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Multi-method genome- and epigenome-wide studies of inflammatory protein levels in healthy older adults
BACKGROUND: The molecular factors which control circulating levels of inflammatory proteins are not well understood. Furthermore, association studies between molecular probes and human traits are often performed by linear model-based methods which may fail to account for complex structure and interr...
Autores principales: | , , , , , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
BioMed Central
2020
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7346642/ https://www.ncbi.nlm.nih.gov/pubmed/32641083 http://dx.doi.org/10.1186/s13073-020-00754-1 |
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author | Hillary, Robert F. Trejo-Banos, Daniel Kousathanas, Athanasios McCartney, Daniel L. Harris, Sarah E. Stevenson, Anna J. Patxot, Marion Ojavee, Sven Erik Zhang, Qian Liewald, David C. Ritchie, Craig W. Evans, Kathryn L. Tucker-Drob, Elliot M. Wray, Naomi R. McRae, Allan F. Visscher, Peter M. Deary, Ian J. Robinson, Matthew R. Marioni, Riccardo E. |
author_facet | Hillary, Robert F. Trejo-Banos, Daniel Kousathanas, Athanasios McCartney, Daniel L. Harris, Sarah E. Stevenson, Anna J. Patxot, Marion Ojavee, Sven Erik Zhang, Qian Liewald, David C. Ritchie, Craig W. Evans, Kathryn L. Tucker-Drob, Elliot M. Wray, Naomi R. McRae, Allan F. Visscher, Peter M. Deary, Ian J. Robinson, Matthew R. Marioni, Riccardo E. |
author_sort | Hillary, Robert F. |
collection | PubMed |
description | BACKGROUND: The molecular factors which control circulating levels of inflammatory proteins are not well understood. Furthermore, association studies between molecular probes and human traits are often performed by linear model-based methods which may fail to account for complex structure and interrelationships within molecular datasets. METHODS: In this study, we perform genome- and epigenome-wide association studies (GWAS/EWAS) on the levels of 70 plasma-derived inflammatory protein biomarkers in healthy older adults (Lothian Birth Cohort 1936; n = 876; Olink® inflammation panel). We employ a Bayesian framework (BayesR+) which can account for issues pertaining to data structure and unknown confounding variables (with sensitivity analyses using ordinary least squares- (OLS) and mixed model-based approaches). RESULTS: We identified 13 SNPs associated with 13 proteins (n = 1 SNP each) concordant across OLS and Bayesian methods. We identified 3 CpG sites spread across 3 proteins (n = 1 CpG each) that were concordant across OLS, mixed-model and Bayesian analyses. Tagged genetic variants accounted for up to 45% of variance in protein levels (for MCP2, 36% of variance alone attributable to 1 polymorphism). Methylation data accounted for up to 46% of variation in protein levels (for CXCL10). Up to 66% of variation in protein levels (for VEGFA) was explained using genetic and epigenetic data combined. We demonstrated putative causal relationships between CD6 and IL18R1 with inflammatory bowel disease and between IL12B and Crohn’s disease. CONCLUSIONS: Our data may aid understanding of the molecular regulation of the circulating inflammatory proteome as well as causal relationships between inflammatory mediators and disease. |
format | Online Article Text |
id | pubmed-7346642 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-73466422020-07-14 Multi-method genome- and epigenome-wide studies of inflammatory protein levels in healthy older adults Hillary, Robert F. Trejo-Banos, Daniel Kousathanas, Athanasios McCartney, Daniel L. Harris, Sarah E. Stevenson, Anna J. Patxot, Marion Ojavee, Sven Erik Zhang, Qian Liewald, David C. Ritchie, Craig W. Evans, Kathryn L. Tucker-Drob, Elliot M. Wray, Naomi R. McRae, Allan F. Visscher, Peter M. Deary, Ian J. Robinson, Matthew R. Marioni, Riccardo E. Genome Med Research BACKGROUND: The molecular factors which control circulating levels of inflammatory proteins are not well understood. Furthermore, association studies between molecular probes and human traits are often performed by linear model-based methods which may fail to account for complex structure and interrelationships within molecular datasets. METHODS: In this study, we perform genome- and epigenome-wide association studies (GWAS/EWAS) on the levels of 70 plasma-derived inflammatory protein biomarkers in healthy older adults (Lothian Birth Cohort 1936; n = 876; Olink® inflammation panel). We employ a Bayesian framework (BayesR+) which can account for issues pertaining to data structure and unknown confounding variables (with sensitivity analyses using ordinary least squares- (OLS) and mixed model-based approaches). RESULTS: We identified 13 SNPs associated with 13 proteins (n = 1 SNP each) concordant across OLS and Bayesian methods. We identified 3 CpG sites spread across 3 proteins (n = 1 CpG each) that were concordant across OLS, mixed-model and Bayesian analyses. Tagged genetic variants accounted for up to 45% of variance in protein levels (for MCP2, 36% of variance alone attributable to 1 polymorphism). Methylation data accounted for up to 46% of variation in protein levels (for CXCL10). Up to 66% of variation in protein levels (for VEGFA) was explained using genetic and epigenetic data combined. We demonstrated putative causal relationships between CD6 and IL18R1 with inflammatory bowel disease and between IL12B and Crohn’s disease. CONCLUSIONS: Our data may aid understanding of the molecular regulation of the circulating inflammatory proteome as well as causal relationships between inflammatory mediators and disease. BioMed Central 2020-07-08 /pmc/articles/PMC7346642/ /pubmed/32641083 http://dx.doi.org/10.1186/s13073-020-00754-1 Text en © The Author(s) 2020 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/. The Creative Commons Public Domain Dedication waiver (http://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 Hillary, Robert F. Trejo-Banos, Daniel Kousathanas, Athanasios McCartney, Daniel L. Harris, Sarah E. Stevenson, Anna J. Patxot, Marion Ojavee, Sven Erik Zhang, Qian Liewald, David C. Ritchie, Craig W. Evans, Kathryn L. Tucker-Drob, Elliot M. Wray, Naomi R. McRae, Allan F. Visscher, Peter M. Deary, Ian J. Robinson, Matthew R. Marioni, Riccardo E. Multi-method genome- and epigenome-wide studies of inflammatory protein levels in healthy older adults |
title | Multi-method genome- and epigenome-wide studies of inflammatory protein levels in healthy older adults |
title_full | Multi-method genome- and epigenome-wide studies of inflammatory protein levels in healthy older adults |
title_fullStr | Multi-method genome- and epigenome-wide studies of inflammatory protein levels in healthy older adults |
title_full_unstemmed | Multi-method genome- and epigenome-wide studies of inflammatory protein levels in healthy older adults |
title_short | Multi-method genome- and epigenome-wide studies of inflammatory protein levels in healthy older adults |
title_sort | multi-method genome- and epigenome-wide studies of inflammatory protein levels in healthy older adults |
topic | Research |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7346642/ https://www.ncbi.nlm.nih.gov/pubmed/32641083 http://dx.doi.org/10.1186/s13073-020-00754-1 |
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