1
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Saliba N, Gagliano G, Gustavsson AK. Whole-cell multi-target single-molecule super-resolution imaging in 3D with microfluidics and a single-objective tilted light sheet. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2023:2023.09.27.559876. [PMID: 37808751 PMCID: PMC10557638 DOI: 10.1101/2023.09.27.559876] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 10/10/2023]
Abstract
Multi-target single-molecule super-resolution fluorescence microscopy offers a powerful means of understanding the distributions and interplay between multiple subcellular structures at the nanoscale. However, single-molecule super-resolution imaging of whole mammalian cells is often hampered by high fluorescence background and slow acquisition speeds, especially when imaging multiple targets in 3D. In this work, we have mitigated these issues by developing a steerable, dithered, single-objective tilted light sheet for optical sectioning to reduce fluorescence background and a pipeline for 3D nanoprinting microfluidic systems for reflection of the light sheet into the sample and for efficient and automated solution exchange. By combining these innovations with PSF engineering for nanoscale localization of individual molecules in 3D, deep learning for analysis of overlapping emitters, active 3D stabilization for drift correction and long-term imaging, and Exchange-PAINT for sequential multi-target imaging without chromatic offsets, we demonstrate whole-cell multi-target 3D single-molecule super-resolution imaging with improved precision and imaging speed.
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Affiliation(s)
- Nahima Saliba
- Department of Chemistry, Rice University, Houston, TX, 77005
| | - Gabriella Gagliano
- Department of Chemistry, Rice University, Houston, TX, 77005
- Smalley-Curl Institute, Rice University, Houston, TX, 77005
- Applied Physics Program, Rice University, Houston, TX, 77005
| | - Anna-Karin Gustavsson
- Department of Chemistry, Rice University, Houston, TX, 77005
- Smalley-Curl Institute, Rice University, Houston, TX, 77005
- Department of BioSciences, Rice University, Houston, TX, 77005
- Department of Electrical and Computer Engineering, Rice University, Houston, TX, 77005
- Institute of Biosciences and Bioengineering, Rice University, Houston, TX, 77005
- Department of Cancer Biology, University of Texas MD Anderson Cancer Center, Houston, TX, 77030
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2
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Ghanam J, Chetty VK, Zhu X, Liu X, Gelléri M, Barthel L, Reinhardt D, Cremer C, Thakur BK. Single Molecule Localization Microscopy for Studying Small Extracellular Vesicles. SMALL (WEINHEIM AN DER BERGSTRASSE, GERMANY) 2023; 19:e2205030. [PMID: 36635058 DOI: 10.1002/smll.202205030] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/16/2022] [Revised: 12/23/2022] [Indexed: 06/17/2023]
Abstract
Small extracellular vesicles (sEVs) are 30-200 nm nanovesicles enriched with unique cargoes of nucleic acids, lipids, and proteins. sEVs are released by all cell types and have emerged as a critical mediator of cell-to-cell communication. Although many studies have dealt with the role of sEVs in health and disease, the exact mechanism of sEVs biogenesis and uptake remain unexplored due to the lack of suitable imaging technologies. For sEVs functional studies, imaging has long relied on conventional fluorescence microscopy that has only 200-300 nm resolution, thereby generating blurred images. To break this resolution limit, recent developments in super-resolution microscopy techniques, specifically single-molecule localization microscopy (SMLM), expanded the understanding of subcellular details at the few nanometer level. SMLM success relies on the use of appropriate fluorophores with excellent blinking properties. In this review, the basic principle of SMLM is highlighted and the state of the art of SMLM use in sEV biology is summarized. Next, how SMLM techniques implemented for cell imaging can be translated to sEV imaging is discussed by applying different labeling strategies to study sEV biogenesis and their biomolecular interaction with the distant recipient cells.
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Affiliation(s)
- Jamal Ghanam
- Department of Pediatrics III, University Hospital Essen, 45147, Essen, Germany
| | | | - Xingfu Zhu
- Max Planck Institute for Polymer Research, 55128, Mainz, Germany
| | - Xiaomin Liu
- Max Planck Institute for Polymer Research, 55128, Mainz, Germany
| | - Márton Gelléri
- Institute of Molecular Biology (IMB), 55128, Mainz, Germany
| | - Lennart Barthel
- Department of Neurosurgery and Spine Surgery, Center for Translational Neuro and Behavioral Sciences, University Hospital Essen, 45147, Essen, Germany
- Institute of Medical Psychology and Behavioral Immunobiology, Center for Translational Neuro- and Behavioral Sciences, University Hospital Essen, 45147, Essen, Germany
| | - Dirk Reinhardt
- Department of Pediatrics III, University Hospital Essen, 45147, Essen, Germany
| | - Christoph Cremer
- Max Planck Institute for Polymer Research, 55128, Mainz, Germany
- Institute of Molecular Biology (IMB), 55128, Mainz, Germany
| | - Basant Kumar Thakur
- Department of Pediatrics III, University Hospital Essen, 45147, Essen, Germany
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3
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Weiss LE, Love JF, Yoon J, Comerci CJ, Milenkovic L, Kanie T, Jackson PK, Stearns T, Gustavsson AK. Single-molecule imaging in the primary cilium. Methods Cell Biol 2023; 176:59-83. [PMID: 37164543 PMCID: PMC10509820 DOI: 10.1016/bs.mcb.2023.01.003] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/26/2023]
Abstract
The primary cilium is an important signaling organelle critical for normal development and tissue homeostasis. Its small dimensions and complexity necessitate advanced imaging approaches to uncover the molecular mechanisms behind its function. Here, we outline how single-molecule fluorescence microscopy can be used for tracking molecular dynamics and interactions and for super-resolution imaging of nanoscale structures in the primary cilium. Specifically, we describe in detail how to capture and quantify the 2D dynamics of individual transmembrane proteins PTCH1 and SMO and how to map the 3D nanoscale distributions of the inversin compartment proteins INVS, ANKS6, and NPHP3. This protocol can, with minor modifications, be adapted for studies of other proteins and cell lines to further elucidate the structure and function of the primary cilium at the molecular level.
