Whole-brain tissue mapping toolkit using large-scale highly multiplexed immunofluorescence imaging and deep neural networks

It is challenging to map complex processes in brain tissue. Here the authors report a toolkit enabling large-scale multiplexed IHC and automated cell classification whereby they use a conventional epifluorescence microscope and deep neural networks to phenotype all major cell classes of the brain.

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Autores principales: Dragan Maric, Jahandar Jahanipour, Xiaoyang Rebecca Li, Aditi Singh, Aryan Mobiny, Hien Van Nguyen, Andrea Sedlock, Kedar Grama, Badrinath Roysam
Formato: article
Lenguaje:EN
Publicado: Nature Portfolio 2021
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Acceso en línea:https://doaj.org/article/141fd0786f3a48a8b0d559b8d4a15b41
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spelling oai:doaj.org-article:141fd0786f3a48a8b0d559b8d4a15b412021-12-02T13:14:53ZWhole-brain tissue mapping toolkit using large-scale highly multiplexed immunofluorescence imaging and deep neural networks10.1038/s41467-021-21735-x2041-1723https://doaj.org/article/141fd0786f3a48a8b0d559b8d4a15b412021-03-01T00:00:00Zhttps://doi.org/10.1038/s41467-021-21735-xhttps://doaj.org/toc/2041-1723It is challenging to map complex processes in brain tissue. Here the authors report a toolkit enabling large-scale multiplexed IHC and automated cell classification whereby they use a conventional epifluorescence microscope and deep neural networks to phenotype all major cell classes of the brain.Dragan MaricJahandar JahanipourXiaoyang Rebecca LiAditi SinghAryan MobinyHien Van NguyenAndrea SedlockKedar GramaBadrinath RoysamNature PortfolioarticleScienceQENNature Communications, Vol 12, Iss 1, Pp 1-12 (2021)
institution DOAJ
collection DOAJ
language EN
topic Science
Q
spellingShingle Science
Q
Dragan Maric
Jahandar Jahanipour
Xiaoyang Rebecca Li
Aditi Singh
Aryan Mobiny
Hien Van Nguyen
Andrea Sedlock
Kedar Grama
Badrinath Roysam
Whole-brain tissue mapping toolkit using large-scale highly multiplexed immunofluorescence imaging and deep neural networks
description It is challenging to map complex processes in brain tissue. Here the authors report a toolkit enabling large-scale multiplexed IHC and automated cell classification whereby they use a conventional epifluorescence microscope and deep neural networks to phenotype all major cell classes of the brain.
format article
author Dragan Maric
Jahandar Jahanipour
Xiaoyang Rebecca Li
Aditi Singh
Aryan Mobiny
Hien Van Nguyen
Andrea Sedlock
Kedar Grama
Badrinath Roysam
author_facet Dragan Maric
Jahandar Jahanipour
Xiaoyang Rebecca Li
Aditi Singh
Aryan Mobiny
Hien Van Nguyen
Andrea Sedlock
Kedar Grama
Badrinath Roysam
author_sort Dragan Maric
title Whole-brain tissue mapping toolkit using large-scale highly multiplexed immunofluorescence imaging and deep neural networks
title_short Whole-brain tissue mapping toolkit using large-scale highly multiplexed immunofluorescence imaging and deep neural networks
title_full Whole-brain tissue mapping toolkit using large-scale highly multiplexed immunofluorescence imaging and deep neural networks
title_fullStr Whole-brain tissue mapping toolkit using large-scale highly multiplexed immunofluorescence imaging and deep neural networks
title_full_unstemmed Whole-brain tissue mapping toolkit using large-scale highly multiplexed immunofluorescence imaging and deep neural networks
title_sort whole-brain tissue mapping toolkit using large-scale highly multiplexed immunofluorescence imaging and deep neural networks
publisher Nature Portfolio
publishDate 2021
url https://doaj.org/article/141fd0786f3a48a8b0d559b8d4a15b41
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