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Epigenetic mechanisms of lung carcinogenesis involve differentially methylated CpG sites beyond those associated with smoking
Smoking-related epigenetic changes have been linked to lung cancer, but the contribution of epigenetic alterations unrelated to smoking remains unclear. We sought for a sparse set of CpG sites predicting lung cancer and explored the role of smoking in these associations. We analysed CpGs in relation...
Autores principales: | , , , , , , , , , , , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Springer Netherlands
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9288379/ https://www.ncbi.nlm.nih.gov/pubmed/35595947 http://dx.doi.org/10.1007/s10654-022-00877-2 |
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author | Petrovic, Dusan Bodinier, Barbara Dagnino, Sonia Whitaker, Matthew Karimi, Maryam Campanella, Gianluca Haugdahl Nøst, Therese Polidoro, Silvia Palli, Domenico Krogh, Vittorio Tumino, Rosario Sacerdote, Carlotta Panico, Salvatore Lund, Eiliv Dugué, Pierre-Antoine Giles, Graham G. Severi, Gianluca Southey, Melissa Vineis, Paolo Stringhini, Silvia Bochud, Murielle Sandanger, Torkjel M. Vermeulen, Roel C. H. Guida, Florence Chadeau-Hyam, Marc |
author_facet | Petrovic, Dusan Bodinier, Barbara Dagnino, Sonia Whitaker, Matthew Karimi, Maryam Campanella, Gianluca Haugdahl Nøst, Therese Polidoro, Silvia Palli, Domenico Krogh, Vittorio Tumino, Rosario Sacerdote, Carlotta Panico, Salvatore Lund, Eiliv Dugué, Pierre-Antoine Giles, Graham G. Severi, Gianluca Southey, Melissa Vineis, Paolo Stringhini, Silvia Bochud, Murielle Sandanger, Torkjel M. Vermeulen, Roel C. H. Guida, Florence Chadeau-Hyam, Marc |
author_sort | Petrovic, Dusan |
collection | PubMed |
description | Smoking-related epigenetic changes have been linked to lung cancer, but the contribution of epigenetic alterations unrelated to smoking remains unclear. We sought for a sparse set of CpG sites predicting lung cancer and explored the role of smoking in these associations. We analysed CpGs in relation to lung cancer in participants from two nested case–control studies, using (LASSO)-penalised regression. We accounted for the effects of smoking using known smoking-related CpGs, and through conditional-independence network. We identified 29 CpGs (8 smoking-related, 21 smoking-unrelated) associated with lung cancer. Models additionally adjusted for Comprehensive Smoking Index-(CSI) selected 1 smoking-related and 49 smoking-unrelated CpGs. Selected CpGs yielded excellent discriminatory performances, outperforming information provided by CSI only. Of the 8 selected smoking-related CpGs, two captured lung cancer-relevant effects of smoking that were missed by CSI. Further, the 50 CpGs identified in the CSI-adjusted model complementarily explained lung cancer risk. These markers may provide further insight into lung cancer carcinogenesis and help improving early identification of high-risk patients. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1007/s10654-022-00877-2. |
format | Online Article Text |
id | pubmed-9288379 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Springer Netherlands |
record_format | MEDLINE/PubMed |
spelling | pubmed-92883792022-07-18 Epigenetic mechanisms of lung carcinogenesis involve differentially methylated CpG sites beyond those associated with smoking Petrovic, Dusan Bodinier, Barbara Dagnino, Sonia Whitaker, Matthew Karimi, Maryam Campanella, Gianluca Haugdahl Nøst, Therese Polidoro, Silvia Palli, Domenico Krogh, Vittorio Tumino, Rosario Sacerdote, Carlotta Panico, Salvatore Lund, Eiliv Dugué, Pierre-Antoine Giles, Graham G. Severi, Gianluca Southey, Melissa Vineis, Paolo Stringhini, Silvia Bochud, Murielle Sandanger, Torkjel M. Vermeulen, Roel C. H. Guida, Florence Chadeau-Hyam, Marc Eur J Epidemiol Cancer Smoking-related epigenetic changes have been linked to lung cancer, but the contribution of epigenetic alterations unrelated to smoking remains unclear. We sought for a sparse set of CpG sites predicting lung cancer and explored the role of smoking in these associations. We analysed CpGs in relation to lung cancer in participants from two nested case–control studies, using (LASSO)-penalised regression. We accounted for the effects of smoking using known smoking-related CpGs, and through conditional-independence network. We identified 29 CpGs (8 smoking-related, 21 smoking-unrelated) associated with lung cancer. Models additionally adjusted for Comprehensive Smoking Index-(CSI) selected 1 smoking-related and 49 smoking-unrelated CpGs. Selected CpGs yielded excellent discriminatory performances, outperforming information provided by CSI only. Of the 8 selected smoking-related CpGs, two captured lung cancer-relevant effects of smoking that were missed by CSI. Further, the 50 CpGs identified in the CSI-adjusted model complementarily explained lung cancer risk. These markers may provide further insight into lung cancer carcinogenesis and help improving early identification of high-risk patients. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1007/s10654-022-00877-2. Springer Netherlands 2022-05-20 2022 /pmc/articles/PMC9288379/ /pubmed/35595947 http://dx.doi.org/10.1007/s10654-022-00877-2 Text en © The Author(s) 2022 https://creativecommons.org/licenses/by/4.0/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/ (https://creativecommons.org/licenses/by/4.0/) . |
spellingShingle | Cancer Petrovic, Dusan Bodinier, Barbara Dagnino, Sonia Whitaker, Matthew Karimi, Maryam Campanella, Gianluca Haugdahl Nøst, Therese Polidoro, Silvia Palli, Domenico Krogh, Vittorio Tumino, Rosario Sacerdote, Carlotta Panico, Salvatore Lund, Eiliv Dugué, Pierre-Antoine Giles, Graham G. Severi, Gianluca Southey, Melissa Vineis, Paolo Stringhini, Silvia Bochud, Murielle Sandanger, Torkjel M. Vermeulen, Roel C. H. Guida, Florence Chadeau-Hyam, Marc Epigenetic mechanisms of lung carcinogenesis involve differentially methylated CpG sites beyond those associated with smoking |
title | Epigenetic mechanisms of lung carcinogenesis involve differentially methylated CpG sites beyond those associated with smoking |
title_full | Epigenetic mechanisms of lung carcinogenesis involve differentially methylated CpG sites beyond those associated with smoking |
title_fullStr | Epigenetic mechanisms of lung carcinogenesis involve differentially methylated CpG sites beyond those associated with smoking |
title_full_unstemmed | Epigenetic mechanisms of lung carcinogenesis involve differentially methylated CpG sites beyond those associated with smoking |
title_short | Epigenetic mechanisms of lung carcinogenesis involve differentially methylated CpG sites beyond those associated with smoking |
title_sort | epigenetic mechanisms of lung carcinogenesis involve differentially methylated cpg sites beyond those associated with smoking |
topic | Cancer |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9288379/ https://www.ncbi.nlm.nih.gov/pubmed/35595947 http://dx.doi.org/10.1007/s10654-022-00877-2 |
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