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Affiliation(s)
- Lucien E Weiss
- Department of Engineering Physics, Polytechnique Montréal, Montreal, QC, Canada.
| | - Julia F Love
- Department of Chemistry, Rice University, Houston, TX, United States
| | | | - Colin J Comerci
- Division of Biological Sciences, University of California San Diego, La Jolla, CA, United States
| | | | - Tomoharu Kanie
- Department of Cell Biology, University of Oklahoma Health Sciences Center, Oklahoma, OK, United States
| | - Peter K Jackson
- Baxter Laboratory, Department of Microbiology & Immunology, Stanford University School of Medicine, Stanford, CA, United States; Department of Pathology, Stanford University School of Medicine, Stanford, CA, United States
| | - Tim Stearns
- Department of Biology, Stanford University, Stanford, CA, United States; Rockefeller University, New York City, NY, United States
| | - Anna-Karin Gustavsson
- Department of Chemistry, Rice University, Houston, TX, United States; Department of BioSciences, Rice University, Houston, TX, United States; Institute of Biosciences and Bioengineering, Rice University, Houston, TX, United States; Smalley-Curl Institute, Rice University, Houston, TX, United States.
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4
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Bonin K, Prasad S, Caulkins W, Holzwarth G, Baker SR, Vidi PA. Three-dimensional tracking using a single-spot rotating point spread function created by a multiring spiral phase plate. JOURNAL OF BIOMEDICAL OPTICS 2022; 27:126501. [PMID: 36590978 PMCID: PMC9799159 DOI: 10.1117/1.jbo.27.12.126501] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 06/03/2022] [Accepted: 12/13/2022] [Indexed: 06/17/2023]
Abstract
SIGNIFICANCE Three-dimensional (3D) imaging and object tracking is critical for medical and biological research and can be achieved by multifocal imaging with diffractive optical elements (DOEs) converting depth ( z ) information into a modification of the two-dimensional image. Physical insight into DOE designs will spur this expanding field. AIM To precisely track microscopic fluorescent objects in biological systems in 3D with a simple low-cost DOE system. APPROACH We designed a multiring spiral phase plate (SPP) generating a single-spot rotating point spread function (SS-RPSF) in a microscope. Our simple, analytically transparent design process uses Bessel beams to avoid rotational ambiguities and achieve a significant depth range. The SPP was inserted into the Nomarski prism slider of a standard microscope. Performance was evaluated using fluorescent beads and in live cells expressing a fluorescent chromatin marker. RESULTS Bead localization precision was < 25 nm in the transverse dimensions and ≤ 70 nm along the axial dimension over an axial range of 6 μ m . Higher axial precision ( ≤ 50 nm ) was achieved over a shallower focal depth of 2.9 μ m . 3D diffusion constants of chromatin matched expected values. CONCLUSIONS Precise 3D localization and tracking can be achieved with a SS-RPSF SPP in a standard microscope with minor modifications.
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Affiliation(s)
- Keith Bonin
- Wake Forest University, Department of Physics, Winston-Salem, North Carolina, United States
- Atrium Health/Wake Forest Baptist, Comprehensive Cancer Center, Winston-Salem, North Carolina, United States
| | - Sudhakar Prasad
- University of Minnesota, Department of Physics, Minneapolis, Minnesota, United States
| | - Will Caulkins
- Wake Forest University, Department of Physics, Winston-Salem, North Carolina, United States
| | - George Holzwarth
- Wake Forest University, Department of Physics, Winston-Salem, North Carolina, United States
| | - Stephen R. Baker
- Wake Forest University, Department of Physics, Winston-Salem, North Carolina, United States
| | - Pierre-Alexandre Vidi
- Atrium Health/Wake Forest Baptist, Comprehensive Cancer Center, Winston-Salem, North Carolina, United States
- Wake Forest School of Medicine, Department of Cancer Biology, Winston-Salem, North Carolina, United States
- Institut de Cancérologie de l’Ouest, Angers, France
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5
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Mehra D, Adhikari S, Banerjee C, Puchner EM. Characterizing locus specific chromatin structure and dynamics with correlative conventional and super-resolution imaging in living cells. Nucleic Acids Res 2022; 50:e78. [PMID: 35524554 PMCID: PMC9303368 DOI: 10.1093/nar/gkac314] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/31/2021] [Revised: 04/08/2022] [Accepted: 05/02/2022] [Indexed: 11/23/2022] Open
Abstract
The dynamic rearrangement of chromatin is critical for gene regulation, but mapping both the spatial organization of chromatin and its dynamics remains a challenge. Many structural conformations are too small to be resolved via conventional fluorescence microscopy and the long acquisition time of super-resolution photoactivated localization microscopy (PALM) precludes the structural characterization of chromatin below the optical diffraction limit in living cells due to chromatin motion. Here we develop a correlative conventional fluorescence and PALM imaging approach to quantitatively map time-averaged chromatin structure and dynamics below the optical diffraction limit in living cells. By assigning localizations to a locus as it moves, we reliably discriminate between bound and unbound dCas9 molecules, whose mobilities overlap. Our approach accounts for changes in DNA mobility and relates local chromatin motion to larger scale domain movement. In our experimental system, we show that compacted telomeres move faster and have a higher density of bound dCas9 molecules, but the relative motion of those molecules is more restricted than in less compacted telomeres. Correlative conventional and PALM imaging therefore improves the ability to analyze the mobility and time-averaged nanoscopic structural features of locus specific chromatin with single molecule sensitivity and yields unprecedented insights across length and time scales.
