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Jo Y, Park H, Lee S, Kim I. Spectral Hadamard microscopy with metasurface-based patterned illumination. NANOPHOTONICS (BERLIN, GERMANY) 2025; 14:1171-1183. [PMID: 40290295 PMCID: PMC12019938 DOI: 10.1515/nanoph-2024-0587] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 10/30/2024] [Accepted: 12/28/2024] [Indexed: 04/30/2025]
Abstract
Hadamard matrices, composed of mutually orthogonal vectors, are widely used in various applications due to their orthogonality. In optical imaging, Hadamard microscopy has been applied to achieve optical sectioning by separating scattering and background noise from desired signals. This method involves sequential illumination using Hadamard patterns and subsequent image processing. However, it typically requires costly light modulation devices, such as digital micromirror devices (DMDs) or spatial light modulators (SLMs), to generate multiple illumination patterns. In this study, we present spectral Hadamard microscopy based on a holographic matasurface. We noticed that certain patterns repeat within other Hadamard patterns under specific condition, allowing the entire set to be reproduced from a single pattern. This finding suggests that generating a single pattern is sufficient to implement Hadamard microscopy. To demonstrate this, we designed a metasurface to generate an illumination pattern and conducted imaging simulations. Results showed that holographic metasurface-based Hadamard microscopy effectively suppressed scattering signals, resulting in clear fluorescent images. Furthermore, we demonstrated that hyperspectral imaging can be achieved with Hadamard microscopy using dispersive optical elements, as the orthogonality of the Hadamard pattern enables to resolve spectral information. The reconstructed hyperspectral images displayed a color distribution closely matching the synthetic hyperspectral images used as ground truth. Our findings suggest that optical sectioning and hyperspectral imaging can be accomplished without light modulation devices, a capability typically unattainable with standard wide-field microscopes. We showed that sophisticated metasurfaces have the potential to replace and enhance conventional optical components, and we anticipate that this study will contribute to advancements in metasurface-based optical microscopy.
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Affiliation(s)
- Yongjae Jo
- Department of Biophysics, Institute of Quantum Biophysics, Sungkyunkwan University, Suwon16419, Republic of Korea
| | - Hyemi Park
- Department of Biophysics, Department of Intelligent Precision Healthcare Convergence, Institute of Quantum Biophysics, Sungkyunkwan University, Suwon16419, Republic of Korea
| | - Seho Lee
- Department of Biophysics, Department of Intelligent Precision Healthcare Convergence, Institute of Quantum Biophysics, Sungkyunkwan University, Suwon16419, Republic of Korea
| | - Inki Kim
- Department of Biophysics, Department of Intelligent Precision Healthcare Convergence, Department of MetaBioHealth, Institute of Quantum Biophysics, Sungkyunkwan University, Suwon16419, Republic of Korea
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2
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Dupuy P, Boudehen YM, Faucher M, Buglino JA, Fay A, Cantaloube S, Grimoire Y, Marcoux J, Levet F, Bettarel L, Voisin B, Rech J, Bouet JY, Saurel O, Sibarita JB, Glickman M, Gutierrez C, Neyrolles O. PacL-organized membrane-associated effluxosomes coordinate multi-metal resistance in Mycobacterium tuberculosis. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2025:2025.03.25.645379. [PMID: 40196583 PMCID: PMC11974823 DOI: 10.1101/2025.03.25.645379] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 04/09/2025]
Abstract
Metal ion homeostasis is crucial for bacterial pathogens to withstand metal-induced stress during infection. However, the mechanisms underlying bacterial resistance to metal stress remain incompletely understood, particularly how bacteria coordinate responses to simultaneous exposure to multiple metals. Here, we uncover a previously unrecognized mechanism by which Mycobacterium tuberculosis , the causative agent of tuberculosis, orchestrates a coordinated response to multi-metal stress. We demonstrate that M. tuberculosis assembles dynamic, membrane-associated platforms, organized by PacL proteins, that confer resistance to multiple metals simultaneously. PacL proteins function as scaffolds, clustering multiple P-type ATPase (P-ATPase) pumps, CtpC, CtpG, and CtpV, into functional complexes we term "effluxosomes". Our findings show that PacL proteins are critical for stabilizing CtpG within membrane-associated clusters, conferring cadmium tolerance, while CtpC serves as a backup, promoting cross-resistance to both zinc and cadmium. Using super-resolution microscopy and single-particle tracking, we elucidate the 3D structure and dynamics of effluxosomes in the mycobacterial membrane. We further demonstrate that conserved residues within the transmembrane domain of PacL proteins are crucial for the assembly of dynamic effluxosomes, which are essential for P-ATPase activity. Additionally, we reveal that PacL1 exhibits metallochaperone activity, binding zinc, cadmium, and copper via a conserved C-terminal motif. Proximity labeling further identifies an extensive PacL1 interaction network, encompassing multiple proteins involved in stress adaptation. Our findings introduce effluxosomes as dynamic, membrane-associated efflux machineries that mediate coordinated multi-metal resistance in M. tuberculosis , providing new insights into bacterial metal homeostasis and unveiling potential antimicrobial targets.
