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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Nature Portfolio
2021
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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) |
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Science Q |
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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 |
work_keys_str_mv |
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