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Affiliation(s)
- Dushyant Mehra
- School of Physics and Astronomy, University of Minnesota, Minneapolis MN, USA.,Department of Physiology and Biomedical Engineering, Mayo Clinic, Rochester MN, USA
| | - Santosh Adhikari
- School of Physics and Astronomy, University of Minnesota, Minneapolis MN, USA
| | - Chiranjib Banerjee
- School of Physics and Astronomy, University of Minnesota, Minneapolis MN, USA
| | - Elias M Puchner
- School of Physics and Astronomy, University of Minnesota, Minneapolis MN, USA
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6
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Naor T, Nogin Y, Nehme E, Ferdman B, Weiss LE, Alalouf O, Shechtman Y. Quantifying cell-cycle-dependent chromatin dynamics during interphase by live 3D tracking. iScience 2022; 25:104197. [PMID: 35494233 PMCID: PMC9051635 DOI: 10.1016/j.isci.2022.104197] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/10/2021] [Revised: 02/02/2022] [Accepted: 03/31/2022] [Indexed: 11/30/2022] Open
Abstract
The study of cell cycle progression and regulation is important to our understanding of fundamental biophysics, aging, and disease mechanisms. Local chromatin movements are generally considered to be constrained and relatively consistent during all interphase stages, although recent advances in our understanding of genome organization challenge this claim. Here, we use high spatiotemporal resolution, 4D (x, y, z and time) localization microscopy by point-spread-function (PSF) engineering and deep learning-based image analysis, for live imaging of mouse embryonic fibroblast (MEF 3T3) and MEF 3T3 double Lamin A Knockout (LmnaKO) cell lines, to characterize telomere diffusion during the interphase. We detected varying constraint levels imposed on chromatin, which are prominently decreased during G0/G1. Our 4D measurements of telomere diffusion offer an effective method to investigate chromatin dynamics and reveal cell-cycle-dependent motion constraints, which may be caused by various cellular processes. PSF engineering allows scan-free, high spatiotemporal live 3D telomere tracking During the G0/G1 phase, telomere motion is less constrained than in other phases There is observable difference between lateral (xy) and axial (z) chromatin motion In Lamin A-depleted cells, motion constraint was reduced
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7
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Qi TH, Hian OH, Kumaran AM, Tan TJ, Cong TRY, Su-Xin GL, Lim EH, Ng R, Yeo MCR, Tching FLLW, Zewen Z, Hui CYS, Xin WR, Ooi SKG, Leong LCH, Tan SM, Preetha M, Sim Y, Tan VKM, Yeong J, Yong WF, Cai Y, Nei WL. Multi-center evaluation of artificial intelligent imaging and clinical models for predicting neoadjuvant chemotherapy response in breast cancer. Breast Cancer Res Treat 2022; 193:121-138. [PMID: 35262831 DOI: 10.1007/s10549-022-06521-7] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/30/2021] [Accepted: 12/31/2021] [Indexed: 01/06/2023]
Abstract
BACKGROUND Neoadjuvant chemotherapy (NAC) plays an important role in the management of locally advanced breast cancer. It allows for downstaging of tumors, potentially allowing for breast conservation. NAC also allows for in-vivo testing of the tumors' response to chemotherapy and provides important prognostic information. There are currently no clearly defined clinical models that incorporate imaging with clinical data to predict response to NAC. Thus, the aim of this work is to develop a predictive AI model based on routine CT imaging and clinical parameters to predict response to NAC. METHODS The CT scans of 324 patients with NAC from multiple centers in Singapore were used in this study. Four different radiomics models were built for predicting pathological complete response (pCR): first two were based on textural features extracted from peri-tumoral and tumoral regions, the third model based on novel space-resolved radiomics which extract feature maps using voxel-based radiomics and the fourth model based on deep learning (DL). Clinical parameters were included to build a final prognostic model. RESULTS The best performing models were based on space-resolved and DL approaches. Space-resolved radiomics improves the clinical AUCs of pCR prediction from 0.743 (0.650 to 0.831) to 0.775 (0.685 to 0.860) and our DL model improved it from 0.743 (0.650 to 0.831) to 0.772 (0.685 to 0.853). The tumoral radiomics model performs the worst with no improvement of the AUC from the clinical model. The peri-tumoral combined model gives moderate performance with an AUC of 0.765 (0.671 to 0.855). CONCLUSIONS Radiomics features extracted from diagnostic CT augment the predictive ability of pCR when combined with clinical features. The novel space-resolved radiomics and DL radiomics approaches outperformed conventional radiomics techniques.