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3
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Sarkar A, Mitra JB, Sharma VK, Namboodiri V, Kumbhakar M. Spectrally Resolved Single-Molecule Orientation Imaging Reveals a Direct Correspondence between the Polarity and Microviscosity Experienced by Nile Red in Supported Lipid Bilayer Membranes. J Phys Chem B 2025. [PMID: 39978786 DOI: 10.1021/acs.jpcb.4c07578] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/22/2025]
Abstract
Molecular-level interactions among lipids, cholesterol, and water dictate the nanoscale membrane organization of lipid bilayers into liquid-ordered (Lo) and liquid-disordered (Ld) phases, characterized by different polarities and orders. Generally, solvatochromic dyes easily discriminate polarity difference between Lo and Ld phases, whereas molecular flippers and rotors show distinct photophysics depending on the membrane order. Despite progress in single-molecule spectral imaging and single-molecule orientation mapping, direct experimental proof linking polarity with microviscosity sensed by the same probe eludes us. Here, we demonstrate spectrally resolved single-molecule orientation localization microscopy to connect nanoscopic localization of a probe on a bilayer membrane with its emission spectra, three-dimensional dipole orientation, and rotational constraint offered by the local microenvironment and highlight the excellent correspondence between the polarity and order experienced by the same probe. This technique has the potential to address nanoscale heterogeneity and dynamics, especially in biology and material sciences.
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Affiliation(s)
- Aranyak Sarkar
- Radiation & Photochemistry Division, Bhabha Atomic Research Center, Mumbai, Maharashtra 400085, India
- Homi Bhabha National Institute, Training School Complex, Anushaktinagar, Mumbai, Maharashtra 400094, India
| | - Jyotsna Bhatt Mitra
- Radiopharmaceutical Division, Bhabha Atomic Research Center, Mumbai, Maharashtra 400085, India
| | - Veerendra K Sharma
- Homi Bhabha National Institute, Training School Complex, Anushaktinagar, Mumbai, Maharashtra 400094, India
- Solid State Physics Division, Bhabha Atomic Research Center, Mumbai, Maharashtra 400085, India
| | - Vinu Namboodiri
- Radiation & Photochemistry Division, Bhabha Atomic Research Center, Mumbai, Maharashtra 400085, India
| | - Manoj Kumbhakar
- Radiation & Photochemistry Division, Bhabha Atomic Research Center, Mumbai, Maharashtra 400085, India
- Homi Bhabha National Institute, Training School Complex, Anushaktinagar, Mumbai, Maharashtra 400094, India
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4
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Villéga F, Fernandes A, Jézéquel J, Uyttersprot F, Benac N, Zenagui S, Bastardo L, Gréa H, Bouchet D, Villetelle L, Nicole O, Rogemond V, Honnorat J, Dupuis JP, Groc L. Ketamine alleviates NMDA receptor hypofunction through synaptic trapping. Neuron 2024; 112:3311-3328.e9. [PMID: 39047728 DOI: 10.1016/j.neuron.2024.06.028] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/26/2023] [Revised: 04/16/2024] [Accepted: 06/27/2024] [Indexed: 07/27/2024]
Abstract
Activity-dependent modulations of N-methyl-D-aspartate glutamate receptor (NMDAR) trapping at synapses regulate excitatory neurotransmission and shape cognitive functions. Although NMDAR synaptic destabilization has been associated with severe neurological and psychiatric conditions, tuning NMDAR synaptic trapping to assess its clinical relevance for the treatment of brain conditions remains a challenge. Here, we report that ketamine (KET) and other clinically relevant NMDAR open channel blockers (OCBs) promote interactions between NMDAR and PDZ-domain-containing scaffolding proteins and enhance NMDAR trapping at synapses. We further show that KET-elicited trapping enhancement compensates for depletion in synaptic receptors triggered by autoantibodies from patients with anti-NMDAR encephalitis. Preventing synaptic depletion mitigates impairments in NMDAR-mediated CaMKII signaling and alleviates anxiety- and sensorimotor-gating-related behavioral deficits provoked by autoantibodies. Altogether, these findings reveal an unexpected dimension of OCB action and stress the potential of targeting receptor anchoring in NMDAR-related synaptopathies.
