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Discriminatory ability of simple OGTT-based beta cell function indices for prediction of prediabetes and type 2 diabetes: the CODAM study

AIMS/HYPOTHESIS: The hyperglycaemic clamp technique and the frequently sampled IVGTT are unsuitable techniques to assess beta cell function (BCF) in large cohorts. Therefore, the aim of this study was to evaluate the discriminatory ability of simple OGTT-based BCF indices for prediction of prediabet...

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Autores principales: den Biggelaar, Louise J. C. J., Sep, Simone J. S., Eussen, Simone J. P. M., Mari, Andrea, Ferrannini, Ele, van Greevenbroek, Marleen M. J., van der Kallen, Carla J. H., Schalkwijk, Casper G., Stehouwer, Coen D. A., Dagnelie, Pieter C.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Springer Berlin Heidelberg 2016
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6518926/
https://www.ncbi.nlm.nih.gov/pubmed/27933333
http://dx.doi.org/10.1007/s00125-016-4165-3
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author den Biggelaar, Louise J. C. J.
Sep, Simone J. S.
Eussen, Simone J. P. M.
Mari, Andrea
Ferrannini, Ele
van Greevenbroek, Marleen M. J.
van der Kallen, Carla J. H.
Schalkwijk, Casper G.
Stehouwer, Coen D. A.
Dagnelie, Pieter C.
author_facet den Biggelaar, Louise J. C. J.
Sep, Simone J. S.
Eussen, Simone J. P. M.
Mari, Andrea
Ferrannini, Ele
van Greevenbroek, Marleen M. J.
van der Kallen, Carla J. H.
Schalkwijk, Casper G.
Stehouwer, Coen D. A.
Dagnelie, Pieter C.
author_sort den Biggelaar, Louise J. C. J.
collection PubMed
description AIMS/HYPOTHESIS: The hyperglycaemic clamp technique and the frequently sampled IVGTT are unsuitable techniques to assess beta cell function (BCF) in large cohorts. Therefore, the aim of this study was to evaluate the discriminatory ability of simple OGTT-based BCF indices for prediction of prediabetes (meaning impaired fasting glucose and/or impaired glucose tolerance) and type 2 diabetes. METHODS: Glucose metabolism status was assessed by 2 h 75 g OGTT at baseline (n = 476, mean age 59.2 years, 38.7% women) and after 7 years of follow-up (n = 416) in the Cohort on Diabetes and Atherosclerosis Maastricht (CODAM) study (1999–2009). Baseline plasma glucose, insulin and C-peptide values during OGTTs were used to calculate 21 simple indices of BCF. Disposition indices (BCF index × Matsuda index), to compensate for the prevailing level of insulin resistance, were calculated for the BCF indices with the best discriminatory abilities. The discriminatory ability of the BCF indices was estimated by the area under the receiver operating characteristics curve (ROC AUC) with an outcome of incident prediabetes (n = 73) or type 2 diabetes (n = 60 and n = 18 cases, respectively, in individuals who were non-diabetic or had normal glucose metabolism at baseline). RESULTS: For incident prediabetes (n = 73), all ROC AUCs were less than 70%, whereas for incident type 2 diabetes, I(30)/I(0), CP(30)/CP(0), ΔI(30)/ΔG(30), ΔCP(30)/ΔG(30) (where I, CP and G are the plasma concentrations of insulin, C-peptide and glucose, respectively, at the times indicated), and corrected insulin response at 30 min had ROC AUCs over 70%. In at-baseline non-diabetic individuals, disposition indices ΔI(30)/ΔG(30), ΔCP(30)/ΔG(30) and corrected insulin response at 30 min had ROC AUCs of over 80% for incident type 2 diabetes. Moreover, these BCF disposition indices had significantly better discriminatory abilities for incident type 2 diabetes than the Matsuda index alone. CONCLUSIONS/INTERPRETATION: BCF indices reflecting early-phase insulin secretion have the best ability to discriminate individuals who will develop prediabetes and type 2 diabetes. Of these, ΔCP(30)/ΔG(30), often referred to as the C-peptidogenic index, performed consistently well. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (doi:10.1007/s00125-016-4165-3) contains peer-reviewed but unedited supplementary material, which is available to authorised users.