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Affiliation(s)
- Tan Hong Qi
- Division of Radiation Oncology, National Cancer Centre Singapore, Singapore, Singapore
| | - Ong Hiok Hian
- School of Computer Science and Engineering, Nanyang Technological University Singapore, Singapore, Singapore
| | - Arjunan Muthu Kumaran
- Division of Radiation Oncology, National Cancer Centre Singapore, Singapore, Singapore
| | - Tira J Tan
- Division of Medical Oncology, National Cancer Center Singapore, Singapore, Singapore.,Oncology Academic Programme, Duke-NUS Medical School, Singapore, Singapore
| | - Tan Ryan Ying Cong
- Division of Medical Oncology, National Cancer Center Singapore, Singapore, Singapore.,Oncology Academic Programme, Duke-NUS Medical School, Singapore, Singapore
| | - Ghislaine Lee Su-Xin
- Division of Radiation Oncology, National Cancer Centre Singapore, Singapore, Singapore
| | - Elaine Hsuen Lim
- Division of Medical Oncology, National Cancer Center Singapore, Singapore, Singapore
| | - Raymond Ng
- Division of Medical Oncology, National Cancer Center Singapore, Singapore, Singapore.,Oncology Academic Programme, Duke-NUS Medical School, Singapore, Singapore
| | - Ming Chert Richard Yeo
- Division of Radiation Oncology, National Cancer Centre Singapore, Singapore, Singapore.,Oncology Academic Programme, Duke-NUS Medical School, Singapore, Singapore
| | - Faye Lynette Lim Wei Tching
- Division of Radiation Oncology, National Cancer Centre Singapore, Singapore, Singapore.,Oncology Academic Programme, Duke-NUS Medical School, Singapore, Singapore
| | - Zhang Zewen
- Division of Medical Oncology, National Cancer Center Singapore, Singapore, Singapore.,Oncology Academic Programme, Duke-NUS Medical School, Singapore, Singapore
| | - Christina Yang Shi Hui
- Division of Surgery and Surgical Oncology, National Cancer Center Singapore, Singapore, Singapore.,Department of Breast Surgery, Singapore General Hospital, Singapore, Singapore
| | - Wong Ru Xin
- Division of Radiation Oncology, National Cancer Centre Singapore, Singapore, Singapore.,Oncology Academic Programme, Duke-NUS Medical School, Singapore, Singapore
| | - Su Kai Gideon Ooi
- Division of Oncologic Imaging, National Cancer Center Singapore, Singapore, Singapore.,Oncology Academic Programme, Duke-NUS Medical School, Singapore, Singapore
| | - Lester Chee Hao Leong
- Department of Diagnostic Radiology, Singapore General Hospital, Singapore, Singapore
| | - Su Ming Tan
- Division of Breast Surgery, Changi General Hospital, Singapore, Singapore
| | - Madhukumar Preetha
- Division of Surgery and Surgical Oncology, National Cancer Center Singapore, Singapore, Singapore.,Department of Breast Surgery, Singapore General Hospital, Singapore, Singapore
| | - Yirong Sim
- Division of Surgery and Surgical Oncology, National Cancer Center Singapore, Singapore, Singapore.,Department of Breast Surgery, Singapore General Hospital, Singapore, Singapore
| | - Veronique Kiak Mien Tan
- Division of Surgery and Surgical Oncology, National Cancer Center Singapore, Singapore, Singapore.,Department of Breast Surgery, Singapore General Hospital, Singapore, Singapore
| | - Joe Yeong
- Division of Pathology, Singapore General Hospital, Singapore, Singapore.,Institute of Molecular and Cell Biology, Agency for Science Technology and Research, Singapore, Singapore
| | - Wong Fuh Yong
- Division of Radiation Oncology, National Cancer Centre Singapore, Singapore, Singapore. .,Oncology Academic Programme, Duke-NUS Medical School, Singapore, Singapore.
| | - Yiyu Cai
- School of Mechanical & Aerospace Engineering, Nanyang Technological University Singapore, Singapore, Singapore.
| | - Wen Long Nei
- Division of Radiation Oncology, National Cancer Centre Singapore, Singapore, Singapore. .,Oncology Academic Programme, Duke-NUS Medical School, Singapore, Singapore.
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8
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Gagliano G, Nelson T, Saliba N, Vargas-Hernández S, Gustavsson AK. Light Sheet Illumination for 3D Single-Molecule Super-Resolution Imaging of Neuronal Synapses. Front Synaptic Neurosci 2021; 13:761530. [PMID: 34899261 PMCID: PMC8651567 DOI: 10.3389/fnsyn.2021.761530] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/20/2021] [Accepted: 10/27/2021] [Indexed: 01/02/2023] Open
Abstract
The function of the neuronal synapse depends on the dynamics and interactions of individual molecules at the nanoscale. With the development of single-molecule super-resolution microscopy over the last decades, researchers now have a powerful and versatile imaging tool for mapping the molecular mechanisms behind the biological function. However, imaging of thicker samples, such as mammalian cells and tissue, in all three dimensions is still challenging due to increased fluorescence background and imaging volumes. The combination of single-molecule imaging with light sheet illumination is an emerging approach that allows for imaging of biological samples with reduced fluorescence background, photobleaching, and photodamage. In this review, we first present a brief overview of light sheet illumination and previous super-resolution techniques used for imaging of neurons and synapses. We then provide an in-depth technical review of the fundamental concepts and the current state of the art in the fields of three-dimensional single-molecule tracking and super-resolution imaging with light sheet illumination. We review how light sheet illumination can improve single-molecule tracking and super-resolution imaging in individual neurons and synapses, and we discuss emerging perspectives and new innovations that have the potential to enable and improve single-molecule imaging in brain tissue.
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Affiliation(s)
- Gabriella Gagliano
- Department of Chemistry, Rice University, Houston, TX, United States
- Applied Physics Program, Rice University, Houston, TX, United States
- Smalley-Curl Institute, Rice University, Houston, TX, United States
| | - Tyler Nelson
- Department of Chemistry, Rice University, Houston, TX, United States
- Applied Physics Program, Rice University, Houston, TX, United States
- Smalley-Curl Institute, Rice University, Houston, TX, United States
| | - Nahima Saliba
- Department of Chemistry, Rice University, Houston, TX, United States
| | - Sofía Vargas-Hernández
- Department of Chemistry, Rice University, Houston, TX, United States
- Systems, Synthetic, and Physical Biology Program, Rice University, Houston, TX, United States
- Institute of Biosciences & Bioengineering, Rice University, Houston, TX, United States
| | - Anna-Karin Gustavsson
- Department of Chemistry, Rice University, Houston, TX, United States
- Smalley-Curl Institute, Rice University, Houston, TX, United States
- Institute of Biosciences & Bioengineering, Rice University, Houston, TX, United States
- Department of Biosciences, Rice University, Houston, TX, United States
- Laboratory for Nanophotonics, Rice University, Houston, TX, United States
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9
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Opatovski N, Shalev Ezra Y, Weiss LE, Ferdman B, Orange-Kedem R, Shechtman Y. Multiplexed PSF Engineering for Three-Dimensional Multicolor Particle Tracking. NANO LETTERS 2021; 21:5888-5895. [PMID: 34213332 DOI: 10.1021/acs.nanolett.1c02068] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/13/2023]
Abstract
Three-dimensional spatiotemporal tracking of microscopic particles in multiple colors is a challenging optical imaging task. Existing approaches require a trade-off between photon efficiency, field of view, mechanical complexity, spectral specificity, and speed. Here, we introduce multiplexed point-spread-function engineering that achieves photon-efficient, 3D multicolor particle tracking over a large field of view. This is accomplished by first chromatically splitting the emission path of a microscope to different channels, engineering the point-spread function of each, and then recombining them onto the same region of the camera. We demonstrate our technique for simultaneously tracking five types of emitters in vitro as well as colocalization of DNA loci in live yeast cells.