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Affiliation(s)
- Frédéric Villéga
- University of Bordeaux, CNRS, Interdisciplinary Institute for Neuroscience, IINS UMR 5297, 33000 Bordeaux, France; Department of Pediatric Neurology, CIC-1401, University Children's Hospital of Bordeaux, Bordeaux, France
| | - Alexandra Fernandes
- University of Bordeaux, CNRS, Interdisciplinary Institute for Neuroscience, IINS UMR 5297, 33000 Bordeaux, France
| | - Julie Jézéquel
- University of Bordeaux, CNRS, Interdisciplinary Institute for Neuroscience, IINS UMR 5297, 33000 Bordeaux, France
| | - Floriane Uyttersprot
- University of Bordeaux, CNRS, Interdisciplinary Institute for Neuroscience, IINS UMR 5297, 33000 Bordeaux, France
| | - Nathan Benac
- University of Bordeaux, CNRS, Interdisciplinary Institute for Neuroscience, IINS UMR 5297, 33000 Bordeaux, France
| | - Sarra Zenagui
- University of Bordeaux, CNRS, Interdisciplinary Institute for Neuroscience, IINS UMR 5297, 33000 Bordeaux, France
| | - Laurine Bastardo
- University of Bordeaux, CNRS, Interdisciplinary Institute for Neuroscience, IINS UMR 5297, 33000 Bordeaux, France
| | - Hélène Gréa
- University of Bordeaux, CNRS, Interdisciplinary Institute for Neuroscience, IINS UMR 5297, 33000 Bordeaux, France
| | - Delphine Bouchet
- University of Bordeaux, CNRS, Interdisciplinary Institute for Neuroscience, IINS UMR 5297, 33000 Bordeaux, France
| | - Léa Villetelle
- University of Bordeaux, CNRS, Interdisciplinary Institute for Neuroscience, IINS UMR 5297, 33000 Bordeaux, France
| | - Olivier Nicole
- University of Bordeaux, CNRS, Interdisciplinary Institute for Neuroscience, IINS UMR 5297, 33000 Bordeaux, France
| | - Véronique Rogemond
- Synaptopathies and Autoantibodies Team, Institut NeuroMyoGene-MeLis, INSERM U1314, CNRS UMR 5284, Université Claude Bernard Lyon1, 69373 Lyon, France; French Reference Centre on Paraneoplastic Neurological Syndromes and Autoimmune Encephalitis, Hospices Civils de Lyon, Hôpital Neurologique Pierre Wertheimer, 69677 Bron, France
| | - Jérôme Honnorat
- Synaptopathies and Autoantibodies Team, Institut NeuroMyoGene-MeLis, INSERM U1314, CNRS UMR 5284, Université Claude Bernard Lyon1, 69373 Lyon, France; French Reference Centre on Paraneoplastic Neurological Syndromes and Autoimmune Encephalitis, Hospices Civils de Lyon, Hôpital Neurologique Pierre Wertheimer, 69677 Bron, France
| | - Julien P Dupuis
- University of Bordeaux, CNRS, Interdisciplinary Institute for Neuroscience, IINS UMR 5297, 33000 Bordeaux, France.
| | - Laurent Groc
- University of Bordeaux, CNRS, Interdisciplinary Institute for Neuroscience, IINS UMR 5297, 33000 Bordeaux, France.
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5
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Mayner E, Ronceray N, Lihter M, Chen TH, Watanabe K, Taniguchi T, Radenovic A. Monitoring Electrochemical Dynamics through Single-Molecule Imaging of hBN Surface Emitters in Organic Solvents. ACS NANO 2024; 18:27401-27410. [PMID: 39321411 PMCID: PMC11468151 DOI: 10.1021/acsnano.4c07189] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/30/2024] [Revised: 09/08/2024] [Accepted: 09/12/2024] [Indexed: 09/27/2024]
Abstract
Electrochemical techniques conventionally lack spatial resolution and average local information over an entire electrode. While advancements in spatial resolution have been made through scanning probe methods, monitoring dynamics over large areas is still challenging, and it would be beneficial to be able to decouple the probe from the electrode itself. In this work, we leverage single molecule microscopy to spatiotemporally monitor analyte surface concentrations over a wide area using unmodified hexagonal boron nitride (hBN) in organic solvents. Through a sensing scheme based on redox-active species interactions with fluorescent emitters at the surface of hBN, we observe a region of a linear decrease in the number of emitters against increasingly positive potentials applied to a nearby electrode. We find consistent trends in electrode reaction kinetics vs overpotentials between potentiostat-reported currents and optically read emitter dynamics, showing Tafel slopes greater than 290 mV·decade-1. Finally, we draw on the capabilities of spectral single-molecule localization microscopy (SMLM) to monitor the fluorescent species' identity, enabling multiplexed readout. Overall, we show dynamic measurements of analyte concentration gradients on a micrometer-length scale with nanometer-scale depth and precision. Considering the many scalable options for engineering fluorescent emitters with two-dimensional (2D) materials, our method holds promise for optically detecting a range of interacting species with exceptional localization precision.
