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High-throughput mediation analysis of human proteome and metabolome identifies mediators of post-bariatric surgical diabetes control
To improve the power of mediation in high-throughput studies, here we introduce High-throughput mediation analysis (Hitman), which accounts for direction of mediation and applies empirical Bayesian linear modeling. We apply Hitman in a retrospective, exploratory analysis of the SLIMM-T2D clinical tr...
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/PMC8630169/ https://www.ncbi.nlm.nih.gov/pubmed/34845204 http://dx.doi.org/10.1038/s41467-021-27289-2 |
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author | Dreyfuss, Jonathan M. Yuchi, Yixing Dong, Xuehong Efthymiou, Vissarion Pan, Hui Simonson, Donald C. Vernon, Ashley Halperin, Florencia Aryal, Pratik Konkar, Anish Sebastian, Yinong Higgs, Brandon W. Grimsby, Joseph Rondinone, Cristina M. Kasif, Simon Kahn, Barbara B. Foster, Kathleen Seeley, Randy Goldfine, Allison Djordjilović, Vera Patti, Mary Elizabeth |
author_facet | Dreyfuss, Jonathan M. Yuchi, Yixing Dong, Xuehong Efthymiou, Vissarion Pan, Hui Simonson, Donald C. Vernon, Ashley Halperin, Florencia Aryal, Pratik Konkar, Anish Sebastian, Yinong Higgs, Brandon W. Grimsby, Joseph Rondinone, Cristina M. Kasif, Simon Kahn, Barbara B. Foster, Kathleen Seeley, Randy Goldfine, Allison Djordjilović, Vera Patti, Mary Elizabeth |
author_sort | Dreyfuss, Jonathan M. |
collection | PubMed |
description | To improve the power of mediation in high-throughput studies, here we introduce High-throughput mediation analysis (Hitman), which accounts for direction of mediation and applies empirical Bayesian linear modeling. We apply Hitman in a retrospective, exploratory analysis of the SLIMM-T2D clinical trial in which participants with type 2 diabetes were randomized to Roux-en-Y gastric bypass (RYGB) or nonsurgical diabetes/weight management, and fasting plasma proteome and metabolome were assayed up to 3 years. RYGB caused greater improvement in HbA1c, which was mediated by growth hormone receptor (GHR). GHR’s mediation is more significant than clinical mediators, including BMI. GHR decreases at 3 months postoperatively alongside increased insulin-like growth factor binding proteins IGFBP1/BP2; plasma GH increased at 1 year. Experimental validation indicates (1) hepatic GHR expression decreases in post-bariatric rats; (2) GHR knockdown in primary hepatocytes decreases gluconeogenic gene expression and glucose production. Thus, RYGB may induce resistance to diabetogenic effects of GH signaling. Trial Registration: Clinicaltrials.gov NCT01073020. |
format | Online Article Text |
id | pubmed-8630169 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-86301692021-12-01 High-throughput mediation analysis of human proteome and metabolome identifies mediators of post-bariatric surgical diabetes control Dreyfuss, Jonathan M. Yuchi, Yixing Dong, Xuehong Efthymiou, Vissarion Pan, Hui Simonson, Donald C. Vernon, Ashley Halperin, Florencia Aryal, Pratik Konkar, Anish Sebastian, Yinong Higgs, Brandon W. Grimsby, Joseph Rondinone, Cristina M. Kasif, Simon Kahn, Barbara B. Foster, Kathleen Seeley, Randy Goldfine, Allison Djordjilović, Vera Patti, Mary Elizabeth Nat Commun Article To improve the power of mediation in high-throughput studies, here we introduce High-throughput mediation analysis (Hitman), which accounts for direction of mediation and applies empirical Bayesian linear modeling. We apply Hitman in a retrospective, exploratory analysis of the SLIMM-T2D clinical trial in which participants with type 2 diabetes were randomized to Roux-en-Y gastric bypass (RYGB) or nonsurgical diabetes/weight management, and fasting plasma proteome and metabolome were assayed up to 3 years. RYGB caused greater improvement in HbA1c, which was mediated by growth hormone receptor (GHR). GHR’s mediation is more significant than clinical mediators, including BMI. GHR decreases at 3 months postoperatively alongside increased insulin-like growth factor binding proteins IGFBP1/BP2; plasma GH increased at 1 year. Experimental validation indicates (1) hepatic GHR expression decreases in post-bariatric rats; (2) GHR knockdown in primary hepatocytes decreases gluconeogenic gene expression and glucose production. Thus, RYGB may induce resistance to diabetogenic effects of GH signaling. Trial Registration: Clinicaltrials.gov NCT01073020. Nature Publishing Group UK 2021-11-29 /pmc/articles/PMC8630169/ /pubmed/34845204 http://dx.doi.org/10.1038/s41467-021-27289-2 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 Dreyfuss, Jonathan M. Yuchi, Yixing Dong, Xuehong Efthymiou, Vissarion Pan, Hui Simonson, Donald C. Vernon, Ashley Halperin, Florencia Aryal, Pratik Konkar, Anish Sebastian, Yinong Higgs, Brandon W. Grimsby, Joseph Rondinone, Cristina M. Kasif, Simon Kahn, Barbara B. Foster, Kathleen Seeley, Randy Goldfine, Allison Djordjilović, Vera Patti, Mary Elizabeth High-throughput mediation analysis of human proteome and metabolome identifies mediators of post-bariatric surgical diabetes control |
title | High-throughput mediation analysis of human proteome and metabolome identifies mediators of post-bariatric surgical diabetes control |
title_full | High-throughput mediation analysis of human proteome and metabolome identifies mediators of post-bariatric surgical diabetes control |
title_fullStr | High-throughput mediation analysis of human proteome and metabolome identifies mediators of post-bariatric surgical diabetes control |
title_full_unstemmed | High-throughput mediation analysis of human proteome and metabolome identifies mediators of post-bariatric surgical diabetes control |
title_short | High-throughput mediation analysis of human proteome and metabolome identifies mediators of post-bariatric surgical diabetes control |
title_sort | high-throughput mediation analysis of human proteome and metabolome identifies mediators of post-bariatric surgical diabetes control |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8630169/ https://www.ncbi.nlm.nih.gov/pubmed/34845204 http://dx.doi.org/10.1038/s41467-021-27289-2 |
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