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A Novel Three-Dimensional Imaging System Based on Polysaccharide Staining for Accurate Histopathological Diagnosis of Inflammatory Bowel Diseases

BACKGROUND & AIMS: Tissue-clearing and three-dimensional (3D) imaging techniques aid clinical histopathological evaluation; however, further methodological developments are required before use in clinical practice. METHODS: We sought to develop a novel fluorescence staining method based on the c...

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Autores principales: Nojima, Satoshi, Ishida, Shoichi, Terayama, Kei, Matsumoto, Katsuhiko, Matsui, Takahiro, Tahara, Shinichiro, Ohshima, Kenji, Kiyokawa, Hiroki, Kido, Kansuke, Ukon, Koto, Yoshida, Shota Y., Mitani, Tomoki T., Doki, Yuichiro, Mizushima, Tsunekazu, Okuno, Yasushi, Susaki, Etsuo A., Ueda, Hiroki R., Morii, Eiichi
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Elsevier 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9500441/
https://www.ncbi.nlm.nih.gov/pubmed/35835392
http://dx.doi.org/10.1016/j.jcmgh.2022.07.001
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author Nojima, Satoshi
Ishida, Shoichi
Terayama, Kei
Matsumoto, Katsuhiko
Matsui, Takahiro
Tahara, Shinichiro
Ohshima, Kenji
Kiyokawa, Hiroki
Kido, Kansuke
Ukon, Koto
Yoshida, Shota Y.
Mitani, Tomoki T.
Doki, Yuichiro
Mizushima, Tsunekazu
Okuno, Yasushi
Susaki, Etsuo A.
Ueda, Hiroki R.
Morii, Eiichi
author_facet Nojima, Satoshi
Ishida, Shoichi
Terayama, Kei
Matsumoto, Katsuhiko
Matsui, Takahiro
Tahara, Shinichiro
Ohshima, Kenji
Kiyokawa, Hiroki
Kido, Kansuke
Ukon, Koto
Yoshida, Shota Y.
Mitani, Tomoki T.
Doki, Yuichiro
Mizushima, Tsunekazu
Okuno, Yasushi
Susaki, Etsuo A.
Ueda, Hiroki R.
Morii, Eiichi
author_sort Nojima, Satoshi
collection PubMed
description BACKGROUND & AIMS: Tissue-clearing and three-dimensional (3D) imaging techniques aid clinical histopathological evaluation; however, further methodological developments are required before use in clinical practice. METHODS: We sought to develop a novel fluorescence staining method based on the classical periodic acid-Schiff stain. We further attempted to develop a 3D imaging system based on this staining method and evaluated whether the system can be used for quantitative 3D pathological evaluation and deep learning–based automatic diagnosis of inflammatory bowel diseases. RESULTS: We successfully developed a novel periodic acid–FAM hydrazide (PAFhy) staining method for 3D imaging when combined with a tissue-clearing technique (PAFhy-3D). This strategy enabled clear and detailed imaging of the 3D architectures of crypts in human colorectal mucosa. PAFhy-3D imaging also revealed abnormal architectural changes in crypts in ulcerative colitis tissues and identified the distributions of neutrophils in cryptitis and crypt abscesses. PAFhy-3D revealed novel pathological findings including spiral staircase-like crypts specific to inflammatory bowel diseases. Quantitative analysis of crypts based on 3D morphologic changes enabled differential diagnosis of ulcerative colitis, Crohn’s disease, and non-inflammatory bowel disease; such discrimination could not be achieved by pathologists. Furthermore, a deep learning–based system using PAFhy-3D images was used to distinguish these diseases The accuracies were excellent (macro-average area under the curve = 0.94; F1 scores = 0.875 for ulcerative colitis, 0.717 for Crohn’s disease, and 0.819 for non-inflammatory bowel disease). CONCLUSIONS: PAFhy staining and PAFhy-3D imaging are promising approaches for next-generation experimental and clinical histopathology.
