Optimal precision and accuracy in 4Pi-STORM using dynamic spline PSF models.


Journal

Nature methods
ISSN: 1548-7105
Titre abrégé: Nat Methods
Pays: United States
ID NLM: 101215604

Informations de publication

Date de publication:
05 2022
Historique:
received: 28 05 2021
accepted: 23 03 2022
pubmed: 17 5 2022
medline: 24 5 2022
entrez: 16 5 2022
Statut: ppublish

Résumé

Coherent fluorescence imaging with two objective lenses (4Pi detection) enables single-molecule localization microscopy with sub-10 nm spatial resolution in three dimensions. Despite its outstanding sensitivity, wider application of this technique has been hindered by complex instrumentation and the challenging nature of the data analysis. Here we report the development of a 4Pi-STORM microscope, which obtains optimal resolution and accuracy by modeling the 4Pi point spread function (PSF) dynamically while also using a simpler optical design. Dynamic spline PSF models incorporate fluctuations in the modulation phase of the experimentally determined PSF, capturing the temporal evolution of the optical system. Our method reaches the theoretical limits for precision and minimizes phase-wrapping artifacts by making full use of the information content of the data. 4Pi-STORM achieves a near-isotropic three-dimensional localization precision of 2-3 nm, and we demonstrate its capabilities by investigating protein and nucleic acid organization in primary neurons and mammalian mitochondria.

Identifiants

pubmed: 35577958
doi: 10.1038/s41592-022-01465-8
pii: 10.1038/s41592-022-01465-8
pmc: PMC9119851
doi:

Types de publication

Journal Article Research Support, Non-U.S. Gov't

Langues

eng

Sous-ensembles de citation

IM

Pagination

603-612

Informations de copyright

© 2022. The Author(s).

