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Assessing the causal role of epigenetic clocks in the development of multiple cancers: a Mendelian randomization study

BACKGROUND: Epigenetic clocks have been associated with cancer risk in several observational studies. Nevertheless, it is unclear whether they play a causal role in cancer risk or if they act as a non-causal biomarker. METHODS: We conducted a two-sample Mendelian randomization (MR) study to examine...

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Autores principales: Morales Berstein, Fernanda, McCartney, Daniel L, Lu, Ake T, Tsilidis, Konstantinos K, Bouras, Emmanouil, Haycock, Philip, Burrows, Kimberley, Phipps, Amanda I, Buchanan, Daniel D, Cheng, Iona, Martin, Richard M, Davey Smith, George, Relton, Caroline L, Horvath, Steve, Marioni, Riccardo E, Richardson, Tom G, Richmond, Rebecca C
Formato: Online Artículo Texto
Lenguaje:English
Publicado: eLife Sciences Publications, Ltd 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9049976/
https://www.ncbi.nlm.nih.gov/pubmed/35346416
http://dx.doi.org/10.7554/eLife.75374
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author Morales Berstein, Fernanda
McCartney, Daniel L
Lu, Ake T
Tsilidis, Konstantinos K
Bouras, Emmanouil
Haycock, Philip
Burrows, Kimberley
Phipps, Amanda I
Buchanan, Daniel D
Cheng, Iona
Martin, Richard M
Davey Smith, George
Relton, Caroline L
Horvath, Steve
Marioni, Riccardo E
Richardson, Tom G
Richmond, Rebecca C
author_facet Morales Berstein, Fernanda
McCartney, Daniel L
Lu, Ake T
Tsilidis, Konstantinos K
Bouras, Emmanouil
Haycock, Philip
Burrows, Kimberley
Phipps, Amanda I
Buchanan, Daniel D
Cheng, Iona
Martin, Richard M
Davey Smith, George
Relton, Caroline L
Horvath, Steve
Marioni, Riccardo E
Richardson, Tom G
Richmond, Rebecca C
author_sort Morales Berstein, Fernanda
collection PubMed
description BACKGROUND: Epigenetic clocks have been associated with cancer risk in several observational studies. Nevertheless, it is unclear whether they play a causal role in cancer risk or if they act as a non-causal biomarker. METHODS: We conducted a two-sample Mendelian randomization (MR) study to examine the genetically predicted effects of epigenetic age acceleration as measured by HannumAge (nine single-nucleotide polymorphisms (SNPs)), Horvath Intrinsic Age (24 SNPs), PhenoAge (11 SNPs), and GrimAge (4 SNPs) on multiple cancers (i.e. breast, prostate, colorectal, ovarian and lung cancer). We obtained genome-wide association data for biological ageing from a meta-analysis (N = 34,710), and for cancer from the UK Biobank (N cases = 2671–13,879; N controls = 173,493–372,016), FinnGen (N cases = 719–8401; N controls = 74,685–174,006) and several international cancer genetic consortia (N cases = 11,348–122,977; N controls = 15,861–105,974). Main analyses were performed using multiplicative random effects inverse variance weighted (IVW) MR. Individual study estimates were pooled using fixed effect meta-analysis. Sensitivity analyses included MR-Egger, weighted median, weighted mode and Causal Analysis using Summary Effect Estimates (CAUSE) methods, which are robust to some of the assumptions of the IVW approach. RESULTS: Meta-analysed IVW MR findings suggested that higher GrimAge acceleration increased the risk of colorectal cancer (OR = 1.12 per year increase in GrimAge acceleration, 95% CI 1.04–1.20, p = 0.002). The direction of the genetically predicted effects was consistent across main and sensitivity MR analyses. Among subtypes, the genetically predicted effect of GrimAge acceleration was greater for colon cancer (IVW OR = 1.15, 95% CI 1.09–1.21, p = 0.006), than rectal cancer (IVW OR = 1.05, 95% CI 0.97–1.13, p = 0.24). Results were less consistent for associations between other epigenetic clocks and cancers. CONCLUSIONS: GrimAge acceleration may increase the risk of colorectal cancer. Findings for other clocks and cancers were inconsistent. Further work is required to investigate the potential mechanisms underlying the results. FUNDING: FMB was supported by a Wellcome Trust PhD studentship in Molecular, Genetic and Lifecourse Epidemiology (224982/Z/22/Z which is part of grant 218495/Z/19/Z). KKT was supported by a Cancer Research UK (C18281/A29019) programme grant (the Integrative Cancer Epidemiology Programme) and by the Hellenic Republic’s Operational Programme ‘Competitiveness, Entrepreneurship & Innovation’ (OΠΣ 5047228). PH was supported by Cancer Research UK (C18281/A29019). RMM was supported by the NIHR Biomedical Research Centre at University Hospitals Bristol and Weston NHS Foundation Trust and the University of Bristol and by a Cancer Research UK (C18281/A29019) programme grant (the Integrative Cancer Epidemiology Programme). RMM is a National Institute for Health Research Senior Investigator (NIHR202411). The views expressed are those of the author(s) and not necessarily those of the NIHR or the Department of Health and Social Care. GDS and CLR were supported by the Medical Research Council (MC_UU_00011/1 and MC_UU_00011/5, respectively) and by a Cancer Research UK (C18281/A29019) programme grant (the Integrative Cancer Epidemiology Programme). REM was supported by an Alzheimer’s Society project grant (AS-PG-19b-010) and NIH grant (U01 AG-18-018, PI: Steve Horvath). RCR is a de Pass Vice Chancellor’s Research Fellow at the University of Bristol.