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spelling pubmed-95004412022-09-24 A Novel Three-Dimensional Imaging System Based on Polysaccharide Staining for Accurate Histopathological Diagnosis of Inflammatory Bowel Diseases Nojima, Satoshi Ishida, Shoichi Terayama, Kei Matsumoto, Katsuhiko Matsui, Takahiro Tahara, Shinichiro Ohshima, Kenji Kiyokawa, Hiroki Kido, Kansuke Ukon, Koto Yoshida, Shota Y. Mitani, Tomoki T. Doki, Yuichiro Mizushima, Tsunekazu Okuno, Yasushi Susaki, Etsuo A. Ueda, Hiroki R. Morii, Eiichi Cell Mol Gastroenterol Hepatol Original Research BACKGROUND & AIMS: Tissue-clearing and three-dimensional (3D) imaging techniques aid clinical histopathological evaluation; however, further methodological developments are required before use in clinical practice. METHODS: We sought to develop a novel fluorescence staining method based on the classical periodic acid-Schiff stain. We further attempted to develop a 3D imaging system based on this staining method and evaluated whether the system can be used for quantitative 3D pathological evaluation and deep learning–based automatic diagnosis of inflammatory bowel diseases. RESULTS: We successfully developed a novel periodic acid–FAM hydrazide (PAFhy) staining method for 3D imaging when combined with a tissue-clearing technique (PAFhy-3D). This strategy enabled clear and detailed imaging of the 3D architectures of crypts in human colorectal mucosa. PAFhy-3D imaging also revealed abnormal architectural changes in crypts in ulcerative colitis tissues and identified the distributions of neutrophils in cryptitis and crypt abscesses. PAFhy-3D revealed novel pathological findings including spiral staircase-like crypts specific to inflammatory bowel diseases. Quantitative analysis of crypts based on 3D morphologic changes enabled differential diagnosis of ulcerative colitis, Crohn’s disease, and non-inflammatory bowel disease; such discrimination could not be achieved by pathologists. Furthermore, a deep learning–based system using PAFhy-3D images was used to distinguish these diseases The accuracies were excellent (macro-average area under the curve = 0.94; F1 scores = 0.875 for ulcerative colitis, 0.717 for Crohn’s disease, and 0.819 for non-inflammatory bowel disease). CONCLUSIONS: PAFhy staining and PAFhy-3D imaging are promising approaches for next-generation experimental and clinical histopathology. Elsevier 2022-07-12 /pmc/articles/PMC9500441/ /pubmed/35835392 http://dx.doi.org/10.1016/j.jcmgh.2022.07.001 Text en © 2022 The Authors https://creativecommons.org/licenses/by/4.0/This is an open access article under the CC BY license (http://creativecommons.org/licenses/by/4.0/).
spellingShingle Original Research
Nojima, Satoshi
Ishida, Shoichi
Terayama, Kei
Matsumoto, Katsuhiko
Matsui, Takahiro
Tahara, Shinichiro
Ohshima, Kenji
Kiyokawa, Hiroki
Kido, Kansuke
Ukon, Koto
Yoshida, Shota Y.
Mitani, Tomoki T.
Doki, Yuichiro
Mizushima, Tsunekazu
Okuno, Yasushi
Susaki, Etsuo A.
Ueda, Hiroki R.
Morii, Eiichi
A Novel Three-Dimensional Imaging System Based on Polysaccharide Staining for Accurate Histopathological Diagnosis of Inflammatory Bowel Diseases
title A Novel Three-Dimensional Imaging System Based on Polysaccharide Staining for Accurate Histopathological Diagnosis of Inflammatory Bowel Diseases
title_full A Novel Three-Dimensional Imaging System Based on Polysaccharide Staining for Accurate Histopathological Diagnosis of Inflammatory Bowel Diseases
title_fullStr A Novel Three-Dimensional Imaging System Based on Polysaccharide Staining for Accurate Histopathological Diagnosis of Inflammatory Bowel Diseases
title_full_unstemmed A Novel Three-Dimensional Imaging System Based on Polysaccharide Staining for Accurate Histopathological Diagnosis of Inflammatory Bowel Diseases
title_short A Novel Three-Dimensional Imaging System Based on Polysaccharide Staining for Accurate Histopathological Diagnosis of Inflammatory Bowel Diseases
title_sort novel three-dimensional imaging system based on polysaccharide staining for accurate histopathological diagnosis of inflammatory bowel diseases
topic Original Research
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9500441/
https://www.ncbi.nlm.nih.gov/pubmed/35835392
http://dx.doi.org/10.1016/j.jcmgh.2022.07.001
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