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Socioeconomic Status, Smoking, and Lung Cancer Mediation and Bias Analysis in the SYNERGY Study

  • Jan Hovanec
  • , Benjamin Kendzia
  • , Ann Olsson
  • , Joachim Schüz
  • , Hans Kromhout
  • , Roel Vermeulen
  • , Susan Peters
  • , Per Gustavsson
  • , Enrica Migliore
  • , Loredana Radoi
  • , Christine Barul
  • , Dario Consonni
  • , Neil E. Caporaso
  • , Maria Teresa Landi
  • , John K. Field
  • , Stefan Karrasch
  • , Heinz Erich Wichmann
  • , Jack Siemiatycki
  • , Marie Elise Parent
  • , Lorenzo Richiardi
  • Lorenzo Simonato, Karl Heinz Jöckel, Wolfgang Ahrens, Hermann Pohlabeln, Guillermo Fernández-Tardón, David Zaridze, John R. McLaughlin, Paul A. Demers, Beata Świątkowska, Jolanta Lissowska, Tamás Pándics, Eleonora Fabianova, Dana Mates, Miriam Schejbalova, Lenka Foretova, Vladimír Janout, Paolo Boffetta, Francesco Forastiere, Kurt Straif, Thomas Brüning, Thomas Behrens
  • Institute of the Ruhr University (IPA)
  • International Agency for Research on Cancer
  • Utrecht University
  • Karolinska Institutet
  • University of Turin
  • Université Paris-Saclay
  • Institut national de la santé et de la recherche médicale
  • IRCCS Fondazione Ca'Granda – Ospedale Maggiore Policlinico - Milano
  • National Institutes of Health
  • University of Liverpool
  • Helmholtz Zentrum München - German Research Center for Environmental Health
  • Ludwig Maximilian University of Munich
  • The German Center for Lung Research (DZL)
  • Centre Hospitalier de L'Universite de Montreal
  • Institut national de la recherche scientifique
  • University of Padua
  • University of Duisburg-Essen
  • Leibniz Institute for Prevention Research and Epidemiology
  • University of Oviedo
  • N.N. Blokhin National Research Center of Oncology
  • University of Toronto
  • Ontario Health
  • Nofer Institute of Occupational Medicine
  • Maria Sklodowska-Curie Institute of Oncology
  • National Public Health Center
  • Regional Authority of Public Health
  • National Institute of Public Health
  • Charles University
  • Masaryk Memorial Cancer Institute
  • Palacký University Olomouc
  • Imperial College London
  • National Research Council of Italy
  • ISGlobal
  • Boston College

Research output: Contribution to journalArticlepeer-review

2 Scopus citations

Abstract

Background: Increased lung cancer risks for low socioeconomic status (SES) groups are only partially attributable to smoking habits. Little effort has been made to investigate the persistent risks related to low SES by quantification of potential biases. Methods: Based on 12 case–control studies, including 18 centers of the international SYNERGY project (16,550 cases, 20,147 controls), we estimated controlled direct effects (CDE) of SES on lung cancer via multiple logistic regression, adjusted for age, study center, and smoking habits and stratified by sex. We conducted mediation analysis by inverse odds ratio weighting to estimate natural direct effects and natural indirect effects via smoking habits. We considered misclassification of smoking status, selection bias, and unmeasured mediator–outcome confounding by genetic risk, both separately and by multiple quantitative bias analyses, using bootstrap to create 95% simulation intervals (SI). Results: Mediation analysis of lung cancer risks for SES estimated mean proportions of 43% in men and 33% in women attributable to smoking. Bias analyses decreased the direct effects of SES on lung cancer, with selection bias showing the strongest reduction in lung cancer risk in the multiple bias analysis. Lung cancer risks remained increased for lower SES groups, with higher risks in men (fourth vs. first [highest] SES quartile: CDE, 1.50 [SI, 1.32, 1.69]) than women (CDE: 1.20 [SI: 1.01, 1.45]). Natural direct effects were similar to CDE, particularly in men. Conclusions: Bias adjustment lowered direct lung cancer risk estimates of lower SES groups. However, risks for low SES remained elevated, likely attributable to occupational hazards or other environmental exposures.

Original languageEnglish
Pages (from-to)245-252
Number of pages8
JournalEpidemiology
Volume36
Issue number2
DOIs
StatePublished - Mar 1 2025

Keywords

  • Confounding
  • Mediator
  • Misclassification
  • SES
  • Selection bias

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