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10
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Shaban HA, Barth R, Bystricky K. Navigating the crowd: visualizing coordination between genome dynamics, structure, and transcription. Genome Biol 2020; 21:278. [PMID: 33203432 PMCID: PMC7670612 DOI: 10.1186/s13059-020-02185-y] [Citation(s) in RCA: 17] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/20/2020] [Accepted: 10/19/2020] [Indexed: 12/12/2022] Open
Abstract
The eukaryotic genome is hierarchically structured yet highly dynamic. Regulating transcription in this environment demands a high level of coordination to permit many proteins to interact with chromatin fiber at appropriate sites in a timely manner. We describe how recent advances in quantitative imaging techniques overcome caveats of sequencing-based methods (Hi-C and related) by enabling direct visualization of transcription factors and chromatin at high resolution, from single genes to the whole nucleus. We discuss the contribution of fluorescence imaging to deciphering the principles underlying this coordination within the crowded nuclear space in living cells and discuss challenges ahead.
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Affiliation(s)
- Haitham A Shaban
- Spectroscopy Department, Physics Division, National Research Centre, Dokki, Cairo, 12622, Egypt.
- Current Address: Institute of Bioengineering, Ecole Polytechnique Fédérale de Lausanne (EPFL), Lausanne, Switzerland.
| | - Roman Barth
- Department of Bionanoscience, Delft University of Technology, 2628 CJ, Delft, The Netherlands
| | - Kerstin Bystricky
- Laboratoire de Biologie Moléculaire Eucaryote (LBME), Centre de Biologie Intégrative (CBI), CNRS, UPS, University of Toulouse, 31062, Toulouse, France.
- Institut Universitaire de France (IUF), Paris, France.
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11
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Zhong Y, Wang G. Three-Dimensional Single Particle Tracking and Its Applications in Confined Environments. ANNUAL REVIEW OF ANALYTICAL CHEMISTRY (PALO ALTO, CALIF.) 2020; 13:381-403. [PMID: 32097571 DOI: 10.1146/annurev-anchem-091819-100409] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/10/2023]
Abstract
Single particle tracking (SPT) has proven to be a powerful technique in studying molecular dynamics in complicated systems. We review its recent development, including three-dimensional (3D) SPT and its applications in probing nanostructures and molecule-surface interactions that are important to analytical chemical processes. Several frequently used 3D SPT techniques are introduced. Especially of interest are those based on point spread function engineering, which are simple in instrumentation and can be easily adapted and used in analytical labs. Corresponding data analysis methods are briefly discussed. We present several important case studies, with a focus on probing mass transport and molecule-surface interactions in confined environments. The presented studies demonstrate the great potential of 3D SPT for understanding fundamental phenomena in confined space, which will enable us to predict basic principles involved in chemical recognition, separation, and analysis, and to optimize mass transport and responses by structural design and optimization.
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Affiliation(s)
- Yaning Zhong
- Department of Chemistry, North Carolina State University, Raleigh, North Carolina 27695, USA;
| | - Gufeng Wang
- Department of Chemistry, North Carolina State University, Raleigh, North Carolina 27695, USA;
- Department of Chemistry, Georgia State University, Atlanta, Georgia 30303, USA
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12
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Weiss LE, Shalev Ezra Y, Goldberg S, Ferdman B, Adir O, Schroeder A, Alalouf O, Shechtman Y. Three-dimensional localization microscopy in live flowing cells. NATURE NANOTECHNOLOGY 2020; 15:500-506. [PMID: 32313220 DOI: 10.1038/s41565-020-0662-0] [Citation(s) in RCA: 18] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/04/2019] [Accepted: 02/26/2020] [Indexed: 05/11/2023]
Abstract
Capturing the dynamics of live cell populations with nanoscale resolution poses a significant challenge, primarily owing to the speed-resolution trade-off of existing microscopy techniques. Flow cytometry would offer sufficient throughput, but lacks subsample detail. Here we show that imaging flow cytometry, in which the point detectors of flow cytometry are replaced with a camera to record 2D images, is compatible with 3D localization microscopy through point-spread-function engineering, which encodes the depth of the emitter into the emission pattern captured by the camera. The extraction of 3D positions from sub-cellular objects of interest is achieved by calibrating the depth-dependent response of the imaging system using fluorescent beads mixed with the sample buffer. This approach enables 4D imaging of up to tens of thousands of objects per minute and can be applied to characterize chromatin dynamics and the uptake and spatial distribution of nanoparticles in live cancer cells.
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Affiliation(s)
- Lucien E Weiss
- Department of Biomedical Engineering and Lorry I, Lokey Interdisciplinary Centre for Life Sciences and Engineering, Technion, Haifa, Israel.
| | - Yael Shalev Ezra
- Department of Biomedical Engineering and Lorry I, Lokey Interdisciplinary Centre for Life Sciences and Engineering, Technion, Haifa, Israel
| | - Sarah Goldberg
- Department of Biomedical Engineering and Lorry I, Lokey Interdisciplinary Centre for Life Sciences and Engineering, Technion, Haifa, Israel
| | - Boris Ferdman
- Department of Biomedical Engineering and Lorry I, Lokey Interdisciplinary Centre for Life Sciences and Engineering, Technion, Haifa, Israel
- Russell Berrie Nanotechnology Institute, Technion, Haifa, Israel
| | - Omer Adir
- Russell Berrie Nanotechnology Institute, Technion, Haifa, Israel
- Department of Chemical Engineering, Technion, Haifa, Israel
| | - Avi Schroeder
- Department of Chemical Engineering, Technion, Haifa, Israel
| | - Onit Alalouf
- Department of Biomedical Engineering and Lorry I, Lokey Interdisciplinary Centre for Life Sciences and Engineering, Technion, Haifa, Israel
| | - Yoav Shechtman
- Department of Biomedical Engineering and Lorry I, Lokey Interdisciplinary Centre for Life Sciences and Engineering, Technion, Haifa, Israel.