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Affiliation(s)
- Eveline Mayner
- Laboratory
of Nanoscale Biology, Institute of Bioengineering
Ecole Polytechnique Federale de Lausanne, EPFL STI IBI-STI LBEN BM, Lausanne CH-1015, Switzerland
| | - Nathan Ronceray
- Laboratory
of Nanoscale Biology, Institute of Bioengineering
Ecole Polytechnique Federale de Lausanne, EPFL STI IBI-STI LBEN BM, Lausanne CH-1015, Switzerland
| | - Martina Lihter
- Laboratory
of Nanoscale Biology, Institute of Bioengineering
Ecole Polytechnique Federale de Lausanne, EPFL STI IBI-STI LBEN BM, Lausanne CH-1015, Switzerland
- Institute
of Physics, Bijenicka
46, Zagreb HR-10000, Croatia
| | - Tzu-Heng Chen
- Laboratory
of Nanoscale Biology, Institute of Bioengineering
Ecole Polytechnique Federale de Lausanne, EPFL STI IBI-STI LBEN BM, Lausanne CH-1015, Switzerland
| | - Kenji Watanabe
- Research
Center for Electronic and Optical Materials, National Institute for Materials Science, 1-1 Namiki, Tsukuba 305-0044, Japan
| | - Takashi Taniguchi
- Research
Center for Materials Nanoarchitectonics, National Institute for Materials Science, 1-1 Namiki, Tsukuba 305-0044, Japan
| | - Aleksandra Radenovic
- Laboratory
of Nanoscale Biology, Institute of Bioengineering
Ecole Polytechnique Federale de Lausanne, EPFL STI IBI-STI LBEN BM, Lausanne CH-1015, Switzerland
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6
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Chen T, Fernández-Espartero CH, Illand A, Tsai CT, Yang Y, Klapholz B, Jouchet P, Fabre M, Rossier O, Cui B, Lévêque-Fort S, Brown NH, Giannone G. Actin-driven nanotopography promotes stable integrin adhesion formation in developing tissue. Nat Commun 2024; 15:8691. [PMID: 39375335 PMCID: PMC11458790 DOI: 10.1038/s41467-024-52899-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/17/2023] [Accepted: 09/24/2024] [Indexed: 10/09/2024] Open
Abstract
Morphogenesis requires building stable macromolecular structures from highly dynamic proteins. Muscles are anchored by long-lasting integrin adhesions to resist contractile force. However, the mechanisms governing integrin diffusion, immobilization, and activation within developing tissues remain elusive. Here, we show that actin polymerization-driven membrane protrusions form nanotopographies that enable strong adhesion at Drosophila muscle attachment sites (MASs). Super-resolution microscopy reveals that integrins assemble adhesive belts around Arp2/3-dependent actin protrusions, forming invadosome-like structures with membrane nanotopographies. Single protein tracking shows that, during MAS development, integrins become immobile and confined within diffusion traps formed by the membrane nanotopographies. Actin filaments also display restricted motion and confinement, indicating strong mechanical connection with integrins. Using isolated muscle cells, we show that substrate nanotopography, rather than rigidity, drives adhesion maturation by regulating actin protrusion, integrin diffusion and immobilization. These results thus demonstrate that actin-polymerization-driven membrane protrusions are essential for the formation of strong integrin adhesions sites in the developing embryo, and highlight the important contribution of geometry to morphogenesis.
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Affiliation(s)
- Tianchi Chen
- Interdisciplinary Institute for Neuroscience, Université Bordeaux, CNRS, UMR 5297, Bordeaux, France.
| | - Cecilia H Fernández-Espartero
- Department of Physiology, Development and Neuroscience, University of Cambridge, Cambridge, UK
- Instituto de Biomedicina de Sevilla, IBiS/Hospital Universitario Virgen del Rocío/CSIC/Universidad de Sevilla and Departamento de Biología Celular, Universidad de Sevilla, Sevilla, Spain
| | - Abigail Illand
- Institut des sciences Moléculaires d'Orsay, Université Paris Saclay, CNRS, UMR8214, Orsay, France
| | - Ching-Ting Tsai
- Department of Chemistry and Stanford Wu-Tsai Neuroscience Institute, Stanford University, Stanford, CA, USA
| | - Yang Yang
- Department of Chemistry and Stanford Wu-Tsai Neuroscience Institute, Stanford University, Stanford, CA, USA
| | - Benjamin Klapholz
- Department of Physiology, Development and Neuroscience, University of Cambridge, Cambridge, UK
| | - Pierre Jouchet
- Institut des sciences Moléculaires d'Orsay, Université Paris Saclay, CNRS, UMR8214, Orsay, France
| | - Mélanie Fabre
- Interdisciplinary Institute for Neuroscience, Université Bordeaux, CNRS, UMR 5297, Bordeaux, France
| | - Olivier Rossier
- Interdisciplinary Institute for Neuroscience, Université Bordeaux, CNRS, UMR 5297, Bordeaux, France
| | - Bianxiao Cui
- Department of Chemistry and Stanford Wu-Tsai Neuroscience Institute, Stanford University, Stanford, CA, USA
| | - Sandrine Lévêque-Fort
- Institut des sciences Moléculaires d'Orsay, Université Paris Saclay, CNRS, UMR8214, Orsay, France
| | - Nicholas H Brown
- Department of Physiology, Development and Neuroscience, University of Cambridge, Cambridge, UK.
| | - Grégory Giannone
- Interdisciplinary Institute for Neuroscience, Université Bordeaux, CNRS, UMR 5297, Bordeaux, France.
