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Validation of mitotic cell quantification via microscopy and multiple whole-slide scanners
BACKGROUND: The establishment of whole-slide imaging (WSI) as a medical diagnostic device allows that pathologists may evaluate mitotic activity with this new technology. Furthermore, the image digitalization provides an opportunity to develop algorithms for automatic quantifications, ideally leadin...
Autores principales: | , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
BioMed Central
2019
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6593538/ https://www.ncbi.nlm.nih.gov/pubmed/31238983 http://dx.doi.org/10.1186/s13000-019-0839-8 |
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author | Tabata, Kazuhiro Uraoka, Naohiro Benhamida, Jamal Hanna, Matthew G. Sirintrapun, Sahussapont Joseph Gallas, Brandon D. Gong, Qi Aly, Rania G. Emoto, Katsura Matsuda, Kant M. Hameed, Meera R. Klimstra, David S. Yagi, Yukako |
author_facet | Tabata, Kazuhiro Uraoka, Naohiro Benhamida, Jamal Hanna, Matthew G. Sirintrapun, Sahussapont Joseph Gallas, Brandon D. Gong, Qi Aly, Rania G. Emoto, Katsura Matsuda, Kant M. Hameed, Meera R. Klimstra, David S. Yagi, Yukako |
author_sort | Tabata, Kazuhiro |
collection | PubMed |
description | BACKGROUND: The establishment of whole-slide imaging (WSI) as a medical diagnostic device allows that pathologists may evaluate mitotic activity with this new technology. Furthermore, the image digitalization provides an opportunity to develop algorithms for automatic quantifications, ideally leading to improved reproducibility as compared to the naked eye examination by pathologists. In order to implement them effectively, accuracy of mitotic figure detection using WSI should be investigated. In this study, we aimed to measure pathologist performance in detecting mitotic figures (MFs) using multiple platforms (multiple scanners) and compare the results with those obtained using a brightfield microscope. METHODS: Four slides of canine oral melanoma were prepared and digitized using 4 WSI scanners. In these slides, 40 regions of interest (ROIs) were demarcated, and five observers identified the MFs using different viewing modes: microscopy and WSI. We evaluated the inter- and intra-observer agreements between modes with Cohen’s Kappa and determined “true” MFs with a consensus panel. We then assessed the accuracy (agreement with truth) using the average of sensitivity and specificity. RESULTS: In the 40 ROIs, 155 candidate MFs were detected by five pathologists; 74 of them were determined to be true MFs. Inter- and intra-observer agreement was mostly “substantial” or greater (Kappa = 0.594–0.939). Accuracy was between 0.632 and 0.843 across all readers and modes. After averaging over readers for each modality, we found that mitosis detection accuracy for 3 of the 4 WSI scanners was significantly less than that of the microscope (p = 0.002, 0.012, and 0.001). CONCLUSIONS: This study is the first to compare WSIs and microscopy in detecting MFs at the level of individual cells. Our results suggest that WSI can be used for mitotic cell detection and offers similar reproducibility to the microscope, with slightly less accuracy. |
format | Online Article Text |
id | pubmed-6593538 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2019 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-65935382019-07-09 Validation of mitotic cell quantification via microscopy and multiple whole-slide scanners Tabata, Kazuhiro Uraoka, Naohiro Benhamida, Jamal Hanna, Matthew G. Sirintrapun, Sahussapont Joseph Gallas, Brandon D. Gong, Qi Aly, Rania G. Emoto, Katsura Matsuda, Kant M. Hameed, Meera R. Klimstra, David S. Yagi, Yukako Diagn Pathol Research BACKGROUND: The establishment of whole-slide imaging (WSI) as a medical diagnostic device allows that pathologists may evaluate mitotic activity with this new technology. Furthermore, the image digitalization provides an opportunity to develop algorithms for automatic quantifications, ideally leading to improved reproducibility as compared to the naked eye examination by pathologists. In order to implement them effectively, accuracy of mitotic figure detection using WSI should be investigated. In this study, we aimed to measure pathologist performance in detecting mitotic figures (MFs) using multiple platforms (multiple scanners) and compare the results with those obtained using a brightfield microscope. METHODS: Four slides of canine oral melanoma were prepared and digitized using 4 WSI scanners. In these slides, 40 regions of interest (ROIs) were demarcated, and five observers identified the MFs using different viewing modes: microscopy and WSI. We evaluated the inter- and intra-observer agreements between modes with Cohen’s Kappa and determined “true” MFs with a consensus panel. We then assessed the accuracy (agreement with truth) using the average of sensitivity and specificity. RESULTS: In the 40 ROIs, 155 candidate MFs were detected by five pathologists; 74 of them were determined to be true MFs. Inter- and intra-observer agreement was mostly “substantial” or greater (Kappa = 0.594–0.939). Accuracy was between 0.632 and 0.843 across all readers and modes. After averaging over readers for each modality, we found that mitosis detection accuracy for 3 of the 4 WSI scanners was significantly less than that of the microscope (p = 0.002, 0.012, and 0.001). CONCLUSIONS: This study is the first to compare WSIs and microscopy in detecting MFs at the level of individual cells. Our results suggest that WSI can be used for mitotic cell detection and offers similar reproducibility to the microscope, with slightly less accuracy. BioMed Central 2019-06-26 /pmc/articles/PMC6593538/ /pubmed/31238983 http://dx.doi.org/10.1186/s13000-019-0839-8 Text en © The Author(s). 2019 Open AccessThis article is distributed under the terms of the Creative Commons Attribution 4.0 International License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduction in any medium, provided you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated. |
spellingShingle | Research Tabata, Kazuhiro Uraoka, Naohiro Benhamida, Jamal Hanna, Matthew G. Sirintrapun, Sahussapont Joseph Gallas, Brandon D. Gong, Qi Aly, Rania G. Emoto, Katsura Matsuda, Kant M. Hameed, Meera R. Klimstra, David S. Yagi, Yukako Validation of mitotic cell quantification via microscopy and multiple whole-slide scanners |
title | Validation of mitotic cell quantification via microscopy and multiple whole-slide scanners |
title_full | Validation of mitotic cell quantification via microscopy and multiple whole-slide scanners |
title_fullStr | Validation of mitotic cell quantification via microscopy and multiple whole-slide scanners |
title_full_unstemmed | Validation of mitotic cell quantification via microscopy and multiple whole-slide scanners |
title_short | Validation of mitotic cell quantification via microscopy and multiple whole-slide scanners |
title_sort | validation of mitotic cell quantification via microscopy and multiple whole-slide scanners |
topic | Research |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6593538/ https://www.ncbi.nlm.nih.gov/pubmed/31238983 http://dx.doi.org/10.1186/s13000-019-0839-8 |
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