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Updated: Jan 12, 2026

A High-Throughput Multiplexed Screening for Type 1 Diabetes, Celiac Diseases, and COVID-19
Published on: July 5, 2022
Data-driven subtypes of newly diagnosed youth-onset type 2 diabetes in the USA
Jiali Guo1, Zhongyu Li2, Rodrigo M Carrillo-Larco1
1Emory Global Diabetes Research Center of Woodruff Health Sciences Center and Emory University, Atlanta, GA, USA; Hubert Department of Global Health, Rollins School of Public Health, Emory University, Atlanta, GA, USA.
Aims:
To identify subtypes of newly diagnosed youth-onset T2D using cluster analysis.
Methods:
A cross-sectional study included participants with T2D (duration ≤1 year) aged 10-19 years from the SEARCH for Diabetes in Youth Study (n = 304; 47.4 %) and aged 10-17 years from the Treatment Options for Type 2 Diabetes in Adolescents and Youth (n = 337; 52.6 %) study before intervention allocation. We examined variables available in routine clinical practice. Main outcomes were data-driven subtypes identified using k-means clustering.
Results:
Among 641 participants with youth-onset T2D, 58.2 % were female. The analysis revealed three youth-onset subtypes: 48.5 % had obesity-related T2D (yOD), 18.7 % had insulin deficient T2D (yIDD), and 32.7 % had insulin resistant T2D (yIRD). The yOD subtype was characterized by high BMI and low HbA1c. The yIDD exhibited low fasting C-peptide levels, high HDL cholesterol, and high HbA1c. The yIRD subtype had high BMI, high fasting C-peptide, and high blood pressures compared to other subtypes. A higher prevalence of distal symmetric polyneuropathy was observed at diagnosis among yIDD and yIRD subtypes, relative to the yOD subtype.
Conclusions:
Three subtypes of youth-onset T2D were identified with different clinical characteristics. Management of youth-onset T2D may require tailored strategies by subtype.
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