Références

Hell, S. W. Far-field optical nanoscopy. Science 316, 1153–1158 (2007).
pubmed: 17525330 doi: 10.1126/science.1137395
Sahl, S. J., Hell, S. W. & Jakobs, S. Fluorescence nanoscopy in cell biology. Nat. Rev. Mol. Cell Biol. 18, 685–701 (2017).
pubmed: 28875992 doi: 10.1038/nrm.2017.71
Sigal, Y. M., Zhou, R. & Zhuang, X. Visualizing and discovering cellular structures with super-resolution microscopy. Science 361, 880–887 (2018).
pubmed: 30166485 pmcid: 6535400 doi: 10.1126/science.aau1044
Hell, S. & Stelzer, E. H. K. Properties of a 4Pi confocal fluorescence microscope. J. Opt. Soc. Am. 9, 2159–2166 (1992).
doi: 10.1364/JOSAA.9.002159
Hell, S. W., Stelzer, E. H. K., Lindek, S. & Cremer, C. Confocal microscopy with an increased detection aperture–type-B 4Pi confocal microscopy. Opt. Lett. 19, 222–224 (1994).
pubmed: 19829598 doi: 10.1364/OL.19.000222
Gustafsson, M. G. L., Agard, D. A. & Sedat, J. W. Sevenfold improvement of axial resolution in 3D wide-field microscopy using two objective lenses. Proc. SPIE. 2412, 147–156 (1995).
doi: 10.1117/12.205334
Betzig, E. et al. Imaging intracellular fluorescent proteins at nanometer resolution. Science 313, 1642–1645 (2006).
pubmed: 16902090 doi: 10.1126/science.1127344
Hess, S. T., Girirajan, T. P. & Mason, M. D. Ultra-high resolution imaging by fluorescence photoactivation localization microscopy. Biophys. J. 91, 4258–4272 (2006).
pubmed: 16980368 pmcid: 1635685 doi: 10.1529/biophysj.106.091116
Rust, M. J., Bates, M. & Zhuang, X. Sub-diffraction-limit imaging by stochastic optical reconstruction microscopy (STORM). Nat. Methods 3, 793–795 (2006).
pubmed: 16896339 pmcid: 2700296 doi: 10.1038/nmeth929
von Middendorff, C., Egner, A., Geisler, C., Hell, S. W. & Schönle, A. Isotropic 3D nanoscopy based on single emitter switching. Opt. Express 16, 20774–20788 (2008).
doi: 10.1364/OE.16.020774
Shtengel, G. et al. Interferometric fluorescent super-resolution microscopy resolves 3D cellular ultrastructure. Proc. Natl Acad. Sci. USA 106, 3125–3130 (2009).
pubmed: 19202073 pmcid: 2637278 doi: 10.1073/pnas.0813131106
Aquino, D. et al. Two-color nanoscopy of three-dimensional volumes by 4Pi detection of stochastically switched fluorophores. Nat. Methods 8, 353–359 (2011).
pubmed: 21399636 doi: 10.1038/nmeth.1583
Huang, F. et al. Ultra-high resolution 3D imaging of whole cells. Cell 166, 1028–1040 (2016).
pubmed: 27397506 pmcid: 5005454 doi: 10.1016/j.cell.2016.06.016
Kanchanawong, P. et al. Nanoscale architecture of integrin-based cell adhesions. Nature 468, 580–584 (2010).
pubmed: 21107430 pmcid: 3046339 doi: 10.1038/nature09621
Case, L. B. et al. Molecular mechanism of vinculin activation and nanoscale spatial organization in focal adhesions. Nat. Cell Biol. 17, 880–892 (2015).
pubmed: 26053221 pmcid: 4490039 doi: 10.1038/ncb3180
Brown, T. A. et al. Superresolution fluorescence imaging of mitochondrial nucleoids reveals their spatial range, limits and membrane interaction. Mol. Cell. Biol. 31, 4994–5010 (2011).
pubmed: 22006021 pmcid: 3233019
Babcock, H. P. & Zhuang, X. Analyzing single-molecule localization microscopy data using cubic splines. Sci. Rep. 7, 552 (2017).
pubmed: 28373678 pmcid: 5428856 doi: 10.1038/s41598-017-00622-w
Li, Y. et al. Real-time 3D single-molecule localization using experimental point spread functions. Nat. Methods 15, 367–369 (2018).
pubmed: 29630062 pmcid: 6009849 doi: 10.1038/nmeth.4661
Przybylski, A., Thiel, B., Keller-Findeisen, J., Stock, B. & Bates, M. Gpufit: an open-source toolkit for GPU-accelerated curve fitting. Sci. Rep. 7, 15722 (2017).
pubmed: 29146965 pmcid: 5691161 doi: 10.1038/s41598-017-15313-9
Bates, M., Huang, B., Dempsey, G. T. & Zhuang, X. Multicolor super-resolution imaging with photo-switchable fluorescent probes. Science 317, 1749–1753 (2007).
pubmed: 17702910 pmcid: 2633025 doi: 10.1126/science.1146598
Huang, B., Wang, W., Bates, M. & Zhuang, X. Three-dimensional super-resolution imaging by stochastic optical reconstruction microscopy. Science 319, 810–813 (2008).
pubmed: 18174397 pmcid: 2633023 doi: 10.1126/science.1153529
Zhang, Y. et al. Nanoscale subcellular architecture revealed by multicolor three-dimensional salvaged fluorescence imaging. Nat. Methods 17, 225–231 (2020).
pubmed: 31907447 pmcid: 7028321 doi: 10.1038/s41592-019-0676-4
Liu, S. & Huang, F. Enhanced 4Pi single-molecule localization microscopy with coherent pupil-based localization. Commun. Biol. 3, 220 (2020).
pubmed: 32385402 pmcid: 7210115 doi: 10.1038/s42003-020-0908-2
