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Effects of adiposity on the human plasma proteome: observational and Mendelian randomisation estimates
BACKGROUND: Variation in adiposity is associated with cardiometabolic disease outcomes, but mechanisms leading from this exposure to disease are unclear. This study aimed to estimate effects of body mass index (BMI) on an extensive set of circulating proteins. METHODS: We used SomaLogic proteomic da...
Autores principales: | , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8455324/ https://www.ncbi.nlm.nih.gov/pubmed/34226637 http://dx.doi.org/10.1038/s41366-021-00896-1 |
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author | Goudswaard, Lucy J. Bell, Joshua A. Hughes, David A. Corbin, Laura J. Walter, Klaudia Davey Smith, George Soranzo, Nicole Danesh, John Di Angelantonio, Emanuele Ouwehand, Willem H. Watkins, Nicholas A. Roberts, David J. Butterworth, Adam S. Hers, Ingeborg Timpson, Nicholas J. |
author_facet | Goudswaard, Lucy J. Bell, Joshua A. Hughes, David A. Corbin, Laura J. Walter, Klaudia Davey Smith, George Soranzo, Nicole Danesh, John Di Angelantonio, Emanuele Ouwehand, Willem H. Watkins, Nicholas A. Roberts, David J. Butterworth, Adam S. Hers, Ingeborg Timpson, Nicholas J. |
author_sort | Goudswaard, Lucy J. |
collection | PubMed |
description | BACKGROUND: Variation in adiposity is associated with cardiometabolic disease outcomes, but mechanisms leading from this exposure to disease are unclear. This study aimed to estimate effects of body mass index (BMI) on an extensive set of circulating proteins. METHODS: We used SomaLogic proteomic data from up to 2737 healthy participants from the INTERVAL study. Associations between self-reported BMI and 3622 unique plasma proteins were explored using linear regression. These were complemented by Mendelian randomisation (MR) analyses using a genetic risk score (GRS) comprised of 654 BMI-associated polymorphisms from a recent genome-wide association study (GWAS) of adult BMI. A disease enrichment analysis was performed using DAVID Bioinformatics 6.8 for proteins which were altered by BMI. RESULTS: Observationally, BMI was associated with 1576 proteins (P < 1.4 × 10(−5)), with particularly strong evidence for a positive association with leptin and fatty acid-binding protein-4 (FABP4), and a negative association with sex hormone-binding globulin (SHBG). Observational estimates were likely confounded, but the GRS for BMI did not associate with measured confounders. MR analyses provided evidence for a causal relationship between BMI and eight proteins including leptin (0.63 standard deviation (SD) per SD BMI, 95% CI 0.48–0.79, P = 1.6 × 10(−15)), FABP4 (0.64 SD per SD BMI, 95% CI 0.46–0.83, P = 6.7 × 10(−12)) and SHBG (−0.45 SD per SD BMI, 95% CI −0.65 to −0.25, P = 1.4 × 10(−5)). There was agreement in the magnitude of observational and MR estimates (R(2) = 0.33) and evidence that proteins most strongly altered by BMI were enriched for genes involved in cardiovascular disease. CONCLUSIONS: This study provides evidence for a broad impact of adiposity on the human proteome. Proteins strongly altered by BMI include those involved in regulating appetite, sex hormones and inflammation; such proteins are also enriched for cardiovascular disease-related genes. Altogether, results help focus attention onto new proteomic signatures of obesity-related disease. |
format | Online Article Text |
id | pubmed-8455324 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-84553242021-09-24 Effects of adiposity on the human plasma proteome: observational and Mendelian randomisation estimates Goudswaard, Lucy J. Bell, Joshua A. Hughes, David A. Corbin, Laura J. Walter, Klaudia Davey Smith, George Soranzo, Nicole Danesh, John Di Angelantonio, Emanuele Ouwehand, Willem H. Watkins, Nicholas A. Roberts, David J. Butterworth, Adam S. Hers, Ingeborg Timpson, Nicholas J. Int J Obes (Lond) Article BACKGROUND: Variation in adiposity is associated with cardiometabolic disease outcomes, but mechanisms leading from this exposure to disease are unclear. This study aimed to estimate effects of body mass index (BMI) on an extensive set of circulating proteins. METHODS: We used SomaLogic proteomic data from up to 2737 healthy participants from the INTERVAL study. Associations between self-reported BMI and 3622 unique plasma proteins were explored using linear regression. These were complemented by Mendelian randomisation (MR) analyses using a genetic risk score (GRS) comprised of 654 BMI-associated polymorphisms from a recent genome-wide association study (GWAS) of adult BMI. A disease enrichment analysis was performed using DAVID Bioinformatics 6.8 for proteins which were altered by BMI. RESULTS: Observationally, BMI was associated with 1576 proteins (P < 1.4 × 10(−5)), with particularly strong evidence for a positive association with leptin and fatty acid-binding protein-4 (FABP4), and a negative association with sex hormone-binding globulin (SHBG). Observational estimates were likely confounded, but the GRS for BMI did not associate with measured confounders. MR analyses provided evidence for a causal relationship between BMI and eight proteins including leptin (0.63 standard deviation (SD) per SD BMI, 95% CI 0.48–0.79, P = 1.6 × 10(−15)), FABP4 (0.64 SD per SD BMI, 95% CI 0.46–0.83, P = 6.7 × 10(−12)) and SHBG (−0.45 SD per SD BMI, 95% CI −0.65 to −0.25, P = 1.4 × 10(−5)). There was agreement in the magnitude of observational and MR estimates (R(2) = 0.33) and evidence that proteins most strongly altered by BMI were enriched for genes involved in cardiovascular disease. CONCLUSIONS: This study provides evidence for a broad impact of adiposity on the human proteome. Proteins strongly altered by BMI include those involved in regulating appetite, sex hormones and inflammation; such proteins are also enriched for cardiovascular disease-related genes. Altogether, results help focus attention onto new proteomic signatures of obesity-related disease. Nature Publishing Group UK 2021-07-05 2021 /pmc/articles/PMC8455324/ /pubmed/34226637 http://dx.doi.org/10.1038/s41366-021-00896-1 Text en © The Author(s) 2021 https://creativecommons.org/licenses/by/4.0/Open Access This 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 license, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons license 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 license, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . |
spellingShingle | Article Goudswaard, Lucy J. Bell, Joshua A. Hughes, David A. Corbin, Laura J. Walter, Klaudia Davey Smith, George Soranzo, Nicole Danesh, John Di Angelantonio, Emanuele Ouwehand, Willem H. Watkins, Nicholas A. Roberts, David J. Butterworth, Adam S. Hers, Ingeborg Timpson, Nicholas J. Effects of adiposity on the human plasma proteome: observational and Mendelian randomisation estimates |
title | Effects of adiposity on the human plasma proteome: observational and Mendelian randomisation estimates |
title_full | Effects of adiposity on the human plasma proteome: observational and Mendelian randomisation estimates |
title_fullStr | Effects of adiposity on the human plasma proteome: observational and Mendelian randomisation estimates |
title_full_unstemmed | Effects of adiposity on the human plasma proteome: observational and Mendelian randomisation estimates |
title_short | Effects of adiposity on the human plasma proteome: observational and Mendelian randomisation estimates |
title_sort | effects of adiposity on the human plasma proteome: observational and mendelian randomisation estimates |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8455324/ https://www.ncbi.nlm.nih.gov/pubmed/34226637 http://dx.doi.org/10.1038/s41366-021-00896-1 |
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