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7
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Cloâtre T, Mondin M, Sibarita JB, Levet F, Thoumine O. Protocol for matching protein localization to synapse morphology in primary rat neurons by correlative super-resolution microscopy. STAR Protoc 2024; 5:103160. [PMID: 38943646 PMCID: PMC11261141 DOI: 10.1016/j.xpro.2024.103160] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/05/2023] [Revised: 04/17/2024] [Accepted: 06/07/2024] [Indexed: 07/01/2024] Open
Abstract
Super-resolution imaging provides unprecedented visualization of sub-cellular structures, but the two main techniques used, single-molecule localization microscopy (SMLM) and stimulated emission depletion (STED), are not easily reconciled. We present a protocol to super-impose nanoscale protein distribution reconstructed with SMLM to sub-cellular morphology obtained in STED. We describe steps for tracking cells on etched coverslips and registering images from two different microscopes with 30-nm accuracy. In this protocol, synaptic proteins are mapped in the dendritic spines of primary neurons. For complete details on the use and execution of this protocol, please refer to Inavalli et al.1.
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Affiliation(s)
- Tiffany Cloâtre
- University Bordeaux, CNRS, Interdisciplinary Institute for Neuroscience, IINS, UMR 5297, 33000 Bordeaux, France
| | - Magali Mondin
- University Bordeaux, CNRS, INSERM, Bordeaux Imaging Center, BIC, UAR 3420, US 4, 33000 Bordeaux, France
| | - Jean-Baptiste Sibarita
- University Bordeaux, CNRS, Interdisciplinary Institute for Neuroscience, IINS, UMR 5297, 33000 Bordeaux, France
| | - Florian Levet
- University Bordeaux, CNRS, Interdisciplinary Institute for Neuroscience, IINS, UMR 5297, 33000 Bordeaux, France; University Bordeaux, CNRS, INSERM, Bordeaux Imaging Center, BIC, UAR 3420, US 4, 33000 Bordeaux, France.
| | - Olivier Thoumine
- University Bordeaux, CNRS, Interdisciplinary Institute for Neuroscience, IINS, UMR 5297, 33000 Bordeaux, France.
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8
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Lin J, Wang K, Huang ZL. Real-time data processing in colorimetry camera-based single-molecule localization microscopy via CPU-GPU-FPGA heterogeneous computation. BIOMEDICAL OPTICS EXPRESS 2024; 15:5560-5573. [PMID: 39296414 PMCID: PMC11407271 DOI: 10.1364/boe.534941] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 07/08/2024] [Revised: 08/12/2024] [Accepted: 08/16/2024] [Indexed: 09/21/2024]
Abstract
Because conventional low-light cameras used in single-molecule localization microscopy (SMLM) do not have the ability to distinguish colors, it is often necessary to employ a dedicated optical system and/or a complicated image analysis procedure to realize multi-color SMLM. Recently, researchers explored the potential of a new kind of low-light camera called colorimetry camera as an alternative detector in multi-color SMLM, and achieved two-color SMLM under a simple optical system, with a comparable cross-talk to the best reported values. However, extracting images from all color channels is a necessary but lengthy process in colorimetry camera-based SMLM (called CC-STORM), because this process requires the sequential traversal of a massive number of pixels. By taking advantage of the parallelism and pipeline characteristics of FPGA, in this paper, we report an updated multi-color SMLM method called HCC-STORM, which integrated the data processing tasks in CC-STORM into a home-built CPU-GPU-FPGA heterogeneous computing platform. We show that, without scarifying the original performance of CC-STORM, the execution speed of HCC-STORM was increased by approximately three times. Actually, in HCC-STORM, the total data processing time for each raw image with 1024 × 1024 pixels was 26.9 ms. This improvement enabled real-time data processing for a field of view of 1024 × 1024 pixels and an exposure time of 30 ms (a typical exposure time in CC-STORM). Furthermore, to reduce the difficulty of deploying algorithms into the heterogeneous computing platform, we also report the necessary interfaces for four commonly used high-level programming languages, including C/C++, Python, Java, and Matlab. This study not only pushes forward the mature of CC-STORM, but also presents a powerful computing platform for tasks with heavy computation load.