Shroff, H., Galbraith, C. G., Galbraith, J. A. & Betzig, E. Live-cell photoactivated localization microscopy of nanoscale adhesion dynamics. Nat. Methods 5, 417–423 (2008).
pubmed: 18408726 pmcid: 5225950 doi: 10.1038/nmeth.1202
Bates, M., Huang, B. & Zhuang, X. Super-resolution microscopy by nanoscale localization of photo-switchable fluorescent probes. Curr. Opin. Chem. Biol. 12, 505–514 (2008).
pubmed: 18809508 pmcid: 2642911 doi: 10.1016/j.cbpa.2008.08.008
Li, Y. et al. Accurate 4Pi single-molecule localization using an experimental PSF model. Opt. Lett. 45, 3765–3768 (2020).
pubmed: 32630949 doi: 10.1364/OL.397754
Xu, K., Zhong, G. & Zhuang, X. Actin, spectrin, and associated proteins form a periodic cytoskeletal structure in axons. Science 339, 452–456 (2013).
pubmed: 23239625 doi: 10.1126/science.1232251
D’Este, E., Kamin, D., Göttfert, F., El-Hady, A. & Hell, S. W. STED nanoscopy reveals the ubiquity of subcortical cytoskeleton periodicity in living neurons. Cell Rep. 10, 1246–1251 (2015).
pubmed: 25732815 doi: 10.1016/j.celrep.2015.02.007
Bennett, V. & Healy, J. Membrane domains based on ankyrin and spectrin associated with cell–cell interactions. Cold Spring Harb. Perspect. Biol. 1, a003012 (2009).
Vassilopoulos, S., Gibaud, S., Jimenez, A., Caillol, G. & Leterrier, C. Ultrastructure of the axonal periodic scaffold reveals a braid-like organization of actin rings. Nat. Commun. 10, 5803 (2019).
pubmed: 31862971 pmcid: 6925202 doi: 10.1038/s41467-019-13835-6
Wang, T. et al. Radial contractility of actomyosin rings facilitates axonal trafficking and structural stability. J. Cell Biol. 219, e201902001(2020).
Huang, B., Jones, S. A., Brandenburg, B. & Zhuang, X. Whole-cell 3D STORM reveals interactions between cellular structures with nanometer-scale resolution. Nat. Methods 5, 1047–1052 (2008).
pubmed: 19029906 pmcid: 2596623 doi: 10.1038/nmeth.1274
Pape, J. K. et al. Multicolor 3D MINFLUX nanoscopy of mitochondrial MICOS proteins. Proc. Natl Acad. Sci. USA 117, 20607–20614 (2020).
pubmed: 32788360 pmcid: 7456099 doi: 10.1073/pnas.2009364117
Testa, I. et al. Multicolor fluorescence nanoscopy in fixed and living cells by exciting conventional fluorophores with a single wavelength. Biophys. J. 99, 2686–2694 (2010).
pubmed: 20959110 pmcid: 2956215 doi: 10.1016/j.bpj.2010.08.012
Kukat, C. et al. Super-resolution microscopy reveals that mammalian mitochondrial nucleoids have a uniform size and frequently contain a single copy of mtDNA. Proc. Natl Acad. Sci. USA 108, 13534–13539 (2011).
pubmed: 21808029 pmcid: 3158146 doi: 10.1073/pnas.1109263108
Kukat, C. et al. Cross-strand binding of TFAM to a single mtDNA molecule forms the mitochondrial nucleoid. Proc. Natl Acad. Sci. USA 112, 11288–11293 (2015).
pubmed: 26305956 pmcid: 4568684 doi: 10.1073/pnas.1512131112
Stephan, T., Roesch, A., Riedel, D. & Jakobs, S. Live-cell STED nanoscopy of mitochondrial cristae. Sci. Rep. 9, 12419 (2019).
pubmed: 31455826 pmcid: 6712041 doi: 10.1038/s41598-019-48838-2
Backlund, M. P., Shechtman, Y. & Walsworth, R. L. Fundamental precision bounds for three-dimensional optical localization microscopy with Poisson statistics. Phys. Rev. Lett. 121, 023904 (2018).
pubmed: 30085695 doi: 10.1103/PhysRevLett.121.023904
Jouchet, P. et al. Nanometric axial localization of single fluorescent molecules with modulated excitation. Nat. Photonics 15, 297–304 (2021).
doi: 10.1038/s41566-020-00749-9
Gu, L. et al. Molecular-scale axial localization by repetitive optical selective exposure. Nat. Methods 18, 369–373 (2021).
pubmed: 33795876 doi: 10.1038/s41592-021-01099-2
Bates, M., Blosser, T. R. & Zhuang, X. Short-range spectroscopic ruler based on a single-molecule optical switch. Phys. Rev. Lett. 94, 108101 (2005).
pubmed: 15783528 pmcid: 2652517 doi: 10.1103/PhysRevLett.94.108101
Thevathasan, J. V. et al. Nuclear pores as versatile reference standards for quantitative superresolution microscopy. Nat. Methods 16, 1045–1053 (2019).
pubmed: 31562488 pmcid: 6768092 doi: 10.1038/s41592-019-0574-9
Swoboda, M. et al. Enzymatic oxygen scavenging for photostability without pH drop in single-molecule experiments. ACS Nano 6, 6364–6369 (2012).
pubmed: 22703450 pmcid: 3403312 doi: 10.1021/nn301895c
Wang, Y. et al. Localization events-based sample drift correction for localization microscopy with redundant cross-correlation algorithm. Opt. Express 22, 15982–15991 (2014).
pubmed: 24977854 pmcid: 4162368 doi: 10.1364/OE.22.015982

