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Spatial interplay of lymphocytes and fibroblasts in estrogen receptor-positive HER2-negative breast cancer
In estrogen-receptor-positive, HER2-negative (ER(+)HER2(−)) breast cancer, higher levels of tumor infiltrating lymphocytes (TILs) are often associated with a poor prognosis and this phenomenon is still poorly understood. Fibroblasts represent one of the most frequent cells in breast cancer and harbo...
Autores principales: | , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9051105/ https://www.ncbi.nlm.nih.gov/pubmed/35484275 http://dx.doi.org/10.1038/s41523-022-00416-y |
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author | Nederlof, I. Hajizadeh, S. Sobhani, F. Raza, S. E. A. AbdulJabbar, K. Harkes, R. van de Vijver, M. J. Salgado, R. Desmedt, C. Kok, M. Yuan, Y. Horlings, H. M. |
author_facet | Nederlof, I. Hajizadeh, S. Sobhani, F. Raza, S. E. A. AbdulJabbar, K. Harkes, R. van de Vijver, M. J. Salgado, R. Desmedt, C. Kok, M. Yuan, Y. Horlings, H. M. |
author_sort | Nederlof, I. |
collection | PubMed |
description | In estrogen-receptor-positive, HER2-negative (ER(+)HER2(−)) breast cancer, higher levels of tumor infiltrating lymphocytes (TILs) are often associated with a poor prognosis and this phenomenon is still poorly understood. Fibroblasts represent one of the most frequent cells in breast cancer and harbor immunomodulatory capabilities. Here, we evaluate the molecular and clinical impact of the spatial patterns of TILs and fibroblast in ER(+)HER2(−) breast cancer. We used a deep neural network to locate and identify tumor, TILs, and fibroblasts on hematoxylin and eosin-stained slides from 179 ER(+)HER2(−) breast tumors (ICGC cohort) together with a new density estimation analysis to measure the spatial patterns. We clustered tumors based on their spatial patterns and gene set enrichment analysis was performed to study their molecular characteristics. We independently assessed the spatial patterns in a second cohort of ER(+)HER2(−) breast cancer (N = 630, METABRIC) and studied their prognostic value. The spatial integration of fibroblasts, TILs, and tumor cells leads to a new reproducible spatial classification of ER(+)HER2(−) breast cancer and is linked to inflammation, fibroblast meddling, or immunosuppression. ER(+)HER2(−) patients with high TIL did not have a significant improved overall survival (HR = 0.76, P = 0.212), except when they had received chemotherapy (HR = 0.447). A poorer survival was observed for patients with high fibroblasts that did not show a high level of TILs (HR = 1.661, P = 0.0303). Especially spatial mixing of fibroblasts and TILs was associated with a good prognosis (HR = 0.464, P = 0.013). Our findings demonstrate a reproducible pipeline for the spatial profiling of TILs and fibroblasts in ER(+)HER2(−) breast cancer and suggest that this spatial interplay holds a decisive role in their cancer-immune interactions. |
format | Online Article Text |
id | pubmed-9051105 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-90511052022-04-30 Spatial interplay of lymphocytes and fibroblasts in estrogen receptor-positive HER2-negative breast cancer Nederlof, I. Hajizadeh, S. Sobhani, F. Raza, S. E. A. AbdulJabbar, K. Harkes, R. van de Vijver, M. J. Salgado, R. Desmedt, C. Kok, M. Yuan, Y. Horlings, H. M. NPJ Breast Cancer Article In estrogen-receptor-positive, HER2-negative (ER(+)HER2(−)) breast cancer, higher levels of tumor infiltrating lymphocytes (TILs) are often associated with a poor prognosis and this phenomenon is still poorly understood. Fibroblasts represent one of the most frequent cells in breast cancer and harbor immunomodulatory capabilities. Here, we evaluate the molecular and clinical impact of the spatial patterns of TILs and fibroblast in ER(+)HER2(−) breast cancer. We used a deep neural network to locate and identify tumor, TILs, and fibroblasts on hematoxylin and eosin-stained slides from 179 ER(+)HER2(−) breast tumors (ICGC cohort) together with a new density estimation analysis to measure the spatial patterns. We clustered tumors based on their spatial patterns and gene set enrichment analysis was performed to study their molecular characteristics. We independently assessed the spatial patterns in a second cohort of ER(+)HER2(−) breast cancer (N = 630, METABRIC) and studied their prognostic value. The spatial integration of fibroblasts, TILs, and tumor cells leads to a new reproducible spatial classification of ER(+)HER2(−) breast cancer and is linked to inflammation, fibroblast meddling, or immunosuppression. ER(+)HER2(−) patients with high TIL did not have a significant improved overall survival (HR = 0.76, P = 0.212), except when they had received chemotherapy (HR = 0.447). A poorer survival was observed for patients with high fibroblasts that did not show a high level of TILs (HR = 1.661, P = 0.0303). Especially spatial mixing of fibroblasts and TILs was associated with a good prognosis (HR = 0.464, P = 0.013). Our findings demonstrate a reproducible pipeline for the spatial profiling of TILs and fibroblasts in ER(+)HER2(−) breast cancer and suggest that this spatial interplay holds a decisive role in their cancer-immune interactions. Nature Publishing Group UK 2022-04-28 /pmc/articles/PMC9051105/ /pubmed/35484275 http://dx.doi.org/10.1038/s41523-022-00416-y Text en © The Author(s) 2022 https://creativecommons.org/licenses/by/4.0/Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as 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 images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons license and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . |
spellingShingle | Article Nederlof, I. Hajizadeh, S. Sobhani, F. Raza, S. E. A. AbdulJabbar, K. Harkes, R. van de Vijver, M. J. Salgado, R. Desmedt, C. Kok, M. Yuan, Y. Horlings, H. M. Spatial interplay of lymphocytes and fibroblasts in estrogen receptor-positive HER2-negative breast cancer |
title | Spatial interplay of lymphocytes and fibroblasts in estrogen receptor-positive HER2-negative breast cancer |
title_full | Spatial interplay of lymphocytes and fibroblasts in estrogen receptor-positive HER2-negative breast cancer |
title_fullStr | Spatial interplay of lymphocytes and fibroblasts in estrogen receptor-positive HER2-negative breast cancer |
title_full_unstemmed | Spatial interplay of lymphocytes and fibroblasts in estrogen receptor-positive HER2-negative breast cancer |
title_short | Spatial interplay of lymphocytes and fibroblasts in estrogen receptor-positive HER2-negative breast cancer |
title_sort | spatial interplay of lymphocytes and fibroblasts in estrogen receptor-positive her2-negative breast cancer |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9051105/ https://www.ncbi.nlm.nih.gov/pubmed/35484275 http://dx.doi.org/10.1038/s41523-022-00416-y |
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