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author Rosenberger, Albert
Muttray, Nils
Hung, Rayjean J.
Christiani, David C.
Caporaso, Neil E.
Liu, Geoffrey
Bojesen, Stig E.
Le Marchand, Loic
Albanes, Demetrios
Aldrich, Melinda C.
Tardon, Adonina
Fernández-Tardón, Guillermo
Rennert, Gad
Field, John K.
Davies, Michael P. A.
Liloglou, Triantafillos
Kiemeney, Lambertus A.
Lazarus, Philip
Wendel, Bernadette
Haugen, Aage
Zienolddiny, Shanbeh
Lam, Stephen
Schabath, Matthew B.
Andrew, Angeline S.
Duell, Eric J.
Arnold, Susanne M.
Goodman, Gary E.
Chen, Chu
Doherty, Jennifer A.
Taylor, Fiona
Cox, Angela
Woll, Penella J.
Risch, Angela
Muley, Thomas R.
Johansson, Mikael
Brennan, Paul
Landi, Maria Teresa
Shete, Sanjay S.
Amos, Christopher I.
Bickeböller, Heike
author_facet Rosenberger, Albert
Muttray, Nils
Hung, Rayjean J.
Christiani, David C.
Caporaso, Neil E.
Liu, Geoffrey
Bojesen, Stig E.
Le Marchand, Loic
Albanes, Demetrios
Aldrich, Melinda C.
Tardon, Adonina
Fernández-Tardón, Guillermo
Rennert, Gad
Field, John K.
Davies, Michael P. A.
Liloglou, Triantafillos
Kiemeney, Lambertus A.
Lazarus, Philip
Wendel, Bernadette
Haugen, Aage
Zienolddiny, Shanbeh
Lam, Stephen
Schabath, Matthew B.
Andrew, Angeline S.
Duell, Eric J.
Arnold, Susanne M.
Goodman, Gary E.
Chen, Chu
Doherty, Jennifer A.
Taylor, Fiona
Cox, Angela
Woll, Penella J.
Risch, Angela
Muley, Thomas R.
Johansson, Mikael
Brennan, Paul
Landi, Maria Teresa
Shete, Sanjay S.
Amos, Christopher I.
Bickeböller, Heike
author_sort Rosenberger, Albert
collection PubMed
description BACKGROUND: Aberrant Wnt signalling, regulating cell development and stemness, influences the development of many cancer types. The Aryl hydrocarbon receptor (AhR) mediates tumorigenesis of environmental pollutants. Complex interaction patterns of genes assigned to AhR/Wnt-signalling were recently associated with lung cancer susceptibility. AIM: To assess the association and predictive ability of AhR/Wnt-genes with lung cancer in cases and controls of European descent. METHODS: Odds ratios (OR) were estimated for genomic variants assigned to the Wnt agonist and the antagonistic genes DKK2, DKK3, DKK4, FRZB, SFRP4 and Axin2. Logistic regression models with variable selection were trained, validated and tested to predict lung cancer, at which other previously identified SNPs that have been robustly associated with lung cancer risk could also enter the model. Furthermore, decision trees were created to investigate variant × variant interaction. All analyses were performed for overall lung cancer and for subgroups. RESULTS: No genome-wide significant association of AhR/Wnt-genes with overall lung cancer was observed, but within the subgroups of ever smokers (e.g., maker rs2722278 SFRP4; OR  = 1.20; 95% CI 1.13–1.27; p  = 5.6 × 10(–10)) and never smokers (e.g., maker rs1133683 Axin2; OR  = 1.27; 95% CI 1.19–1.35; p  = 1.0 × 10(–12)). Although predictability is poor, AhR/Wnt-variants are unexpectedly overrepresented in optimized prediction scores for overall lung cancer and for small cell lung cancer. Remarkably, the score for never-smokers contained solely two AhR/Wnt-variants. The optimal decision tree for never smokers consists of 7 AhR/Wnt-variants and only two lung cancer variants. CONCLUSIONS: The role of variants belonging to Wnt/AhR-pathways in lung cancer susceptibility may be underrated in main-effects association analysis. Complex interaction patterns in individuals of European descent have moderate predictive capacity for lung cancer or subgroups thereof, especially in never smokers. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s40001-022-00638-7.
