an approximation, of which we define in this paper the precise domain of validity. Exploring a wide range of settings and noise levels, we show that the MLE is efficient when the signal-to-noise ratio (SNR) is such that the localization standard deviation of a single molecule is less than 20 nm. Thus, our results provide an explicit and quantitative validity boundary for the use of the MLE in EDoF localization microscopy setups optimized with the CRB.
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23
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Kaur A, Adair LD, Ball SR, New EJ, Sunde M. A Fluorescent Sensor for Quantitative Super-resolution Imaging of Amyloid Fibril Assembly. Angew Chem Int Ed Engl 2021; 61:e202112832. [PMID: 34935241 DOI: 10.1002/anie.202112832] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/21/2021] [Indexed: 11/07/2022]
Abstract
Many soluble proteins can self-assemble into macromolecular structures called amyloids, a subset of which are implicated in a range of neurodegenerative disorders. The nanoscale size and structural heterogeneity of prefibrillar and early aggregates, as well as mature amyloid fibrils, pose significant challenges for the quantification of amyloid species, identification of their cellular interaction partners and for elucidation of the molecular basis for cytotoxicity. We report a fluorescent amyloid sensor AmyBlink-1 and its application in super-resolution imaging of amyloid structures. AmyBlink-1 exhibits a 5-fold increase in ratio of the green (thioflavin T) to red (Alexa Fluor 647) emission intensities upon interaction with amyloid fibrils. Using AmyBlink-1 , we performed nanoscale imaging of four different types of amyloid fibrils, achieving a resolution of ~30 nm. AmyBlink-1 enables nanoscale visualization and subsequent quantification of morphological features, such as the length and skew of individual amyloid aggregates formed at different times along the amyloid assembly pathway.
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Affiliation(s)
- Amandeep Kaur
- University of Sydney, School.of Medical Sciences, University of Sydney, 2006, Sydney, AUSTRALIA
| | - Liam D Adair
- The University of Sydney, School of Chemistry, AUSTRALIA
| | - Sarah R Ball
- The University of Sydney, School of Medical Sciences, AUSTRALIA
| | | | - Margaret Sunde
- The University of Sydney, School of Medical Sciences, AUSTRALIA
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24
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Gagliano G, Nelson T, Saliba N, Vargas-Hernández S, Gustavsson AK. Light Sheet Illumination for 3D Single-Molecule Super-Resolution Imaging of Neuronal Synapses. Front Synaptic Neurosci 2021; 13:761530. [PMID: 34899261 PMCID: PMC8651567 DOI: 10.3389/fnsyn.2021.761530] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/20/2021] [Accepted: 10/27/2021] [Indexed: 01/02/2023] Open
Abstract
The function of the neuronal synapse depends on the dynamics and interactions of individual molecules at the nanoscale. With the development of single-molecule super-resolution microscopy over the last decades, researchers now have a powerful and versatile imaging tool for mapping the molecular mechanisms behind the biological function. However, imaging of thicker samples, such as mammalian cells and tissue, in all three dimensions is still challenging due to increased fluorescence background and imaging volumes. The combination of single-molecule imaging with light sheet illumination is an emerging approach that allows for imaging of biological samples with reduced fluorescence background, photobleaching, and photodamage. In this review, we first present a brief overview of light sheet illumination and previous super-resolution techniques used for imaging of neurons and synapses. We then provide an in-depth technical review of the fundamental concepts and the current state of the art in the fields of three-dimensional single-molecule tracking and super-resolution imaging with light sheet illumination. We review how light sheet illumination can improve single-molecule tracking and super-resolution imaging in individual neurons and synapses, and we discuss emerging perspectives and new innovations that have the potential to enable and improve single-molecule imaging in brain tissue.
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Affiliation(s)
- Gabriella Gagliano
- Department of Chemistry, Rice University, Houston, TX, United States
- Applied Physics Program, Rice University, Houston, TX, United States
- Smalley-Curl Institute, Rice University, Houston, TX, United States
| | - Tyler Nelson
- Department of Chemistry, Rice University, Houston, TX, United States
- Applied Physics Program, Rice University, Houston, TX, United States
- Smalley-Curl Institute, Rice University, Houston, TX, United States
| | - Nahima Saliba
- Department of Chemistry, Rice University, Houston, TX, United States
| | - Sofía Vargas-Hernández
- Department of Chemistry, Rice University, Houston, TX, United States
- Systems, Synthetic, and Physical Biology Program, Rice University, Houston, TX, United States
- Institute of Biosciences & Bioengineering, Rice University, Houston, TX, United States
| | - Anna-Karin Gustavsson
- Department of Chemistry, Rice University, Houston, TX, United States
- Smalley-Curl Institute, Rice University, Houston, TX, United States
- Institute of Biosciences & Bioengineering, Rice University, Houston, TX, United States
- Department of Biosciences, Rice University, Houston, TX, United States
- Laboratory for Nanophotonics, Rice University, Houston, TX, United States
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25
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Eklund A, Comberlato A, Parish IA, Jungmann R, Bastings MMC. Quantification of Strand Accessibility in Biostable DNA Origami with Single-Staple Resolution. ACS NANO 2021; 15:17668-17677. [PMID: 34613711 PMCID: PMC8613912 DOI: 10.1021/acsnano.1c05540] [Citation(s) in RCA: 17] [Impact Index Per Article: 5.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/29/2021] [Accepted: 09/30/2021] [Indexed: 05/20/2023]
Abstract
DNA-based nanostructures are actively gaining interest as tools for biomedical and therapeutic applications following the recent development of protective coating strategies prolonging structural integrity in physiological conditions. For tailored biological action, these nanostructures are often functionalized with targeting or imaging labels using DNA base pairing. Only if these labels are accessible on the structure's surface will they be able to interact with their intended biological target. However, the accessibility of functional sites for different geometries and environments, specifically after the application of a protective coating, is currently not known. Here, we assay this accessibility on the level of single handle strands with two- and three-dimensional resolution using DNA-PAINT and show that the hybridization kinetics of top and bottom sides on the same nanostructure linked to a surface remain unaltered. We furthermore demonstrate that the functionality of the structures remains available after an oligolysine-PEG coating is applied, enabling bioassays where functionality and stability are imperative.
