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Investigating the effect of sexual behaviour on oropharyngeal cancer risk: a methodological assessment of Mendelian randomization
BACKGROUND: Human papilloma virus infection is known to influence oropharyngeal cancer (OPC) risk, likely via sexual transmission. However, sexual behaviour has been correlated with other risk factors including smoking and alcohol, meaning independent effects are difficult to establish. We aimed to...
Autores principales: | , , , , , , , , , , , , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
BioMed Central
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8802428/ https://www.ncbi.nlm.nih.gov/pubmed/35094705 http://dx.doi.org/10.1186/s12916-022-02233-3 |
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author | Gormley, Mark Dudding, Tom Kachuri, Linda Burrows, Kimberley Chong, Amanda H. W. Martin, Richard M. Thomas, Steven J. Tyrrell, Jessica Ness, Andrew R. Brennan, Paul Munafò, Marcus R. Pring, Miranda Boccia, Stefania Olshan, Andrew F. Diergaarde, Brenda Hung, Rayjean J. Liu, Geoffrey Tajara, Eloiza H. Severino, Patricia Toporcov, Tatiana N. Lacko, Martin Waterboer, Tim Brenner, Nicole Smith, George Davey Vincent, Emma E. Richmond, Rebecca C. |
author_facet | Gormley, Mark Dudding, Tom Kachuri, Linda Burrows, Kimberley Chong, Amanda H. W. Martin, Richard M. Thomas, Steven J. Tyrrell, Jessica Ness, Andrew R. Brennan, Paul Munafò, Marcus R. Pring, Miranda Boccia, Stefania Olshan, Andrew F. Diergaarde, Brenda Hung, Rayjean J. Liu, Geoffrey Tajara, Eloiza H. Severino, Patricia Toporcov, Tatiana N. Lacko, Martin Waterboer, Tim Brenner, Nicole Smith, George Davey Vincent, Emma E. Richmond, Rebecca C. |
author_sort | Gormley, Mark |
collection | PubMed |
description | BACKGROUND: Human papilloma virus infection is known to influence oropharyngeal cancer (OPC) risk, likely via sexual transmission. However, sexual behaviour has been correlated with other risk factors including smoking and alcohol, meaning independent effects are difficult to establish. We aimed to evaluate the causal effect of sexual behaviour on the risk of OPC using Mendelian randomization (MR). METHODS: Genetic variants robustly associated with age at first sex (AFS) and the number of sexual partners (NSP) were used to perform both univariable and multivariable MR analyses with summary data on 2641 OPC cases and 6585 controls, obtained from the largest available genome-wide association studies (GWAS). Given the potential for genetic pleiotropy, we performed a number of sensitivity analyses: (i) MR methods to account for horizontal pleiotropy, (ii) MR of sexual behaviours on positive (cervical cancer and seropositivity for Chlamydia trachomatis) and negative control outcomes (lung and oral cancer), (iii) Causal Analysis Using Summary Effect estimates (CAUSE), to account for correlated and uncorrelated horizontal pleiotropic effects, (iv) multivariable MR analysis to account for the effects of smoking, alcohol, risk tolerance and educational attainment. RESULTS: In univariable MR, we found evidence supportive of an effect of both later AFS (IVW OR = 0.4, 95%CI (0.3, 0.7), per standard deviation (SD), p = < 0.001) and increasing NSP (IVW OR = 2.2, 95%CI (1.3, 3.8) per SD, p = < 0.001) on OPC risk. These effects were largely robust to sensitivity analyses accounting for horizontal pleiotropy. However, negative control analysis suggested potential violation of the core MR assumptions and subsequent CAUSE analysis implicated pleiotropy of the genetic instruments used to proxy sexual behaviours. Finally, there was some attenuation of the univariable MR results in the multivariable models (AFS IVW OR = 0.7, 95%CI (0.4, 1.2), p = 0.21; NSP IVW OR = 0.9, 95%CI (0.5 1.7), p = 0.76). CONCLUSIONS: Despite using genetic variants strongly related sexual behaviour traits in large-scale GWAS, we found evidence for correlated pleiotropy. This emphasizes a need for multivariable approaches and the triangulation of evidence when performing MR of complex behavioural traits. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s12916-022-02233-3. |
format | Online Article Text |
