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PSF shaping using adaptive optics for three-dimensional single-molecule super-resolution imaging and trackingIgnacio Izeddin, Mohamed El Beheiry, Jordi Andilla, Daniel Ciepielewski, Xavier Darzacq, and Maxime Dahan »View Author Affiliations
Ignacio Izeddin,1,2
Mohamed El Beheiry,1
Jordi Andilla,3,4
Daniel Ciepielewski,5
Xavier Darzacq,2,6
and Maxime Dahan1,*
1Laboratoire Kastler Brossel, CNRS UMR 8552, Département de Physique et Institut de Biologie de l’Ecole Normale Supérieure, Université Pierre et Marie Curie-Paris6, 46 rue d’Ulm 75230 Paris cedex 05, France 2Laboratoire de Génétique Moléculaire, UMR 8541 (ENS, CNRS, UMPC), Ecole Normale Supérieure, 46 rue d’Ulm 75230 Paris cedex 05, France 3Imagine Optic, 18 rue Charles de Gaulle 91400 Orsay, France 4Currently at: ICFO-Institut de Ciencies Fotoniques, Mediterranean Technology Park, 08860 Castelldefels (Barcelona), Spain 5Nikon France, 191 rue du Marché Rollay 94500 Champigny sur Marne, France 6darzacq@biologie.ens.fr *Corresponding author: maxime.dahan@lkb.ens.fr |
Optics Express, Vol. 20, Issue 5, pp. 4957-4967 (2012)
http://dx.doi.org/10.1364/OE.20.004957
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Abstract
We present a novel approach for three-dimensional localization of single molecules using adaptive optics. A 52-actuator deformable mirror is used to both correct aberrations and induce two-dimensional astigmatism in the point-spread-function. The dependence of the z-localization precision on the degree of astigmatism is discussed. We achieve a z-localization precision of 40 nm for fluorescent proteins and 20 nm for fluorescent dyes, over an axial depth of ~800 nm. We illustrate the capabilities of our approach for three-dimensional high-resolution microscopy with super-resolution images of actin filaments in fixed cells and single-molecule tracking of quantum-dot labeled transmembrane proteins in live HeLa cells.
© 2012 OSA
OCIS Codes
(120.3890) Instrumentation, measurement, and metrology : Medical optics instrumentation
(180.6900) Microscopy : Three-dimensional microscopy
(110.1080) Imaging systems : Active or adaptive optics
ToC Category:
Microscopy
History
Original Manuscript: December 22, 2011
Revised Manuscript: February 6, 2012
Manuscript Accepted: February 8, 2012
Published: February 13, 2012
Virtual Issues
Vol. 7, Iss. 4 Virtual Journal for Biomedical Optics
Citation
Ignacio Izeddin, Mohamed El Beheiry, Jordi Andilla, Daniel Ciepielewski, Xavier Darzacq, and Maxime Dahan, "PSF shaping using adaptive optics for three-dimensional single-molecule super-resolution imaging and tracking," Opt. Express 20, 4957-4967 (2012)
http://www.opticsinfobase.org/oe/abstract.cfm?URI=oe-20-5-4957
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References
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- E. Betzig, G. H. Patterson, R. Sougrat, O. W. Lindwasser, S. Olenych, J. S. Bonifacino, M. W. Davidson, J. Lippincott-Schwartz, and H. F. Hess, “Imaging intracellular fluorescent proteins at nanometer resolution,” Science313(5793), 1642–1645 (2006). [CrossRef] [PubMed]
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- M. J. Booth, M. Neil, and T. Wilson, “Aberration correction for confocal imaging in refractive‐index‐mismatched media,” J. Microsc.192(2), 90–98 (1998). [CrossRef]
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- M. K. Cheezum, W. F. Walker, and W. H. Guilford, “Quantitative comparison of algorithms for tracking single fluorescent particles,” Biophys. J.81(4), 2378–2388 (2001). [CrossRef] [PubMed]
- F. Pinaud, S. Clarke, A. Sittner, and M. Dahan, “Probing cellular events, one quantum dot at a time,” Nat. Methods7(4), 275–285 (2010). [CrossRef] [PubMed]
