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Epigenetic mechanisms of lung carcinogenesis involve differentially methylated CpG sites beyond those associated with smoking

  • Dusan Petrovic
  • , Barbara Bodinier
  • , Sonia Dagnino
  • , Matthew Whitaker
  • , Maryam Karimi
  • , Gianluca Campanella
  • , Therese Haugdahl Nøst
  • , Silvia Polidoro
  • , Domenico Palli
  • , Vittorio Krogh
  • , Rosario Tumino
  • , Carlotta Sacerdote
  • , Salvatore Panico
  • , Eiliv Lund
  • , Pierre Antoine Dugué
  • , Graham G. Giles
  • , Gianluca Severi
  • , Melissa Southey
  • , Paolo Vineis
  • , Silvia Stringhini
  • Murielle Bochud, Torkjel M. Sandanger, Roel C.H. Vermeulen, Florence Guida, Marc Chadeau-Hyam

Research output: Contribution to journalArticleResearchpeer-review

Abstract

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.

Original languageEnglish
Pages (from-to)629-640
Number of pages12
JournalEuropean Journal of Epidemiology
Volume37
Issue number6
DOIs
Publication statusPublished - Jun 2022

UN SDGs

This output contributes to the following UN Sustainable Development Goals (SDGs)

  1. SDG 3 - Good Health and Well-being
    SDG 3 Good Health and Well-being

Keywords

  • DNA methylation
  • Lung cancer
  • Partial correlation network
  • Smoking
  • Variable selection

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