Wavelet analysis for single molecule localization microscopy
- PMID: 22330449
- DOI: 10.1364/OE.20.002081
Wavelet analysis for single molecule localization microscopy
Abstract
Localization of single molecules in microscopy images is a key step in quantitative single particle data analysis. Among them, single molecule based super-resolution optical microscopy techniques require high localization accuracy as well as computation of large data sets in the order of 10(5) single molecule detections to reconstruct a single image. We hereby present an algorithm based on image wavelet segmentation and single particle centroid determination, and compare its performance with the commonly used gaussian fitting of the point spread function. We performed realistic simulations at different signal-to-noise ratios and particle densities and show that the calculation time using the wavelet approach can be more than one order of magnitude faster than that of gaussian fitting without a significant degradation of the localization accuracy, from 1 nm to 4 nm in our range of study. We propose a simulation-based estimate of the resolution of an experimental single molecule acquisition.
Similar articles
-
Nanoparticle-assisted stimulated-emission-depletion nanoscopy.ACS Nano. 2012 Jun 26;6(6):5291-6. doi: 10.1021/nn301082g. Epub 2012 Apr 30. ACS Nano. 2012. PMID: 22530602
-
The influence of movement on the localization precision of sub-resolution particles in fluorescence microscopy.J Biophotonics. 2012 Jan;5(1):97-109. doi: 10.1002/jbio.201100078. Epub 2011 Nov 15. J Biophotonics. 2012. PMID: 22083848
-
Wavelet modeling using finite mixtures of generalized gaussian distributions: application to texture discrimination and retrieval.IEEE Trans Image Process. 2012 Apr;21(4):1452-64. doi: 10.1109/TIP.2011.2170701. Epub 2011 Oct 6. IEEE Trans Image Process. 2012. PMID: 21984508
-
Nanoscopy for nanoscience: how super-resolution microscopy extends imaging for nanotechnology.Wiley Interdiscip Rev Nanomed Nanobiotechnol. 2015 May-Jun;7(3):266-81. doi: 10.1002/wnan.1300. Epub 2014 Oct 9. Wiley Interdiscip Rev Nanomed Nanobiotechnol. 2015. PMID: 25298332 Review.
-
DNA and chromatin imaging with super-resolution fluorescence microscopy based on single-molecule localization.Biopolymers. 2011 May;95(5):290-7. doi: 10.1002/bip.21574. Epub 2010 Dec 23. Biopolymers. 2011. PMID: 21184489 Review.
Cited by
-
LRRTM2 controls presynapse nano-organization and AMPA receptor sub-positioning through Neurexin-binding interface.Nat Commun. 2024 Oct 11;15(1):8807. doi: 10.1038/s41467-024-53090-y. Nat Commun. 2024. PMID: 39394199 Free PMC article.
-
Fyn nanoclustering requires switching to an open conformation and is enhanced by FTLD-Tau biomolecular condensates.Mol Psychiatry. 2023 Feb;28(2):946-962. doi: 10.1038/s41380-022-01825-y. Epub 2022 Oct 18. Mol Psychiatry. 2023. PMID: 36258016 Free PMC article.
-
High-Resolution Fluorescence Imaging Combined With Computer Simulations to Quantitate Surface Dynamics and Nanoscale Organization of Neuroligin-1 at Synapses.Front Synaptic Neurosci. 2022 Apr 25;14:835427. doi: 10.3389/fnsyn.2022.835427. eCollection 2022. Front Synaptic Neurosci. 2022. PMID: 35546899 Free PMC article.
-
Simulation-based inference for non-parametric statistical comparison of biomolecule dynamics.PLoS Comput Biol. 2023 Feb 2;19(2):e1010088. doi: 10.1371/journal.pcbi.1010088. eCollection 2023 Feb. PLoS Comput Biol. 2023. PMID: 36730436 Free PMC article.
-
Phosphatidylserine and GTPase activation control Cdc42 nanoclustering to counter dissipative diffusion.Mol Biol Cell. 2018 Jun 1;29(11):1299-1310. doi: 10.1091/mbc.E18-01-0051. Epub 2018 Apr 18. Mol Biol Cell. 2018. PMID: 29668348 Free PMC article.
MeSH terms
LinkOut - more resources
Full Text Sources
Other Literature Sources