- O. Azucena, J. Crest, S. Kotadia, W. Sullivan, X. Tao, M. Reinig, D. Gavel, S. Olivier, and J. Kubby, “Adaptive optics wide-field microscopy using direct wavefront sensing,” Opt. Lett.36(6), 825–827 (2011). [CrossRef] [PubMed]
- O. Azucena, J. Crest, J. Cao, W. Sullivan, P. Kner, D. Gavel, D. Dillon, S. Olivier, and J. Kubby, “Wavefront aberration measurements and corrections through thick tissue using fluorescent microsphere reference beacons,” Opt. Express18(16), 17521–17532 (2010). [CrossRef] [PubMed]
- I. Izeddin, J. Boulanger, V. Racine, C. Specht, A. Kechkar, D. Nair, A. Triller, D. Choquet, M. Dahan, and J. Sibarita, “Wavelet analysis for single molecule localization microscopy,” Opt. Express20(3), 2081–2095 (2012). [CrossRef]
- I. Izeddin, C. G. Specht, M. Lelek, X. Darzacq, A. Triller, C. Zimmer, and M. Dahan, “Super-resolution dynamic imaging of dendritic spines using a low-affinity photoconvertible actin probe,” PLoS ONE6(1), e15611 (2011). [CrossRef] [PubMed]
- F. Pinaud, S. Clarke, A. Sittner, and M. Dahan, “Probing cellular events, one quantum dot at a time,” Nat. Methods7(4), 275–285 (2010). [CrossRef] [PubMed]
- H. Bannai, S. Lévi, C. Schweizer, M. Dahan, and A. Triller, “Imaging the lateral diffusion of membrane molecules with quantum dots,” Nat. Protoc.1(6), 2628–2634 (2007). [CrossRef] [PubMed]
- M. Dahan, S. Lévi, C. Luccardini, P. Rostaing, B. Riveau, and A. Triller, “Diffusion dynamics of glycine receptors revealed by single-quantum dot tracking,” Science302(5644), 442–445 (2003). [CrossRef] [PubMed]
- I. Izeddin, C. G. Specht, M. Lelek, X. Darzacq, A. Triller, C. Zimmer, and M. Dahan, “Super-resolution dynamic imaging of dendritic spines using a low-affinity photoconvertible actin probe,” PLoS ONE6(1), e15611 (2011). [CrossRef] [PubMed]
- G. Patterson, M. Davidson, S. Manley, and J. Lippincott-Schwartz, “Superresolution imaging using single-molecule localization,” Annu. Rev. Phys. Chem.61(1), 345–367 (2010). [CrossRef] [PubMed]
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- E. Betzig, G. H. Patterson, R. Sougrat, O. W. Lindwasser, S. Olenych, J. S. Bonifacino, M. W. Davidson, J. Lippincott-Schwartz, and H. F. Hess, “Imaging intracellular fluorescent proteins at nanometer resolution,” Science313(5793), 1642–1645 (2006). [CrossRef] [PubMed]
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- R. Henriques, M. Lelek, E. F. Fornasiero, F. Valtorta, C. Zimmer, and M. M. Mhlanga, “QuickPALM: 3D real-time photoactivation nanoscopy image processing in ImageJ,” Nat. Methods7(5), 339–340 (2010). [CrossRef] [PubMed]
- S. Forrest, “Genetic algorithms: principles of natural selection applied to computation,” Science261(5123), 872–878 (1993). [CrossRef] [PubMed]
- P. N. Hedde, J. Fuchs, F. Oswald, J. Wiedenmann, and G. U. Nienhaus, “Online image analysis software for photoactivation localization microscopy,” Nat. Methods6(10), 689–690 (2009). [CrossRef] [PubMed]
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- O. Azucena, J. Crest, S. Kotadia, W. Sullivan, X. Tao, M. Reinig, D. Gavel, S. Olivier, and J. Kubby, “Adaptive optics wide-field microscopy using direct wavefront sensing,” Opt. Lett.36(6), 825–827 (2011). [CrossRef] [PubMed]
- O. Azucena, J. Crest, J. Cao, W. Sullivan, P. Kner, D. Gavel, D. Dillon, S. Olivier, and J. Kubby, “Wavefront aberration measurements and corrections through thick tissue using fluorescent microsphere reference beacons,” Opt. Express18(16), 17521–17532 (2010). [CrossRef] [PubMed]
- G. Shtengel, J. A. Galbraith, C. G. Galbraith, J. Lippincott-Schwartz, J. M. Gillette, S. Manley, R. Sougrat, C. M. Waterman, P. Kanchanawong, M. W. Davidson, R. D. Fetter, and H. F. Hess, “Interferometric fluorescent super-resolution microscopy resolves 3D cellular ultrastructure,” Proc. Natl. Acad. Sci. U.S.A.106(9), 3125–3130 (2009). [CrossRef] [PubMed]
