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Candidate methylation sites associated with endocrine therapy resistance in ER+/HER2- breast cancer
BACKGROUND: Estrogen receptor (ER) positive breast cancer is often effectively treated with drugs that inhibit ER signaling, i.e., tamoxifen (TAM) and aromatase inhibitors (AIs). However, 30% of ER+ breast cancer patients develop resistance to therapy leading to tumour recurrence. Changes in the met...
Autores principales: | , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
BioMed Central
2020
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7368985/ https://www.ncbi.nlm.nih.gov/pubmed/32684154 http://dx.doi.org/10.1186/s12885-020-07100-z |
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author | Soleimani Dodaran, Maryam Borgoni, Simone Sofyalı, Emre Verschure, Pernette J. Wiemann, Stefan Moerland, Perry D. van Kampen, Antoine H. C. |
author_facet | Soleimani Dodaran, Maryam Borgoni, Simone Sofyalı, Emre Verschure, Pernette J. Wiemann, Stefan Moerland, Perry D. van Kampen, Antoine H. C. |
author_sort | Soleimani Dodaran, Maryam |
collection | PubMed |
description | BACKGROUND: Estrogen receptor (ER) positive breast cancer is often effectively treated with drugs that inhibit ER signaling, i.e., tamoxifen (TAM) and aromatase inhibitors (AIs). However, 30% of ER+ breast cancer patients develop resistance to therapy leading to tumour recurrence. Changes in the methylation profile have been implicated as one of the mechanisms through which therapy resistance develops. Therefore, we aimed to identify methylation loci associated with endocrine therapy resistance. METHODS: We used genome-wide DNA methylation profiles of primary ER+/HER2- tumours from The Cancer Genome Atlas in combination with curated data on survival and treatment to predict development of endocrine resistance. Association of individual DNA methylation markers with survival was assessed using Cox proportional hazards models in a cohort of ER+/HER2- tumours (N = 552) and two sub-cohorts corresponding to the endocrine treatment (AI or TAM) that patients received (N = 210 and N = 172, respectively). We also identified multivariable methylation signatures associated with survival using Cox proportional hazards models with elastic net regularization. Individual markers and multivariable signatures were compared with DNA methylation profiles generated in a time course experiment using the T47D ER+ breast cancer cell line treated with tamoxifen or deprived from estrogen. RESULTS: We identified 134, 5 and 1 CpGs for which DNA methylation is significantly associated with survival in the ER+/HER2-, TAM and AI cohorts respectively. Multi-locus signatures consisted of 203, 36 and 178 CpGs and showed a large overlap with the corresponding single-locus signatures. The methylation signatures were associated with survival independently of tumour stage, age, AI treatment, and luminal status. The single-locus signature for the TAM cohort was conserved among the loci that were differentially methylated in endocrine-resistant T47D cells. Similarly, multi-locus signatures for the ER+/HER2- and AI cohorts were conserved in endocrine-resistant T47D cells. Also at the gene set level, several sets related to endocrine therapy and resistance were enriched in both survival and T47D signatures. CONCLUSIONS: We identified individual and multivariable DNA methylation markers associated with therapy resistance independently of luminal status. Our results suggest that these markers identified from primary tumours prior to endocrine treatment are associated with development of endocrine resistance. |
format | Online Article Text |
id | pubmed-7368985 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-73689852020-07-21 Candidate methylation sites associated with endocrine therapy resistance in ER+/HER2- breast cancer Soleimani Dodaran, Maryam Borgoni, Simone Sofyalı, Emre Verschure, Pernette J. Wiemann, Stefan Moerland, Perry D. van Kampen, Antoine H. C. BMC Cancer Research Article BACKGROUND: Estrogen receptor (ER) positive breast cancer is often effectively treated with drugs that inhibit ER signaling, i.e., tamoxifen (TAM) and aromatase inhibitors (AIs). However, 30% of ER+ breast cancer patients develop resistance to therapy leading to tumour recurrence. Changes in the methylation profile have been implicated as one of the mechanisms through which therapy resistance develops. Therefore, we aimed to identify methylation loci associated with endocrine therapy resistance. METHODS: We used genome-wide DNA methylation profiles of primary ER+/HER2- tumours from The Cancer Genome Atlas in combination with curated data on survival and treatment to predict development of endocrine resistance. Association of individual DNA methylation markers with survival was assessed using Cox proportional hazards models in a cohort of ER+/HER2- tumours (N = 552) and two sub-cohorts corresponding to the endocrine treatment (AI or TAM) that patients received (N = 210 and N = 172, respectively). We also identified multivariable methylation signatures associated with survival using Cox proportional hazards models with elastic net regularization. Individual markers and multivariable signatures were compared with DNA methylation profiles generated in a time course experiment using the T47D ER+ breast cancer cell line treated with tamoxifen or deprived from estrogen. RESULTS: We identified 134, 5 and 1 CpGs for which DNA methylation is significantly associated with survival in the ER+/HER2-, TAM and AI cohorts respectively. Multi-locus signatures consisted of 203, 36 and 178 CpGs and showed a large overlap with the corresponding single-locus signatures. The methylation signatures were associated with survival independently of tumour stage, age, AI treatment, and luminal status. The single-locus signature for the TAM cohort was conserved among the loci that were differentially methylated in endocrine-resistant T47D cells. Similarly, multi-locus signatures for the ER+/HER2- and AI cohorts were conserved in endocrine-resistant T47D cells. Also at the gene set level, several sets related to endocrine therapy and resistance were enriched in both survival and T47D signatures. CONCLUSIONS: We identified individual and multivariable DNA methylation markers associated with therapy resistance independently of luminal status. Our results suggest that these markers identified from primary tumours prior to endocrine treatment are associated with development of endocrine resistance. BioMed Central 2020-07-19 /pmc/articles/PMC7368985/ /pubmed/32684154 http://dx.doi.org/10.1186/s12885-020-07100-z Text en © The Author(s) 2020 Open AccessThis 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/. 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 in a credit line to the data. |
spellingShingle | Research Article Soleimani Dodaran, Maryam Borgoni, Simone Sofyalı, Emre Verschure, Pernette J. Wiemann, Stefan Moerland, Perry D. van Kampen, Antoine H. C. Candidate methylation sites associated with endocrine therapy resistance in ER+/HER2- breast cancer |
title | Candidate methylation sites associated with endocrine therapy resistance in ER+/HER2- breast cancer |
title_full | Candidate methylation sites associated with endocrine therapy resistance in ER+/HER2- breast cancer |
title_fullStr | Candidate methylation sites associated with endocrine therapy resistance in ER+/HER2- breast cancer |
title_full_unstemmed | Candidate methylation sites associated with endocrine therapy resistance in ER+/HER2- breast cancer |
title_short | Candidate methylation sites associated with endocrine therapy resistance in ER+/HER2- breast cancer |
title_sort | candidate methylation sites associated with endocrine therapy resistance in er+/her2- breast cancer |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7368985/ https://www.ncbi.nlm.nih.gov/pubmed/32684154 http://dx.doi.org/10.1186/s12885-020-07100-z |
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