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To explore association between gamma-glutamyl transferase and type 2 diabetes using a real-world study and mendelian randomization analysis
AIM: The association between gamma-glutamyl transferase (GGT) and type 2 diabetes mellitus (T2DM) is controversial. In this study, we investigated the association between GGT and the risk of T2DM using real-world data, Mendelian randomization (MR) analysis, and literature mining. METHODS: A cross-se...
Autores principales: | , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Frontiers Media S.A.
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9359111/ https://www.ncbi.nlm.nih.gov/pubmed/35957835 http://dx.doi.org/10.3389/fendo.2022.899008 |
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author | Bi, Yaru Yang, Shuo Liu, Yanjing Cao, Lingxia Gao, Menghan Liu, Weixia Li, Yuting Tian, Suyan Sun, Chenglin |
author_facet | Bi, Yaru Yang, Shuo Liu, Yanjing Cao, Lingxia Gao, Menghan Liu, Weixia Li, Yuting Tian, Suyan Sun, Chenglin |
author_sort | Bi, Yaru |
collection | PubMed |
description | AIM: The association between gamma-glutamyl transferase (GGT) and type 2 diabetes mellitus (T2DM) is controversial. In this study, we investigated the association between GGT and the risk of T2DM using real-world data, Mendelian randomization (MR) analysis, and literature mining. METHODS: A cross-sectional study enrolled 3,048 participants (>40 years) from a community in Northeastern China was conducted. A generalized additive model was used to examine the relation between GGT and T2DM. A two-sample MR was performed to investigate the causal effect of GGT (61,089 individuals, mostly of European ancestry) on T2DM (29,193 cases and 182,573 controls of European ancestry). RESULTS: GGT was related to glucose metabolism indicators, such as fasting plasma glucose and glycosylated hemoglobin (P < 0.05). The odds ratios (ORs) [95% confidence interval (95% CI), P] for T2DM across the GGT categories (14–16, 17–20, 21–25, 26–35, ≥36) were 1.14 [(0.88-1.47), P = 0.330], 1.55 [(1.22-1.98), P < 0.001], 1.87 [(1.47-2.28), P < 0.001], 1.97 [(1.55-2.52), P < 0.001], and 2.29 [(1.78-2.94), P < 0.001] versus GGT ≤ 13 category after adjusting for potential confounding factors. A generalized additive model identified a non-linear correlation between GGT and T2DM and indicated that the risk of T2DM almost levelled out when GGT exceeded 34 IU/L. The MR analysis showed that the odds of having T2DM for a one-time increase in genetically determined GGT was 0.998 [(0.995-1.002), P = 0.34]. CONCLUSIONS: Our analysis of observational study suggested that GGT, its increment, within a certain range, is indicative of the development of T2DM. However, MR analysis provided no evidence that GGT is a linear causal factor of T2DM. Further investigation is required to determine if GGT exerts a non-linear causal effect on T2DM. |
format | Online Article Text |
id | pubmed-9359111 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-93591112022-08-10 To explore association between gamma-glutamyl transferase and type 2 diabetes using a real-world study and mendelian randomization analysis Bi, Yaru Yang, Shuo Liu, Yanjing Cao, Lingxia Gao, Menghan Liu, Weixia Li, Yuting Tian, Suyan Sun, Chenglin Front Endocrinol (Lausanne) Endocrinology AIM: The association between gamma-glutamyl transferase (GGT) and type 2 diabetes mellitus (T2DM) is controversial. In this study, we investigated the association between GGT and the risk of T2DM using real-world data, Mendelian randomization (MR) analysis, and literature mining. METHODS: A cross-sectional study enrolled 3,048 participants (>40 years) from a community in Northeastern China was conducted. A generalized additive model was used to examine the relation between GGT and T2DM. A two-sample MR was performed to investigate the causal effect of GGT (61,089 individuals, mostly of European ancestry) on T2DM (29,193 cases and 182,573 controls of European ancestry). RESULTS: GGT was related to glucose metabolism indicators, such as fasting plasma glucose and glycosylated hemoglobin (P < 0.05). The odds ratios (ORs) [95% confidence interval (95% CI), P] for T2DM across the GGT categories (14–16, 17–20, 21–25, 26–35, ≥36) were 1.14 [(0.88-1.47), P = 0.330], 1.55 [(1.22-1.98), P < 0.001], 1.87 [(1.47-2.28), P < 0.001], 1.97 [(1.55-2.52), P < 0.001], and 2.29 [(1.78-2.94), P < 0.001] versus GGT ≤ 13 category after adjusting for potential confounding factors. A generalized additive model identified a non-linear correlation between GGT and T2DM and indicated that the risk of T2DM almost levelled out when GGT exceeded 34 IU/L. The MR analysis showed that the odds of having T2DM for a one-time increase in genetically determined GGT was 0.998 [(0.995-1.002), P = 0.34]. CONCLUSIONS: Our analysis of observational study suggested that GGT, its increment, within a certain range, is indicative of the development of T2DM. However, MR analysis provided no evidence that GGT is a linear causal factor of T2DM. Further investigation is required to determine if GGT exerts a non-linear causal effect on T2DM. Frontiers Media S.A. 2022-07-25 /pmc/articles/PMC9359111/ /pubmed/35957835 http://dx.doi.org/10.3389/fendo.2022.899008 Text en Copyright © 2022 Bi, Yang, Liu, Cao, Gao, Liu, Li, Tian and Sun https://creativecommons.org/licenses/by/4.0/This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms. |
spellingShingle | Endocrinology Bi, Yaru Yang, Shuo Liu, Yanjing Cao, Lingxia Gao, Menghan Liu, Weixia Li, Yuting Tian, Suyan Sun, Chenglin To explore association between gamma-glutamyl transferase and type 2 diabetes using a real-world study and mendelian randomization analysis |
title | To explore association between gamma-glutamyl transferase and type 2 diabetes using a real-world study and mendelian randomization analysis |
title_full | To explore association between gamma-glutamyl transferase and type 2 diabetes using a real-world study and mendelian randomization analysis |
title_fullStr | To explore association between gamma-glutamyl transferase and type 2 diabetes using a real-world study and mendelian randomization analysis |
title_full_unstemmed | To explore association between gamma-glutamyl transferase and type 2 diabetes using a real-world study and mendelian randomization analysis |
title_short | To explore association between gamma-glutamyl transferase and type 2 diabetes using a real-world study and mendelian randomization analysis |
title_sort | to explore association between gamma-glutamyl transferase and type 2 diabetes using a real-world study and mendelian randomization analysis |
topic | Endocrinology |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9359111/ https://www.ncbi.nlm.nih.gov/pubmed/35957835 http://dx.doi.org/10.3389/fendo.2022.899008 |
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