- F. V. Subach, G. H. Patterson, S. Manley, J. M. Gillette, J. Lippincott-Schwartz, and V. V. Verkhusha, “Photoactivatable mCherry for high-resolution two-color fluorescence microscopy,” Nat. Methods6(2), 153–159 (2009). [CrossRef] [PubMed]
- S. T. Hess, T. P. K. Girirajan, and M. D. Mason, “Ultra-high resolution imaging by fluorescence photoactivation localization microscopy,” Biophys. J.91(11), 4258–4272 (2006). [CrossRef] [PubMed]
- M. F. Juette, T. J. Gould, M. D. Lessard, M. J. Mlodzianoski, B. S. Nagpure, B. T. Bennett, S. T. Hess, and J. Bewersdorf, “Three-dimensional sub-100 nm resolution fluorescence microscopy of thick samples,” Nat. Methods5(6), 527–529 (2008). [CrossRef] [PubMed]
- M. K. Cheezum, W. F. Walker, and W. H. Guilford, “Quantitative comparison of algorithms for tracking single fluorescent particles,” Biophys. J.81(4), 2378–2388 (2001). [CrossRef] [PubMed]
- P. N. Hedde, J. Fuchs, F. Oswald, J. Wiedenmann, and G. U. Nienhaus, “Online image analysis software for photoactivation localization microscopy,” Nat. Methods6(10), 689–690 (2009). [CrossRef] [PubMed]
- S. van de Linde, A. Löschberger, T. Klein, M. Heidbreder, S. Wolter, M. Heilemann, and M. Sauer, “Direct stochastic optical reconstruction microscopy with standard fluorescent probes,” Nat. Protoc.6(7), 991–1009 (2011). [CrossRef] [PubMed]
- S. van de Linde, A. Löschberger, T. Klein, M. Heidbreder, S. Wolter, M. Heilemann, and M. Sauer, “Direct stochastic optical reconstruction microscopy with standard fluorescent probes,” Nat. Protoc.6(7), 991–1009 (2011). [CrossRef] [PubMed]
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- S. R. P. Pavani, M. A. Thompson, J. S. Biteen, S. J. Lord, N. Liu, R. J. Twieg, R. Piestun, and W. E. Moerner, “Three-dimensional, single-molecule fluorescence imaging beyond the diffraction limit by using a double-helix point spread function,” Proc. Natl. Acad. Sci. U.S.A.106(9), 2995–2999 (2009). [CrossRef] [PubMed]
- R. E. Thompson, D. R. Larson, and W. W. Webb, “Precise nanometer localization analysis for individual fluorescent probes,” Biophys. J.82(5), 2775–2783 (2002). [CrossRef] [PubMed]
- I. Izeddin, J. Boulanger, V. Racine, C. Specht, A. Kechkar, D. Nair, A. Triller, D. Choquet, M. Dahan, and J. Sibarita, “Wavelet analysis for single molecule localization microscopy,” Opt. Express20(3), 2081–2095 (2012). [CrossRef]
- I. Izeddin, C. G. Specht, M. Lelek, X. Darzacq, A. Triller, C. Zimmer, and M. Dahan, “Super-resolution dynamic imaging of dendritic spines using a low-affinity photoconvertible actin probe,” PLoS ONE6(1), e15611 (2011). [CrossRef] [PubMed]
- H. Bannai, S. Lévi, C. Schweizer, M. Dahan, and A. Triller, “Imaging the lateral diffusion of membrane molecules with quantum dots,” Nat. Protoc.1(6), 2628–2634 (2007). [CrossRef] [PubMed]
- M. Dahan, S. Lévi, C. Luccardini, P. Rostaing, B. Riveau, and A. Triller, “Diffusion dynamics of glycine receptors revealed by single-quantum dot tracking,” Science302(5644), 442–445 (2003). [CrossRef] [PubMed]
- S. Wolter, M. Schüttpelz, M. Tscherepanow, S. VAN DE Linde, M. Heilemann, and M. Sauer, “Real-time computation of subdiffraction-resolution fluorescence images,” J. Microsc.237(1), 12–22 (2010). [CrossRef] [PubMed]
- S. R. P. Pavani, M. A. Thompson, J. S. Biteen, S. J. Lord, N. Liu, R. J. Twieg, R. Piestun, and W. E. Moerner, “Three-dimensional, single-molecule fluorescence imaging beyond the diffraction limit by using a double-helix point spread function,” Proc. Natl. Acad. Sci. U.S.A.106(9), 2995–2999 (2009). [CrossRef] [PubMed]
- R. Henriques, M. Lelek, E. F. Fornasiero, F. Valtorta, C. Zimmer, and M. M. Mhlanga, “QuickPALM: 3D real-time photoactivation nanoscopy image processing in ImageJ,” Nat. Methods7(5), 339–340 (2010). [CrossRef] [PubMed]