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Affiliation(s)
- Jiaxun Lin
- State Key Laboratory of Digital Medical Engineering, School of Biomedical Engineering, Hainan University, Sanya 572025, China
- Key Laboratory of Biomedical Engineering of Hainan Province, Collaborative Innovation Center of One Health, Hainan University, Sanya 572025, China
| | - Kun Wang
- State Key Laboratory of Digital Medical Engineering, School of Biomedical Engineering, Hainan University, Sanya 572025, China
- Key Laboratory of Biomedical Engineering of Hainan Province, Collaborative Innovation Center of One Health, Hainan University, Sanya 572025, China
| | - Zhen-Li Huang
- State Key Laboratory of Digital Medical Engineering, School of Biomedical Engineering, Hainan University, Sanya 572025, China
- Key Laboratory of Biomedical Engineering of Hainan Province, Collaborative Innovation Center of One Health, Hainan University, Sanya 572025, China
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9
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Longfield SF, Gormal RS, Feller M, Parutto P, Reingruber J, Wallis TP, Joensuu M, Augustine GJ, Martínez-Mármol R, Holcman D, Meunier FA. Synapsin 2a tetramerisation selectively controls the presynaptic nanoscale organisation of reserve synaptic vesicles. Nat Commun 2024; 15:2217. [PMID: 38472171 PMCID: PMC10933366 DOI: 10.1038/s41467-024-46256-1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/22/2023] [Accepted: 02/21/2024] [Indexed: 03/14/2024] Open
Abstract
Neurotransmitter release relies on the regulated fusion of synaptic vesicles (SVs) that are tightly packed within the presynaptic bouton of neurons. The mechanism by which SVs are clustered at the presynapse, while preserving their ability to dynamically recycle to support neuronal communication, remains unknown. Synapsin 2a (Syn2a) tetramerization has been suggested as a potential clustering mechanism. Here, we used Dual-pulse sub-diffractional Tracking of Internalised Molecules (DsdTIM) to simultaneously track single SVs from the recycling and the reserve pools, in live hippocampal neurons. The reserve pool displays a lower presynaptic mobility compared to the recycling pool and is also present in the axons. Triple knockout of Synapsin 1-3 genes (SynTKO) increased the mobility of reserve pool SVs. Re-expression of wild-type Syn2a (Syn2aWT), but not the tetramerization-deficient mutant K337Q (Syn2aK337Q), fully rescued these effects. Single-particle tracking revealed that Syn2aK337QmEos3.1 exhibited altered activity-dependent presynaptic translocation and nanoclustering. Therefore, Syn2a tetramerization controls its own presynaptic nanoclustering and thereby contributes to the dynamic immobilisation of the SV reserve pool.
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Affiliation(s)
- Shanley F Longfield
- Clem Jones Centre for Ageing Dementia Research, Queensland Brain Institute, The University of Queensland, Brisbane, QLD 4072, Australia
| | - Rachel S Gormal
- Clem Jones Centre for Ageing Dementia Research, Queensland Brain Institute, The University of Queensland, Brisbane, QLD 4072, Australia
| | - Matis Feller
- Group of Data Modelling and Computational Biology, IBENS, Ecole Normale Superieure, 75005, Paris, France
| | - Pierre Parutto
- Group of Data Modelling and Computational Biology, IBENS, Ecole Normale Superieure, 75005, Paris, France
| | - Jürgen Reingruber
- Group of Data Modelling and Computational Biology, IBENS, Ecole Normale Superieure, 75005, Paris, France
| | - Tristan P Wallis
- Clem Jones Centre for Ageing Dementia Research, Queensland Brain Institute, The University of Queensland, Brisbane, QLD 4072, Australia
| | - Merja Joensuu
- Clem Jones Centre for Ageing Dementia Research, Queensland Brain Institute, The University of Queensland, Brisbane, QLD 4072, Australia
- Australian Institute for Bioengineering and Nanotechnology, The University of Queensland, Brisbane, QLD 4072, Australia
| | | | - Ramón Martínez-Mármol
- Clem Jones Centre for Ageing Dementia Research, Queensland Brain Institute, The University of Queensland, Brisbane, QLD 4072, Australia
| | - David Holcman
- Group of Data Modelling and Computational Biology, IBENS, Ecole Normale Superieure, 75005, Paris, France
- Department of Applied Mathematics and Theoretical Physics (DAMPT) visitor, University of Cambridge, and Churchill College, CB30DS, Cambridge, UK
| | - Frédéric A Meunier
- Clem Jones Centre for Ageing Dementia Research, Queensland Brain Institute, The University of Queensland, Brisbane, QLD 4072, Australia.
- School of Biomedical Sciences, The University of Queensland, Brisbane, QLD 4072, Australia.
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10
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Bénac N, Ezequiel Saraceno G, Butler C, Kuga N, Nishimura Y, Yokoi T, Su P, Sasaki T, Petit-Pedrol M, Galland R, Studer V, Liu F, Ikegaya Y, Sibarita JB, Groc L. Non-canonical interplay between glutamatergic NMDA and dopamine receptors shapes synaptogenesis. Nat Commun 2024; 15:27. [PMID: 38167277 PMCID: PMC10762086 DOI: 10.1038/s41467-023-44301-z] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/25/2023] [Accepted: 12/07/2023] [Indexed: 01/05/2024] Open
Abstract
Direct interactions between receptors at the neuronal surface have long been proposed to tune signaling cascades and neuronal communication in health and disease. Yet, the lack of direct investigation methods to measure, in live neurons, the interaction between different membrane receptors at the single molecule level has raised unanswered questions on the biophysical properties and biological roles of such receptor interactome. Using a multidimensional spectral single molecule-localization microscopy (MS-SMLM) approach, we monitored the interaction between two membrane receptors, i.e. glutamatergic NMDA (NMDAR) and G protein-coupled dopamine D1 (D1R) receptors. The transient interaction was randomly observed along the dendritic tree of hippocampal neurons. It was higher early in development, promoting the formation of NMDAR-D1R complexes in an mGluR5- and CK1-dependent manner, favoring NMDAR clusters and synaptogenesis in a dopamine receptor signaling-independent manner. Preventing the interaction in the neonate, and not adult, brain alters in vivo spontaneous neuronal network activity pattern in male mice. Thus, a weak and transient interaction between NMDAR and D1R plays a structural and functional role in the developing brain.