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13
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Shaban HA, Seeber A. Monitoring global chromatin dynamics in response to DNA damage. Mutat Res 2020; 821:111707. [PMID: 32505939 DOI: 10.1016/j.mrfmmm.2020.111707] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/03/2019] [Revised: 05/08/2020] [Accepted: 05/16/2020] [Indexed: 02/08/2023]
Abstract
DNA damage induced global chromatin motion has been observed in yeast and mammalian cells. Currently, it is unclear what mechanisms may be driving these changes in whole genome dynamics. Recent advances in live-cell microscopy now enable chromatin motion to be quantified throughout the whole nucleus. In addition, much work has improved quantification of single particle trajectories. This topic is particularly important to the field of DNA repair as there are a large number of unanswered questions that can be tackled by monitoring global chromatin movement. Foremost, is how local DNA repair mechanisms interact and change global chromatin structure and whether this impacts repair pathway choice or efficiency. In this review, we describe methodologies to monitor global chromatin movement putting them into context with the DNA repair field highlighting how these techniques can drive new discoveries.
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Affiliation(s)
- Haitham A Shaban
- Center for Advanced Imaging, Harvard University, Cambridge, MA, 02138, USA; Spectroscopy Department, Physics Division, National Research Centre, Dokki, 12622 Cairo, Egypt
| | - Andrew Seeber
- Center for Advanced Imaging, Harvard University, Cambridge, MA, 02138, USA.
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14
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Shaban HA, Seeber A. Monitoring the spatio-temporal organization and dynamics of the genome. Nucleic Acids Res 2020; 48:3423-3434. [PMID: 32123910 PMCID: PMC7144944 DOI: 10.1093/nar/gkaa135] [Citation(s) in RCA: 39] [Impact Index Per Article: 9.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/30/2019] [Revised: 02/17/2020] [Accepted: 02/23/2020] [Indexed: 12/22/2022] Open
Abstract
The spatio-temporal organization of chromatin in the eukaryotic cell nucleus is of vital importance for transcription, DNA replication and genome maintenance. Each of these activities is tightly regulated in both time and space. While we have a good understanding of chromatin organization in space, for example in fixed snapshots as a result of techniques like FISH and Hi-C, little is known about chromatin dynamics in living cells. The rapid development of flexible genomic loci imaging approaches can address fundamental questions on chromatin dynamics in a range of model organisms. Moreover, it is now possible to visualize not only single genomic loci but the whole genome simultaneously. These advances have opened many doors leading to insight into several nuclear processes including transcription and DNA repair. In this review, we discuss new chromatin imaging methods and how they have been applied to study transcription.
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Affiliation(s)
- Haitham A Shaban
- Center for Advanced Imaging, Harvard University, Cambridge, MA 02138, USA
- Spectroscopy Department, Physics Division, National Research Centre, Dokki, 12622 Cairo, Egypt
| | - Andrew Seeber
- Center for Advanced Imaging, Harvard University, Cambridge, MA 02138, USA
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15
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Liu H, Ye Z, Wang X, Wei L, Xiao L. Molecular and living cell dynamic assays with optical microscopy imaging techniques. Analyst 2019; 144:859-871. [PMID: 30444498 DOI: 10.1039/c8an01420e] [Citation(s) in RCA: 21] [Impact Index Per Article: 4.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/30/2022]
Abstract
Generally, the message elucidated by the conventional analytical methods overlooks the heterogeneity of single objects, where the behavior of individual molecules is shielded. With the advent of optical microscopy imaging techniques, it is possible to identify, visualize and track individual molecules or nanoparticles under a biological environment with high temporal and spatial resolution. In this work, we summarize the commonly adopted optical microscopy techniques for bio-analytical assays in living cells, including total internal reflection fluorescence microscopy (TIRFM), super-resolution optical microscopy (SRM), and dark-field optical microscopy (DFM). The basic principles of these methods and some recent interesting applications in molecular detection and single-particle tracking are introduced. Moreover, the development in high-dimensional optical microscopy to achieve three-dimensional (3-D) as well as sub-diffraction localization and tracking of biomolecules is also highlighted.
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Affiliation(s)
- Hua Liu
- State Key Laboratory of Medicinal Chemical Biology, Tianjin Key Laboratory of Biosensing and Molecular Recognition, College of Chemistry, Nankai University, Tianjin, 300071, China.
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16
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Abstract
Recent advances in both the technologies used to measure chromatin movement and the biophysical analysis used to model them have yielded a fuller understanding of chromatin dynamics and the polymer structure that underlies it. Changes in nucleosome packing, checkpoint kinase activation, the cell cycle, chromosomal tethers, and external forces acting on nuclei in response to external and internal stimuli can alter the basal mobility of DNA in interphase nuclei of yeast or mammalian cells. Although chromatin movement is assumed to be necessary for many DNA-based processes, including gene activation by distal enhancer–promoter interaction or sequence-based homology searches during double-strand break repair, experimental evidence supporting an essential role in these activities is sparse. Nonetheless, high-resolution tracking of chromatin dynamics has led to instructive models of the higher-order folding and flexibility of the chromatin polymer. Key regulators of chromatin motion in physiological conditions or after damage induction are reviewed here.
