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Li X, Tan C, Fu X, Qiu J, Shen W, Xu Z, Wu X, Zhou Y, Li X, Sun L, Qin J. Disrupting Cdc42 activation-driven filopodia formation with low-intensity ultrasound and microbubbles: A novel strategy to block ovarian cancer metastasis. Colloids Surf B Biointerfaces 2025; 253:114724. [PMID: 40300280 DOI: 10.1016/j.colsurfb.2025.114724] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/19/2025] [Revised: 04/04/2025] [Accepted: 04/18/2025] [Indexed: 05/01/2025]
Abstract
Metastasis is a primary cause of mortality and treatment failure in ovarian cancer, with limited effective therapeutic strategies. Low-intensity ultrasound (LIUS) and microbubbles (MBs) has been demonstrated as an adjunctive technique capable of enhancing drug delivery and suppressing tumor metastasis. However, the underlying mechanisms remain incompletely understood. In this study, we aimed to investigate whether LIUS + MBs alone could suppress tumor metastasis and to explore its mechanism of action through disruption of the cytoskeletal remodeling in filopodia, an essential structure in the early stages of cancer cell dissemination. Based on cell-based experiments to determine the optimal parameters, our results showed LIUS + MBs significantly inhibited the migration and invasion of ovarian cancer cells. In vivo, LIUS + MBs treatment markedly suppressed the overall metastasis in the orthotopic ovarian cancer model, and in both the intraperitoneal and hematogenous metastatic models established by injecting pretreated cells. Morphologically, such treatment led to a notable reduction in the length and number of filopodia, while the number of lamellipodia remained unaffected. At the molecular level, LIUS + MBs disturbed filopodia formation and the metastatic potential of ovarian cancer cells by suppressing the activation of Cdc42, a key regulator of cytoskeletal dynamics. The inhibitory effect was reversed by the overexpression of Cdc42CA. Further proteomic and bioinformatics analysis implied that LIUS + MBs may reduce Cdc42 activity by upregulating the expression of GTPase-activating proteins (GAPs). Our research provides novel insight into the mechanism by which LIUS + MBs can inhibit tumor metastasis, highlighting its role in disturbing the Cdc42-mediated cytoskeletal remodelling of filopodia.
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Affiliation(s)
- Xiaoying Li
- Cancer Center, Department of Ultrasound Medicine, Zhejiang Provincial People's Hospital (Affiliated People's Hospital), Hangzhou 310006, China; Women's Hospital, Zhejiang University School of Medicine, Hangzhou 310006, China
| | - Chengwei Tan
- Women's Hospital, Zhejiang University School of Medicine, Hangzhou 310006, China
| | - Xiuxiu Fu
- Women's Hospital, Zhejiang University School of Medicine, Hangzhou 310006, China
| | - Jian Qiu
- Department of Obstetrics and Gynaecology, Huzhou Central Hospital, Affiliated Central Hospital Huzhou University, Huzhou 313000, China
| | - Wanting Shen
- Women's Hospital, Zhejiang University School of Medicine, Hangzhou 310006, China
| | - Zhikang Xu
- Women's Hospital, Zhejiang University School of Medicine, Hangzhou 310006, China
| | - Xiaodong Wu
- Women's Hospital, Zhejiang University School of Medicine, Hangzhou 310006, China
| | - Yiting Zhou
- Department of Orthopaedic Surgery and Department of Biochemistry of the Second Affiliated Hospital, Liangzhu Laboratory, Zhejiang University School of Medicine, Hangzhou 310058, China.
| | - Xiao Li
- Women's Hospital, Zhejiang University School of Medicine, Hangzhou 310006, China; Zhejiang Key Laboratory of Precision Diagnosis and Therapy for Major Gynecological Diseases, Hangzhou, 310006, China; Zhejiang Provincial Clinical Research Center for Gynecological Diseases, Hangzhou 310006, China.
| | - Litao Sun
- Cancer Center, Department of Ultrasound Medicine, Zhejiang Provincial People's Hospital (Affiliated People's Hospital), Hangzhou 310006, China.
| | - Jiale Qin
- Women's Hospital, Zhejiang University School of Medicine, Hangzhou 310006, China; Zhejiang Key Laboratory of Precision Diagnosis and Therapy for Major Gynecological Diseases, Hangzhou, 310006, China; Zhejiang Provincial Clinical Research Center for Gynecological Diseases, Hangzhou 310006, China.
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2
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Basak S, Tsukanov R. Advanced fluorescence lifetime-enhanced multiplexed nanoscopy of cells. METHODS IN MICROSCOPY 2025; 2:23-32. [PMID: 40190476 PMCID: PMC11969141 DOI: 10.1515/mim-2024-0029] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 12/06/2024] [Accepted: 01/15/2025] [Indexed: 04/09/2025]
Abstract
In this review paper, we summarize the significant advancements in the field of fluorescence lifetime imaging microscopy (FLIM), particularly wide-field FLIM with single-molecule sensitivity, achieved using the time-correlated single-photon counting-based position-sensitive LINCam system. Fluorescence lifetime adds valuable information beyond conventional intensity-based imaging, enabling diverse applications across research fields. Here, we focus on three primary bioimaging applications: (I) single-molecule FLIM in the far-red spectral region, (II) fast and multiplexed super-resolution imaging of cells, and (III) three-dimensional super-resolution imaging with high axial localization precision. Recent advances in position-sensitive detector technologies offer exciting opportunities for high-throughput super-resolution imaging with enhanced localization precision.
