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Unsupervised determination of lung tumor margin with widefield polarimetric second-harmonic generation microscopy.
Mirsanaye, Kamdin; Uribe Castaño, Leonardo; Kamaliddin, Yasmeen; Golaraei, Ahmad; Kontenis, Lukas; Zurauskas, Edvardas; Navab, Roya; Yasufuku, Kazuhiro; Tsao, Ming-Sound; Wilson, Brian C; Barzda, Virginijus.
Afiliación
  • Mirsanaye K; Department of Physics, University of Toronto, Toronto, Canada.
  • Uribe Castaño L; Department of Chemical and Physical Sciences, University of Toronto Mississauga, Mississauga, Canada.
  • Kamaliddin Y; Department of Physics, University of Toronto, Toronto, Canada.
  • Golaraei A; Department of Chemical and Physical Sciences, University of Toronto Mississauga, Mississauga, Canada.
  • Kontenis L; Department of Physics, University of Toronto, Toronto, Canada.
  • Zurauskas E; Department of Chemical and Physical Sciences, University of Toronto Mississauga, Mississauga, Canada.
  • Navab R; Department of Physics, University of Toronto, Toronto, Canada.
  • Yasufuku K; Department of Chemical and Physical Sciences, University of Toronto Mississauga, Mississauga, Canada.
  • Tsao MS; Princess Margaret Cancer Centre, University Health Network, Toronto, Canada.
  • Wilson BC; Laser Research Centre, Faculty of Physics, Vilnius University, Vilnius, Lithuania.
  • Barzda V; Light Conversion, Vilnius, Lithuania.
Sci Rep ; 12(1): 20713, 2022 12 01.
Article en En | MEDLINE | ID: mdl-36456811
The extracellular matrix (ECM) is amongst many tissue components affected by cancer, however, morphological changes of the ECM are not well-understood and thus, often omitted from diagnostic considerations. Polarimetric second-harmonic generation (P-SHG) microscopy allows for visualization and characterization of collagen ultrastructure in the ECM, aiding in better understanding of the changes induced by cancer throughout the tissue. In this paper, a large region of hematoxylin and eosin (H&E) stained human lung section, encompassing a tumor margin, connecting a significant tumor portion to normal tissue was imaged with P-SHG microscopy. The resulting polarimetric parameters were utilized in principal components analysis and unsupervised K-Means clustering to separate normal- and tumor-like tissue. Consequently, a pseudo-color map of the clustered tissue regions is generated to highlight the irregularity of the ECM collagen structure throughout the region of interest and to identify the tumor margin, in the absence of morphological characteristics of the cells.
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Texto completo: 1 Colección: 01-internacional Base de datos: MEDLINE Asunto principal: Microscopía de Generación del Segundo Armónico / Neoplasias Pulmonares Tipo de estudio: Prognostic_studies Límite: Humans Idioma: En Revista: Sci Rep Año: 2022 Tipo del documento: Article País de afiliación: Canadá Pais de publicación: Reino Unido
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Texto completo: 1 Colección: 01-internacional Base de datos: MEDLINE Asunto principal: Microscopía de Generación del Segundo Armónico / Neoplasias Pulmonares Tipo de estudio: Prognostic_studies Límite: Humans Idioma: En Revista: Sci Rep Año: 2022 Tipo del documento: Article País de afiliación: Canadá Pais de publicación: Reino Unido