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Affiliation(s)
- Alexandra
S. Eklund
- Faculty
of Physics and Center for Nanoscience, Ludwig
Maximilian University, 80539, Munich, Germany
- Max
Planck Institute of Biochemistry, Martinsried, 82152, Germany
| | - Alice Comberlato
- Programmable
Biomaterials Laboratory, Institute of Materials, School of Engineering, Ecole Polytechnique Fédérale Lausanne, Lausanne, 1015, Switzerland
| | - Ian A. Parish
- Peter
MacCallum Cancer Centre, Melbourne, VIC 3000, Australia
- Sir
Peter MacCallum Department of Oncology, University of Melbourne, Melbourne, VIC 3128, Australia
| | - Ralf Jungmann
- Faculty
of Physics and Center for Nanoscience, Ludwig
Maximilian University, 80539, Munich, Germany
- Max
Planck Institute of Biochemistry, Martinsried, 82152, Germany
| | - Maartje M. C. Bastings
- Programmable
Biomaterials Laboratory, Institute of Materials, School of Engineering, Ecole Polytechnique Fédérale Lausanne, Lausanne, 1015, Switzerland
- Interfaculty
Bioengineering Institute, School of Engineering, Ecole Polytechnique Fédérale Lausanne, Lausanne, 1015, Switzerland
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26
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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: 20] [Impact Index Per Article: 6.7] [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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27
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Deep learning enables fast and dense single-molecule localization with high accuracy. Nat Methods 2021; 18:1082-1090. [PMID: 34480155 PMCID: PMC7611669 DOI: 10.1038/s41592-021-01236-x] [Citation(s) in RCA: 76] [Impact Index Per Article: 25.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/23/2020] [Accepted: 07/07/2021] [Indexed: 11/08/2022]
Abstract
Single-molecule localization microscopy (SMLM) has had remarkable success in imaging cellular structures with nanometer resolution, but standard analysis algorithms require sparse emitters, which limits imaging speed and labeling density. Here, we overcome this major limitation using deep learning. We developed DECODE (deep context dependent), a computational tool that can localize single emitters at high density in three dimensions with highest accuracy for a large range of imaging modalities and conditions. In a public software benchmark competition, it outperformed all other fitters on 12 out of 12 datasets when comparing both detection accuracy and localization error, often by a substantial margin. DECODE allowed us to acquire fast dynamic live-cell SMLM data with reduced light exposure and to image microtubules at ultra-high labeling density. Packaged for simple installation and use, DECODE will enable many laboratories to reduce imaging times and increase localization density in SMLM.
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28
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Hauser F, Jacak J. Real-time 3D single-molecule localization microscopy analysis using lookup tables. BIOMEDICAL OPTICS EXPRESS 2021; 12:4955-4968. [PMID: 34513235 PMCID: PMC8407837 DOI: 10.1364/boe.424016] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/04/2021] [Revised: 06/14/2021] [Accepted: 06/20/2021] [Indexed: 05/11/2023]
Abstract
Herein, we present a new algorithm for real-time analysis of 3D single molecule localization microscopy images with a small impact on fitting accuracy using lookup-tables with discrete xyz-positions. The algorithm realizes real-time visualization during acquisition. We demonstrate its performance on simulated and measured data. Additionally, combining real-time fitting with a feedback loop controlling the activation laser pulse keeps the number of emitters per image frame constant.
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Affiliation(s)
- Fabian Hauser
- University of Applied Sciences, Upper Austria School of Medical Engineering and Applied Social Sciences, Garnisonstraße 21, 4020 Linz, Austria
- Austrian Cluster for Tissue Regeneration, Vienna 1200, Austria
| | - Jaroslaw Jacak
- University of Applied Sciences, Upper Austria School of Medical Engineering and Applied Social Sciences, Garnisonstraße 21, 4020 Linz, Austria
- Austrian Cluster for Tissue Regeneration, Vienna 1200, Austria
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29
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Shen M, Ding T, Rackers WH, Tan C, Mahmood K, Lew MD, Sadtler B. Single-Molecule Colocalization of Redox Reactions on Semiconductor Photocatalysts Connects Surface Heterogeneity and Charge-Carrier Separation in Bismuth Oxybromide. J Am Chem Soc 2021; 143:11393-11403. [PMID: 34284584 DOI: 10.1021/jacs.1c02377] [Citation(s) in RCA: 11] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/26/2022]
Abstract
The surface structure of semiconductor photocatalysts controls the efficiency of charge-carrier extraction during photocatalytic reactions. However, understanding the connection between surface heterogeneity and the locations where photogenerated charge carriers are preferentially extracted is challenging. Herein we use single-molecule fluorescence imaging to map the spatial distribution of active regions and quantify the activity for both photocatalytic oxidation and reduction reactions on individual bismuth oxybromide (BiOBr) nanoplates. Through a coordinate-based colocalization analysis, we quantify the spatial correlation between the locations where fluorogenic probe molecules are oxidized and reduced on the surface of individual nanoplates. Surprisingly, we observed two distinct photochemical behaviors for BiOBr particles prepared within the same batch, which exhibit either predominantly uncorrelated activity where electrons and holes are extracted from different sites or colocalized activity in which oxidation and reduction take place within the same nanoscale regions. By analyzing the emissive properties of the fluorogenic probes, we propose that electrons and holes colocalize at defect-deficient regions, while defects promote the selective extraction of one carrier type by trapping either electrons or holes. Although previous work has used defect engineering to enhance the activity of bismuth oxyhalides and other semiconductor photocatalysts for useful reductive half-reactions (e.g., CO2 or N2 reduction), our results show that defect-free regions are needed to promote both oxidation and reduction in fuel-generating photocatalysts that do not rely on sacrificial reagents.