id | pubmed-8802428 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-88024282022-02-02 Investigating the effect of sexual behaviour on oropharyngeal cancer risk: a methodological assessment of Mendelian randomization Gormley, Mark Dudding, Tom Kachuri, Linda Burrows, Kimberley Chong, Amanda H. W. Martin, Richard M. Thomas, Steven J. Tyrrell, Jessica Ness, Andrew R. Brennan, Paul Munafò, Marcus R. Pring, Miranda Boccia, Stefania Olshan, Andrew F. Diergaarde, Brenda Hung, Rayjean J. Liu, Geoffrey Tajara, Eloiza H. Severino, Patricia Toporcov, Tatiana N. Lacko, Martin Waterboer, Tim Brenner, Nicole Smith, George Davey Vincent, Emma E. Richmond, Rebecca C. BMC Med Research Article BACKGROUND: Human papilloma virus infection is known to influence oropharyngeal cancer (OPC) risk, likely via sexual transmission. However, sexual behaviour has been correlated with other risk factors including smoking and alcohol, meaning independent effects are difficult to establish. We aimed to evaluate the causal effect of sexual behaviour on the risk of OPC using Mendelian randomization (MR). METHODS: Genetic variants robustly associated with age at first sex (AFS) and the number of sexual partners (NSP) were used to perform both univariable and multivariable MR analyses with summary data on 2641 OPC cases and 6585 controls, obtained from the largest available genome-wide association studies (GWAS). Given the potential for genetic pleiotropy, we performed a number of sensitivity analyses: (i) MR methods to account for horizontal pleiotropy, (ii) MR of sexual behaviours on positive (cervical cancer and seropositivity for Chlamydia trachomatis) and negative control outcomes (lung and oral cancer), (iii) Causal Analysis Using Summary Effect estimates (CAUSE), to account for correlated and uncorrelated horizontal pleiotropic effects, (iv) multivariable MR analysis to account for the effects of smoking, alcohol, risk tolerance and educational attainment. RESULTS: In univariable MR, we found evidence supportive of an effect of both later AFS (IVW OR = 0.4, 95%CI (0.3, 0.7), per standard deviation (SD), p = < 0.001) and increasing NSP (IVW OR = 2.2, 95%CI (1.3, 3.8) per SD, p = < 0.001) on OPC risk. These effects were largely robust to sensitivity analyses accounting for horizontal pleiotropy. However, negative control analysis suggested potential violation of the core MR assumptions and subsequent CAUSE analysis implicated pleiotropy of the genetic instruments used to proxy sexual behaviours. Finally, there was some attenuation of the univariable MR results in the multivariable models (AFS IVW OR = 0.7, 95%CI (0.4, 1.2), p = 0.21; NSP IVW OR = 0.9, 95%CI (0.5 1.7), p = 0.76). CONCLUSIONS: Despite using genetic variants strongly related sexual behaviour traits in large-scale GWAS, we found evidence for correlated pleiotropy. This emphasizes a need for multivariable approaches and the triangulation of evidence when performing MR of complex behavioural traits. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s12916-022-02233-3. BioMed Central 2022-01-31 /pmc/articles/PMC8802428/ /pubmed/35094705 http://dx.doi.org/10.1186/s12916-022-02233-3 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 Article Gormley, Mark Dudding, Tom Kachuri, Linda Burrows, Kimberley Chong, Amanda H. W. Martin, Richard M. Thomas, Steven J. Tyrrell, Jessica Ness, Andrew R. Brennan, Paul Munafò, Marcus R. Pring, Miranda Boccia, Stefania Olshan, Andrew F. Diergaarde, Brenda Hung, Rayjean J. Liu, Geoffrey Tajara, Eloiza H. Severino, Patricia Toporcov, Tatiana N. Lacko, Martin Waterboer, Tim Brenner, Nicole Smith, George Davey Vincent, Emma E. Richmond, Rebecca C. Investigating the effect of sexual behaviour on oropharyngeal cancer risk: a methodological assessment of Mendelian randomization |
title | Investigating the effect of sexual behaviour on oropharyngeal cancer risk: a methodological assessment of Mendelian randomization |
title_full | Investigating the effect of sexual behaviour on oropharyngeal cancer risk: a methodological assessment of Mendelian randomization |
title_fullStr | Investigating the effect of sexual behaviour on oropharyngeal cancer risk: a methodological assessment of Mendelian randomization |
title_full_unstemmed | Investigating the effect of sexual behaviour on oropharyngeal cancer risk: a methodological assessment of Mendelian randomization |
title_short | Investigating the effect of sexual behaviour on oropharyngeal cancer risk: a methodological assessment of Mendelian randomization |
title_sort | investigating the effect of sexual behaviour on oropharyngeal cancer risk: a methodological assessment of mendelian randomization |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8802428/ https://www.ncbi.nlm.nih.gov/pubmed/35094705 http://dx.doi.org/10.1186/s12916-022-02233-3 |
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