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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...

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Autores principales: 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.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2021
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.
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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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