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Affiliation(s)
- Meikun Shen
- Department of Chemistry, Washington University, St. Louis, Missouri 63130, United States
| | - Tianben Ding
- Department of Electrical and Systems Engineering, Washington University, St. Louis, Missouri 63130, United States
| | - William H Rackers
- Department of Chemistry, Washington University, St. Louis, Missouri 63130, United States
| | - Che Tan
- Department of Energy, Environmental & Chemical Engineering, Washington University, St. Louis, Missouri 63130, United States
| | - Khalid Mahmood
- Department of Chemistry, Washington University, St. Louis, Missouri 63130, United States
| | - Matthew D Lew
- Department of Electrical and Systems Engineering, Washington University, St. Louis, Missouri 63130, United States.,Institute of Materials Science & Engineering, Washington University, St. Louis, Missouri 63130, United States
| | - Bryce Sadtler
- Department of Chemistry, Washington University, St. Louis, Missouri 63130, United States.,Institute of Materials Science & Engineering, Washington University, St. Louis, Missouri 63130, United States
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30
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Opatovski N, Shalev Ezra Y, Weiss LE, Ferdman B, Orange-Kedem R, Shechtman Y. Multiplexed PSF Engineering for Three-Dimensional Multicolor Particle Tracking. NANO LETTERS 2021; 21:5888-5895. [PMID: 34213332 DOI: 10.1021/acs.nanolett.1c02068] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/13/2023]
Abstract
Three-dimensional spatiotemporal tracking of microscopic particles in multiple colors is a challenging optical imaging task. Existing approaches require a trade-off between photon efficiency, field of view, mechanical complexity, spectral specificity, and speed. Here, we introduce multiplexed point-spread-function engineering that achieves photon-efficient, 3D multicolor particle tracking over a large field of view. This is accomplished by first chromatically splitting the emission path of a microscope to different channels, engineering the point-spread function of each, and then recombining them onto the same region of the camera. We demonstrate our technique for simultaneously tracking five types of emitters in vitro as well as colocalization of DNA loci in live yeast cells.
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31
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Brenner B, Song KH, Sun C, Zhang HF. Improving spatial precision and field-of-view in wavelength-tagged single-particle tracking using spectroscopic single-molecule localization microscopy. APPLIED OPTICS 2021; 60:3647-3658. [PMID: 33983297 PMCID: PMC8648066 DOI: 10.1364/ao.415275] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/19/2020] [Accepted: 03/30/2021] [Indexed: 05/09/2023]
Abstract
Spectroscopic single-molecule localization microscopy (sSMLM) generates super-resolution images of single molecules while simultaneously capturing the spectra of their fluorescence emissions. However, sSMLM splits photons from single-molecule emissions into a spatial channel and a spectral channel, reducing both channels' precisions. It is also challenging in transmission grating-based sSMLM to achieve a large field-of-view (FOV) and avoid overlap between the spatial and spectral channels. The challenge in FOV has further significance in single-molecule tracking applications. In this work, we analyzed the correlation between the spatial and spectral channels in sSMLM to improve its spatial precision, and we developed a split-mirror assembly to enlarge its FOV. We demonstrate the benefits of these improvements by tracking quantum dots. We also show that we can reduce particle-identification ambiguity by tagging each particle with its unique spectral characteristics.
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Affiliation(s)
- Benjamin Brenner
- Department of Biomedical Engineering, Northwestern University, 2145 Sheridan Rd., Evanston, Illinois 60208, USA
| | - Ki-Hee Song
- Department of Biomedical Engineering, Northwestern University, 2145 Sheridan Rd., Evanston, Illinois 60208, USA
| | - Cheng Sun
- Department of Mechanical Engineering, Northwestern University, 2145 Sheridan Rd., Evanston, Illinois 60208, USA
| | - Hao F. Zhang
- Department of Biomedical Engineering, Northwestern University, 2145 Sheridan Rd., Evanston, Illinois 60208, USA
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32
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Dasgupta A, Deschamps J, Matti U, Hübner U, Becker J, Strauss S, Jungmann R, Heintzmann R, Ries J. Direct supercritical angle localization microscopy for nanometer 3D superresolution. Nat Commun 2021; 12:1180. [PMID: 33608524 PMCID: PMC7896076 DOI: 10.1038/s41467-021-21333-x] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/18/2020] [Accepted: 01/20/2021] [Indexed: 12/26/2022] Open
Abstract
3D single molecule localization microscopy (SMLM) is an emerging superresolution method for structural cell biology, as it allows probing precise positions of proteins in cellular structures. In supercritical angle localization microscopy (SALM), z-positions of single fluorophores are extracted from the intensity of supercritical angle fluorescence, which strongly depends on their distance to the coverslip. Here, we realize the full potential of SALM and improve its z-resolution by more than four-fold compared to the state-of-the-art by directly splitting supercritical and undercritical emission, using an ultra-high NA objective, and applying fitting routines to extract precise intensities of single emitters. We demonstrate nanometer isotropic localization precision on DNA origami structures, and on clathrin coated vesicles and microtubules in cells, illustrating the potential of SALM for cell biology. Supercritical angle localisation microscopy (SALM) allows the z-positions of single fluorophores to be extracted from the intensity of supercritical angle fluorescence. Here the authors improve the z-resolution of SALM, and report nanometre isotropic localisation precision on DNA origami structures.
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Affiliation(s)
- Anindita Dasgupta
- Cell Biology and Biophysics, European Molecular Biology Laboratory, Heidelberg, Germany.,Institute of Applied Optics and Biophysics, Friedrich-Schiller-University, Jena, Germany.,Leibniz Institute of Photonic Technology, Jena, Germany
| | - Joran Deschamps
- Cell Biology and Biophysics, European Molecular Biology Laboratory, Heidelberg, Germany
| | - Ulf Matti
- Cell Biology and Biophysics, European Molecular Biology Laboratory, Heidelberg, Germany
| | - Uwe Hübner
- Leibniz Institute of Photonic Technology, Jena, Germany
| | - Jan Becker
- Leibniz Institute of Photonic Technology, Jena, Germany
| | - Sebastian Strauss
- Faculty of Physics and Center for Nanoscience, Ludwig Maximilian University, Munich, Germany.,Max Planck Institute of Biochemistry, Martinsried, Germany
| | - Ralf Jungmann
- Faculty of Physics and Center for Nanoscience, Ludwig Maximilian University, Munich, Germany.,Max Planck Institute of Biochemistry, Martinsried, Germany
| | - Rainer Heintzmann
- Leibniz Institute of Photonic Technology, Jena, Germany.,Institute of Physical Chemistry, Friedrich-Schiller-University, Jena, Germany.,Abbe Center of Photonics, Friedrich-Schiller-University, Jena, Germany
| | - Jonas Ries
- Cell Biology and Biophysics, European Molecular Biology Laboratory, Heidelberg, Germany.
