Literature DB >> 24379939

Localization accuracy in single molecule microscopy using electron-multiplying charge-coupled device cameras.

Jerry Chao1, E Sally Ward2, Raimund J Ober1.   

Abstract

The electron-multiplying charge-coupled device (EMCCD) is a popular technology for imaging under extremely low light conditions. It has become widely used, for example, in single molecule microscopy experiments where few photons can be detected from the individual molecules of interest. Despite its important role in low light microscopy, however, little has been done in the way of determining how accurately parameters of interest (e.g., location of a single molecule) can be estimated from an image that it produces. Here, we develop the theory for calculating the Fisher information matrix, and hence the Cramer-Rao lower bound-based limit of the accuracy, for estimating parameters from an EMCCD image. An EMCCD operates by amplifying a weak signal that would otherwise be drowned out by the detector's readout noise as in the case of a conventional charge-coupled device (CCD). The signal amplification is a stochastic electron multiplication process, and is modeled here as a geometrically multiplied branching process. In developing our theory, we also introduce a "noise coefficient" which enables the comparison of the Fisher information of different data models via a scalar quantity. This coefficient importantly allows the selection of the best detector (e.g., EMCCD or CCD), based on factors such as the signal level, and regardless of the specific estimation problem at hand. We apply our theory to the problem of localizing a single molecule, and compare the calculated limits of the localization accuracy with the standard deviations of maximum likelihood location estimates obtained from simulated images of a single molecule.

Entities:  

Keywords:  Branching process; Cramer-Rao lower bound; Fisher information matrix; electron multiplication; single molecule microscopy

Year:  2012        PMID: 24379939      PMCID: PMC3874257          DOI: 10.1117/12.908951

Source DB:  PubMed          Journal:  Proc SPIE Int Soc Opt Eng        ISSN: 0277-786X


  7 in total

1.  Precise nanometer localization analysis for individual fluorescent probes.

Authors:  Russell E Thompson; Daniel R Larson; Watt W Webb
Journal:  Biophys J       Date:  2002-05       Impact factor: 4.033

2.  Localization accuracy in single-molecule microscopy.

Authors:  Raimund J Ober; Sripad Ram; E Sally Ward
Journal:  Biophys J       Date:  2004-02       Impact factor: 4.033

3.  How accurately can a single molecule be localized in three dimensions using a fluorescence microscope?

Authors:  Sripad Ram; E Sally Ward; Raimund J Ober
Journal:  Proc SPIE Int Soc Opt Eng       Date:  2005

4.  Beyond Rayleigh's criterion: a resolution measure with application to single-molecule microscopy.

Authors:  Sripad Ram; E Sally Ward; Raimund J Ober
Journal:  Proc Natl Acad Sci U S A       Date:  2006-03-01       Impact factor: 11.205

Review 5.  Do-it-yourself guide: how to use the modern single-molecule toolkit.

Authors:  Nils G Walter; Cheng-Yen Huang; Anthony J Manzo; Mohamed A Sobhy
Journal:  Nat Methods       Date:  2008-06       Impact factor: 28.547

6.  A resolution measure for three-dimensional microscopy.

Authors:  Jerry Chao; Sripad Ram; Anish V Abraham; E Sally Ward; Raimund J Ober
Journal:  Opt Commun       Date:  2009-05-01       Impact factor: 2.310

7.  Fisher information matrix for branching processes with application to electron-multiplying charge-coupled devices.

Authors:  Jerry Chao; E Sally Ward; Raimund J Ober
Journal:  Multidimens Syst Signal Process       Date:  2012-09       Impact factor: 2.030

  7 in total
  2 in total

1.  Two approximations for the geometric model of signal amplification in an electron-multiplying charge-coupled device detector.

Authors:  Jerry Chao; Sripad Ram; E Sally Ward; Raimund J Ober
Journal:  Proc SPIE Int Soc Opt Eng       Date:  2013-02-22

2.  Refining particle positions using circular symmetry.

Authors:  Alvaro Rodriguez; Hanqing Zhang; Krister Wiklund; Tomas Brodin; Jonatan Klaminder; Patrik Andersson; Magnus Andersson
Journal:  PLoS One       Date:  2017-04-12       Impact factor: 3.240

  2 in total

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