Kristy P Robledo, Ian C Marschner, Mathis Grossmann, David J Handelsman, Bu B Yeap, Carolyn A Allan, Celine Foote, Warrick J Inder, Bronwyn G A Stuckey, David Jesudason, Karen Bracken, Anthony C Keech, Alicia J Jenkins, Val Gebski, Meg Jardine, Gary Wittert
{"title":"Predicting type 2 diabetes and testosterone effects in high-risk Australian men: development and external validation of a 2-year risk model.","authors":"Kristy P Robledo, Ian C Marschner, Mathis Grossmann, David J Handelsman, Bu B Yeap, Carolyn A Allan, Celine Foote, Warrick J Inder, Bronwyn G A Stuckey, David Jesudason, Karen Bracken, Anthony C Keech, Alicia J Jenkins, Val Gebski, Meg Jardine, Gary Wittert","doi":"10.1093/ejendo/lvae166","DOIUrl":null,"url":null,"abstract":"<p><strong>Objective: </strong>We have shown that men aged 50 years+ at high risk of type 2 diabetes treated with testosterone together with a lifestyle program reduced the risk of type 2 diabetes at 2 years by 40% compared to a lifestyle program alone. To develop a personalized approach to treatment, we aimed to explore a prognostic model for incident type 2 diabetes at 2 years and investigate biomarkers predictive of the testosterone effect.</p><p><strong>Design: </strong>Model development in 783 men with impaired glucose tolerance but not type 2 diabetes from Testosterone for Prevention of Type 2 Diabetes; a multicenter, 2-year trial of Testosterone vs placebo. External validation performed in 236 men from the Examining Outcomes in Chronic Disease in the 45 and Up Study (EXTEND-45, n = 267 357).</p><p><strong>Methods: </strong>Type 2 diabetes at 2 years defined as 2-h fasting glucose by oral glucose tolerance test (OGTT) ≥11.1 mmol/L. Risk factors, including predictive biomarkers of testosterone treatment, were assessed using penalized logistic regression.</p><p><strong>Results: </strong>Baseline HbA1c and 2-h OGTT glucose were dominant predictors, together with testosterone, age, and an interaction between testosterone and HbA1c (P = .035, greater benefit with HbA1c ≥ 5.6%, 38 mmol/mol). The final model identified men who developed type 2 diabetes, with C-statistics 0.827 in development and 0.798 in validation. After recalibration, the model accurately predicted a participant's absolute risk of type 2 diabetes.</p><p><strong>Conclusions: </strong>Baseline HbA1c and 2-h OGTT glucose predict incident type 2 diabetes at 2 years in high-risk men, with risk modified independently by testosterone treatment. Men with HbA1c ≥ 5.6% (38 mmol/mol) benefit most from testosterone treatment, beyond a lifestyle program.</p>","PeriodicalId":11884,"journal":{"name":"European Journal of Endocrinology","volume":" ","pages":"15-24"},"PeriodicalIF":5.3000,"publicationDate":"2025-01-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"European Journal of Endocrinology","FirstCategoryId":"3","ListUrlMain":"https://doi.org/10.1093/ejendo/lvae166","RegionNum":1,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"ENDOCRINOLOGY & METABOLISM","Score":null,"Total":0}
引用次数: 0
Abstract
Objective: We have shown that men aged 50 years+ at high risk of type 2 diabetes treated with testosterone together with a lifestyle program reduced the risk of type 2 diabetes at 2 years by 40% compared to a lifestyle program alone. To develop a personalized approach to treatment, we aimed to explore a prognostic model for incident type 2 diabetes at 2 years and investigate biomarkers predictive of the testosterone effect.
Design: Model development in 783 men with impaired glucose tolerance but not type 2 diabetes from Testosterone for Prevention of Type 2 Diabetes; a multicenter, 2-year trial of Testosterone vs placebo. External validation performed in 236 men from the Examining Outcomes in Chronic Disease in the 45 and Up Study (EXTEND-45, n = 267 357).
Methods: Type 2 diabetes at 2 years defined as 2-h fasting glucose by oral glucose tolerance test (OGTT) ≥11.1 mmol/L. Risk factors, including predictive biomarkers of testosterone treatment, were assessed using penalized logistic regression.
Results: Baseline HbA1c and 2-h OGTT glucose were dominant predictors, together with testosterone, age, and an interaction between testosterone and HbA1c (P = .035, greater benefit with HbA1c ≥ 5.6%, 38 mmol/mol). The final model identified men who developed type 2 diabetes, with C-statistics 0.827 in development and 0.798 in validation. After recalibration, the model accurately predicted a participant's absolute risk of type 2 diabetes.
Conclusions: Baseline HbA1c and 2-h OGTT glucose predict incident type 2 diabetes at 2 years in high-risk men, with risk modified independently by testosterone treatment. Men with HbA1c ≥ 5.6% (38 mmol/mol) benefit most from testosterone treatment, beyond a lifestyle program.
期刊介绍:
European Journal of Endocrinology is the official journal of the European Society of Endocrinology. Its predecessor journal is Acta Endocrinologica.
The journal publishes high-quality original clinical and translational research papers and reviews in paediatric and adult endocrinology, as well as clinical practice guidelines, position statements and debates. Case reports will only be considered if they represent exceptional insights or advances in clinical endocrinology.
Topics covered include, but are not limited to, Adrenal and Steroid, Bone and Mineral Metabolism, Hormones and Cancer, Pituitary and Hypothalamus, Thyroid and Reproduction. In the field of Diabetes, Obesity and Metabolism we welcome manuscripts addressing endocrine mechanisms of disease and its complications, management of obesity/diabetes in the context of other endocrine conditions, or aspects of complex disease management. Reports may encompass natural history studies, mechanistic studies, or clinical trials.
Equal consideration is given to all manuscripts in English from any country.