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33
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Atomic scale displacements detected by optical image cross-correlation analysis and 3D printed marker arrays. Sci Rep 2021; 11:2304. [PMID: 33504911 PMCID: PMC7840920 DOI: 10.1038/s41598-021-81712-8] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/20/2020] [Accepted: 11/09/2020] [Indexed: 11/09/2022] Open
Abstract
For analyzing displacement-vector fields in mechanics, for example to characterize the properties of 3D printed mechanical metamaterials, routine high-precision position measurements are indispensable. For this purpose, nanometer-scale localization errors have been achieved by wide-field optical-image cross-correlation analysis. Here, we bring this approach to atomic-scale accuracy by combining it with well-defined 3D printed marker arrays. By using an air-lens with a numerical aperture of [Formula: see text] and a free working distance of [Formula: see text], and an [Formula: see text] array of markers with a diameter of [Formula: see text] and a period of [Formula: see text], we obtain 2D localization errors as small as [Formula: see text] in [Formula: see text] measurement time ([Formula: see text]). The underlying experimental setup is simple, reliable, and inexpensive, and the marker arrays can easily be integrated onto and into complex architectures during their 3D printing process.
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34
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A workflow for sizing oligomeric biomolecules based on cryo single molecule localization microscopy. PLoS One 2021; 16:e0245693. [PMID: 33471861 PMCID: PMC7817001 DOI: 10.1371/journal.pone.0245693] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/19/2020] [Accepted: 01/05/2021] [Indexed: 11/19/2022] Open
Abstract
Single molecule localization microscopy (SMLM) has enormous potential for resolving subcellular structures below the diffraction limit of light microscopy: Localization precision in the low digit nanometer regime has been shown to be achievable. In order to record localization microscopy data, however, sample fixation is inevitable to prevent molecular motion during the rather long recording times of minutes up to hours. Eventually, it turns out that preservation of the sample's ultrastructure during fixation becomes the limiting factor. We propose here a workflow for data analysis, which is based on SMLM performed at cryogenic temperatures. Since molecular dipoles of the fluorophores are fixed at low temperatures, such an approach offers the possibility to use the orientation of the dipole as an additional information for image analysis. In particular, assignment of localizations to individual dye molecules becomes possible with high reliability. We quantitatively characterized the new approach based on the analysis of simulated oligomeric structures. Side lengths can be determined with a relative error of less than 1% for tetramers with a nominal side length of 5 nm, even if the assumed localization precision for single molecules is more than 2 nm.
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35
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Mazidi H, Ding T, Nehorai A, Lew MD. Quantifying accuracy and heterogeneity in single-molecule super-resolution microscopy. Nat Commun 2020; 11:6353. [PMID: 33311471 PMCID: PMC7732856 DOI: 10.1038/s41467-020-20056-9] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/16/2020] [Accepted: 11/10/2020] [Indexed: 12/03/2022] Open
Abstract
The resolution and accuracy of single-molecule localization microscopes (SMLMs) are routinely benchmarked using simulated data, calibration rulers, or comparisons to secondary imaging modalities. However, these methods cannot quantify the nanoscale accuracy of an arbitrary SMLM dataset. Here, we show that by computing localization stability under a well-chosen perturbation with accurate knowledge of the imaging system, we can robustly measure the confidence of individual localizations without ground-truth knowledge of the sample. We demonstrate that our method, termed Wasserstein-induced flux (WIF), measures the accuracy of various reconstruction algorithms directly on experimental 2D and 3D data of microtubules and amyloid fibrils. We further show that WIF confidences can be used to evaluate the mismatch between computational models and imaging data, enhance the accuracy and resolution of reconstructed structures, and discover hidden molecular heterogeneities. As a computational methodology, WIF is broadly applicable to any SMLM dataset, imaging system, and localization algorithm. Standard benchmarking of single-molecule localization microscopy cannot quantify nanoscale accuracy of arbitrary datasets. Here, the authors present Wasserstein-induced flux, a method using a chosen perturbation and knowledge of the imaging system to measure confidence of individual localizations.
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Affiliation(s)
- Hesam Mazidi
- Department of Electrical and Systems Engineering, Washington University in St. Louis, St. Louis, MO, 63130, USA
| | - Tianben Ding
- Department of Electrical and Systems Engineering, Washington University in St. Louis, St. Louis, MO, 63130, USA
| | - Arye Nehorai
- Department of Electrical and Systems Engineering, Washington University in St. Louis, St. Louis, MO, 63130, USA
| | - Matthew D Lew
- Department of Electrical and Systems Engineering, Washington University in St. Louis, St. Louis, MO, 63130, USA.
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36
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Thiele JC, Helmerich DA, Oleksiievets N, Tsukanov R, Butkevich E, Sauer M, Nevskyi O, Enderlein J. Confocal Fluorescence-Lifetime Single-Molecule Localization Microscopy. ACS NANO 2020; 14:14190-14200. [PMID: 33035050 DOI: 10.1021/acsnano.0c07322] [Citation(s) in RCA: 36] [Impact Index Per Article: 9.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/22/2023]
Abstract
Fluorescence lifetime imaging microscopy is an important technique that adds another dimension to intensity and color acquired by conventional microscopy. In particular, it allows for multiplexing fluorescent labels that have otherwise similar spectral properties. Currently, the only super-resolution technique that is capable of recording super-resolved images with lifetime information is stimulated emission depletion microscopy. In contrast, all single-molecule localization microscopy (SMLM) techniques that employ wide-field cameras completely lack the lifetime dimension. Here, we combine fluorescence-lifetime confocal laser-scanning microscopy with SMLM for realizing single-molecule localization-based fluorescence-lifetime super-resolution imaging. Besides yielding images with a spatial resolution much beyond the diffraction limit, it determines the fluorescence lifetime of all localized molecules. We validate our technique by applying it to direct stochastic optical reconstruction microscopy and points accumulation for imaging in nanoscale topography imaging of fixed cells, and we demonstrate its multiplexing capability on samples with two different labels that differ only by fluorescence lifetime but not by their spectral properties.
