Characterising the age-dependent effects of risk factors on type 1 diabetes progression

Michelle So1,2, Colin O'Rourke3, Alyssa Ylescupidez3

  • 1Center for Interventional Immunology, Benaroya Research Institute at Virginia Mason, Seattle, WA, USA. mso@svi.edu.au.

Diabetologia
|January 18, 2022
PubMed

Insights

Understanding how type 1 diabetes risk factors change with age is crucial for accurate disease prediction. This study reveals significant age-varying effects of predictors, improving risk assessment across different age groups.

Area of Science:

  • Immunology
  • Endocrinology
  • Epidemiology

Background:

  • Age is a critical factor influencing type 1 diabetes progression, yet the underlying reasons for differential progression rates between children and adults remain unclear.
  • Existing type 1 diabetes risk predictors may not have consistent effects across all age groups, complicating risk assessment.
  • A comprehensive analysis of age-specific risk profiles is needed for accurate clinical and research evaluations.

Purpose of the Study:

  • To systematically assess and characterize how the impact of key type 1 diabetes risk predictors varies with age.
  • To provide a nuanced understanding of age-dependent risk stratification in type 1 diabetes.
  • To inform the refinement of predictive models for type 1 diabetes progression.

Main Methods:

  • Utilized longitudinal data from the TrialNet Pathway to Prevention Study, including individuals aged 1-45 years.
  • Employed flexible spline models to analyze age-varying effects of demographic, immune, and metabolic predictors on disease progression.
  • Defined two progression outcomes: single autoantibody positive to multiple autoantibodies or type 1 diabetes, and multiple autoantibody positive to type 1 diabetes.

Main Results:

  • Several predictors demonstrated significant age-varying effects. For instance, HLA-DR3, GAD65 autoantibodies, BMI, and HOMA-IR increased in effect with age in single-autoantibody participants.
  • Insulin autoantibody positivity showed a diminishing effect with increasing age in single-autoantibody individuals.
  • Male sex increased progression risk in multiple-autoantibody participants, while HLA DR3/4 effect decreased with age. Risk prediction scores like Index60 performed better at younger ages.

Conclusions:

  • Analyzing age-specific predictor effects enhances the understanding and prediction of type 1 diabetes progression.
  • Incorporating age-varying predictor effects into risk models can improve risk estimation accuracy.
  • These findings should guide the refinement of type 1 diabetes prediction models and mechanistic research.
Abstract

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