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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.
Afiliación
  • Nojima S; Department of Pathology, Osaka University Graduate School of Medicine, Osaka, Japan; Department of Immunopathology, WPI Immunology Frontier Research Center, Osaka University, Osaka, Japan. Electronic address: s_nojima@molpath.med.osaka-u.ac.jp.
  • Ishida S; Graduate School of Medical Life Science, Yokohama City University, Kanagawa, Japan.
  • Terayama K; Graduate School of Medical Life Science, Yokohama City University, Kanagawa, Japan; Department of Biomedical Data Intelligence, Graduate School of Medicine, Kyoto University, Kyoto, Japan.
  • Matsumoto K; Laboratory for Synthetic Biology, RIKEN Center for Biosystems Dynamics Research, Osaka, Japan.
  • Matsui T; Department of Pathology, Osaka University Graduate School of Medicine, Osaka, Japan.
  • Tahara S; Department of Pathology, Osaka University Graduate School of Medicine, Osaka, Japan.
  • Ohshima K; Department of Pathology, Osaka University Graduate School of Medicine, Osaka, Japan.
  • Kiyokawa H; Department of Pathology, Osaka University Graduate School of Medicine, Osaka, Japan.
  • Kido K; Department of Pathology, Osaka University Graduate School of Medicine, Osaka, Japan.
  • Ukon K; Department of Pathology, Osaka University Graduate School of Medicine, Osaka, Japan.
  • Yoshida SY; Department of Pathology, Osaka University Graduate School of Medicine, Osaka, Japan; Laboratory for Synthetic Biology, RIKEN Center for Biosystems Dynamics Research, Osaka, Japan.
  • Mitani TT; Laboratory for Synthetic Biology, RIKEN Center for Biosystems Dynamics Research, Osaka, Japan.
  • Doki Y; Department of Gastroenterological Surgery, Osaka University Graduate School of Medicine, Osaka, Japan.
  • Mizushima T; Department of Gastroenterological Surgery, Osaka University Graduate School of Medicine, Osaka, Japan; Department of Therapeutics for Inflammatory Bowel Diseases, Osaka University Graduate School of Medicine, Osaka, Japan; Integrated Frontier Research for Medical Science Division, Institute for Open
  • Okuno Y; Department of Biomedical Data Intelligence, Graduate School of Medicine, Kyoto University, Kyoto, Japan; RIKEN Center for Computational Science, Hyogo, Japan.
  • Susaki EA; Laboratory for Synthetic Biology, RIKEN Center for Biosystems Dynamics Research, Osaka, Japan; Department of Biochemistry and Systems Biomedicine, Juntendo University Graduate School of Medicine, Tokyo, Japan.
  • Ueda HR; Laboratory for Synthetic Biology, RIKEN Center for Biosystems Dynamics Research, Osaka, Japan; Department of Systems Pharmacology, University of Tokyo Graduate School of Medicine, Tokyo, Japan.
  • Morii E; Department of Pathology, Osaka University Graduate School of Medicine, Osaka, Japan. Electronic address: morii@molpath.med.osaka-u.ac.jp.
Cell Mol Gastroenterol Hepatol ; 14(4): 905-924, 2022.
Article en En | MEDLINE | ID: mdl-35835392
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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Texto completo: 1 Colección: 01-internacional Base de datos: MEDLINE Asunto principal: Enfermedades Inflamatorias del Intestino / Colitis Ulcerosa / Enfermedad de Crohn Tipo de estudio: Diagnostic_studies / Prognostic_studies Límite: Humans Idioma: En Revista: Cell Mol Gastroenterol Hepatol Año: 2022 Tipo del documento: Article Pais de publicación: Estados Unidos

Texto completo: 1 Colección: 01-internacional Base de datos: MEDLINE Asunto principal: Enfermedades Inflamatorias del Intestino / Colitis Ulcerosa / Enfermedad de Crohn Tipo de estudio: Diagnostic_studies / Prognostic_studies Límite: Humans Idioma: En Revista: Cell Mol Gastroenterol Hepatol Año: 2022 Tipo del documento: Article Pais de publicación: Estados Unidos