- S. van de Linde, A. Löschberger, T. Klein, M. Heidbreder, S. Wolter, M. Heilemann, and M. Sauer, “Direct stochastic optical reconstruction microscopy with standard fluorescent probes,” Nat. Protoc.6(7), 991–1009 (2011). [CrossRef] [PubMed]
- S. Wolter, M. Schüttpelz, M. Tscherepanow, S. VAN DE Linde, M. Heilemann, and M. Sauer, “Real-time computation of subdiffraction-resolution fluorescence images,” J. Microsc.237(1), 12–22 (2010). [CrossRef] [PubMed]
- F. V. Subach, G. H. Patterson, S. Manley, J. M. Gillette, J. Lippincott-Schwartz, and V. V. Verkhusha, “Photoactivatable mCherry for high-resolution two-color fluorescence microscopy,” Nat. Methods6(2), 153–159 (2009). [CrossRef] [PubMed]
- H. P. Kao and A. S. Verkman, “Tracking of single fluorescent particles in three dimensions: use of cylindrical optics to encode particle position,” Biophys. J.67(3), 1291–1300 (1994). [CrossRef] [PubMed]
- M. K. Cheezum, W. F. Walker, and W. H. Guilford, “Quantitative comparison of algorithms for tracking single fluorescent particles,” Biophys. J.81(4), 2378–2388 (2001). [CrossRef] [PubMed]
- B. Huang, W. Wang, M. Bates, and X. Zhuang, “Three-dimensional super-resolution imaging by stochastic optical reconstruction microscopy,” Science319(5864), 810–813 (2008). [CrossRef] [PubMed]
- S. Ram, P. Prabhat, J. Chao, E. S. Ward, and R. J. Ober, “High accuracy 3D quantum dot tracking with multifocal plane microscopy for the study of fast intracellular dynamics in live cells,” Biophys. J.95(12), 6025–6043 (2008). [CrossRef] [PubMed]
- G. Shtengel, J. A. Galbraith, C. G. Galbraith, J. Lippincott-Schwartz, J. M. Gillette, S. Manley, R. Sougrat, C. M. Waterman, P. Kanchanawong, M. W. Davidson, R. D. Fetter, and H. F. Hess, “Interferometric fluorescent super-resolution microscopy resolves 3D cellular ultrastructure,” Proc. Natl. Acad. Sci. U.S.A.106(9), 3125–3130 (2009). [CrossRef] [PubMed]
- R. E. Thompson, D. R. Larson, and W. W. Webb, “Precise nanometer localization analysis for individual fluorescent probes,” Biophys. J.82(5), 2775–2783 (2002). [CrossRef] [PubMed]
- P. N. Hedde, J. Fuchs, F. Oswald, J. Wiedenmann, and G. U. Nienhaus, “Online image analysis software for photoactivation localization microscopy,” Nat. Methods6(10), 689–690 (2009). [CrossRef] [PubMed]
- M. A. Neil, R. Juskaitis, M. J. Booth, T. Wilson, T. Tanaka, and S. Kawata, “Adaptive aberration correction in a two-photon microscope,” J. Microsc.200(2), 105–108 (2000). [CrossRef] [PubMed]
- M. J. Booth, M. Neil, and T. Wilson, “Aberration correction for confocal imaging in refractive‐index‐mismatched media,” J. Microsc.192(2), 90–98 (1998). [CrossRef]
- S. van de Linde, A. Löschberger, T. Klein, M. Heidbreder, S. Wolter, M. Heilemann, and M. Sauer, “Direct stochastic optical reconstruction microscopy with standard fluorescent probes,” Nat. Protoc.6(7), 991–1009 (2011). [CrossRef] [PubMed]
- S. Wolter, M. Schüttpelz, M. Tscherepanow, S. VAN DE Linde, M. Heilemann, and M. Sauer, “Real-time computation of subdiffraction-resolution fluorescence images,” J. Microsc.237(1), 12–22 (2010). [CrossRef] [PubMed]
- B. Huang, W. Wang, M. Bates, and X. Zhuang, “Three-dimensional super-resolution imaging by stochastic optical reconstruction microscopy,” Science319(5864), 810–813 (2008). [CrossRef] [PubMed]
- M. J. Rust, M. Bates, and X. Zhuang, “Sub-diffraction-limit imaging by stochastic optical reconstruction microscopy (STORM),” Nat. Methods3(10), 793–796 (2006). [CrossRef] [PubMed]
- I. Izeddin, C. G. Specht, M. Lelek, X. Darzacq, A. Triller, C. Zimmer, and M. Dahan, “Super-resolution dynamic imaging of dendritic spines using a low-affinity photoconvertible actin probe,” PLoS ONE6(1), e15611 (2011). [CrossRef] [PubMed]
- R. Henriques, M. Lelek, E. F. Fornasiero, F. Valtorta, C. Zimmer, and M. M. Mhlanga, “QuickPALM: 3D real-time photoactivation nanoscopy image processing in ImageJ,” Nat. Methods7(5), 339–340 (2010). [CrossRef] [PubMed]
Anal. Chem.