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Affiliation(s)
- Jan Christoph Thiele
- III. Institute of Physics-Biophysics, Georg August University, Göttingen 37077, Germany
| | - Dominic A Helmerich
- Department of Biotechnology and Biophysics, Biocenter, University of Würzburg, Am Hubland, Würzburg 97074, Germany
| | - Nazar Oleksiievets
- III. Institute of Physics-Biophysics, Georg August University, Göttingen 37077, Germany
| | - Roman Tsukanov
- III. Institute of Physics-Biophysics, Georg August University, Göttingen 37077, Germany
| | - Eugenia Butkevich
- III. Institute of Physics-Biophysics, Georg August University, Göttingen 37077, Germany
| | - Markus Sauer
- Department of Biotechnology and Biophysics, Biocenter, University of Würzburg, Am Hubland, Würzburg 97074, Germany
| | - Oleksii Nevskyi
- III. Institute of Physics-Biophysics, Georg August University, Göttingen 37077, Germany
| | - Jörg Enderlein
- III. Institute of Physics-Biophysics, Georg August University, Göttingen 37077, Germany
- Cluster of Excellence "Multiscale Bioimaging: from Molecular Machines to Networks of Excitable Cells" (MBExC), Georg August University, Göttingen 37077, Germany
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37
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Möckl L, Moerner WE. Super-resolution Microscopy with Single Molecules in Biology and Beyond-Essentials, Current Trends, and Future Challenges. J Am Chem Soc 2020; 142:17828-17844. [PMID: 33034452 PMCID: PMC7582613 DOI: 10.1021/jacs.0c08178] [Citation(s) in RCA: 82] [Impact Index Per Article: 20.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/29/2020] [Indexed: 12/31/2022]
Abstract
Single-molecule super-resolution microscopy has developed from a specialized technique into one of the most versatile and powerful imaging methods of the nanoscale over the past two decades. In this perspective, we provide a brief overview of the historical development of the field, the fundamental concepts, the methodology required to obtain maximum quantitative information, and the current state of the art. Then, we will discuss emerging perspectives and areas where innovation and further improvement are needed. Despite the tremendous progress, the full potential of single-molecule super-resolution microscopy is yet to be realized, which will be enabled by the research ahead of us.
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Affiliation(s)
- Leonhard Möckl
- Department of Chemistry, Stanford University, Stanford, California 94305, United States
| | - W. E. Moerner
- Department of Chemistry, Stanford University, Stanford, California 94305, United States
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38
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Song KH, Zhang Y, Brenner B, Sun C, Zhang HF. Symmetrically dispersed spectroscopic single-molecule localization microscopy. LIGHT, SCIENCE & APPLICATIONS 2020; 9:92. [PMID: 32509299 PMCID: PMC7248114 DOI: 10.1038/s41377-020-0333-9] [Citation(s) in RCA: 15] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/20/2020] [Revised: 05/02/2020] [Accepted: 05/11/2020] [Indexed: 05/09/2023]
Abstract
Spectroscopic single-molecule localization microscopy (sSMLM) was used to achieve simultaneous imaging and spectral analysis of single molecules for the first time. Current sSMLM fundamentally suffers from a reduced photon budget because the photons from individual stochastic emissions are divided into spatial and spectral channels. Therefore, both spatial localization and spectral analysis only use a portion of the total photons, leading to reduced precisions in both channels. To improve the spatial and spectral precisions, we present symmetrically dispersed sSMLM, or SDsSMLM, to fully utilize all photons from individual stochastic emissions in both spatial and spectral channels. SDsSMLM achieved 10-nm spatial and 0.8-nm spectral precisions at a total photon budget of 1000. Compared with the existing sSMLM using a 1:3 splitting ratio between spatial and spectral channels, SDsSMLM improved the spatial and spectral precisions by 42% and 10%, respectively, under the same photon budget. We also demonstrated multicolour imaging of fixed cells and three-dimensional single-particle tracking using SDsSMLM. SDsSMLM enables more precise spectroscopic single-molecule analysis in broader cell biology and material science applications.
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Affiliation(s)
- Ki-Hee Song
- Department of Biomedical Engineering, Northwestern University, 2145 Sheridan Rd., Evanston, IL 60208 USA
| | - Yang Zhang
- Department of Biomedical Engineering, Northwestern University, 2145 Sheridan Rd., Evanston, IL 60208 USA
| | - Benjamin Brenner
- Department of Biomedical Engineering, Northwestern University, 2145 Sheridan Rd., Evanston, IL 60208 USA
| | - Cheng Sun
- Department of Mechanical Engineering, Northwestern University, 2145 Sheridan Rd., Evanston, IL 60208 USA
| | - Hao F. Zhang
- Department of Biomedical Engineering, Northwestern University, 2145 Sheridan Rd., Evanston, IL 60208 USA
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Abstract
In recent decades, single particle tracking (SPT) has been developed into a sophisticated analytical approach involving complex instruments and data analysis schemes to extract information from time-resolved particle trajectories. Very often, mobility-related properties are extracted from these particle trajectories, as they often contain information about local interactions experienced by the particles while moving through the sample. This tutorial aims to provide a comprehensive overview about the accuracies that can be achieved when extracting mobility-related properties from 2D particle trajectories and how these accuracies depend on experimental parameters. Proper interpretation of SPT data requires an assessment of whether the obtained accuracies are sufficient to resolve the effect under investigation. This is demonstrated by calculating mean square displacement curves that show an apparent super- or subdiffusive behavior due to poor measurement statistics instead of the presence of true anomalous diffusion. Furthermore, the refinement of parameters involved in the design or analysis of SPT experiments is discussed and an approach is proposed in which square displacement distributions are inspected to evaluate the quality of SPT data and to extract information about the maximum distance over which particles should be tracked during the linking process.
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40
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Shen M, Ding T, Hartman ST, Wang F, Krucylak C, Wang Z, Tan C, Yin B, Mishra R, Lew MD, Sadtler B. Nanoscale Colocalization of Fluorogenic Probes Reveals the Role of Oxygen Vacancies in the Photocatalytic Activity of Tungsten Oxide Nanowires. ACS Catal 2020. [DOI: 10.1021/acscatal.9b04481] [Citation(s) in RCA: 33] [Impact Index Per Article: 8.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/20/2022]
Affiliation(s)
- Meikun Shen
- Department of Chemistry, Washington University, St. Louis, Missouri 63130, United States
| | - Tianben Ding
- Department of Electrical and Systems Engineering, Washington University, St. Louis, Missouri 63130, United States
| | - Steven T. Hartman
- Institute of Materials Science & Engineering, Washington University, St. Louis, Missouri 63130, United States
| | - Fudong Wang
- Department of Chemistry, Washington University, St. Louis, Missouri 63130, United States
| | - Christina Krucylak
- Department of Chemistry, Washington University, St. Louis, Missouri 63130, United States
| | - Zheyu Wang
- Institute of Materials Science & Engineering, Washington University, St. Louis, Missouri 63130, United States
| | - Che Tan
- Department of Energy, Environmental & Chemical Engineering, Washington University, St. Louis, Missouri 63130, United States
| | - Bo Yin
- Institute of Materials Science & Engineering, Washington University, St. Louis, Missouri 63130, United States
| | - Rohan Mishra
- Institute of Materials Science & Engineering, Washington University, St. Louis, Missouri 63130, United States
- Department of Mechanical Engineering and Materials Science, Washington University, St. Louis, Missouri 63130, United States
| | - Matthew D. Lew
- Department of Electrical and Systems Engineering, Washington University, St. Louis, Missouri 63130, United States
- Institute of Materials Science & Engineering, Washington University, St. Louis, Missouri 63130, United States
| | - Bryce Sadtler
- Department of Chemistry, Washington University, St. Louis, Missouri 63130, United States
- Institute of Materials Science & Engineering, Washington University, St. Louis, Missouri 63130, United States
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41
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Localization microscopy at doubled precision with patterned illumination. Nat Methods 2019; 17:59-63. [PMID: 31819263 PMCID: PMC6989044 DOI: 10.1038/s41592-019-0657-7] [Citation(s) in RCA: 90] [Impact Index Per Article: 18.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/18/2019] [Accepted: 10/16/2019] [Indexed: 12/18/2022]
Abstract
MINFLUX offers a breakthrough in single molecule localization precision, but is limited in field-of-view. Here, we combine centroid estimation and illumination pattern induced photon count variations in a conventional widefield imaging setup to extract position information over a typical micron sized field-of-view. We show a near twofold improvement in precision over standard localization with the same photon count on DNA-origami nano-structures and tubulin in cells, using DNA-PAINT and STORM imaging.
