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
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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. 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引用次数: 0
摘要
目的:我们的研究表明,50岁以上的2型糖尿病高危男性在接受睾酮治疗的同时接受生活方式方案治疗,与单独接受生活方式方案治疗相比,两年后2型糖尿病的风险降低了40%。为了开发一种个性化的治疗方法,我们旨在探索一种两年后发生 2 型糖尿病的预后模型,并研究预测睾酮效应的生物标志物:设计:在 T4DM 的 783 名糖耐量受损但未患 2 型糖尿病的男性中建立模型;这是一项为期两年的睾酮与安慰剂的多中心试验。在 "EXamining OuTcomEs in chroNic Disease in the 45 and Up Study"(EXTEND-45,n=267,357)的 236 名男性中进行外部验证:两年后的 2 型糖尿病定义为口服葡萄糖耐量试验 (OGTT) 2 小时空腹血糖≥ 11.1mmol/L。采用惩罚性逻辑回归法评估风险因素,包括睾酮治疗的预测性生物标志物:基线 HbA1c 和 2 小时 OGTT 葡萄糖是主要预测因素,此外还有睾酮、年龄以及睾酮与 HbA1c 之间的交互作用(p=0.035,HbA1c≥5.6%,38mmol/mol 时获益更大)。最终模型确定了罹患 2 型糖尿病的男性,其 C 统计量在开发阶段为 0.827,在验证阶段为 0.798。经过重新校准后,该模型能准确预测参与者罹患 2 型糖尿病的绝对风险:结论:基线 HbA1c 和 2 小时 OGTT 血糖可预测高危男性 2 年后罹患 2 型糖尿病的风险,睾酮治疗可独立改变风险。HbA1c≥5.6% (38mmol/mol)的男性从睾酮治疗中获益最多,而生活方式计划除外。
Predicting type 2 diabetes and testosterone effects in high-risk Australian men: development and external validation of a 2-year risk model.
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.