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Affiliation(s)
- Samrat Basak
- Third Institute of Physics—Biophysics, Georg August University, 37077Göttingen, Germany
- Department of Chemistry and Center for NanoScience, Ludwig-Maximilians-Universität München, 81377Munich, Germany
| | - Roman Tsukanov
- Third Institute of Physics—Biophysics, Georg August University, 37077Göttingen, Germany
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3
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Gallea JI, Nevskyi O, Kaźmierczak Z, Gligonov I, Chen T, Miernikiewicz P, Chizhik AM, Reinkensmeier L, Dąbrowska K, Bates M, Enderlein J. Super-Resolution Goes Viral: T4 Virus Particles as Versatile 3D-Bio-NanoRulers. ADVANCED MATERIALS (DEERFIELD BEACH, FLA.) 2025; 37:e2403365. [PMID: 39821930 PMCID: PMC11937993 DOI: 10.1002/adma.202403365] [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] [Received: 03/05/2024] [Revised: 12/17/2024] [Indexed: 01/19/2025]
Abstract
In the burgeoning field of super-resolution fluorescence microscopy, significant efforts are being dedicated to expanding its applications into the 3D domain. Various methodologies have been developed that enable isotropic resolution at the nanometer scale, facilitating the visualization of 3D subcellular structures with unprecedented clarity. Central to this progress is the need for reliable 3D structures that are biologically compatible for validating resolution capabilities. Choosing the optimal standard poses a considerable challenge, necessitating, among other attributes, precisely defined geometry and the capability for specific labeling at sub-diffraction-limit distances. In this context, the use of the non-human-infecting virus, bacteriophage T4 is introduced as an effective and straightforward bio-ruler for 3D super-resolution imaging. Employing DNA point accumulation for imaging in nanoscale topography (DNA-PAINT) along with the technique of astigmatic imaging, the icosahedral capsid of the bacteriophage T4, measuring 120 nm in length and 86 nm in width, and its hollow viral tail is uncovered. This level of detail in light microscopy represents a significant advancement in T4 imaging. A simple protocol for the production and preparation of samples is further outlined. Moreover, the extensive potential of bacteriophage T4 as a multifaceted 3D bio-ruler, proposing its application as a novel benchmark for 3D super-resolution imaging in biological studies is explored.
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Affiliation(s)
- José Ignacio Gallea
- Third Institute of Physics – BiophysicsGeorg August UniversityFriedrich‐Hund Platz 137077GöttingenGermany
| | - Oleksii Nevskyi
- Third Institute of Physics – BiophysicsGeorg August UniversityFriedrich‐Hund Platz 137077GöttingenGermany
| | - Zuzanna Kaźmierczak
- Hirszfeld Institute of Immunology and Experimental TherapyPolish Academy of SciencesRudolfa Weigla 12Wroclaw53–114Poland
- Research and Development CentreRegional Specialist HospitalKamienskiego 73aWroclaw53–114Poland
| | - Ivan Gligonov
- Third Institute of Physics – BiophysicsGeorg August UniversityFriedrich‐Hund Platz 137077GöttingenGermany
| | - Tao Chen
- Third Institute of Physics – BiophysicsGeorg August UniversityFriedrich‐Hund Platz 137077GöttingenGermany
| | - Paulina Miernikiewicz
- Hirszfeld Institute of Immunology and Experimental TherapyPolish Academy of SciencesRudolfa Weigla 12Wroclaw53–114Poland
| | - Anna M. Chizhik
- Third Institute of Physics – BiophysicsGeorg August UniversityFriedrich‐Hund Platz 137077GöttingenGermany
| | - Lenny Reinkensmeier
- Lenny ReinkensmeierDepartment of Optical NanoscopyInstitute for NanophotonicsHans‐Adolf‐Krebs‐Weg 137077GöttingenGermany
| | - Krystyna Dąbrowska
- Hirszfeld Institute of Immunology and Experimental TherapyPolish Academy of SciencesRudolfa Weigla 12Wroclaw53–114Poland
- Faculty of MedicineDepartment of Preclinical SciencesPharmacology and Medical DiagnosticsWrocław University of Science and TechnologyHoene‐Wrońskiego 13 cWrocław58–376Poland
| | - Mark Bates
- Lenny ReinkensmeierDepartment of Optical NanoscopyInstitute for NanophotonicsHans‐Adolf‐Krebs‐Weg 137077GöttingenGermany
| | - Jörg Enderlein
- Third Institute of Physics – BiophysicsGeorg August UniversityFriedrich‐Hund Platz 137077GöttingenGermany
- Cluster of Excellence “Multiscale Bioimaging: from Molecular Machines to Networks of Excitable Cells” (MBExC)Universitätsmedizin GöttingenRobert‐Koch‐Str. 4037075GöttingenGermany
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4
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Stein J, Ericsson M, Nofal M, Magni L, Aufmkolk S, McMillan RB, Breimann L, Herlihy CP, Lee SD, Willemin A, Wohlmann J, Arguedas-Jimenez L, Yin P, Pombo A, Church GM, Wu CT. Cryosectioning-enhanced super-resolution microscopy for single-protein imaging across cells and tissues. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2025:2024.02.05.576943. [PMID: 38370628 PMCID: PMC10871237 DOI: 10.1101/2024.02.05.576943] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 02/20/2024]
Abstract
DNA-PAINT enables nanoscale imaging with virtually unlimited multiplexing and molecular counting. Here, we address challenges, such as variable imaging performance and target accessibility, that can limit its broader applicability. Specifically, we enhance its capacity for robust single-protein imaging and molecular counting by optimizing the integration of TIRF microscopy with physical sectioning, in particular, Tokuyasu cryosectioning. Our method, tomographic & kinetically enhanced DNA-PAINT (tkPAINT), achieves 3 nm localization precision across diverse samples, enhanced imager binding, and improved cellular integrity. tkPAINT can facilitate molecular counting with DNA-PAINT inside the nucleus, as demonstrated through its quantification of the in situ abundance of RNA Polymerase II in both HeLa cells as well as mouse tissues. Anticipating that tkPAINT could become a versatile tool for the exploration of biomolecular organization and interactions across cells and tissues, we also demonstrate its capacity to support multiplexing, multimodal targeting of proteins and nucleic acids, and 3D imaging.