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spelling pubmed-88052792022-02-03 Gene–gene interaction of AhRwith and within the Wntcascade affects susceptibility to lung cancer Rosenberger, Albert Muttray, Nils Hung, Rayjean J. Christiani, David C. Caporaso, Neil E. Liu, Geoffrey Bojesen, Stig E. Le Marchand, Loic Albanes, Demetrios Aldrich, Melinda C. Tardon, Adonina Fernández-Tardón, Guillermo Rennert, Gad Field, John K. Davies, Michael P. A. Liloglou, Triantafillos Kiemeney, Lambertus A. Lazarus, Philip Wendel, Bernadette Haugen, Aage Zienolddiny, Shanbeh Lam, Stephen Schabath, Matthew B. Andrew, Angeline S. Duell, Eric J. Arnold, Susanne M. Goodman, Gary E. Chen, Chu Doherty, Jennifer A. Taylor, Fiona Cox, Angela Woll, Penella J. Risch, Angela Muley, Thomas R. Johansson, Mikael Brennan, Paul Landi, Maria Teresa Shete, Sanjay S. Amos, Christopher I. Bickeböller, Heike Eur J Med Res Research BACKGROUND: Aberrant Wnt signalling, regulating cell development and stemness, influences the development of many cancer types. The Aryl hydrocarbon receptor (AhR) mediates tumorigenesis of environmental pollutants. Complex interaction patterns of genes assigned to AhR/Wnt-signalling were recently associated with lung cancer susceptibility. AIM: To assess the association and predictive ability of AhR/Wnt-genes with lung cancer in cases and controls of European descent. METHODS: Odds ratios (OR) were estimated for genomic variants assigned to the Wnt agonist and the antagonistic genes DKK2, DKK3, DKK4, FRZB, SFRP4 and Axin2. Logistic regression models with variable selection were trained, validated and tested to predict lung cancer, at which other previously identified SNPs that have been robustly associated with lung cancer risk could also enter the model. Furthermore, decision trees were created to investigate variant × variant interaction. All analyses were performed for overall lung cancer and for subgroups. RESULTS: No genome-wide significant association of AhR/Wnt-genes with overall lung cancer was observed, but within the subgroups of ever smokers (e.g., maker rs2722278 SFRP4; OR  = 1.20; 95% CI 1.13–1.27; p  = 5.6 × 10(–10)) and never smokers (e.g., maker rs1133683 Axin2; OR  = 1.27; 95% CI 1.19–1.35; p  = 1.0 × 10(–12)). Although predictability is poor, AhR/Wnt-variants are unexpectedly overrepresented in optimized prediction scores for overall lung cancer and for small cell lung cancer. Remarkably, the score for never-smokers contained solely two AhR/Wnt-variants. The optimal decision tree for never smokers consists of 7 AhR/Wnt-variants and only two lung cancer variants. CONCLUSIONS: The role of variants belonging to Wnt/AhR-pathways in lung cancer susceptibility may be underrated in main-effects association analysis. Complex interaction patterns in individuals of European descent have moderate predictive capacity for lung cancer or subgroups thereof, especially in never smokers. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s40001-022-00638-7. BioMed Central 2022-01-31 /pmc/articles/PMC8805279/ /pubmed/35101137 http://dx.doi.org/10.1186/s40001-022-00638-7 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/) . The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/ (https://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
Rosenberger, Albert
Muttray, Nils
Hung, Rayjean J.
Christiani, David C.
Caporaso, Neil E.
Liu, Geoffrey
Bojesen, Stig E.
Le Marchand, Loic
Albanes, Demetrios
Aldrich, Melinda C.
Tardon, Adonina
Fernández-Tardón, Guillermo
Rennert, Gad
Field, John K.
Davies, Michael P. A.
Liloglou, Triantafillos
Kiemeney, Lambertus A.
Lazarus, Philip
Wendel, Bernadette
Haugen, Aage
Zienolddiny, Shanbeh
Lam, Stephen
Schabath, Matthew B.
Andrew, Angeline S.
Duell, Eric J.
Arnold, Susanne M.
Goodman, Gary E.
Chen, Chu
Doherty, Jennifer A.
Taylor, Fiona
Cox, Angela
Woll, Penella J.
Risch, Angela
Muley, Thomas R.
Johansson, Mikael
Brennan, Paul
Landi, Maria Teresa
Shete, Sanjay S.
Amos, Christopher I.
Bickeböller, Heike
Gene–gene interaction of AhRwith and within the Wntcascade affects susceptibility to lung cancer
title Gene–gene interaction of AhRwith and within the Wntcascade affects susceptibility to lung cancer
title_full Gene–gene interaction of AhRwith and within the Wntcascade affects susceptibility to lung cancer
title_fullStr Gene–gene interaction of AhRwith and within the Wntcascade affects susceptibility to lung cancer
title_full_unstemmed Gene–gene interaction of AhRwith and within the Wntcascade affects susceptibility to lung cancer
title_short Gene–gene interaction of AhRwith and within the Wntcascade affects susceptibility to lung cancer
title_sort gene–gene interaction of ahrwith and within the wntcascade affects susceptibility to lung cancer
topic Research
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8805279/
https://www.ncbi.nlm.nih.gov/pubmed/35101137
http://dx.doi.org/10.1186/s40001-022-00638-7
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