- S. J. Lord, H.-L. D. Lee, and W. E. Moerner, “Single-molecule spectroscopy and imaging of biomolecules in living cells,” Anal. Chem.82(6), 2192–2203 (2010). [CrossRef] [PubMed]
Annu. Rev. Phys. Chem.
- G. Patterson, M. Davidson, S. Manley, and J. Lippincott-Schwartz, “Superresolution imaging using single-molecule localization,” Annu. Rev. Phys. Chem.61(1), 345–367 (2010). [CrossRef] [PubMed]
Biomed. Opt. Express
- R. Aviles-Espinosa, J. Andilla, R. Porcar-Guezenec, O. E. Olarte, M. Nieto, X. Levecq, D. Artigas, and P. Loza-Alvarez, “Measurement and correction of in vivo sample aberrations employing a nonlinear guide-star in two-photon excited fluorescence microscopy,” Biomed. Opt. Express2(11), 3135–3149 (2011). [CrossRef] [PubMed]
Biophys. J.
- H. P. Kao and A. S. Verkman, “Tracking of single fluorescent particles in three dimensions: use of cylindrical optics to encode particle position,” Biophys. J.67(3), 1291–1300 (1994). [CrossRef] [PubMed]
- R. E. Thompson, D. R. Larson, and W. W. Webb, “Precise nanometer localization analysis for individual fluorescent probes,” Biophys. J.82(5), 2775–2783 (2002). [CrossRef] [PubMed]
- S. T. Hess, T. P. K. Girirajan, and M. D. Mason, “Ultra-high resolution imaging by fluorescence photoactivation localization microscopy,” Biophys. J.91(11), 4258–4272 (2006). [CrossRef] [PubMed]
- S. Ram, P. Prabhat, J. Chao, E. S. Ward, and R. J. Ober, “High accuracy 3D quantum dot tracking with multifocal plane microscopy for the study of fast intracellular dynamics in live cells,” Biophys. J.95(12), 6025–6043 (2008). [CrossRef] [PubMed]
- M. K. Cheezum, W. F. Walker, and W. H. Guilford, “Quantitative comparison of algorithms for tracking single fluorescent particles,” Biophys. J.81(4), 2378–2388 (2001). [CrossRef] [PubMed]
J. Microsc.
- S. Wolter, M. Schüttpelz, M. Tscherepanow, S. VAN DE Linde, M. Heilemann, and M. Sauer, “Real-time computation of subdiffraction-resolution fluorescence images,” J. Microsc.237(1), 12–22 (2010). [CrossRef] [PubMed]
- Z. Kam, P. Kner, D. Agard, and J. W. Sedat, “Modelling the application of adaptive optics to wide-field microscope live imaging,” J. Microsc.226(1), 33–42 (2007). [CrossRef] [PubMed]
- P. Kner, J. W. Sedat, D. A. Agard, and Z. Kam, “High-resolution wide-field microscopy with adaptive optics for spherical aberration correction and motionless focusing,” J. Microsc.237(2), 136–147 (2010). [CrossRef] [PubMed]
- M. J. Booth, M. Neil, and T. Wilson, “Aberration correction for confocal imaging in refractive‐index‐mismatched media,” J. Microsc.192(2), 90–98 (1998). [CrossRef]
- M. A. Neil, R. Juskaitis, M. J. Booth, T. Wilson, T. Tanaka, and S. Kawata, “Adaptive aberration correction in a two-photon microscope,” J. Microsc.200(2), 105–108 (2000). [CrossRef] [PubMed]
Nat. Methods
- M. J. Rust, M. Bates, and X. Zhuang, “Sub-diffraction-limit imaging by stochastic optical reconstruction microscopy (STORM),” Nat. Methods3(10), 793–796 (2006). [CrossRef] [PubMed]
- M. F. Juette, T. J. Gould, M. D. Lessard, M. J. Mlodzianoski, B. S. Nagpure, B. T. Bennett, S. T. Hess, and J. Bewersdorf, “Three-dimensional sub-100 nm resolution fluorescence microscopy of thick samples,” Nat. Methods5(6), 527–529 (2008). [CrossRef] [PubMed]
- N. Ji, D. E. Milkie, and E. Betzig, “Adaptive optics via pupil segmentation for high-resolution imaging in biological tissues,” Nat. Methods7, 141–147 (2010). [PubMed]
- A. Sergé, N. Bertaux, H. Rigneault, and D. Marguet, “Dynamic multiple-target tracing to probe spatiotemporal cartography of cell membranes,” Nat. Methods5(8), 687–694 (2008). [CrossRef] [PubMed]
- F. Pinaud, S. Clarke, A. Sittner, and M. Dahan, “Probing cellular events, one quantum dot at a time,” Nat. Methods7(4), 275–285 (2010). [CrossRef] [PubMed]
- P. N. Hedde, J. Fuchs, F. Oswald, J. Wiedenmann, and G. U. Nienhaus, “Online image analysis software for photoactivation localization microscopy,” Nat. Methods6(10), 689–690 (2009). [CrossRef] [PubMed]
- R. Henriques, M. Lelek, E. F. Fornasiero, F. Valtorta, C. Zimmer, and M. M. Mhlanga, “QuickPALM: 3D real-time photoactivation nanoscopy image processing in ImageJ,” Nat. Methods7(5), 339–340 (2010). [CrossRef] [PubMed]
- F. V. Subach, G. H. Patterson, S. Manley, J. M. Gillette, J. Lippincott-Schwartz, and V. V. Verkhusha, “Photoactivatable mCherry for high-resolution two-color fluorescence microscopy,” Nat. Methods6(2), 153–159 (2009). [CrossRef] [PubMed]
Nat. Protoc.