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Affiliation(s)
- Johannes Stein
- Wyss Institute of Biologically Inspired Engineering, Boston, MA, USA
- Department of Genetics, Harvard Medical School, Boston, MA, USA
| | - Maria Ericsson
- Blavatnik Institute, Harvard Medical School, Boston, MA, USA
| | - Michel Nofal
- Wyss Institute of Biologically Inspired Engineering, Boston, MA, USA
| | - Lorenzo Magni
- Wyss Institute of Biologically Inspired Engineering, Boston, MA, USA
| | - Sarah Aufmkolk
- Department of Genetics, Harvard Medical School, Boston, MA, USA
| | - Ryan B. McMillan
- Wyss Institute of Biologically Inspired Engineering, Boston, MA, USA
| | - Laura Breimann
- Department of Genetics, Harvard Medical School, Boston, MA, USA
| | | | - S. Dean Lee
- Department of Genetics, Harvard Medical School, Boston, MA, USA
| | - Andréa Willemin
- Max-Delbrück-Center for Molecular Medicine in the Helmholtz Association (MDC), Berlin Institute for Medical Systems Biology (BIMSB), Epigenetic Regulation and Chromatin Architecture Group, Berlin, Germany
- Humboldt-Universität zu Berlin, Institute for Biology, Berlin, Germany
| | - Jens Wohlmann
- Department of Biosciences, University of Oslo, Norway
| | - Laura Arguedas-Jimenez
- Max-Delbrück-Center for Molecular Medicine in the Helmholtz Association (MDC), Berlin Institute for Medical Systems Biology (BIMSB), Epigenetic Regulation and Chromatin Architecture Group, Berlin, Germany
| | - Peng Yin
- Wyss Institute of Biologically Inspired Engineering, Boston, MA, USA
| | - Ana Pombo
- Max-Delbrück-Center for Molecular Medicine in the Helmholtz Association (MDC), Berlin Institute for Medical Systems Biology (BIMSB), Epigenetic Regulation and Chromatin Architecture Group, Berlin, Germany
- Humboldt-Universität zu Berlin, Institute for Biology, Berlin, Germany
| | - George M. Church
- Wyss Institute of Biologically Inspired Engineering, Boston, MA, USA
- Department of Genetics, Harvard Medical School, Boston, MA, USA
| | - Chao-ting Wu
- Department of Genetics, Harvard Medical School, Boston, MA, USA
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5
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Cabriel C, Córdova-Castro RM, Berenschot E, Dávila-Lezama A, Pondman K, Le Gac S, Tas N, Susarrey-Arce A, Izeddin I. 3D Single-Molecule Super-Resolution Imaging of Microfabricated Multiscale Fractal Substrates for Calibration and Cell Imaging. ACS APPLIED MATERIALS & INTERFACES 2025; 17:9019-9034. [PMID: 39901441 DOI: 10.1021/acsami.4c19431] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 02/05/2025]
Abstract
Microstructures arrayed over a substrate have shown increasing interest due to their ability to provide advanced 3D cellular models, which open up new possibilities for cell culture, proliferation, and differentiation. Still, the mechanisms by which physical cues impact the cell phenotype are not fully understood, hence the necessity to interrogate cell behavior at the highest resolution. However, cell 3D high-resolution optical imaging on such microstructured substrates remains challenging due to their complexity as well as axial calibration issues. In this work, we address this issue by leveraging the geometrical characteristics of fractal-like structures, which serve as axial calibration tools and modulate cell growth. To this end, we use multiscale 3D SiO2 substrates consisting of spatially arrayed octahedral features of a few micrometers to hundreds of nanometers. Through optimizations of both the structures and optical imaging conditions, we demonstrate the potential of these 3D multiscale structures as an alternative to electron microscopy for material imaging but also as calibration tools for 3D super-resolution microscopy. We used their multiscale and known geometry to perform lateral and axial calibrations in 3D single-molecule localization microscopy (SMLM) and assess imaging resolutions. We then utilized these substrates as a platform for high-resolution bioimaging. As a proof of concept, we cultivate human mesenchymal stem cells on these substrates, revealing very different growth patterns compared to flat glass. Specifically, the spatial distribution of cytoskeleton proteins is vastly modified, as we demonstrate with a 3D SMLM assessment.
