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Structured illumination microscopy with noise-controlled image reconstructions
Super-resolution structured illumination microscopy (SIM) has become a widely used method for biological imaging. Standard reconstruction algorithms, however, are prone to generate noise-specific artefacts that limit their applicability for lower signal-to-noise data. Here, we present a physically r...
Autores principales: | , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7611169/ https://www.ncbi.nlm.nih.gov/pubmed/34127855 http://dx.doi.org/10.1038/s41592-021-01167-7 |
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author | Smith, Carlas S. Slotman, Johan A. Schermelleh, Lothar Chakrova, Nadya Hari, Sangeetha Vos, Yoram Hagen, Cornelis W. Müller, Marcel van Cappellen, Wiggert Houtsmuller, Adriaan B. Hoogenboom, Jacob P. Stallinga, Sjoerd |
author_facet | Smith, Carlas S. Slotman, Johan A. Schermelleh, Lothar Chakrova, Nadya Hari, Sangeetha Vos, Yoram Hagen, Cornelis W. Müller, Marcel van Cappellen, Wiggert Houtsmuller, Adriaan B. Hoogenboom, Jacob P. Stallinga, Sjoerd |
author_sort | Smith, Carlas S. |
collection | PubMed |
description | Super-resolution structured illumination microscopy (SIM) has become a widely used method for biological imaging. Standard reconstruction algorithms, however, are prone to generate noise-specific artefacts that limit their applicability for lower signal-to-noise data. Here, we present a physically realistic noise model that explains the structured noise artefact and that is used to motivate new complementary reconstruction approaches. True Wiener-filtered SIM optimizes contrast given the available signal-to-noise ratio, flat-noise SIM fully overcomes the structured noise artefact while maintaining resolving power. Both methods eliminate ad-hoc user adjustable reconstruction parameters in favour of physical parameters, enhancing objectivity. The new reconstructions point to a trade-off between contrast and a natural noise appearance. This trade-off can be partly overcome by additional notch filtering, but at the expense of a decrease in signal-to-noise ratio. The benefits of the proposed approaches are demonstrated on focal adhesion and tubulin samples in 2D and 3D, and on nano-fabricated fluorescent test patterns. |
format | Online Article Text |
id | pubmed-7611169 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
record_format | MEDLINE/PubMed |
spelling | pubmed-76111692021-07-10 Structured illumination microscopy with noise-controlled image reconstructions Smith, Carlas S. Slotman, Johan A. Schermelleh, Lothar Chakrova, Nadya Hari, Sangeetha Vos, Yoram Hagen, Cornelis W. Müller, Marcel van Cappellen, Wiggert Houtsmuller, Adriaan B. Hoogenboom, Jacob P. Stallinga, Sjoerd Nat Methods Article Super-resolution structured illumination microscopy (SIM) has become a widely used method for biological imaging. Standard reconstruction algorithms, however, are prone to generate noise-specific artefacts that limit their applicability for lower signal-to-noise data. Here, we present a physically realistic noise model that explains the structured noise artefact and that is used to motivate new complementary reconstruction approaches. True Wiener-filtered SIM optimizes contrast given the available signal-to-noise ratio, flat-noise SIM fully overcomes the structured noise artefact while maintaining resolving power. Both methods eliminate ad-hoc user adjustable reconstruction parameters in favour of physical parameters, enhancing objectivity. The new reconstructions point to a trade-off between contrast and a natural noise appearance. This trade-off can be partly overcome by additional notch filtering, but at the expense of a decrease in signal-to-noise ratio. The benefits of the proposed approaches are demonstrated on focal adhesion and tubulin samples in 2D and 3D, and on nano-fabricated fluorescent test patterns. 2021-07-01 2021-06-14 /pmc/articles/PMC7611169/ /pubmed/34127855 http://dx.doi.org/10.1038/s41592-021-01167-7 Text en http://www.nature.com/authors/editorial_policies/license.html#termsUsers may view, print, copy, and download text and data-mine the content in such documents, for the purposes of academic research, subject always to the full Conditions of use: http://www.nature.com/authors/editorial_policies/license.html#terms |
spellingShingle | Article Smith, Carlas S. Slotman, Johan A. Schermelleh, Lothar Chakrova, Nadya Hari, Sangeetha Vos, Yoram Hagen, Cornelis W. Müller, Marcel van Cappellen, Wiggert Houtsmuller, Adriaan B. Hoogenboom, Jacob P. Stallinga, Sjoerd Structured illumination microscopy with noise-controlled image reconstructions |
title | Structured illumination microscopy with noise-controlled image reconstructions |
title_full | Structured illumination microscopy with noise-controlled image reconstructions |
title_fullStr | Structured illumination microscopy with noise-controlled image reconstructions |
title_full_unstemmed | Structured illumination microscopy with noise-controlled image reconstructions |
title_short | Structured illumination microscopy with noise-controlled image reconstructions |
title_sort | structured illumination microscopy with noise-controlled image reconstructions |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7611169/ https://www.ncbi.nlm.nih.gov/pubmed/34127855 http://dx.doi.org/10.1038/s41592-021-01167-7 |
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