- S. van de Linde, A. Löschberger, T. Klein, M. Heidbreder, S. Wolter, M. Heilemann, and M. Sauer, “Direct stochastic optical reconstruction microscopy with standard fluorescent probes,” Nat. Protoc.6(7), 991–1009 (2011). [CrossRef] [PubMed]
- H. Bannai, S. Lévi, C. Schweizer, M. Dahan, and A. Triller, “Imaging the lateral diffusion of membrane molecules with quantum dots,” Nat. Protoc.1(6), 2628–2634 (2007). [CrossRef] [PubMed]
Opt. Express
- O. Azucena, J. Crest, J. Cao, W. Sullivan, P. Kner, D. Gavel, D. Dillon, S. Olivier, and J. Kubby, “Wavefront aberration measurements and corrections through thick tissue using fluorescent microsphere reference beacons,” Opt. Express18(16), 17521–17532 (2010). [CrossRef] [PubMed]
- I. Izeddin, J. Boulanger, V. Racine, C. Specht, A. Kechkar, D. Nair, A. Triller, D. Choquet, M. Dahan, and J. Sibarita, “Wavelet analysis for single molecule localization microscopy,” Opt. Express20(3), 2081–2095 (2012). [CrossRef]
Opt. Lett.
- X. Tao, B. Fernandez, O. Azucena, M. Fu, D. Garcia, Y. Zuo, D. C. Chen, and J. Kubby, “Adaptive optics confocal microscopy using direct wavefront sensing,” Opt. Lett.36(7), 1062–1064 (2011). [CrossRef] [PubMed]
- O. Azucena, J. Crest, S. Kotadia, W. Sullivan, X. Tao, M. Reinig, D. Gavel, S. Olivier, and J. Kubby, “Adaptive optics wide-field microscopy using direct wavefront sensing,” Opt. Lett.36(6), 825–827 (2011). [CrossRef] [PubMed]
- M. J. Booth, “Wavefront sensorless adaptive optics for large aberrations,” Opt. Lett.32(1), 5–7 (2007). [CrossRef] [PubMed]
PLoS ONE
- I. Izeddin, C. G. Specht, M. Lelek, X. Darzacq, A. Triller, C. Zimmer, and M. Dahan, “Super-resolution dynamic imaging of dendritic spines using a low-affinity photoconvertible actin probe,” PLoS ONE6(1), e15611 (2011). [CrossRef] [PubMed]
Proc. Natl. Acad. Sci. U.S.A.
- S. R. P. Pavani, M. A. Thompson, J. S. Biteen, S. J. Lord, N. Liu, R. J. Twieg, R. Piestun, and W. E. Moerner, “Three-dimensional, single-molecule fluorescence imaging beyond the diffraction limit by using a double-helix point spread function,” Proc. Natl. Acad. Sci. U.S.A.106(9), 2995–2999 (2009). [CrossRef] [PubMed]
- G. Shtengel, J. A. Galbraith, C. G. Galbraith, J. Lippincott-Schwartz, J. M. Gillette, S. Manley, R. Sougrat, C. M. Waterman, P. Kanchanawong, M. W. Davidson, R. D. Fetter, and H. F. Hess, “Interferometric fluorescent super-resolution microscopy resolves 3D cellular ultrastructure,” Proc. Natl. Acad. Sci. U.S.A.106(9), 3125–3130 (2009). [CrossRef] [PubMed]
Science
- E. Betzig, G. H. Patterson, R. Sougrat, O. W. Lindwasser, S. Olenych, J. S. Bonifacino, M. W. Davidson, J. Lippincott-Schwartz, and H. F. Hess, “Imaging intracellular fluorescent proteins at nanometer resolution,” Science313(5793), 1642–1645 (2006). [CrossRef] [PubMed]
- B. Huang, W. Wang, M. Bates, and X. Zhuang, “Three-dimensional super-resolution imaging by stochastic optical reconstruction microscopy,” Science319(5864), 810–813 (2008). [CrossRef] [PubMed]
- M. Dahan, S. Lévi, C. Luccardini, P. Rostaing, B. Riveau, and A. Triller, “Diffusion dynamics of glycine receptors revealed by single-quantum dot tracking,” Science302(5644), 442–445 (2003). [CrossRef] [PubMed]
- S. Forrest, “Genetic algorithms: principles of natural selection applied to computation,” Science261(5123), 872–878 (1993). [CrossRef] [PubMed]
Other
- J. Beckers, “Adaptive optics for astronomy: Principles, performance, and applications,” Annu. Rev. Astron. Astr. (1993).