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Affiliation(s)
- Nathan Bénac
- Univ. Bordeaux, CNRS, IINS, UMR 5297, F-33000, Bordeaux, France
| | | | - Corey Butler
- Univ. Bordeaux, CNRS, IINS, UMR 5297, F-33000, Bordeaux, France
| | - Nahoko Kuga
- Laboratory of Chemical Pharmacology, Graduate School of Pharmaceutical Sciences, The University of Tokyo, 7-3-1 Hongo Bunkyo-ku, Tokyo, 113-0033, Japan
- Department of Pharmacology, Graduate School of Pharmaceutical Sciences, Tohoku University, 6-3 Aramaki-aoba, Sendai, Miyagi, 980-8578, Japan
| | - Yuya Nishimura
- Laboratory of Chemical Pharmacology, Graduate School of Pharmaceutical Sciences, The University of Tokyo, 7-3-1 Hongo Bunkyo-ku, Tokyo, 113-0033, Japan
| | - Taiki Yokoi
- Department of Pharmacology, Graduate School of Pharmaceutical Sciences, Tohoku University, 6-3 Aramaki-aoba, Sendai, Miyagi, 980-8578, Japan
| | - Ping Su
- Campbell Family Mental Health Research Institute, Centre for Addiction and Mental Health, University of Toronto, Toronto, Canada
| | - Takuya Sasaki
- Laboratory of Chemical Pharmacology, Graduate School of Pharmaceutical Sciences, The University of Tokyo, 7-3-1 Hongo Bunkyo-ku, Tokyo, 113-0033, Japan
- Department of Pharmacology, Graduate School of Pharmaceutical Sciences, Tohoku University, 6-3 Aramaki-aoba, Sendai, Miyagi, 980-8578, Japan
| | | | - Rémi Galland
- Univ. Bordeaux, CNRS, IINS, UMR 5297, F-33000, Bordeaux, France
| | - Vincent Studer
- Univ. Bordeaux, CNRS, IINS, UMR 5297, F-33000, Bordeaux, France
| | - Fang Liu
- Campbell Family Mental Health Research Institute, Centre for Addiction and Mental Health, University of Toronto, Toronto, Canada
| | - Yuji Ikegaya
- Laboratory of Chemical Pharmacology, Graduate School of Pharmaceutical Sciences, The University of Tokyo, 7-3-1 Hongo Bunkyo-ku, Tokyo, 113-0033, Japan
- Center for Information and Neural Networks, Suita City, Osaka, 565-0871, Japan
- Institute for AI and Beyond, The University of Tokyo, Tokyo, 113-0033, Japan
| | | | - Laurent Groc
- Univ. Bordeaux, CNRS, IINS, UMR 5297, F-33000, Bordeaux, France.
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11
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Liu Y, Shahid MA, Mao H, Chen J, Waddington M, Song KH, Zhang Y. Switchable and Functional Fluorophores for Multidimensional Single-Molecule Localization Microscopy. CHEMICAL & BIOMEDICAL IMAGING 2023; 1:403-413. [PMID: 37655169 PMCID: PMC10466381 DOI: 10.1021/cbmi.3c00045] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/06/2023] [Revised: 06/05/2023] [Accepted: 06/08/2023] [Indexed: 09/02/2023]
Abstract
Multidimensional single-molecule localization microscopy (mSMLM) represents a paradigm shift in the realm of super-resolution microscopy techniques. It affords the simultaneous detection of single-molecule spatial locations at the nanoscale and functional information by interrogating the emission properties of switchable fluorophores. The latter is finely tuned to report its local environment through carefully manipulated laser illumination and single-molecule detection strategies. This Perspective highlights recent strides in mSMLM with a focus on fluorophore designs and their integration into mSMLM imaging systems. Particular interests are the accomplishments in simultaneous multiplexed super-resolution imaging, nanoscale polarity and hydrophobicity mapping, and single-molecule orientational imaging. Challenges and prospects in mSMLM are also discussed, which include the development of more vibrant and functional fluorescent probes, the optimization of optical implementation to judiciously utilize the photon budget, and the advancement of imaging analysis and machine learning techniques.