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Affiliation(s)
- Clément Cabriel
- Institut Langevin, ESPCI Paris, CNRS, Université PSL, Paris 75005, France
| | - R Margoth Córdova-Castro
- Institut Langevin, ESPCI Paris, CNRS, Université PSL, Paris 75005, France
- Department of Physics, University of Ottawa, 25 Templeton Street, Ottawa, ON K1N 6N5, Canada
| | - Erwin Berenschot
- Mesoscale Chemical Systems, MESA+ Institute, University of Twente, PO. Box 217, Enschede 7500 AE, The Netherlands
| | - Amanda Dávila-Lezama
- Mesoscale Chemical Systems, MESA+ Institute, University of Twente, PO. Box 217, Enschede 7500 AE, The Netherlands
- Facultad de Ciencias de la Salud, Universidad Autónoma de Baja California, Blvd. Universitario número 1000, Valle de las Palmas 22260, México
| | - Kirsten Pondman
- Applied Microfluidics for BioEngineering Research, MESA+ Institute for Nanotechnology & TechMed Centre, and Organ-on-Chip Centre, University of Twente, Enschede 7500 AE, The Netherlands
| | - Séverine Le Gac
- Applied Microfluidics for BioEngineering Research, MESA+ Institute for Nanotechnology & TechMed Centre, and Organ-on-Chip Centre, University of Twente, Enschede 7500 AE, The Netherlands
| | - Niels Tas
- Mesoscale Chemical Systems, MESA+ Institute, University of Twente, PO. Box 217, Enschede 7500 AE, The Netherlands
| | - Arturo Susarrey-Arce
- Mesoscale Chemical Systems, MESA+ Institute, University of Twente, PO. Box 217, Enschede 7500 AE, The Netherlands
| | - Ignacio Izeddin
- Institut Langevin, ESPCI Paris, CNRS, Université PSL, Paris 75005, France
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6
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Panconi L, Euchner J, Tashev SA, Makarova M, Herten DP, Owen DM, Nieves DJ. Mapping membrane biophysical nano-environments. Nat Commun 2024; 15:9641. [PMID: 39511199 PMCID: PMC11544141 DOI: 10.1038/s41467-024-53883-1] [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: 06/18/2023] [Accepted: 10/25/2024] [Indexed: 11/15/2024] Open
Abstract
The mammalian plasma membrane is known to contain domains with varying lipid composition and biophysical properties. However, studying these membrane lipid domains presents challenges due to their predicted morphological similarity to the bulk membrane and their scale being below the classical resolution limit of optical microscopy. To address this, we combine the solvatochromic probe di-4-ANEPPDHQ, which reports on its biophysical environment through changes in its fluorescence emission, with spectrally resolved single-molecule localisation microscopy. The resulting data comprises nanometre-precision localisation coordinates and a generalised polarisation value related to the probe's environment - a marked point pattern. We introduce quantification algorithms based on topological data analysis (PLASMA) to detect and map nano-domains in this marked data, demonstrating their effectiveness in both artificial membranes and live cells. By leveraging environmentally sensitive fluorophores, multi-modal single molecule localisation microscopy, and advanced analysis methods, we achieve nanometre scale mapping of membrane properties and assess changes in response to external perturbation with methyl-β-cyclodextrin. This integrated methodology represents an integrated toolset for investigating marked point pattern data at nanometre spatial scales.
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Affiliation(s)
- Luca Panconi
- Department of Immunology and Immunotherapy, School of Infection, Inflammation and Immunology, College of Medicine and Health, University of Birmingham, Birmingham, UK
- School of Physics and Astronomy, College of Engineering and Physical Sciences, University of Birmingham, Birmingham, UK
- Centre of Membrane Proteins and Receptors, University of Birmingham, Birmingham, UK
| | - Jonas Euchner
- Centre of Membrane Proteins and Receptors, University of Birmingham, Birmingham, UK
- Department of Cardiovascular Sciences, School of Medical Sciences, College of Medicine and Health, University of Birmingham, Birmingham, UK
- School of Chemistry, College of Engineering and Physical Sciences, University of Birmingham, Birmingham, UK
| | - Stanimir A Tashev
- Centre of Membrane Proteins and Receptors, University of Birmingham, Birmingham, UK
- Department of Cardiovascular Sciences, School of Medical Sciences, College of Medicine and Health, University of Birmingham, Birmingham, UK
- School of Chemistry, College of Engineering and Physical Sciences, University of Birmingham, Birmingham, UK
| | - Maria Makarova
- Centre of Membrane Proteins and Receptors, University of Birmingham, Birmingham, UK
- School of Biosciences, College of Life and Environmental Science, University of Birmingham, Birmingham, UK
- Department of Metabolism and Systems Science, School of Medical Sciences, College of Medicine and Health, University of Birmingham, Birmingham, UK
| | - Dirk-Peter Herten
- Centre of Membrane Proteins and Receptors, University of Birmingham, Birmingham, UK
- Department of Cardiovascular Sciences, School of Medical Sciences, College of Medicine and Health, University of Birmingham, Birmingham, UK
- School of Chemistry, College of Engineering and Physical Sciences, University of Birmingham, Birmingham, UK
| | - Dylan M Owen
- Department of Immunology and Immunotherapy, School of Infection, Inflammation and Immunology, College of Medicine and Health, University of Birmingham, Birmingham, UK
- Centre of Membrane Proteins and Receptors, University of Birmingham, Birmingham, UK
- School of Mathematics, College of Engineering and Physical Sciences, University of Birmingham, Birmingham, UK
| | - Daniel J Nieves
- Department of Immunology and Immunotherapy, School of Infection, Inflammation and Immunology, College of Medicine and Health, University of Birmingham, Birmingham, UK.
- Centre of Membrane Proteins and Receptors, University of Birmingham, Birmingham, UK.