- M. Born, E. Wolf, A. B. Bhatia, P. C. Clemmow, D. Gabor, A. R. Stokes, A. M. Taylor, P. A. Wayman, and W. L. Wilcock, Principles of optics: Electromagnetic theory of propagation, interference and diffraction of light, 7th ed. (Cambridge University Press, 1999), p. 986.
2012, Izeddin, Opt. Express
- S. van de Linde, A. Löschberger, T. Klein, M. Heidbreder, S. Wolter, M. Heilemann, and M. Sauer, “Direct stochastic optical reconstruction microscopy with standard fluorescent probes,” Nat. Protoc.6(7), 991–1009 (2011). [CrossRef] [PubMed]
- R. Aviles-Espinosa, J. Andilla, R. Porcar-Guezenec, O. E. Olarte, M. Nieto, X. Levecq, D. Artigas, and P. Loza-Alvarez, “Measurement and correction of in vivo sample aberrations employing a nonlinear guide-star in two-photon excited fluorescence microscopy,” Biomed. Opt. Express2(11), 3135–3149 (2011). [CrossRef] [PubMed]
- I. Izeddin, C. G. Specht, M. Lelek, X. Darzacq, A. Triller, C. Zimmer, and M. Dahan, “Super-resolution dynamic imaging of dendritic spines using a low-affinity photoconvertible actin probe,” PLoS ONE6(1), e15611 (2011). [CrossRef] [PubMed]
- P. Kner, J. W. Sedat, D. A. Agard, and Z. Kam, “High-resolution wide-field microscopy with adaptive optics for spherical aberration correction and motionless focusing,” J. Microsc.237(2), 136–147 (2010). [CrossRef] [PubMed]
- F. Pinaud, S. Clarke, A. Sittner, and M. Dahan, “Probing cellular events, one quantum dot at a time,” Nat. Methods7(4), 275–285 (2010). [CrossRef] [PubMed]
- N. Ji, D. E. Milkie, and E. Betzig, “Adaptive optics via pupil segmentation for high-resolution imaging in biological tissues,” Nat. Methods7, 141–147 (2010). [PubMed]
- S. J. Lord, H.-L. D. Lee, and W. E. Moerner, “Single-molecule spectroscopy and imaging of biomolecules in living cells,” Anal. Chem.82(6), 2192–2203 (2010). [CrossRef] [PubMed]
- R. Henriques, M. Lelek, E. F. Fornasiero, F. Valtorta, C. Zimmer, and M. M. Mhlanga, “QuickPALM: 3D real-time photoactivation nanoscopy image processing in ImageJ,” Nat. Methods7(5), 339–340 (2010). [CrossRef] [PubMed]
- S. Wolter, M. Schüttpelz, M. Tscherepanow, S. VAN DE Linde, M. Heilemann, and M. Sauer, “Real-time computation of subdiffraction-resolution fluorescence images,” J. Microsc.237(1), 12–22 (2010). [CrossRef] [PubMed]
- G. Patterson, M. Davidson, S. Manley, and J. Lippincott-Schwartz, “Superresolution imaging using single-molecule localization,” Annu. Rev. Phys. Chem.61(1), 345–367 (2010). [CrossRef] [PubMed]
- S. R. P. Pavani, M. A. Thompson, J. S. Biteen, S. J. Lord, N. Liu, R. J. Twieg, R. Piestun, and W. E. Moerner, “Three-dimensional, single-molecule fluorescence imaging beyond the diffraction limit by using a double-helix point spread function,” Proc. Natl. Acad. Sci. U.S.A.106(9), 2995–2999 (2009). [CrossRef] [PubMed]
- G. Shtengel, J. A. Galbraith, C. G. Galbraith, J. Lippincott-Schwartz, J. M. Gillette, S. Manley, R. Sougrat, C. M. Waterman, P. Kanchanawong, M. W. Davidson, R. D. Fetter, and H. F. Hess, “Interferometric fluorescent super-resolution microscopy resolves 3D cellular ultrastructure,” Proc. Natl. Acad. Sci. U.S.A.106(9), 3125–3130 (2009). [CrossRef] [PubMed]
- P. N. Hedde, J. Fuchs, F. Oswald, J. Wiedenmann, and G. U. Nienhaus, “Online image analysis software for photoactivation localization microscopy,” Nat. Methods6(10), 689–690 (2009). [CrossRef] [PubMed]