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spelling pubmed-90499762022-04-29 Assessing the causal role of epigenetic clocks in the development of multiple cancers: a Mendelian randomization study Morales Berstein, Fernanda McCartney, Daniel L Lu, Ake T Tsilidis, Konstantinos K Bouras, Emmanouil Haycock, Philip Burrows, Kimberley Phipps, Amanda I Buchanan, Daniel D Cheng, Iona Martin, Richard M Davey Smith, George Relton, Caroline L Horvath, Steve Marioni, Riccardo E Richardson, Tom G Richmond, Rebecca C eLife Genetics and Genomics BACKGROUND: Epigenetic clocks have been associated with cancer risk in several observational studies. Nevertheless, it is unclear whether they play a causal role in cancer risk or if they act as a non-causal biomarker. METHODS: We conducted a two-sample Mendelian randomization (MR) study to examine the genetically predicted effects of epigenetic age acceleration as measured by HannumAge (nine single-nucleotide polymorphisms (SNPs)), Horvath Intrinsic Age (24 SNPs), PhenoAge (11 SNPs), and GrimAge (4 SNPs) on multiple cancers (i.e. breast, prostate, colorectal, ovarian and lung cancer). We obtained genome-wide association data for biological ageing from a meta-analysis (N = 34,710), and for cancer from the UK Biobank (N cases = 2671–13,879; N controls = 173,493–372,016), FinnGen (N cases = 719–8401; N controls = 74,685–174,006) and several international cancer genetic consortia (N cases = 11,348–122,977; N controls = 15,861–105,974). Main analyses were performed using multiplicative random effects inverse variance weighted (IVW) MR. Individual study estimates were pooled using fixed effect meta-analysis. Sensitivity analyses included MR-Egger, weighted median, weighted mode and Causal Analysis using Summary Effect Estimates (CAUSE) methods, which are robust to some of the assumptions of the IVW approach. RESULTS: Meta-analysed IVW MR findings suggested that higher GrimAge acceleration increased the risk of colorectal cancer (OR = 1.12 per year increase in GrimAge acceleration, 95% CI 1.04–1.20, p = 0.002). The direction of the genetically predicted effects was consistent across main and sensitivity MR analyses. Among subtypes, the genetically predicted effect of GrimAge acceleration was greater for colon cancer (IVW OR = 1.15, 95% CI 1.09–1.21, p = 0.006), than rectal cancer (IVW OR = 1.05, 95% CI 0.97–1.13, p = 0.24). Results were less consistent for associations between other epigenetic clocks and cancers. CONCLUSIONS: GrimAge acceleration may increase the risk of colorectal cancer. Findings for other clocks and cancers were inconsistent. Further work is required to investigate the potential mechanisms underlying the results. FUNDING: FMB was supported by a Wellcome Trust PhD studentship in Molecular, Genetic and Lifecourse Epidemiology (224982/Z/22/Z which is part of grant 218495/Z/19/Z). KKT was supported by a Cancer Research UK (C18281/A29019) programme grant (the Integrative Cancer Epidemiology Programme) and by the Hellenic Republic’s Operational Programme ‘Competitiveness, Entrepreneurship & Innovation’ (OΠΣ 5047228). PH was supported by Cancer Research UK (C18281/A29019). RMM was supported by the NIHR Biomedical Research Centre at University Hospitals Bristol and Weston NHS Foundation Trust and the University of Bristol and by a Cancer Research UK (C18281/A29019) programme grant (the Integrative Cancer Epidemiology Programme). RMM is a National Institute for Health Research Senior Investigator (NIHR202411). The views expressed are those of the author(s) and not necessarily those of the NIHR or the Department of Health and Social Care. GDS and CLR were supported by the Medical Research Council (MC_UU_00011/1 and MC_UU_00011/5, respectively) and by a Cancer Research UK (C18281/A29019) programme grant (the Integrative Cancer Epidemiology Programme). REM was supported by an Alzheimer’s Society project grant (AS-PG-19b-010) and NIH grant (U01 AG-18-018, PI: Steve Horvath). RCR is a de Pass Vice Chancellor’s Research Fellow at the University of Bristol. eLife Sciences Publications, Ltd 2022-03-29 /pmc/articles/PMC9049976/ /pubmed/35346416 http://dx.doi.org/10.7554/eLife.75374 Text en © 2022, Morales Berstein et al https://creativecommons.org/licenses/by/4.0/This article is distributed under the terms of the Creative Commons Attribution License (https://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use and redistribution provided that the original author and source are credited.
spellingShingle Genetics and Genomics
Morales Berstein, Fernanda
McCartney, Daniel L
Lu, Ake T
Tsilidis, Konstantinos K
Bouras, Emmanouil
Haycock, Philip
Burrows, Kimberley
Phipps, Amanda I
Buchanan, Daniel D
Cheng, Iona
Martin, Richard M
Davey Smith, George
Relton, Caroline L
Horvath, Steve
Marioni, Riccardo E
Richardson, Tom G
Richmond, Rebecca C
Assessing the causal role of epigenetic clocks in the development of multiple cancers: a Mendelian randomization study
title Assessing the causal role of epigenetic clocks in the development of multiple cancers: a Mendelian randomization study
title_full Assessing the causal role of epigenetic clocks in the development of multiple cancers: a Mendelian randomization study
title_fullStr Assessing the causal role of epigenetic clocks in the development of multiple cancers: a Mendelian randomization study
title_full_unstemmed Assessing the causal role of epigenetic clocks in the development of multiple cancers: a Mendelian randomization study
title_short Assessing the causal role of epigenetic clocks in the development of multiple cancers: a Mendelian randomization study
title_sort assessing the causal role of epigenetic clocks in the development of multiple cancers: a mendelian randomization study
topic Genetics and Genomics
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9049976/
https://www.ncbi.nlm.nih.gov/pubmed/35346416
http://dx.doi.org/10.7554/eLife.75374
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