Predicting type 2 diabetes and testosterone effects in high-risk Australian men: development and external validation of a 2-year risk model

  • 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

Research output: Contribution to journalArticlepeer-review

3 Citations (Scopus)

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.

Original languageEnglish
Pages (from-to)15-24
Number of pages10
JournalEuropean Journal of Endocrinology
Volume192
Issue number1
DOIs
Publication statusPublished - Jan 2025

Funding

FundersFunder number
NHMRC National Health and Medical Research Council 1030123

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