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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...

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Autores principales: 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
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Springer Netherlands 2022
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.
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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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