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Affiliation(s)
- Andrew Seeber
- Friedrich Miescher Institute for Biomedical Research, 4058 Basel, Switzerland
- Faculty of Natural Sciences, University of Basel, 4056 Basel, Switzerland
- Current affiliation: Harvard Center for Advanced Imaging, Cambridge, MA 02138, USA
| | - Michael H. Hauer
- Friedrich Miescher Institute for Biomedical Research, 4058 Basel, Switzerland
- Faculty of Natural Sciences, University of Basel, 4056 Basel, Switzerland
| | - Susan M. Gasser
- Friedrich Miescher Institute for Biomedical Research, 4058 Basel, Switzerland
- Faculty of Natural Sciences, University of Basel, 4056 Basel, Switzerland
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17
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Dultz E, Mancini R, Polles G, Vallotton P, Alber F, Weis K. Quantitative imaging of chromatin decompaction in living cells. Mol Biol Cell 2018; 29:1763-1777. [PMID: 29771637 DOI: 10.1101/219253] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 05/27/2023] Open
Abstract
Chromatin organization is highly dynamic and regulates transcription. Upon transcriptional activation, chromatin is remodeled and referred to as "open," but quantitative and dynamic data of this decompaction process are lacking. Here, we have developed a quantitative high resolution-microscopy assay in living yeast cells to visualize and quantify chromatin dynamics using the GAL7-10-1 locus as a model system. Upon transcriptional activation of these three clustered genes, we detect an increase of the mean distance across this locus by >100 nm. This decompaction is linked to active transcription but is not sensitive to the histone deacetylase inhibitor trichostatin A or to deletion of the histone acetyl transferase Gcn5. In contrast, the deletion of SNF2 (encoding the ATPase of the SWI/SNF chromatin remodeling complex) or the deactivation of the histone chaperone complex FACT lead to a strongly reduced decompaction without significant effects on transcriptional induction in FACT mutants. Our findings are consistent with nucleosome remodeling and eviction activities being major contributors to chromatin reorganization during transcription but also suggest that transcription can occur in the absence of detectable decompaction.
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Affiliation(s)
- Elisa Dultz
- Institute of Biochemistry, Department of Biology, ETH Zurich, 8093 Zurich, Switzerland
| | - Roberta Mancini
- Institute of Biochemistry, Department of Biology, ETH Zurich, 8093 Zurich, Switzerland
| | - Guido Polles
- Molecular and Computational Biology, University of Southern California, Los Angeles, CA 90089
| | - Pascal Vallotton
- Institute of Biochemistry, Department of Biology, ETH Zurich, 8093 Zurich, Switzerland
| | - Frank Alber
- Molecular and Computational Biology, University of Southern California, Los Angeles, CA 90089
| | - Karsten Weis
- Institute of Biochemistry, Department of Biology, ETH Zurich, 8093 Zurich, Switzerland
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18
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Observing DNA in live cells. Biochem Soc Trans 2018; 46:729-740. [PMID: 29871877 DOI: 10.1042/bst20170301] [Citation(s) in RCA: 13] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/10/2018] [Revised: 03/26/2018] [Accepted: 05/01/2018] [Indexed: 12/17/2022]
Abstract
The structural organization and dynamics of DNA are known to be of paramount importance in countless cellular processes, but capturing these events poses a unique challenge. Fluorescence microscopy is well suited for these live-cell investigations, but requires attaching fluorescent labels to the species under investigation. Over the past several decades, a suite of techniques have been developed for labeling and imaging DNA, each with various advantages and drawbacks. Here, we provide an overview of the labeling and imaging tools currently available for visualizing DNA in live cells, and discuss their suitability for various applications.
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19
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Dultz E, Mancini R, Polles G, Vallotton P, Alber F, Weis K. Quantitative imaging of chromatin decompaction in living cells. Mol Biol Cell 2018; 29:1763-1777. [PMID: 29771637 PMCID: PMC6080713 DOI: 10.1091/mbc.e17-11-0648] [Citation(s) in RCA: 15] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/06/2023] Open
Abstract
Chromatin organization is highly dynamic and regulates transcription. Upon transcriptional activation, chromatin is remodeled and referred to as “open,” but quantitative and dynamic data of this decompaction process are lacking. Here, we have developed a quantitative high resolution–microscopy assay in living yeast cells to visualize and quantify chromatin dynamics using the GAL7-10-1 locus as a model system. Upon transcriptional activation of these three clustered genes, we detect an increase of the mean distance across this locus by >100 nm. This decompaction is linked to active transcription but is not sensitive to the histone deacetylase inhibitor trichostatin A or to deletion of the histone acetyl transferase Gcn5. In contrast, the deletion of SNF2 (encoding the ATPase of the SWI/SNF chromatin remodeling complex) or the deactivation of the histone chaperone complex FACT lead to a strongly reduced decompaction without significant effects on transcriptional induction in FACT mutants. Our findings are consistent with nucleosome remodeling and eviction activities being major contributors to chromatin reorganization during transcription but also suggest that transcription can occur in the absence of detectable decompaction.
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Affiliation(s)
- Elisa Dultz
- Institute of Biochemistry, Department of Biology, ETH Zurich, 8093 Zurich, Switzerland
| | - Roberta Mancini
- Institute of Biochemistry, Department of Biology, ETH Zurich, 8093 Zurich, Switzerland
| | - Guido Polles
- Molecular and Computational Biology, University of Southern California, Los Angeles, CA 90089
| | - Pascal Vallotton
- Institute of Biochemistry, Department of Biology, ETH Zurich, 8093 Zurich, Switzerland
| | - Frank Alber
- Molecular and Computational Biology, University of Southern California, Los Angeles, CA 90089
| | - Karsten Weis
- Institute of Biochemistry, Department of Biology, ETH Zurich, 8093 Zurich, Switzerland
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20
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Gustavsson AK, Petrov PN, Moerner WE. Light sheet approaches for improved precision in 3D localization-based super-resolution imaging in mammalian cells [Invited]. OPTICS EXPRESS 2018; 26:13122-13147. [PMID: 29801343 PMCID: PMC6005674 DOI: 10.1364/oe.26.013122] [Citation(s) in RCA: 15] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/26/2018] [Accepted: 03/30/2018] [Indexed: 05/08/2023]
Abstract
The development of imaging techniques beyond the diffraction limit has paved the way for detailed studies of nanostructures and molecular mechanisms in biological systems. Imaging thicker samples, such as mammalian cells and tissue, in all three dimensions, is challenging due to increased background and volumes to image. Light sheet illumination is a method that allows for selective irradiation of the image plane, and its inherent optical sectioning capability allows for imaging of biological samples with reduced background, photobleaching, and photodamage. In this review, we discuss the advantage of combining single-molecule imaging with light sheet illumination. We begin by describing the principles of single-molecule localization microscopy and of light sheet illumination. Finally, we present examples of designs that successfully have married single-molecule super-resolution imaging with light sheet illumination for improved precision in mammalian cells.
