Introduction:

While prior research identified five type 2 diabetes mellitus (T2D) subgroups predicting diabetes-related outcomes, these relied on non-routine labs. This study aimed to identify clinically relevant subgroups using standard variables in young adults (<45 years) with T2D and to evaluate their association with diabetes-related complications.

Methods:

  • Data Source: Utah Diabetes Database
  • Population: Adults with T2D diagnosed first at 18–44 years of age (n=13,086) from a larger cohort (N=352,826)
  • Exclusions: Missing data, lab investigations suggesting type 1 diabetes
  • Analysis:
    • Hierarchical analysis → k-means clustering
    • 3 clusters identified: C1, C2, C3
    • Key Clinical Variables: Age at diagnosis, baseline BMI, HbA1c, GFR

Results:

Cluster

Key Characteristics

Diabetes Complications

C1

Highest BMI (45 ± 7 kg/m²), lowest HbA1c (7.2 ± 2.1%), moderate GFR

Moderate risk for nephropathy and MASLD-related hepatic fibrosis; low risk for retinopathy; least insulin use

C2

Youngest (28 ± 5 yrs), highest HbA1c (8.5 ± 2.8%), highest GFR

Highest risk of DKA and hypoglycemia; lowest nephropathy risk; most likely to need insulin

C3

Oldest (39 ± 4 yrs), lowest GFR (86 ± 27 ml/min/1.73m²), moderate HbA1c

Highest risk of nephropathy, retinopathy, neuropathy, and MASLD-related hepatic fibrosis

BMI: Body Mass Index; HbA1c: Glycated hemoglobin; GFR: Glomerular Filtration Rate; DKA: Diabetic Ketoacidosis; MASLD: Metabolic dysfunction-Associated Steatotic Liver Disease

Conclusion:

Three clinically defined T2D subgroups in young adults were associated with distinct risk profiles for complications. These findings support the potential for precision pharmacotherapy tailored to subgroup-specific risk, using only routine clinical data.

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