Cargando…
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...
Autores principales: | , , , , , , , , , , , , , , , , , |
---|---|
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 |
_version_ | 1784795222653272064 |
---|---|
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. |
format | Online Article Text |
id | pubmed-9500441 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Elsevier |
record_format | MEDLINE/PubMed |
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 |
work_keys_str_mv | AT nojimasatoshi anovelthreedimensionalimagingsystembasedonpolysaccharidestainingforaccuratehistopathologicaldiagnosisofinflammatoryboweldiseases AT ishidashoichi anovelthreedimensionalimagingsystembasedonpolysaccharidestainingforaccuratehistopathologicaldiagnosisofinflammatoryboweldiseases AT terayamakei anovelthreedimensionalimagingsystembasedonpolysaccharidestainingforaccuratehistopathologicaldiagnosisofinflammatoryboweldiseases AT matsumotokatsuhiko anovelthreedimensionalimagingsystembasedonpolysaccharidestainingforaccuratehistopathologicaldiagnosisofinflammatoryboweldiseases AT matsuitakahiro anovelthreedimensionalimagingsystembasedonpolysaccharidestainingforaccuratehistopathologicaldiagnosisofinflammatoryboweldiseases AT taharashinichiro anovelthreedimensionalimagingsystembasedonpolysaccharidestainingforaccuratehistopathologicaldiagnosisofinflammatoryboweldiseases AT ohshimakenji anovelthreedimensionalimagingsystembasedonpolysaccharidestainingforaccuratehistopathologicaldiagnosisofinflammatoryboweldiseases AT kiyokawahiroki anovelthreedimensionalimagingsystembasedonpolysaccharidestainingforaccuratehistopathologicaldiagnosisofinflammatoryboweldiseases AT kidokansuke anovelthreedimensionalimagingsystembasedonpolysaccharidestainingforaccuratehistopathologicaldiagnosisofinflammatoryboweldiseases AT ukonkoto anovelthreedimensionalimagingsystembasedonpolysaccharidestainingforaccuratehistopathologicaldiagnosisofinflammatoryboweldiseases AT yoshidashotay anovelthreedimensionalimagingsystembasedonpolysaccharidestainingforaccuratehistopathologicaldiagnosisofinflammatoryboweldiseases AT mitanitomokit anovelthreedimensionalimagingsystembasedonpolysaccharidestainingforaccuratehistopathologicaldiagnosisofinflammatoryboweldiseases AT dokiyuichiro anovelthreedimensionalimagingsystembasedonpolysaccharidestainingforaccuratehistopathologicaldiagnosisofinflammatoryboweldiseases AT mizushimatsunekazu anovelthreedimensionalimagingsystembasedonpolysaccharidestainingforaccuratehistopathologicaldiagnosisofinflammatoryboweldiseases AT okunoyasushi anovelthreedimensionalimagingsystembasedonpolysaccharidestainingforaccuratehistopathologicaldiagnosisofinflammatoryboweldiseases AT susakietsuoa anovelthreedimensionalimagingsystembasedonpolysaccharidestainingforaccuratehistopathologicaldiagnosisofinflammatoryboweldiseases AT uedahirokir anovelthreedimensionalimagingsystembasedonpolysaccharidestainingforaccuratehistopathologicaldiagnosisofinflammatoryboweldiseases AT moriieiichi anovelthreedimensionalimagingsystembasedonpolysaccharidestainingforaccuratehistopathologicaldiagnosisofinflammatoryboweldiseases AT nojimasatoshi novelthreedimensionalimagingsystembasedonpolysaccharidestainingforaccuratehistopathologicaldiagnosisofinflammatoryboweldiseases AT ishidashoichi novelthreedimensionalimagingsystembasedonpolysaccharidestainingforaccuratehistopathologicaldiagnosisofinflammatoryboweldiseases AT terayamakei novelthreedimensionalimagingsystembasedonpolysaccharidestainingforaccuratehistopathologicaldiagnosisofinflammatoryboweldiseases AT matsumotokatsuhiko novelthreedimensionalimagingsystembasedonpolysaccharidestainingforaccuratehistopathologicaldiagnosisofinflammatoryboweldiseases AT matsuitakahiro novelthreedimensionalimagingsystembasedonpolysaccharidestainingforaccuratehistopathologicaldiagnosisofinflammatoryboweldiseases AT taharashinichiro novelthreedimensionalimagingsystembasedonpolysaccharidestainingforaccuratehistopathologicaldiagnosisofinflammatoryboweldiseases AT ohshimakenji novelthreedimensionalimagingsystembasedonpolysaccharidestainingforaccuratehistopathologicaldiagnosisofinflammatoryboweldiseases AT kiyokawahiroki novelthreedimensionalimagingsystembasedonpolysaccharidestainingforaccuratehistopathologicaldiagnosisofinflammatoryboweldiseases AT kidokansuke novelthreedimensionalimagingsystembasedonpolysaccharidestainingforaccuratehistopathologicaldiagnosisofinflammatoryboweldiseases AT ukonkoto novelthreedimensionalimagingsystembasedonpolysaccharidestainingforaccuratehistopathologicaldiagnosisofinflammatoryboweldiseases AT yoshidashotay novelthreedimensionalimagingsystembasedonpolysaccharidestainingforaccuratehistopathologicaldiagnosisofinflammatoryboweldiseases AT mitanitomokit novelthreedimensionalimagingsystembasedonpolysaccharidestainingforaccuratehistopathologicaldiagnosisofinflammatoryboweldiseases AT dokiyuichiro novelthreedimensionalimagingsystembasedonpolysaccharidestainingforaccuratehistopathologicaldiagnosisofinflammatoryboweldiseases AT mizushimatsunekazu novelthreedimensionalimagingsystembasedonpolysaccharidestainingforaccuratehistopathologicaldiagnosisofinflammatoryboweldiseases AT okunoyasushi novelthreedimensionalimagingsystembasedonpolysaccharidestainingforaccuratehistopathologicaldiagnosisofinflammatoryboweldiseases AT susakietsuoa novelthreedimensionalimagingsystembasedonpolysaccharidestainingforaccuratehistopathologicaldiagnosisofinflammatoryboweldiseases AT uedahirokir novelthreedimensionalimagingsystembasedonpolysaccharidestainingforaccuratehistopathologicaldiagnosisofinflammatoryboweldiseases AT moriieiichi novelthreedimensionalimagingsystembasedonpolysaccharidestainingforaccuratehistopathologicaldiagnosisofinflammatoryboweldiseases |