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7
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Vahdani A, Moemeni M, Holmes D, Lunt RR, Jackson JE, Borhan B. Mechanistic Insight into the Thermal "Blueing" of Cyanine Dyes. J Am Chem Soc 2024; 146:19756-19767. [PMID: 38989979 PMCID: PMC11273608 DOI: 10.1021/jacs.4c02171] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/12/2024] [Revised: 05/28/2024] [Accepted: 06/25/2024] [Indexed: 07/12/2024]
Abstract
In recent work to develop cyanine dyes with especially large Stokes shifts, we encountered a "blueing" reaction, in which the heptamethine cyanine dye Cy7 (IUPAC: 1,3,3-trimethyl-2-((1E,3E,5E)-7-((E)-1,3,3-trimethylindolin-2-ylidene)hepta-1,3,5-trien-1-yl)-3H-indol-1-ium) undergoes shortening in two-carbon steps to form the pentamethine (Cy5) and trimethine (Cy3) analogs. Each step blue-shifts the resulting absorbance wavelength by ca. 100 nm. Though photochemical and oxidative chain-shortening reactions had been noted previously, it is simple heating alone or with amine bases that effects this unexpected net C2H2 excision. Explicit acetylene loss would be too endothermic to merit consideration. Our mechanistic studies using 2H labeling, mass spectrometric and NMR spectroscopic analyses, and quantum chemical modeling point instead to electrocyclic closure and aromatization of the heptamethine chain in Cy7 forming Fischer's base FB (1,3,3-trimethyl-2-methyleneindoline), a reactive carbon nucleophile that initiates chain shortening of the cyanine dyes by attack on their polymethine backbones. The byproduct is the cationic indolium species TMP (IUPAC: 1,3,3 trimethyl-2-phenyl indolium).
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Affiliation(s)
- Aria Vahdani
- Department
of ChemistryDepartment of Chemical Engineering, Michigan
State University, East Lansing, Michigan 48824, United States
| | - Mehdi Moemeni
- Department
of ChemistryDepartment of Chemical Engineering, Michigan
State University, East Lansing, Michigan 48824, United States
| | - Daniel Holmes
- Department
of ChemistryDepartment of Chemical Engineering, Michigan
State University, East Lansing, Michigan 48824, United States
| | - Richard R. Lunt
- Department
of ChemistryDepartment of Chemical Engineering, Michigan
State University, East Lansing, Michigan 48824, United States
| | - James E. Jackson
- Department
of ChemistryDepartment of Chemical Engineering, Michigan
State University, East Lansing, Michigan 48824, United States
| | - Babak Borhan
- Department
of ChemistryDepartment of Chemical Engineering, Michigan
State University, East Lansing, Michigan 48824, United States
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8
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Steves MA, He C, Xu K. Single-Molecule Spectroscopy and Super-Resolution Mapping of Physicochemical Parameters in Living Cells. Annu Rev Phys Chem 2024; 75:163-183. [PMID: 38360526 DOI: 10.1146/annurev-physchem-070623-034225] [Citation(s) in RCA: 9] [Impact Index Per Article: 9.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/17/2024]
Abstract
By superlocalizing the positions of millions of single molecules over many camera frames, a class of super-resolution fluorescence microscopy methods known as single-molecule localization microscopy (SMLM) has revolutionized how we understand subcellular structures over the past decade. In this review, we highlight emerging studies that transcend the outstanding structural (shape) information offered by SMLM to extract and map physicochemical parameters in living mammalian cells at single-molecule and super-resolution levels. By encoding/decoding high-dimensional information-such as emission and excitation spectra, motion, polarization, fluorescence lifetime, and beyond-for every molecule, and mass accumulating these measurements for millions of molecules, such multidimensional and multifunctional super-resolution approaches open new windows into intracellular architectures and dynamics, as well as their underlying biophysical rules, far beyond the diffraction limit.
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Affiliation(s)
- Megan A Steves
- Department of Chemistry, University of California, Berkeley, California, USA;
| | - Changdong He
- Department of Chemistry, University of California, Berkeley, California, USA;
| | - Ke Xu
- Department of Chemistry, University of California, Berkeley, California, USA;
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9
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Jana S, Nevskyi O, Höche H, Trottenberg L, Siemes E, Enderlein J, Fürstenberg A, Wöll D. Local Water Content in Polymer Gels Measured with Super-Resolved Fluorescence Lifetime Imaging. Angew Chem Int Ed Engl 2024; 63:e202318421. [PMID: 38165135 DOI: 10.1002/anie.202318421] [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: 12/01/2023] [Revised: 12/21/2023] [Accepted: 01/02/2024] [Indexed: 01/03/2024]
Abstract
Water molecules play an important role in the structure, function, and dynamics of (bio-) materials. A direct access to the number of water molecules in nanoscopic volumes can thus give new molecular insights into materials and allow for fine-tuning their properties in sophisticated applications. The determination of the local water content has become possible by the finding that H2 O quenches the fluorescence of red-emitting dyes. Since deuterated water, D2 O, does not induce significant fluorescence quenching, fluorescence lifetime measurements performed in different H2 O/D2 O-ratios yield the local water concentration. We combined this effect with the recently developed fluorescence lifetime single molecule localization microscopy imaging (FL-SMLM) in order to nanoscopically determine the local water content in microgels, i.e. soft hydrogel particles consisting of a cross-linked polymer swollen in water. The change in water content of thermo-responsive microgels when changing from their swollen state at room temperature to a collapsed state at elevated temperature could be analyzed. A clear decrease in water content was found that was, to our surprise, rather uniform throughout the entire microgel volume. Only a slightly higher water content around the dye was found in the periphery with respect to the center of the swollen microgels.
