Longitudinal HbA1c patterns before the first treatment of diabetes in routine clinical practice: A latent class trajectory analysis

Diabetes Res Clin Pract. 2024 Jun:212:111722. doi: 10.1016/j.diabres.2024.111722. Epub 2024 May 28.

Abstract

Aims: To examine the longitudinal heterogeneity of HbA1c preceding the initiation of diabetes treatment in clinical practice.

Methods: In this population-based study, we used HbA1c from routine laboratory and healthcare databases. Latent class trajectory analysis was used to classify individuals according to their longitudinal HbA1c patterns before first glucose-lowering drug prescription irrespective of type of diabetes.

Results: Among 21,556 individuals initiating diabetes treatment during 2017-2018, 20,733 (96 %) had HbA1c measured (median 4 measurements [IQR 2-7]) in the 5 years preceding treatment initiation. Four classes with distinct HbA1c trajectories were identified, with varying steepness of increase in HbA1c. The largest class (74 % of the individuals) had mean HbA1c above the 48 mmol/mol threshold 9 months before treatment initiation. Mean HbA1c was 52 mmol/mol (95 % CI 52-52) at treatment initiation. In the remaining three classes, mean HbA1c exceeded 48 mmol/mol almost 1.5 years before treatment initiation and reached 79 mmol/mol (95 % CI 78-80), 105 mmol/mol (95 % CI 104-106), and 137 mmol/mol (95 % CI 135-140) before treatment initiation.

Conclusion: We identified four distinct longitudinal HbA1c patterns before initiation of diabetes treatment in clinical practice. All had mean HbA1c levels exceeding the diagnostic threshold many months before treatment initiation, indicating therapeutic inertia.

Keywords: Glycated hemoglobin; HbA1c; Inertia; Laboratory data; Latent classes; Trajectories; Treatment initiation.

MeSH terms

  • Adult
  • Aged
  • Blood Glucose / analysis
  • Blood Glucose / metabolism
  • Diabetes Mellitus / blood
  • Diabetes Mellitus / drug therapy
  • Diabetes Mellitus, Type 2 / blood
  • Diabetes Mellitus, Type 2 / drug therapy
  • Female
  • Glycated Hemoglobin* / analysis
  • Glycated Hemoglobin* / metabolism
  • Humans
  • Hypoglycemic Agents* / therapeutic use
  • Latent Class Analysis*
  • Longitudinal Studies
  • Male
  • Middle Aged

Substances

  • Glycated Hemoglobin
  • hemoglobin A1c protein, human
  • Hypoglycemic Agents
  • Blood Glucose