Photo-activation localization microscopy is a far-field superresolution imaging technique based on the localization of single molecules with subdiffraction limit precision. Known under acronyms such as PALM (photo-activated localization microscopy) or STORM (stochastic optical reconstruction microscopy), these techniques achieve superresolution by allowing only a sparse, random set of molecules to emit light at any given time and subsequently localizing each molecule with great precision. Recently, such techniques have been extended to three dimensions, opening up unprecedented possibilities to explore the structure and function of cells. Interestingly, proper engineering of the three-dimensional (3D) point spread function (PSF) through additional optics has been demonstrated to theoretically improve 3D position estimation and ultimately resolution. In this paper, an optimal 3D single-molecule localization estimator is presented in a general framework for noisy, aberrated and/or engineered PSF imaging. To find the position of each molecule, a phase-retrieval enabled maximum-likelihood estimator is implemented. This estimator is shown to be efficient, meaning it reaches the fundamental Cramer-Rao lower bound of x, y, and z localization precision. Experimental application of the phase-retrieval enabled maximum-likelihood estimator using a particular engineered PSF microscope demonstrates unmatched low-photon-count 3D wide-field single-molecule localization performance.
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Univ Calif San Francisco, Dept Pharmaceut Chem, San Francisco, CA 94158 USAUniv Calif San Francisco, Dept Pharmaceut Chem, San Francisco, CA 94158 USA
McGorty, Ryan
Schnitzbauer, Joerg
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Univ Calif San Francisco, Dept Pharmaceut Chem, San Francisco, CA 94158 USAUniv Calif San Francisco, Dept Pharmaceut Chem, San Francisco, CA 94158 USA
Schnitzbauer, Joerg
Zhang, Wei
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Univ Calif San Francisco, Dept Pharmaceut Chem, San Francisco, CA 94158 USAUniv Calif San Francisco, Dept Pharmaceut Chem, San Francisco, CA 94158 USA
Zhang, Wei
Huang, Bo
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Univ Calif San Francisco, Dept Pharmaceut Chem, San Francisco, CA 94158 USA
Univ Calif San Francisco, Dept Biochem & Biophys, San Francisco, CA 94158 USAUniv Calif San Francisco, Dept Pharmaceut Chem, San Francisco, CA 94158 USA
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Univ Paris Saclay, Univ Paris Sud, ISMO, CNRS, Batiment 520,Rue Andre Riviere, F-91405 Orsay, FranceUniv Paris Saclay, Univ Paris Sud, ISMO, CNRS, Batiment 520,Rue Andre Riviere, F-91405 Orsay, France
Cabriel, Clement
Bourg, Nicolas
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Univ Paris Saclay, Univ Paris Sud, ISMO, CNRS, Batiment 520,Rue Andre Riviere, F-91405 Orsay, FranceUniv Paris Saclay, Univ Paris Sud, ISMO, CNRS, Batiment 520,Rue Andre Riviere, F-91405 Orsay, France
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SUNY Buffalo, Dept Elect Engn, Buffalo, NY 14260 USASUNY Buffalo, Dept Elect Engn, Buffalo, NY 14260 USA
Gaire, Sunil Kumar
Wang, Yanhua
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Beijing Inst Technol, Sch Informat & Elect, Beijing, Peoples R ChinaSUNY Buffalo, Dept Elect Engn, Buffalo, NY 14260 USA
Wang, Yanhua
Zhang, Hao F.
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Northwestern Univ, Dept Biomed Engn, Evanston, IL 60208 USASUNY Buffalo, Dept Elect Engn, Buffalo, NY 14260 USA
Zhang, Hao F.