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42
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Patel L, Gustafsson N, Lin Y, Ober R, Henriques R, Cohen E. A HIDDEN MARKOV MODEL APPROACH TO CHARACTERIZING THE PHOTO-SWITCHING BEHAVIOR OF FLUOROPHORES. Ann Appl Stat 2019; 13:1397-1429. [PMID: 31933716 PMCID: PMC6957128 DOI: 10.1214/19-aoas1240] [Citation(s) in RCA: 15] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/19/2022]
Abstract
Fluorescing molecules (fluorophores) that stochastically switch between photon-emitting and dark states underpin some of the most celebrated advancements in super-resolution microscopy. While this stochastic behavior has been heavily exploited, full characterization of the underlying models can potentially drive forward further imaging methodologies. Under the assumption that fluorophores move between fluorescing and dark states as continuous time Markov processes, the goal is to use a sequence of images to select a model and estimate the transition rates. We use a hidden Markov model to relate the observed discrete time signal to the hidden continuous time process. With imaging involving several repeat exposures of the fluorophore, we show the observed signal depends on both the current and past states of the hidden process, producing emission probabilities that depend on the transition rate parameters to be estimated. To tackle this unusual coupling of the transition and emission probabilities, we conceive transmission (transition-emission) matrices that capture all dependencies of the model. We provide a scheme of computing these matrices and adapt the forward-backward algorithm to compute a likelihood which is readily optimized to provide rate estimates. When confronted with several model proposals, combining this procedure with the Bayesian Information Criterion provides accurate model selection.
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Affiliation(s)
| | | | - Yu Lin
- European Molecular Biology Laboratory Heidelberg
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43
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Martens KJA, van Beljouw SPB, van der Els S, Vink JNA, Baas S, Vogelaar GA, Brouns SJJ, van Baarlen P, Kleerebezem M, Hohlbein J. Visualisation of dCas9 target search in vivo using an open-microscopy framework. Nat Commun 2019; 10:3552. [PMID: 31391532 PMCID: PMC6685946 DOI: 10.1038/s41467-019-11514-0] [Citation(s) in RCA: 49] [Impact Index Per Article: 9.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/13/2019] [Accepted: 07/19/2019] [Indexed: 02/07/2023] Open
Abstract
CRISPR-Cas9 is widely used in genomic editing, but the kinetics of target search and its relation to the cellular concentration of Cas9 have remained elusive. Effective target search requires constant screening of the protospacer adjacent motif (PAM) and a 30 ms upper limit for screening was recently found. To further quantify the rapid switching between DNA-bound and freely-diffusing states of dCas9, we developed an open-microscopy framework, the miCube, and introduce Monte-Carlo diffusion distribution analysis (MC-DDA). Our analysis reveals that dCas9 is screening PAMs 40% of the time in Gram-positive Lactoccous lactis, averaging 17 ± 4 ms per binding event. Using heterogeneous dCas9 expression, we determine the number of cellular target-containing plasmids and derive the copy number dependent Cas9 cleavage. Furthermore, we show that dCas9 is not irreversibly bound to target sites but can still interfere with plasmid replication. Taken together, our quantitative data facilitates further optimization of the CRISPR-Cas toolbox.
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Affiliation(s)
- Koen J A Martens
- Laboratory of Biophysics, Wageningen University and Research, Stippeneng 4, 6708 WE, Wageningen, The Netherlands
- Laboratory of Bionanotechnology, Wageningen University and Research, Bornse Weilanden 9, 6708 WG, Wageningen, The Netherlands
| | - Sam P B van Beljouw
- Laboratory of Biophysics, Wageningen University and Research, Stippeneng 4, 6708 WE, Wageningen, The Netherlands
| | - Simon van der Els
- Host-Microbe Interactomics Group, Animal Sciences, Wageningen University and Research, De Elst 1, 6708 WD, Wageningen, The Netherlands
- NIZO food research, Kernhemseweg 2, 6718 ZB, Ede, The Netherlands
| | - Jochem N A Vink
- Kavli Institute of Nanoscience, Department of Bionanoscience, Delft University of Technology, Van der Maasweg 9, 2629 HZ, Delft, The Netherlands
| | - Sander Baas
- Laboratory of Biophysics, Wageningen University and Research, Stippeneng 4, 6708 WE, Wageningen, The Netherlands
| | - George A Vogelaar
- Laboratory of Biophysics, Wageningen University and Research, Stippeneng 4, 6708 WE, Wageningen, The Netherlands
| | - Stan J J Brouns
- Kavli Institute of Nanoscience, Department of Bionanoscience, Delft University of Technology, Van der Maasweg 9, 2629 HZ, Delft, The Netherlands
| | - Peter van Baarlen
- Host-Microbe Interactomics Group, Animal Sciences, Wageningen University and Research, De Elst 1, 6708 WD, Wageningen, The Netherlands
| | - Michiel Kleerebezem
- Host-Microbe Interactomics Group, Animal Sciences, Wageningen University and Research, De Elst 1, 6708 WD, Wageningen, The Netherlands
| | - Johannes Hohlbein
- Laboratory of Biophysics, Wageningen University and Research, Stippeneng 4, 6708 WE, Wageningen, The Netherlands.