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Affiliation(s)
- Sankar Jana
- Institute of Physical Chemistry, RWTH Aachen University, Landoltweg 2, 52074, Aachen, Germany
| | - Oleksii Nevskyi
- Third Institute of Physics - Biophysics, Georg August University, 37077, Göttingen, Germany
| | - Hannah Höche
- Institute of Physical Chemistry, RWTH Aachen University, Landoltweg 2, 52074, Aachen, Germany
| | - Leon Trottenberg
- Institute of Physical Chemistry, RWTH Aachen University, Landoltweg 2, 52074, Aachen, Germany
| | - Eric Siemes
- Institute of Physical Chemistry, RWTH Aachen University, Landoltweg 2, 52074, Aachen, 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, 37077, Göttingen, Germany
| | - Alexandre Fürstenberg
- Department of Physical Chemistry and Department of Inorganic and Analytical Chemistry, University of Geneva, 1211, Geneva, Switzerland
| | - Dominik Wöll
- Institute of Physical Chemistry, RWTH Aachen University, Landoltweg 2, 52074, Aachen, Germany
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10
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Chen T, Karedla N, Enderlein J. Measuring sub-nanometer undulations at microsecond temporal resolution with metal- and graphene-induced energy transfer spectroscopy. Nat Commun 2024; 15:1789. [PMID: 38413608 PMCID: PMC10899616 DOI: 10.1038/s41467-024-45822-x] [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: 06/01/2023] [Accepted: 02/01/2024] [Indexed: 02/29/2024] Open
Abstract
Out-of-plane fluctuations, also known as stochastic displacements, of biological membranes play a crucial role in regulating many essential life processes within cells and organelles. Despite the availability of various methods for quantifying membrane dynamics, accurately quantifying complex membrane systems with rapid and tiny fluctuations, such as mitochondria, remains a challenge. In this work, we present a methodology that combines metal/graphene-induced energy transfer (MIET/GIET) with fluorescence correlation spectroscopy (FCS) to quantify out-of-plane fluctuations of membranes with simultaneous spatiotemporal resolution of approximately one nanometer and one microsecond. To validate the technique and spatiotemporal resolution, we measure bending undulations of model membranes. Furthermore, we demonstrate the versatility and applicability of MIET/GIET-FCS for studying diverse membrane systems, including the widely studied fluctuating membrane system of human red blood cells, as well as two unexplored membrane systems with tiny fluctuations, a pore-spanning membrane, and mitochondrial inner/outer membranes.
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Affiliation(s)
- Tao Chen
- Third Institute of Physics - Biophysics, Georg August University, Friedrich-Hund-Platz 1, Göttingen, 37077, Germany
| | - Narain Karedla
- The Rosalind Franklin Institute, Harwell Campus, Didcot, OX11 OFA, UK
- Kennedy Institute of Rheumatology, University of Oxford, Roosevelt Drive, Oxford, OX3 7LF, UK
| | - Jörg Enderlein
- Third Institute of Physics - Biophysics, Georg August University, Friedrich-Hund-Platz 1, Göttingen, 37077, Germany.
- Cluster of Excellence "Multiscale Bioimaging: from Molecular Machines to Networks of Excitable Cells" (MBExC), Universitätsmedizin Göttingen, Robert-Koch-Str. 40, Göttingen, 37075, Germany.
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11
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Hauke L, Isbaner S, Ghosh A, Guido I, Turco L, Chizhik AI, Gregor I, Karedla N, Rehfeldt F, Enderlein J. Metal-Induced Energy Transfer (MIET) for Live-Cell Imaging with Fluorescent Proteins. ACS NANO 2023; 17:8242-8251. [PMID: 36995274 PMCID: PMC10173696 DOI: 10.1021/acsnano.2c12372] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/10/2023]
Abstract
Metal-induced energy transfer (MIET) imaging is an easy-to-implement super-resolution modality that achieves nanometer resolution along the optical axis of a microscope. Although its capability in numerous biological and biophysical studies has been demonstrated, its implementation for live-cell imaging with fluorescent proteins is still lacking. Here, we present its applicability and capabilities for live-cell imaging with fluorescent proteins in diverse cell types (adult human stem cells, human osteo-sarcoma cells, and Dictyostelium discoideum cells), and with various fluorescent proteins (GFP, mScarlet, RFP, YPet). We show that MIET imaging achieves nanometer axial mapping of living cellular and subcellular components across multiple time scales, from a few milliseconds to hours, with negligible phototoxic effects.
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Affiliation(s)
- Lara Hauke
- Third Institute of Physics - Biophysics, Georg August University, Friedrich-Hund-Platz 1, 37077 Göttingen, Germany
| | - Sebastian Isbaner
- Third Institute of Physics - Biophysics, Georg August University, Friedrich-Hund-Platz 1, 37077 Göttingen, Germany
| | - Arindam Ghosh
- Third Institute of Physics - Biophysics, Georg August University, Friedrich-Hund-Platz 1, 37077 Göttingen, Germany
| | - Isabella Guido
- Max Planck Institute for Dynamics and Self-Organization, Am Faßberg 17, 37077 Göttingen, Germany
| | - Laura Turco
- Max Planck Institute for Dynamics and Self-Organization, Am Faßberg 17, 37077 Göttingen, Germany
| | - Alexey I Chizhik
- Third Institute of Physics - Biophysics, Georg August University, Friedrich-Hund-Platz 1, 37077 Göttingen, Germany
| | - Ingo Gregor
- Third Institute of Physics - Biophysics, Georg August University, Friedrich-Hund-Platz 1, 37077 Göttingen, Germany
| | - Narain Karedla
- Third Institute of Physics - Biophysics, Georg August University, Friedrich-Hund-Platz 1, 37077 Göttingen, Germany
| | - Florian Rehfeldt
- Third Institute of Physics - Biophysics, Georg August University, Friedrich-Hund-Platz 1, 37077 Göttingen, Germany
| | - Jörg Enderlein
- Third Institute of Physics - Biophysics, Georg August University, Friedrich-Hund-Platz 1, 37077 Göttingen, Germany