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spelling pubmed-65189262019-06-05 Discriminatory ability of simple OGTT-based beta cell function indices for prediction of prediabetes and type 2 diabetes: the CODAM study den Biggelaar, Louise J. C. J. Sep, Simone J. S. Eussen, Simone J. P. M. Mari, Andrea Ferrannini, Ele van Greevenbroek, Marleen M. J. van der Kallen, Carla J. H. Schalkwijk, Casper G. Stehouwer, Coen D. A. Dagnelie, Pieter C. Diabetologia Article AIMS/HYPOTHESIS: The hyperglycaemic clamp technique and the frequently sampled IVGTT are unsuitable techniques to assess beta cell function (BCF) in large cohorts. Therefore, the aim of this study was to evaluate the discriminatory ability of simple OGTT-based BCF indices for prediction of prediabetes (meaning impaired fasting glucose and/or impaired glucose tolerance) and type 2 diabetes. METHODS: Glucose metabolism status was assessed by 2 h 75 g OGTT at baseline (n = 476, mean age 59.2 years, 38.7% women) and after 7 years of follow-up (n = 416) in the Cohort on Diabetes and Atherosclerosis Maastricht (CODAM) study (1999–2009). Baseline plasma glucose, insulin and C-peptide values during OGTTs were used to calculate 21 simple indices of BCF. Disposition indices (BCF index × Matsuda index), to compensate for the prevailing level of insulin resistance, were calculated for the BCF indices with the best discriminatory abilities. The discriminatory ability of the BCF indices was estimated by the area under the receiver operating characteristics curve (ROC AUC) with an outcome of incident prediabetes (n = 73) or type 2 diabetes (n = 60 and n = 18 cases, respectively, in individuals who were non-diabetic or had normal glucose metabolism at baseline). RESULTS: For incident prediabetes (n = 73), all ROC AUCs were less than 70%, whereas for incident type 2 diabetes, I(30)/I(0), CP(30)/CP(0), ΔI(30)/ΔG(30), ΔCP(30)/ΔG(30) (where I, CP and G are the plasma concentrations of insulin, C-peptide and glucose, respectively, at the times indicated), and corrected insulin response at 30 min had ROC AUCs over 70%. In at-baseline non-diabetic individuals, disposition indices ΔI(30)/ΔG(30), ΔCP(30)/ΔG(30) and corrected insulin response at 30 min had ROC AUCs of over 80% for incident type 2 diabetes. Moreover, these BCF disposition indices had significantly better discriminatory abilities for incident type 2 diabetes than the Matsuda index alone. CONCLUSIONS/INTERPRETATION: BCF indices reflecting early-phase insulin secretion have the best ability to discriminate individuals who will develop prediabetes and type 2 diabetes. Of these, ΔCP(30)/ΔG(30), often referred to as the C-peptidogenic index, performed consistently well. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (doi:10.1007/s00125-016-4165-3) contains peer-reviewed but unedited supplementary material, which is available to authorised users. Springer Berlin Heidelberg 2016-12-08 2017 /pmc/articles/PMC6518926/ /pubmed/27933333 http://dx.doi.org/10.1007/s00125-016-4165-3 Text en © The Author(s) 2016 Open Access This article is distributed under the terms of the Creative Commons Attribution 4.0 International License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduction in any medium, provided 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.
spellingShingle Article
den Biggelaar, Louise J. C. J.
Sep, Simone J. S.
Eussen, Simone J. P. M.
Mari, Andrea
Ferrannini, Ele
van Greevenbroek, Marleen M. J.
van der Kallen, Carla J. H.
Schalkwijk, Casper G.
Stehouwer, Coen D. A.
Dagnelie, Pieter C.
Discriminatory ability of simple OGTT-based beta cell function indices for prediction of prediabetes and type 2 diabetes: the CODAM study
title Discriminatory ability of simple OGTT-based beta cell function indices for prediction of prediabetes and type 2 diabetes: the CODAM study
title_full Discriminatory ability of simple OGTT-based beta cell function indices for prediction of prediabetes and type 2 diabetes: the CODAM study
title_fullStr Discriminatory ability of simple OGTT-based beta cell function indices for prediction of prediabetes and type 2 diabetes: the CODAM study
title_full_unstemmed Discriminatory ability of simple OGTT-based beta cell function indices for prediction of prediabetes and type 2 diabetes: the CODAM study
title_short Discriminatory ability of simple OGTT-based beta cell function indices for prediction of prediabetes and type 2 diabetes: the CODAM study
title_sort discriminatory ability of simple ogtt-based beta cell function indices for prediction of prediabetes and type 2 diabetes: the codam study
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6518926/
https://www.ncbi.nlm.nih.gov/pubmed/27933333
http://dx.doi.org/10.1007/s00125-016-4165-3
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