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21
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Gustavsson AK, Petrov PN, Lee MY, Shechtman Y, Moerner WE. Tilted Light Sheet Microscopy with 3D Point Spread Functions for Single-Molecule Super-Resolution Imaging in Mammalian Cells. PROCEEDINGS OF SPIE--THE INTERNATIONAL SOCIETY FOR OPTICAL ENGINEERING 2018; 10500:105000M. [PMID: 29681676 PMCID: PMC5906058 DOI: 10.1117/12.2288443] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/08/2023]
Abstract
To obtain a complete picture of subcellular nanostructures, cells must be imaged with high resolution in all three dimensions (3D). Here, we present tilted light sheet microscopy with 3D point spread functions (TILT3D), an imaging platform that combines a novel, tilted light sheet illumination strategy with engineered long axial range point spread functions (PSFs) for low-background, 3D super localization of single molecules as well as 3D super-resolution imaging in thick cells. TILT3D is built upon a standard inverted microscope and has minimal custom parts. The axial positions of the single molecules are encoded in the shape of the PSF rather than in the position or thickness of the light sheet, and the light sheet can therefore be formed using simple optics. The result is flexible and user-friendly 3D super-resolution imaging with tens of nm localization precision throughout thick mammalian cells. We validated TILT3D for 3D super-resolution imaging in mammalian cells by imaging mitochondria and the full nuclear lamina using the double-helix PSF for single-molecule detection and the recently developed Tetrapod PSF for fiducial bead tracking and live axial drift correction. We envision TILT3D to become an important tool not only for 3D super-resolution imaging, but also for live whole-cell single-particle and single-molecule tracking.
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Affiliation(s)
- Anna-Karin Gustavsson
- Dept. of Chemistry, Stanford University, 375 North-South Axis, Stanford, CA, USA 94305-4401
- Dept. of Biosciences and Nutrition, Karolinska Institutet, Stockholm, Sweden 17111
| | - Petar N. Petrov
- Dept. of Chemistry, Stanford University, 375 North-South Axis, Stanford, CA, USA 94305-4401
| | - Maurice Y. Lee
- Dept. of Chemistry, Stanford University, 375 North-South Axis, Stanford, CA, USA 94305-4401
- Biophysics Program, Stanford University, 375 North-South Axis, Stanford, CA, USA 94305-4401
| | - Yoav Shechtman
- Dept. of Chemistry, Stanford University, 375 North-South Axis, Stanford, CA, USA 94305-4401
| | - W. E. Moerner
- Dept. of Chemistry, Stanford University, 375 North-South Axis, Stanford, CA, USA 94305-4401
- Biophysics Program, Stanford University, 375 North-South Axis, Stanford, CA, USA 94305-4401
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22
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Gustavsson AK, Petrov PN, Lee MY, Shechtman Y, Moerner WE. 3D single-molecule super-resolution microscopy with a tilted light sheet. Nat Commun 2018; 9:123. [PMID: 29317629 PMCID: PMC5760554 DOI: 10.1038/s41467-017-02563-4] [Citation(s) in RCA: 105] [Impact Index Per Article: 17.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/14/2017] [Accepted: 12/11/2017] [Indexed: 12/24/2022] Open
Abstract
Tilted light sheet microscopy with 3D point spread functions (TILT3D) combines a novel, tilted light sheet illumination strategy with long axial range point spread functions (PSFs) for low-background, 3D super-localization of single molecules as well as 3D super-resolution imaging in thick cells. Because the axial positions of the single emitters are encoded in the shape of each single-molecule image rather than in the position or thickness of the light sheet, the light sheet need not be extremely thin. TILT3D is built upon a standard inverted microscope and has minimal custom parts. The result is simple and flexible 3D super-resolution imaging with tens of nm localization precision throughout thick mammalian cells. We validate TILT3D for 3D super-resolution imaging in mammalian cells by imaging mitochondria and the full nuclear lamina using the double-helix PSF for single-molecule detection and the recently developed tetrapod PSFs for fiducial bead tracking and live axial drift correction.
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Affiliation(s)
- Anna-Karin Gustavsson
- Department of Chemistry, Stanford University, Stanford, CA, 94305, USA.,Department of Biosciences and Nutrition, Karolinska Institutet, Stockholm, SE-17177, Sweden
| | - Petar N Petrov
- Department of Chemistry, Stanford University, Stanford, CA, 94305, USA
| | - Maurice Y Lee
- Department of Chemistry, Stanford University, Stanford, CA, 94305, USA.,Biophysics Program, Stanford University, Stanford, CA, 94305, USA
| | - Yoav Shechtman
- Department of Chemistry, Stanford University, Stanford, CA, 94305, USA.,Biomedical Engineering Department, Technion, Israel Institute of Technology, Haifa, 3200003, Israel
| | - W E Moerner
- Department of Chemistry, Stanford University, Stanford, CA, 94305, USA. .,Biophysics Program, Stanford University, Stanford, CA, 94305, USA.
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