Liang, Dong
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Chinese Acad Sci, Paul C Lauterbur Res Ctr Biomed Imaging, Shenzhen Inst Adv Technol, Shenzhen, Guangdong, Peoples R ChinaSUNY Buffalo, Dept Elect Engn, Buffalo, NY 14260 USA
Liang, Dong
Ying, Leslie
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SUNY Buffalo, Dept Elect Engn, Buffalo, NY 14260 USA
SUNY Buffalo, Dept Biomed Engn, Buffalo, NY 14260 USASUNY Buffalo, Dept Elect Engn, Buffalo, NY 14260 USA
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Zhejiang Univ, Coll Opt Sci & Engn, State Key Lab Extreme Photon & Instrumentat, Hangzhou 310027, Peoples R ChinaZhejiang Univ, Coll Opt Sci & Engn, State Key Lab Extreme Photon & Instrumentat, Hangzhou 310027, Peoples R China
Yang, Xinxun
Zhu, Hongfei
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Chinese Univ Hong Kong, Dept Biomed Engn, Hong Kong, Peoples R ChinaZhejiang Univ, Coll Opt Sci & Engn, State Key Lab Extreme Photon & Instrumentat, Hangzhou 310027, Peoples R China
Zhu, Hongfei
Sun, Yile
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Zhejiang Univ, Coll Opt Sci & Engn, State Key Lab Extreme Photon & Instrumentat, Hangzhou 310027, Peoples R ChinaZhejiang Univ, Coll Opt Sci & Engn, State Key Lab Extreme Photon & Instrumentat, Hangzhou 310027, Peoples R China
Sun, Yile
Wu, Hanmeng
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Zhejiang Univ, Coll Opt Sci & Engn, State Key Lab Extreme Photon & Instrumentat, Hangzhou 310027, Peoples R ChinaZhejiang Univ, Coll Opt Sci & Engn, State Key Lab Extreme Photon & Instrumentat, Hangzhou 310027, Peoples R China
Wu, Hanmeng
Han, Yubing
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Zhejiang Univ, Coll Opt Sci & Engn, State Key Lab Extreme Photon & Instrumentat, Hangzhou 310027, Peoples R ChinaZhejiang Univ, Coll Opt Sci & Engn, State Key Lab Extreme Photon & Instrumentat, Hangzhou 310027, Peoples R China
Han, Yubing
Hao, Xiang
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Zhejiang Univ, Coll Opt Sci & Engn, State Key Lab Extreme Photon & Instrumentat, Hangzhou 310027, Peoples R ChinaZhejiang Univ, Coll Opt Sci & Engn, State Key Lab Extreme Photon & Instrumentat, Hangzhou 310027, Peoples R China
Hao, Xiang
Kuang, Cuifang
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Zhejiang Univ, Coll Opt Sci & Engn, State Key Lab Extreme Photon & Instrumentat, Hangzhou 310027, Peoples R China
ZJU Hangzhou Global Sci & Technol Innovat Ctr, Hangzhou 311200, Peoples R China
Shanxi Univ, Collaborat Innovat Ctr Extreme Opt, Taiyuan 030006, Peoples R ChinaZhejiang Univ, Coll Opt Sci & Engn, State Key Lab Extreme Photon & Instrumentat, Hangzhou 310027, Peoples R China
Kuang, Cuifang
Liu, Xu
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Zhejiang Univ, Coll Opt Sci & Engn, State Key Lab Extreme Photon & Instrumentat, Hangzhou 310027, Peoples R China
ZJU Hangzhou Global Sci & Technol Innovat Ctr, Hangzhou 311200, Peoples R China
Shanxi Univ, Collaborat Innovat Ctr Extreme Opt, Taiyuan 030006, Peoples R ChinaZhejiang Univ, Coll Opt Sci & Engn, State Key Lab Extreme Photon & Instrumentat, Hangzhou 310027, Peoples R China
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Washington Univ, Dept Elect & Syst Engn, St Louis, MO 63130 USA
Washington Univ, Ctr Sci & Engn Living Syst, St Louis, MO 63130 USAWashington Univ, Dept Elect & Syst Engn, St Louis, MO 63130 USA
Ding, Tianben
Lew, Matthew D.
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Washington Univ, Ctr Sci & Engn Living Syst, Dept Elect & Syst Engn, St Louis, MO 63130 USA
Washington Univ, Inst Mat Sci & Engn, St Louis, MO 63130 USAWashington Univ, Dept Elect & Syst Engn, St Louis, MO 63130 USA