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Affiliation(s)
- Yunshu Liu
- Molecular
Analytics and Photonics (MAP) Laboratory, Department of Textile Engineering,
Chemistry and Science, North Carolina State
University, Raleigh, North Carolina 27606, United States
| | - Md Abul Shahid
- Molecular
Analytics and Photonics (MAP) Laboratory, Department of Textile Engineering,
Chemistry and Science, North Carolina State
University, Raleigh, North Carolina 27606, United States
| | - Hongjing Mao
- Molecular
Analytics and Photonics (MAP) Laboratory, Department of Textile Engineering,
Chemistry and Science, North Carolina State
University, Raleigh, North Carolina 27606, United States
| | - Jiahui Chen
- Molecular
Analytics and Photonics (MAP) Laboratory, Department of Textile Engineering,
Chemistry and Science, North Carolina State
University, Raleigh, North Carolina 27606, United States
| | - Michael Waddington
- Molecular
Analytics and Photonics (MAP) Laboratory, Department of Textile Engineering,
Chemistry and Science, North Carolina State
University, Raleigh, North Carolina 27606, United States
| | - Ki-Hee Song
- Quantum
Optics Research Division, Korea Atomic Energy
Research Institute, 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, North Carolina 27606, United States
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12
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Abstract
Super-resolution fluorescence microscopy allows the investigation of cellular structures at nanoscale resolution using light. Current developments in super-resolution microscopy have focused on reliable quantification of the underlying biological data. In this review, we first describe the basic principles of super-resolution microscopy techniques such as stimulated emission depletion (STED) microscopy and single-molecule localization microscopy (SMLM), and then give a broad overview of methodological developments to quantify super-resolution data, particularly those geared toward SMLM data. We cover commonly used techniques such as spatial point pattern analysis, colocalization, and protein copy number quantification but also describe more advanced techniques such as structural modeling, single-particle tracking, and biosensing. Finally, we provide an outlook on exciting new research directions to which quantitative super-resolution microscopy might be applied.
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Affiliation(s)
- Siewert Hugelier
- Department of Physiology, Perelman School of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania, USA; , ,
| | - P L Colosi
- Department of Physiology, Perelman School of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania, USA; , ,
| | - Melike Lakadamyali
- Department of Physiology, Perelman School of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania, USA; , ,
- Department of Cell and Developmental Biology, Perelman School of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania, USA
- Epigenetics Institute, Perelman School of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania, USA
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13
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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: 8] [Impact Index Per Article: 4.0] [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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14
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Martens KJA, Gobes M, Archontakis E, Brillas RR, Zijlstra N, Albertazzi L, Hohlbein J. Enabling Spectrally Resolved Single-Molecule Localization Microscopy at High Emitter Densities. NANO LETTERS 2022; 22:8618-8625. [PMID: 36269936 PMCID: PMC9650776 DOI: 10.1021/acs.nanolett.2c03140] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/08/2022] [Revised: 10/17/2022] [Indexed: 05/09/2023]
Abstract
Single-molecule localization microscopy (SMLM) is a powerful super-resolution technique for elucidating structure and dynamics in the life- and material sciences. Simultaneously acquiring spectral information (spectrally resolved SMLM, sSMLM) has been hampered by several challenges: an increased complexity of the optical detection pathway, lower accessible emitter densities, and compromised spatio-spectral resolution. Here we present a single-component, low-cost implementation of sSMLM that addresses these challenges. Using a low-dispersion transmission grating positioned close to the image plane, the +1stdiffraction order is minimally elongated and is analyzed using existing single-molecule localization algorithms. The distance between the 0th and 1st order provides accurate information on the spectral properties of individual emitters. This method enables a 5-fold higher emitter density while discriminating between fluorophores whose peak emissions are less than 15 nm apart. Our approach can find widespread use in single-molecule applications that rely on distinguishing spectrally different fluorophores under low photon conditions.
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Affiliation(s)
- Koen J. A. Martens
- Laboratory
of Biophysics, Wageningen University and
Research, Stippeneng 4, 6708 WE Wageningen, The Netherlands
| | - Martijn Gobes
- Laboratory
of Biophysics, Wageningen University and
Research, Stippeneng 4, 6708 WE Wageningen, The Netherlands
| | - Emmanouil Archontakis
- Department
of Biomedical Engineering, Institute for Complex Molecular Systems
(ICMS), Eindhoven University of Technology, 5600 MB Eindhoven, Netherlands
| | - Roger R. Brillas
- Department
of Biomedical Engineering, Institute for Complex Molecular Systems
(ICMS), Eindhoven University of Technology, 5600 MB Eindhoven, Netherlands
| | - Niels Zijlstra
- Laboratory
of Biophysics, Wageningen University and
Research, Stippeneng 4, 6708 WE Wageningen, The Netherlands
| | - Lorenzo Albertazzi
- Department
of Biomedical Engineering, Institute for Complex Molecular Systems
(ICMS), Eindhoven University of Technology, 5600 MB Eindhoven, Netherlands
- Nanoscopy
for Nanomedicine, Institute for Bioengineering
of Catalonia, 08028 Barcelona, Spain
| | - 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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