- Cluster of Excellence "Multiscale Bioimaging: from Molecular Machines to Networks of Excitable Cells" (MBExC), Universitätsmedizin Göttingen, Robert-Koch-Strasse 40, 37075 Göttingen, Germany
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12
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Zhou L, Cao H, Huang L, Jing Y, Wang M, Lin D, Yu B, Qu J. Narrowband photoblinking InP/ZnSe/ZnS quantum dots for super-resolution multifocal structured illumination microscopy enhanced by optical fluctuation. NANOPHOTONICS (BERLIN, GERMANY) 2023; 12:1777-1785. [PMID: 39634114 PMCID: PMC11501639 DOI: 10.1515/nanoph-2023-0033] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 01/16/2023] [Accepted: 03/03/2023] [Indexed: 12/07/2024]
Abstract
Cadmium-free quantum-dot (QD) fluorophores can bridge the gap between the macroscopic and microscopic domains in fluorescence super-resolution bioimaging. InP/ZnSe/ZnS QD photoblinking fluorescent probes can improve the performance of reactive super-resolution imaging techniques and spontaneously switch fluorophores between at least two states (open and close) without depending on intense laser light and specialized buffers for bioimaging. Multifocal structured illumination microscopy (MSIM) provides a two-fold resolution enhancement in sub-diffraction imaging, but higher resolutions are limited by the pattern frequency and signal-to-noise ratio. We exploit the synergy between MSIM and spontaneously switching InP/ZnSe/ZnS QD fluorophores to further increase the imaging resolution. We demonstrate the experimental combination of optical-fluctuation-enhanced super-resolution MSIM using ultrasonic-oscillation-assisted organic solvothermal synthesis of narrowband photoblinking InP/ZnSe/ZnS QDs. The InP/ZnSe/ZnS QDs show a monodisperse grain size of approximately 9 nm, fluorescence quantum yields close to 100%, and full width at half maximum below 30 nm. The structural, electronic, and optical properties are characterized through experiments and first-principles calculations. The enhanced MSIM imaging achieves an approximate fourfold improvement in resolution for fixed cells compared with widefield imaging. The proposed InP/ZnSe/ZnS QD fluorescent probes seem promising for super-resolution imaging using MSIM.
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Affiliation(s)
- Liangliang Zhou
- Shenzhen Key Laboratory of Photonics and Biophotonics, Key Laboratory of Optoelectronic Devices and Systems of Ministry of Education and Guangdong Province, College of Physics and Optoelectronic Engineering, Shenzhen University, Shenzhen518060, China
| | - Huiqun Cao
- College of Chemistry and Environmental Engineering, Shenzhen University, Shenzhen518060, China
| | - Lilin Huang
- Shenzhen Key Laboratory of Photonics and Biophotonics, Key Laboratory of Optoelectronic Devices and Systems of Ministry of Education and Guangdong Province, College of Physics and Optoelectronic Engineering, Shenzhen University, Shenzhen518060, China
| | - Yingying Jing
- Shenzhen Key Laboratory of Photonics and Biophotonics, Key Laboratory of Optoelectronic Devices and Systems of Ministry of Education and Guangdong Province, College of Physics and Optoelectronic Engineering, Shenzhen University, Shenzhen518060, China
| | - Meiqin Wang
- Shenzhen Key Laboratory of Photonics and Biophotonics, Key Laboratory of Optoelectronic Devices and Systems of Ministry of Education and Guangdong Province, College of Physics and Optoelectronic Engineering, Shenzhen University, Shenzhen518060, China
| | - Danying Lin
- Shenzhen Key Laboratory of Photonics and Biophotonics, Key Laboratory of Optoelectronic Devices and Systems of Ministry of Education and Guangdong Province, College of Physics and Optoelectronic Engineering, Shenzhen University, Shenzhen518060, China
| | - Bin Yu
- Shenzhen Key Laboratory of Photonics and Biophotonics, Key Laboratory of Optoelectronic Devices and Systems of Ministry of Education and Guangdong Province, College of Physics and Optoelectronic Engineering, Shenzhen University, Shenzhen518060, China
| | - Junle Qu
- Shenzhen Key Laboratory of Photonics and Biophotonics, Key Laboratory of Optoelectronic Devices and Systems of Ministry of Education and Guangdong Province, College of Physics and Optoelectronic Engineering, Shenzhen University, Shenzhen518060, China
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13
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Sun N, Jia Y, Bai S, Li Q, Dai L, Li J. The power of super-resolution microscopy in modern biomedical science. Adv Colloid Interface Sci 2023; 314:102880. [PMID: 36965225 DOI: 10.1016/j.cis.2023.102880] [Citation(s) in RCA: 7] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/14/2022] [Revised: 03/08/2023] [Accepted: 03/08/2023] [Indexed: 03/14/2023]
Abstract
Super-resolution microscopy (SRM) technology that breaks the diffraction limit has revolutionized the field of cell biology since its appearance, which enables researchers to visualize cellular structures with nanometric resolution, multiple colors and single-molecule sensitivity. With the flourishing development of hardware and the availability of novel fluorescent probes, the impact of SRM has already gone beyond cell biology and extended to nanomedicine, material science and nanotechnology, and remarkably boosted important breakthroughs in these fields. In this review, we will mainly highlight the power of SRM in modern biomedical science, discussing how these SRM techniques revolutionize the way we understand cell structures, biomaterials assembly and how assembled biomaterials interact with cellular organelles, and finally their promotion to the clinical pre-diagnosis. Moreover, we also provide an outlook on the current technical challenges and future improvement direction of SRM. We hope this review can provide useful information, inspire new ideas and propel the development both from the perspective of SRM techniques and from the perspective of SRM's applications.
