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Fiber enhancement and 3D orientation analysis in label-free two-photon fluorescence microscopy

Fluorescence microscopy can be exploited for evaluating the brain’s fiber architecture with unsurpassed spatial resolution in combination with different tissue preparation and staining protocols. Differently from state-of-the-art polarimetry-based neuroimaging modalities, the quantification of fiber...

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Autores principales: Sorelli, Michele, Costantini, Irene, Bocchi, Leonardo, Axer, Markus, Pavone, Francesco Saverio, Mazzamuto, Giacomo
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10011555/
https://www.ncbi.nlm.nih.gov/pubmed/36914673
http://dx.doi.org/10.1038/s41598-023-30953-w
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author Sorelli, Michele
Costantini, Irene
Bocchi, Leonardo
Axer, Markus
Pavone, Francesco Saverio
Mazzamuto, Giacomo
author_facet Sorelli, Michele
Costantini, Irene
Bocchi, Leonardo
Axer, Markus
Pavone, Francesco Saverio
Mazzamuto, Giacomo
author_sort Sorelli, Michele
collection PubMed
description Fluorescence microscopy can be exploited for evaluating the brain’s fiber architecture with unsurpassed spatial resolution in combination with different tissue preparation and staining protocols. Differently from state-of-the-art polarimetry-based neuroimaging modalities, the quantification of fiber tract orientations from fluorescence microscopy volume images entails the application of specific image processing techniques, such as Fourier or structure tensor analysis. These, however, may lead to unreliable outcomes as they do not isolate myelinated fibers from the surrounding tissue. In this work, we describe a novel image processing pipeline that enables the computation of accurate 3D fiber orientation maps from both grey and white matter regions, exploiting the selective multiscale enhancement of tubular structures of varying diameters provided by a 3D implementation of the Frangi filter. The developed software tool can efficiently generate orientation distribution function maps at arbitrary spatial scales which may support the histological validation of modern diffusion-weighted magnetic resonance imaging tractography. Despite being tested here on two-photon scanning fluorescence microscopy images, acquired from tissue samples treated with a label-free technique enhancing the autofluorescence of myelinated fibers, the presented pipeline was developed to be employed on all types of 3D fluorescence images and fiber staining.
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spelling pubmed-100115552023-03-15 Fiber enhancement and 3D orientation analysis in label-free two-photon fluorescence microscopy Sorelli, Michele Costantini, Irene Bocchi, Leonardo Axer, Markus Pavone, Francesco Saverio Mazzamuto, Giacomo Sci Rep Article Fluorescence microscopy can be exploited for evaluating the brain’s fiber architecture with unsurpassed spatial resolution in combination with different tissue preparation and staining protocols. Differently from state-of-the-art polarimetry-based neuroimaging modalities, the quantification of fiber tract orientations from fluorescence microscopy volume images entails the application of specific image processing techniques, such as Fourier or structure tensor analysis. These, however, may lead to unreliable outcomes as they do not isolate myelinated fibers from the surrounding tissue. In this work, we describe a novel image processing pipeline that enables the computation of accurate 3D fiber orientation maps from both grey and white matter regions, exploiting the selective multiscale enhancement of tubular structures of varying diameters provided by a 3D implementation of the Frangi filter. The developed software tool can efficiently generate orientation distribution function maps at arbitrary spatial scales which may support the histological validation of modern diffusion-weighted magnetic resonance imaging tractography. Despite being tested here on two-photon scanning fluorescence microscopy images, acquired from tissue samples treated with a label-free technique enhancing the autofluorescence of myelinated fibers, the presented pipeline was developed to be employed on all types of 3D fluorescence images and fiber staining. Nature Publishing Group UK 2023-03-13 /pmc/articles/PMC10011555/ /pubmed/36914673 http://dx.doi.org/10.1038/s41598-023-30953-w Text en © The Author(s) 2023 https://creativecommons.org/licenses/by/4.0/Open AccessThis article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) .
spellingShingle Article
Sorelli, Michele
Costantini, Irene
Bocchi, Leonardo
Axer, Markus
Pavone, Francesco Saverio
Mazzamuto, Giacomo
Fiber enhancement and 3D orientation analysis in label-free two-photon fluorescence microscopy
title Fiber enhancement and 3D orientation analysis in label-free two-photon fluorescence microscopy
title_full Fiber enhancement and 3D orientation analysis in label-free two-photon fluorescence microscopy
title_fullStr Fiber enhancement and 3D orientation analysis in label-free two-photon fluorescence microscopy
title_full_unstemmed Fiber enhancement and 3D orientation analysis in label-free two-photon fluorescence microscopy
title_short Fiber enhancement and 3D orientation analysis in label-free two-photon fluorescence microscopy
title_sort fiber enhancement and 3d orientation analysis in label-free two-photon fluorescence microscopy
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10011555/
https://www.ncbi.nlm.nih.gov/pubmed/36914673
http://dx.doi.org/10.1038/s41598-023-30953-w
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