- Microspectroscopy Research Facility, Wageningen University and Research, Stippeneng 4, 6708 WE, Wageningen, The Netherlands.
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44
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Combining 3D single molecule localization strategies for reproducible bioimaging. Nat Commun 2019; 10:1980. [PMID: 31040275 PMCID: PMC6491430 DOI: 10.1038/s41467-019-09901-8] [Citation(s) in RCA: 27] [Impact Index Per Article: 5.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/16/2018] [Accepted: 03/22/2019] [Indexed: 12/22/2022] Open
Abstract
Here, we present a 3D localization-based super-resolution technique providing a slowly varying localization precision over a 1 μm range with precisions down to 15 nm. The axial localization is performed through a combination of point spread function (PSF) shaping and supercritical angle fluorescence (SAF), which yields absolute axial information. Using a dual-view scheme, the axial detection is decoupled from the lateral detection and optimized independently to provide a weakly anisotropic 3D resolution over the imaging range. This method can be readily implemented on most homemade PSF shaping setups and provides drift-free, tilt-insensitive and achromatic results. Its insensitivity to these unavoidable experimental biases is especially adapted for multicolor 3D super-resolution microscopy, as we demonstrate by imaging cell cytoskeleton, living bacteria membranes and axon periodic submembrane scaffolds. We further illustrate the interest of the technique for biological multicolor imaging over a several-μm range by direct merging of multiple acquisitions at different depths. 3D single molecule localization microscopy suffers from several experimental biases that degrade the resolution or localization precision. Here the authors present a dual-view detection scheme combining supercritical angle fluorescence and astigmatic imaging to obtain precise and unbiased 3D super resolution images.
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45
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van Beljouw SPB, van der Els S, Martens KJA, Kleerebezem M, Bron PA, Hohlbein J. Evaluating single-particle tracking by photo-activation localization microscopy (sptPALM) in Lactococcus lactis. Phys Biol 2019; 16:035001. [PMID: 30673632 DOI: 10.1088/1478-3975/ab0162] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/12/2022]
Abstract
Lactic acid bacteria (LAB) are frequently used in food fermentation and are invaluable for the taste and nutritional value of the fermentation end-product. To gain a better understanding of underlying biochemical and microbiological mechanisms and cell-to-cell variability in LABs, single-molecule techniques such as single-particle tracking photo-activation localization microscopy (sptPALM) hold great promises but are not yet employed due to the lack of detailed protocols and suitable assays. Here, we qualitatively test various fluorescent proteins including variants that are photoactivatable and therefore suitable for sptPALM measurements in Lactococcus lactis, a key LAB for the dairy industry. In particular, we fused PAmCherry2 to dCas9 allowing the successful tracking of single dCas9 proteins, whilst the dCas9 chimeras bound to specific guide RNAs retained their gene silencing ability in vivo. The diffusional information of the dCas9 without any targets showed different mechanistic states of dCas9: freely diffusing, bound to DNA, or transiently interacting with DNA. The capability of performing sptPALM with dCas9 in L. lactis can lead to a better, general understanding of CRISPR-Cas systems as well as paving the way for CRISPR-Cas based interrogations of cellular functions in LABs.
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Affiliation(s)
- Sam P B van Beljouw
- Laboratory of Biophysics, Wageningen University and Research, Stippeneng 4, 6708 WE Wageningen, The Netherlands. These authors contributed equally
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46
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Lukeš T, Pospíšil J, Fliegel K, Lasser T, Hagen GM. Quantitative super-resolution single molecule microscopy dataset of YFP-tagged growth factor receptors. Gigascience 2018; 7:1-10. [PMID: 29361123 PMCID: PMC5841371 DOI: 10.1093/gigascience/giy002] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/18/2017] [Accepted: 01/10/2018] [Indexed: 01/22/2023] Open
Abstract
Background Super-resolution single molecule localization microscopy (SMLM) is a method for achieving resolution beyond the classical limit in optical microscopes (approx. 200 nm laterally). Yellow fluorescent protein (YFP) has been used for super-resolution single molecule localization microscopy, but less frequently than other fluorescent probes. Working with YFP in SMLM is a challenge because a lower number of photons are emitted per molecule compared with organic dyes, which are more commonly used. Publically available experimental data can facilitate development of new data analysis algorithms. Findings Four complete, freely available single molecule super-resolution microscopy datasets on YFP-tagged growth factor receptors expressed in a human cell line are presented, including both raw and analyzed data. We report methods for sample preparation, for data acquisition, and for data analysis, as well as examples of the acquired images. We also analyzed the SMLM datasets using a different method: super-resolution optical fluctuation imaging (SOFI). The 2 modes of analysis offer complementary information about the sample. A fifth single molecule super-resolution microscopy dataset acquired with the dye Alexa 532 is included for comparison purposes. Conclusions This dataset has potential for extensive reuse. Complete raw data from SMLM experiments have typically not been published. The YFP data exhibit low signal-to-noise ratios, making data analysis a challenge. These datasets will be useful to investigators developing their own algorithms for SMLM, SOFI, and related methods. The data will also be useful for researchers investigating growth factor receptors such as ErbB3.
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Affiliation(s)
- Tomáš Lukeš
- Laboratoire d'Optique Biomédicale, École Polytechnique Fédérale de Lausanne, Route Cantonale, CH-1015 Lausanne, Switzerland
| | - Jakub Pospíšil
- Department of Radioelectronics, Faculty of Electrical Engineering, Czech Technical University in Prague, Technická 2, 16627 Prague 6, Czech Republic
| | - Karel Fliegel
- Department of Radioelectronics, Faculty of Electrical Engineering, Czech Technical University in Prague, Technická 2, 16627 Prague 6, Czech Republic
| | - Theo Lasser
- Laboratoire d'Optique Biomédicale, École Polytechnique Fédérale de Lausanne, Route Cantonale, CH-1015 Lausanne, Switzerland
| | - Guy M Hagen
- UCCS center for the Biofrontiers Institute, University of Colorado at Colorado Springs, 1420 Austin Bluffs Parkway, Colorado Springs, Colorado, 80918, USA
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47
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Abstract
In the past decades, advances in microscopy have made it possible to study the dynamics of individual biomolecules in vitro and resolve intramolecular kinetics that would otherwise be hidden in ensemble averages. More recently, single-molecule methods have been used to image, localize, and track individually labeled macromolecules in the cytoplasm of living cells, allowing investigations of intermolecular kinetics under physiologically relevant conditions. In this review, we illuminate the particular advantages of single-molecule techniques when studying kinetics in living cells and discuss solutions to specific challenges associated with these methods.