- F. V. Subach, G. H. Patterson, S. Manley, J. M. Gillette, J. Lippincott-Schwartz, and V. V. Verkhusha, “Photoactivatable mCherry for high-resolution two-color fluorescence microscopy,” Nat. Methods6(2), 153–159 (2009). [CrossRef] [PubMed]
- B. Huang, W. Wang, M. Bates, and X. Zhuang, “Three-dimensional super-resolution imaging by stochastic optical reconstruction microscopy,” Science319(5864), 810–813 (2008). [CrossRef] [PubMed]
- M. F. Juette, T. J. Gould, M. D. Lessard, M. J. Mlodzianoski, B. S. Nagpure, B. T. Bennett, S. T. Hess, and J. Bewersdorf, “Three-dimensional sub-100 nm resolution fluorescence microscopy of thick samples,” Nat. Methods5(6), 527–529 (2008). [CrossRef] [PubMed]
- S. Ram, P. Prabhat, J. Chao, E. S. Ward, and R. J. Ober, “High accuracy 3D quantum dot tracking with multifocal plane microscopy for the study of fast intracellular dynamics in live cells,” Biophys. J.95(12), 6025–6043 (2008). [CrossRef] [PubMed]
- A. Sergé, N. Bertaux, H. Rigneault, and D. Marguet, “Dynamic multiple-target tracing to probe spatiotemporal cartography of cell membranes,” Nat. Methods5(8), 687–694 (2008). [CrossRef] [PubMed]
- H. Bannai, S. Lévi, C. Schweizer, M. Dahan, and A. Triller, “Imaging the lateral diffusion of membrane molecules with quantum dots,” Nat. Protoc.1(6), 2628–2634 (2007). [CrossRef] [PubMed]
- Z. Kam, P. Kner, D. Agard, and J. W. Sedat, “Modelling the application of adaptive optics to wide-field microscope live imaging,” J. Microsc.226(1), 33–42 (2007). [CrossRef] [PubMed]
- S. T. Hess, T. P. K. Girirajan, and M. D. Mason, “Ultra-high resolution imaging by fluorescence photoactivation localization microscopy,” Biophys. J.91(11), 4258–4272 (2006). [CrossRef] [PubMed]
- E. Betzig, G. H. Patterson, R. Sougrat, O. W. Lindwasser, S. Olenych, J. S. Bonifacino, M. W. Davidson, J. Lippincott-Schwartz, and H. F. Hess, “Imaging intracellular fluorescent proteins at nanometer resolution,” Science313(5793), 1642–1645 (2006). [CrossRef] [PubMed]
- M. J. Rust, M. Bates, and X. Zhuang, “Sub-diffraction-limit imaging by stochastic optical reconstruction microscopy (STORM),” Nat. Methods3(10), 793–796 (2006). [CrossRef] [PubMed]
- M. Dahan, S. Lévi, C. Luccardini, P. Rostaing, B. Riveau, and A. Triller, “Diffusion dynamics of glycine receptors revealed by single-quantum dot tracking,” Science302(5644), 442–445 (2003). [CrossRef] [PubMed]
- R. E. Thompson, D. R. Larson, and W. W. Webb, “Precise nanometer localization analysis for individual fluorescent probes,” Biophys. J.82(5), 2775–2783 (2002). [CrossRef] [PubMed]
- M. K. Cheezum, W. F. Walker, and W. H. Guilford, “Quantitative comparison of algorithms for tracking single fluorescent particles,” Biophys. J.81(4), 2378–2388 (2001). [CrossRef] [PubMed]
- M. A. Neil, R. Juskaitis, M. J. Booth, T. Wilson, T. Tanaka, and S. Kawata, “Adaptive aberration correction in a two-photon microscope,” J. Microsc.200(2), 105–108 (2000). [CrossRef] [PubMed]
- M. J. Booth, M. Neil, and T. Wilson, “Aberration correction for confocal imaging in refractive‐index‐mismatched media,” J. Microsc.192(2), 90–98 (1998). [CrossRef]
- H. P. Kao and A. S. Verkman, “Tracking of single fluorescent particles in three dimensions: use of cylindrical optics to encode particle position,” Biophys. J.67(3), 1291–1300 (1994). [CrossRef] [PubMed]
- S. Forrest, “Genetic algorithms: principles of natural selection applied to computation,” Science261(5123), 872–878 (1993). [CrossRef] [PubMed]
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