Auteurs

Mark Bates (M)

Department of NanoBiophotonics, Max Planck Institute for Biophysical Chemistry, Göttingen, Germany. mark.bates@mpibpc.mpg.de.
Department of Optical Nanoscopy, Institute for NanoPhotonics, Göttingen, Germany. mark.bates@mpibpc.mpg.de.

Jan Keller-Findeisen (J)

Department of NanoBiophotonics, Max Planck Institute for Biophysical Chemistry, Göttingen, Germany.

Adrian Przybylski (A)

Department of NanoBiophotonics, Max Planck Institute for Biophysical Chemistry, Göttingen, Germany.

Andreas Hüper (A)

Department of NanoBiophotonics, Max Planck Institute for Biophysical Chemistry, Göttingen, Germany.

Till Stephan (T)

Department of NanoBiophotonics, Max Planck Institute for Biophysical Chemistry, Göttingen, Germany.
Clinic of Neurology, University Medical Center Göttingen, Göttingen, Germany.

Peter Ilgen (P)

Department of NanoBiophotonics, Max Planck Institute for Biophysical Chemistry, Göttingen, Germany.
Clinic of Neurology, University Medical Center Göttingen, Göttingen, Germany.

Angel R Cereceda Delgado (AR)

Department of NanoBiophotonics, Max Planck Institute for Biophysical Chemistry, Göttingen, Germany.
Department of Optical Nanoscopy, Max Planck Institute for Medical Research, Heidelberg, Germany.

Elisa D'Este (E)

Optical Microscopy Facility, Max Planck Institute for Medical Research, Heidelberg, Germany.

Alexander Egner (A)

Department of Optical Nanoscopy, Institute for NanoPhotonics, Göttingen, Germany.

Stefan Jakobs (S)

Department of NanoBiophotonics, Max Planck Institute for Biophysical Chemistry, Göttingen, Germany.
Clinic of Neurology, University Medical Center Göttingen, Göttingen, Germany.

Steffen J Sahl (SJ)

Department of NanoBiophotonics, Max Planck Institute for Biophysical Chemistry, Göttingen, Germany.

Stefan W Hell (SW)

Department of NanoBiophotonics, Max Planck Institute for Biophysical Chemistry, Göttingen, Germany. stefan.hell@mpibpc.mpg.de.
Department of Optical Nanoscopy, Max Planck Institute for Medical Research, Heidelberg, Germany. stefan.hell@mpibpc.mpg.de.

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