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Affiliation(s)
- Johan Elf
- Department of Cell and Molecular Biology, Uppsala University, 75124 Uppsala, Sweden;
| | - Irmeli Barkefors
- Department of Cell and Molecular Biology, Uppsala University, 75124 Uppsala, Sweden;
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48
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Spehar K, Ding T, Sun Y, Kedia N, Lu J, Nahass GR, Lew MD, Bieschke J. Super-resolution Imaging of Amyloid Structures over Extended Times by Using Transient Binding of Single Thioflavin T Molecules. Chembiochem 2018; 19:1944-1948. [PMID: 29953718 DOI: 10.1002/cbic.201800352] [Citation(s) in RCA: 29] [Impact Index Per Article: 4.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/27/2018] [Indexed: 01/28/2023]
Abstract
Oligomeric amyloid structures are crucial therapeutic targets in Alzheimer's and other amyloid diseases. However, these oligomers are too small to be resolved by standard light microscopy. We have developed a simple and versatile tool to image amyloid structures by using thioflavin T without the need for covalent labeling or immunostaining. The dynamic binding of single dye molecules generates photon bursts that are used for fluorophore localization on a nanometer scale. Thus, photobleaching cannot degrade image quality, allowing for extended observation times. Super-resolution transient amyloid binding microscopy promises to directly image native amyloid by using standard probes and record amyloid dynamics over minutes to days. We imaged amyloid fibrils from multiple polypeptides, oligomeric, and fibrillar structures formed during different stages of amyloid-β aggregation, as well as the structural remodeling of amyloid-β fibrils by the compound epi-gallocatechin gallate.
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Affiliation(s)
- Kevin Spehar
- Department of Biomedical Engineering, Washington University in St. Louis, St. Louis, MO, 63130, USA
| | - Tianben Ding
- Department of Electrical and Systems Engineering, Washington University in St. Louis, St. Louis, MO, 63130, USA
| | - Yuanzi Sun
- Department of Biomedical Engineering, Washington University in St. Louis, St. Louis, MO, 63130, USA.,Department of Energy, Environmental, and Chemical Engineering, Washington University in St. Louis, St. Louis, MO, 63130, USA
| | - Niraja Kedia
- Department of Biomedical Engineering, Washington University in St. Louis, St. Louis, MO, 63130, USA
| | - Jin Lu
- Department of Electrical and Systems Engineering, Washington University in St. Louis, St. Louis, MO, 63130, USA
| | - George R Nahass
- Department of Biomedical Engineering, Washington University in St. Louis, St. Louis, MO, 63130, USA
| | - Matthew D Lew
- Department of Electrical and Systems Engineering, Washington University in St. Louis, St. Louis, MO, 63130, USA
| | - Jan Bieschke
- Department of Biomedical Engineering, Washington University in St. Louis, St. Louis, MO, 63130, USA.,MRC Prion Unit, UCL Institute of Prion Diseases, Gower Street, London, WC1E 6BT, UK
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49
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A Theoretical High-Density Nanoscopy Study Leads to the Design of UNLOC, a Parameter-free Algorithm. Biophys J 2018; 115:565-576. [PMID: 30029772 DOI: 10.1016/j.bpj.2018.06.024] [Citation(s) in RCA: 24] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/22/2018] [Revised: 05/17/2018] [Accepted: 06/27/2018] [Indexed: 11/23/2022] Open
Abstract
Single-molecule localization microscopy (SMLM) enables the production of high-resolution images by imaging spatially isolated fluorescent particles. Although challenging, the result of SMLM analysis lists the position of individual molecules, leading to a valuable quantification of the stoichiometry and spatial organization of molecular actors. Both the signal/noise ratio and the density (Dframe), i.e., the number of fluorescent particles per μm2 per frame, have previously been identified as determining factors for reaching a given SMLM precision. Establishing a comprehensive theoretical study relying on these two parameters is therefore of central interest to delineate the achievable limits for accurate SMLM observations. Our study reports that in absence of prior knowledge of the signal intensity α, the density effect on particle localization is more prominent than that anticipated from theoretical studies performed at known α. A first limit appears when, under a low-density hypothesis (i.e., one-Gaussian fitting hypothesis), any fluorescent particle distant by less than ∼600 nm from the particle of interest biases its localization. In fact, all particles should be accounted for, even those dimly fluorescent, to ascertain unbiased localization of any surrounding particles. Moreover, even under a high-density hypothesis (i.e., multi-Gaussian fitting hypothesis), a second limit arises because of the impossible distinction of particles located too closely. An increase in Dframe is thus likely to deteriorate the localization precision, the image reconstruction, and more generally the quantification accuracy. Our study firstly provides a density-signal/noise ratio space diagram for use as a guide in data recording toward reaching an achievable SMLM resolution. Additionally, it leads to the identification of the essential requirements for implementing UNLOC, a parameter-free and fast computing algorithm approaching the Cramér-Rao bound for particles at high-density per frame and without any prior knowledge of their intensity. UNLOC is available as an ImageJ plugin.
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50
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Lindén M, Elf J. Variational Algorithms for Analyzing Noisy Multistate Diffusion Trajectories. Biophys J 2018; 115:276-282. [PMID: 29937205 DOI: 10.1016/j.bpj.2018.05.027] [Citation(s) in RCA: 19] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/06/2018] [Revised: 05/19/2018] [Accepted: 05/23/2018] [Indexed: 02/06/2023] Open
Abstract
Single-particle tracking offers a noninvasive high-resolution probe of biomolecular reactions inside living cells. However, efficient data analysis methods that correctly account for various noise sources are needed to realize the full quantitative potential of the method. We report algorithms for hidden Markov-based analysis of single-particle tracking data, which incorporate most sources of experimental noise, including heterogeneous localization errors and missing positions. Compared to previous implementations, the algorithms offer significant speedups, support for a wider range of inference methods, and a simple user interface. This will enable more advanced and exploratory quantitative analysis of single-particle tracking data.
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Affiliation(s)
- Martin Lindén
- Department of Cell and Molecular Biology, Uppsala University, Uppsala, Sweden.
| | - Johan Elf
- Department of Cell and Molecular Biology, Uppsala University, Uppsala, Sweden.
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