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Affiliation(s)
- Nan Sun
- Beijing National Laboratory for Molecular Sciences (BNLMS), CAS Key Lab of Colloid, Interface and Chemical Thermodynamics, Institute of Chemistry, Chinese Academy of Sciences, Beijing 100190, China; University of Chinese Academy of Sciences, Beijing 100049
| | - Yi Jia
- Beijing National Laboratory for Molecular Sciences (BNLMS), CAS Key Lab of Colloid, Interface and Chemical Thermodynamics, Institute of Chemistry, Chinese Academy of Sciences, Beijing 100190, China.
| | - Shiwei Bai
- Beijing National Laboratory for Molecular Sciences (BNLMS), CAS Key Lab of Colloid, Interface and Chemical Thermodynamics, Institute of Chemistry, Chinese Academy of Sciences, Beijing 100190, China; University of Chinese Academy of Sciences, Beijing 100049
| | - Qi Li
- State Key Laboratory of Biochemical Engineering Institute of Process Engineering Chinese Academy of Sciences, Beijing 100190, China
| | - Luru Dai
- Wenzhou Institute and Wenzhou Key Laboratory of Biophysics, University of Chinese Academy of Sciences, Wenzhou, Zhejiang 325001, China
| | - Junbai Li
- Beijing National Laboratory for Molecular Sciences (BNLMS), CAS Key Lab of Colloid, Interface and Chemical Thermodynamics, Institute of Chemistry, Chinese Academy of Sciences, Beijing 100190, China; University of Chinese Academy of Sciences, Beijing 100049.
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14
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Zähringer J, Cole F, Bohlen J, Steiner F, Kamińska I, Tinnefeld P. Combining pMINFLUX, graphene energy transfer and DNA-PAINT for nanometer precise 3D super-resolution microscopy. LIGHT, SCIENCE & APPLICATIONS 2023; 12:70. [PMID: 36898993 PMCID: PMC10006205 DOI: 10.1038/s41377-023-01111-8] [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: 10/10/2022] [Revised: 02/07/2023] [Accepted: 02/16/2023] [Indexed: 06/18/2023]
Abstract
3D super-resolution microscopy with nanometric resolution is a key to fully complement ultrastructural techniques with fluorescence imaging. Here, we achieve 3D super-resolution by combining the 2D localization of pMINFLUX with the axial information of graphene energy transfer (GET) and the single-molecule switching by DNA-PAINT. We demonstrate <2 nm localization precision in all 3 dimension with axial precision reaching below 0.3 nm. In 3D DNA-PAINT measurements, structural features, i.e., individual docking strands at distances of 3 nm, are directly resolved on DNA origami structures. pMINFLUX and GET represent a particular synergetic combination for super-resolution imaging near the surface such as for cell adhesion and membrane complexes as the information of each photon is used for both 2D and axial localization information. Furthermore, we introduce local PAINT (L-PAINT), in which DNA-PAINT imager strands are equipped with an additional binding sequence for local upconcentration improving signal-to-background ratio and imaging speed of local clusters. L-PAINT is demonstrated by imaging a triangular structure with 6 nm side lengths within seconds.
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Affiliation(s)
- Jonas Zähringer
- Department of Chemistry and Center for NanoScience, Ludwig-Maximilians-Universität München, Butenandtstr. 5-13 Haus E, 81377, München, Germany
| | - Fiona Cole
- Department of Chemistry and Center for NanoScience, Ludwig-Maximilians-Universität München, Butenandtstr. 5-13 Haus E, 81377, München, Germany
| | - Johann Bohlen
- Department of Chemistry and Center for NanoScience, Ludwig-Maximilians-Universität München, Butenandtstr. 5-13 Haus E, 81377, München, Germany
| | - Florian Steiner
- Department of Chemistry and Center for NanoScience, Ludwig-Maximilians-Universität München, Butenandtstr. 5-13 Haus E, 81377, München, Germany
- Department of Physics, Ludwig-Maximilians-Universität München, Schellingstraße 4, 80799, München, Germany
| | - Izabela Kamińska
- Department of Chemistry and Center for NanoScience, Ludwig-Maximilians-Universität München, Butenandtstr. 5-13 Haus E, 81377, München, Germany
- Institute of Physical Chemistry Polish Academy of Sciences, Kasprzaka 44/52, 01-224, Warsaw, Poland
| | - Philip Tinnefeld
- Department of Chemistry and Center for NanoScience, Ludwig-Maximilians-Universität München, Butenandtstr. 5-13 Haus E, 81377, München, Germany.
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15
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Jusuf JM, Lew MD. Towards optimal point spread function design for resolving closely spaced emitters in three dimensions. OPTICS EXPRESS 2022; 30:37154-37174. [PMID: 36258632 DOI: 10.1364/oe.472067] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/03/2022] [Accepted: 09/12/2022] [Indexed: 06/16/2023]
Abstract
The past decade has brought many innovations in optical design for 3D super-resolution imaging of point-like emitters, but these methods often focus on single-emitter localization precision as a performance metric. Here, we propose a simple heuristic for designing a point spread function (PSF) that allows for precise measurement of the distance between two emitters. We discover that there are two types of PSFs that achieve high performance for resolving emitters in 3D, as quantified by the Cramér-Rao bounds for estimating the separation between two closely spaced emitters. One PSF is very similar to the existing Tetrapod PSFs; the other is a rotating single-spot PSF, which we call the crescent PSF. The latter exhibits excellent performance for localizing single emitters throughout a 1-µm focal volume (localization precisions of 7.3 nm in x, 7.7 nm in y, and 18.3 nm in z using 1000 detected photons), and it distinguishes between one and two closely spaced emitters with superior accuracy (25-53% lower error rates than the best-performing Tetrapod PSF, averaged throughout a 1-µm focal volume). Our study provides additional insights into optimal strategies for encoding 3D spatial information into optical PSFs.
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16
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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: 19] [Impact Index Per Article: 6.3] [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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