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Digital analysis of distant and cancer-associated mammary adipocytes
Adipocytes and cancer-associated adipocytes (CAAs) are poorly investigated cells in the tumor microenvironment. Different image analysis software exist for identifying and measuring these cells using scanned hematoxylin and eosin (H&E)-stained slides. It is however unclear which one is the most...
Autores principales: | , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Elsevier
2020
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7589564/ https://www.ncbi.nlm.nih.gov/pubmed/33120083 http://dx.doi.org/10.1016/j.breast.2020.10.004 |
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author | Isnaldi, Edoardo Richard, François De Schepper, Maxim Vincent, Delphine Leduc, Sophia Maetens, Marion Geukens, Tatjana Floris, Giuseppe Rouas, Ghizlane Cardoso, Fatima Sotiriou, Christos Zoppoli, Gabriele Larsimont, Denis Biganzoli, Elia Desmedt, Christine |
author_facet | Isnaldi, Edoardo Richard, François De Schepper, Maxim Vincent, Delphine Leduc, Sophia Maetens, Marion Geukens, Tatjana Floris, Giuseppe Rouas, Ghizlane Cardoso, Fatima Sotiriou, Christos Zoppoli, Gabriele Larsimont, Denis Biganzoli, Elia Desmedt, Christine |
author_sort | Isnaldi, Edoardo |
collection | PubMed |
description | Adipocytes and cancer-associated adipocytes (CAAs) are poorly investigated cells in the tumor microenvironment. Different image analysis software exist for identifying and measuring these cells using scanned hematoxylin and eosin (H&E)-stained slides. It is however unclear which one is the most appropriate for breast cancer (BC) samples. Here, we compared three software (AdipoCount, Adiposoft, and HALO®). HALO® outperformed the other methods with regard to adipocyte identification, (> 96% sensitivity and specificity). All software performed equally good with regard to area and diameter measurement (concordance correlation coefficients > 0.97 and > 0.96, respectively). We then analyzed a series of 10 BCE samples (n = 51 H&E slides) with HALO®. Distant adipocytes were defined >2 mm away from cancer cells or fibrotic region, whereas CAAs as the first three lines of adipocytes close to the invasive front. Intra-mammary heterogeneity was limited, implying that measuring a single region of ∼500 adipocytes provides a reliable estimation of the distribution of their size features. CAAs had smaller areas (median fold-change: 2.62) and diameters (median fold-change: 1.64) as compared to distant adipocytes in the same breast (both p = 0.002). The size of CAAs and distant adipocytes was associated with the body mass index (BMI) of the patient (area: rho = 0.89, p = 0.001; rho = 0.71, p = 0.027, diameter: rho = 0.87 p = 0.002; rho = 0.65 p = 0.049, respectively). To conclude, we demonstrate that quantifying adipocytes in BC sections is feasible by digital pathology using H&E sections, setting the basis for a standardized analysis of mammary adiposity in larger series of patients. |
format | Online Article Text |
id | pubmed-7589564 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | Elsevier |
record_format | MEDLINE/PubMed |
spelling | pubmed-75895642020-10-30 Digital analysis of distant and cancer-associated mammary adipocytes Isnaldi, Edoardo Richard, François De Schepper, Maxim Vincent, Delphine Leduc, Sophia Maetens, Marion Geukens, Tatjana Floris, Giuseppe Rouas, Ghizlane Cardoso, Fatima Sotiriou, Christos Zoppoli, Gabriele Larsimont, Denis Biganzoli, Elia Desmedt, Christine Breast Original Article Adipocytes and cancer-associated adipocytes (CAAs) are poorly investigated cells in the tumor microenvironment. Different image analysis software exist for identifying and measuring these cells using scanned hematoxylin and eosin (H&E)-stained slides. It is however unclear which one is the most appropriate for breast cancer (BC) samples. Here, we compared three software (AdipoCount, Adiposoft, and HALO®). HALO® outperformed the other methods with regard to adipocyte identification, (> 96% sensitivity and specificity). All software performed equally good with regard to area and diameter measurement (concordance correlation coefficients > 0.97 and > 0.96, respectively). We then analyzed a series of 10 BCE samples (n = 51 H&E slides) with HALO®. Distant adipocytes were defined >2 mm away from cancer cells or fibrotic region, whereas CAAs as the first three lines of adipocytes close to the invasive front. Intra-mammary heterogeneity was limited, implying that measuring a single region of ∼500 adipocytes provides a reliable estimation of the distribution of their size features. CAAs had smaller areas (median fold-change: 2.62) and diameters (median fold-change: 1.64) as compared to distant adipocytes in the same breast (both p = 0.002). The size of CAAs and distant adipocytes was associated with the body mass index (BMI) of the patient (area: rho = 0.89, p = 0.001; rho = 0.71, p = 0.027, diameter: rho = 0.87 p = 0.002; rho = 0.65 p = 0.049, respectively). To conclude, we demonstrate that quantifying adipocytes in BC sections is feasible by digital pathology using H&E sections, setting the basis for a standardized analysis of mammary adiposity in larger series of patients. Elsevier 2020-10-16 /pmc/articles/PMC7589564/ /pubmed/33120083 http://dx.doi.org/10.1016/j.breast.2020.10.004 Text en © 2020 The Authors http://creativecommons.org/licenses/by-nc-nd/4.0/ This is an open access article under the CC BY-NC-ND license (http://creativecommons.org/licenses/by-nc-nd/4.0/). |
spellingShingle | Original Article Isnaldi, Edoardo Richard, François De Schepper, Maxim Vincent, Delphine Leduc, Sophia Maetens, Marion Geukens, Tatjana Floris, Giuseppe Rouas, Ghizlane Cardoso, Fatima Sotiriou, Christos Zoppoli, Gabriele Larsimont, Denis Biganzoli, Elia Desmedt, Christine Digital analysis of distant and cancer-associated mammary adipocytes |
title | Digital analysis of distant and cancer-associated mammary adipocytes |
title_full | Digital analysis of distant and cancer-associated mammary adipocytes |
title_fullStr | Digital analysis of distant and cancer-associated mammary adipocytes |
title_full_unstemmed | Digital analysis of distant and cancer-associated mammary adipocytes |
title_short | Digital analysis of distant and cancer-associated mammary adipocytes |
title_sort | digital analysis of distant and cancer-associated mammary adipocytes |
topic | Original Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7589564/ https://www.ncbi.nlm.nih.gov/pubmed/33120083 http://dx.doi.org/10.1016/j.breast.2020.10.004 |
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