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Tumor infiltrating lymphocyte clusters are associated with response to immune checkpoint inhibition in BRAF V600(E/K) mutated malignant melanomas
Patients with metastasized malignant melanomas (MM) are regularly treated with immune checkpoint inhibitors (CPI). Within our study, we evaluated the predictive value of tumor infiltrating lymphocyte (TIL) clusters in primary MM and its association to molecular subtypes to predict response to CPI tr...
Autores principales: | , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
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Nature Publishing Group UK
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7815914/ https://www.ncbi.nlm.nih.gov/pubmed/33469107 http://dx.doi.org/10.1038/s41598-021-81330-4 |
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author | Klein, Sebastian Mauch, Cornelia Brinker, Klaus Noh, Ka-Won Knez, Sonja Büttner, Reinhard Quaas, Alexander Helbig, Doris |
author_facet | Klein, Sebastian Mauch, Cornelia Brinker, Klaus Noh, Ka-Won Knez, Sonja Büttner, Reinhard Quaas, Alexander Helbig, Doris |
author_sort | Klein, Sebastian |
collection | PubMed |
description | Patients with metastasized malignant melanomas (MM) are regularly treated with immune checkpoint inhibitors (CPI). Within our study, we evaluated the predictive value of tumor infiltrating lymphocyte (TIL) clusters in primary MM and its association to molecular subtypes to predict response to CPI treatment. A cohort of 90 MM patients who received CPI treatment were collected from a single center, as well as a validation cohort of 351 patients from the TCGA database (SKCM) who received standard of care. A deep-convolutional-neural network (U-Net) was trained to detect viable tumor areas on H&E whole-slide-images, following a quantitative detection of TILs with help of a separate additional neural network. The number of TIL clusters was associated with response to CPI in 90 MM patients (AUC = 0.6), even more pronounced within the sub-cohort of BRAF V600(E/K)-mutated MM patients (AUC = 0.7, n = 32). Interestingly, the TIL clusters in NRAS-mutated as well as wildtype MM (BRAF-wt, NRAS-wt) tumors, did not demonstrate a predictive value of CPI response (AUC = 0.5, n = 25). Moreover, PD-L1 expression had a limited predictive value within our cohort. In parallel, within an independent cohort of MM patients (TCGA, n = 351), the number of TIL clusters was associated with improved survival in BRAF V600(E/K) mutated MM (p < 0.0001, n = 164) but neither in NRAS-mutated (55.7 months vs. 63.0 months, respectively, p = 0.590, n = 85) nor BRAF/NRAS-wildtype MM patients (52.4 months vs. 47.4 months, respectively, p = 0.581, n = 104). While TILs in MM have been associated with improved survival, we show—for the first time—that TIL clusters are associated with response to immunotherapy in BRAF V600(E/K) mutated MM. |
format | Online Article Text |
id | pubmed-7815914 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-78159142021-01-21 Tumor infiltrating lymphocyte clusters are associated with response to immune checkpoint inhibition in BRAF V600(E/K) mutated malignant melanomas Klein, Sebastian Mauch, Cornelia Brinker, Klaus Noh, Ka-Won Knez, Sonja Büttner, Reinhard Quaas, Alexander Helbig, Doris Sci Rep Article Patients with metastasized malignant melanomas (MM) are regularly treated with immune checkpoint inhibitors (CPI). Within our study, we evaluated the predictive value of tumor infiltrating lymphocyte (TIL) clusters in primary MM and its association to molecular subtypes to predict response to CPI treatment. A cohort of 90 MM patients who received CPI treatment were collected from a single center, as well as a validation cohort of 351 patients from the TCGA database (SKCM) who received standard of care. A deep-convolutional-neural network (U-Net) was trained to detect viable tumor areas on H&E whole-slide-images, following a quantitative detection of TILs with help of a separate additional neural network. The number of TIL clusters was associated with response to CPI in 90 MM patients (AUC = 0.6), even more pronounced within the sub-cohort of BRAF V600(E/K)-mutated MM patients (AUC = 0.7, n = 32). Interestingly, the TIL clusters in NRAS-mutated as well as wildtype MM (BRAF-wt, NRAS-wt) tumors, did not demonstrate a predictive value of CPI response (AUC = 0.5, n = 25). Moreover, PD-L1 expression had a limited predictive value within our cohort. In parallel, within an independent cohort of MM patients (TCGA, n = 351), the number of TIL clusters was associated with improved survival in BRAF V600(E/K) mutated MM (p < 0.0001, n = 164) but neither in NRAS-mutated (55.7 months vs. 63.0 months, respectively, p = 0.590, n = 85) nor BRAF/NRAS-wildtype MM patients (52.4 months vs. 47.4 months, respectively, p = 0.581, n = 104). While TILs in MM have been associated with improved survival, we show—for the first time—that TIL clusters are associated with response to immunotherapy in BRAF V600(E/K) mutated MM. Nature Publishing Group UK 2021-01-19 /pmc/articles/PMC7815914/ /pubmed/33469107 http://dx.doi.org/10.1038/s41598-021-81330-4 Text en © The Author(s) 2021 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 licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence 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 licence, visit http://creativecommons.org/licenses/by/4.0/. |
spellingShingle | Article Klein, Sebastian Mauch, Cornelia Brinker, Klaus Noh, Ka-Won Knez, Sonja Büttner, Reinhard Quaas, Alexander Helbig, Doris Tumor infiltrating lymphocyte clusters are associated with response to immune checkpoint inhibition in BRAF V600(E/K) mutated malignant melanomas |
title | Tumor infiltrating lymphocyte clusters are associated with response to immune checkpoint inhibition in BRAF V600(E/K) mutated malignant melanomas |
title_full | Tumor infiltrating lymphocyte clusters are associated with response to immune checkpoint inhibition in BRAF V600(E/K) mutated malignant melanomas |
title_fullStr | Tumor infiltrating lymphocyte clusters are associated with response to immune checkpoint inhibition in BRAF V600(E/K) mutated malignant melanomas |
title_full_unstemmed | Tumor infiltrating lymphocyte clusters are associated with response to immune checkpoint inhibition in BRAF V600(E/K) mutated malignant melanomas |
title_short | Tumor infiltrating lymphocyte clusters are associated with response to immune checkpoint inhibition in BRAF V600(E/K) mutated malignant melanomas |
title_sort | tumor infiltrating lymphocyte clusters are associated with response to immune checkpoint inhibition in braf v600(e/k) mutated malignant melanomas |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7815914/ https://www.ncbi.nlm.nih.gov/pubmed/33469107 http://dx.doi.org/10.1038/s41598-021-81330-4 |
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