Type 2 & other diabetes

Pathophysiological Risk Factors Preceding Incidence of Type 2 Diabetes Subtypes: A Pooled Cohort Study in the United States

Diabetes CarePublished Pooled cohort study

Authors' conclusion

Pathophysiological biomarkers were prospectively associated with type 2 diabetes and subtypes, but single-time-point measurements before diagnosis could not reliably distinguish subtypes at diagnosis.

Study context

Population
Adults without diabetes from four U.S. cohorts; median follow-up 10 years (range 0–17 years)69,725 observations
Participants
9,661 adults
Outcome
Incidence of T2D and subtypes (severe insulin-deficient, severe insulin-resistant, mild obesity-related, mild age-related) by seven pathophysiological biomarkers
Follow-up
Median 10 years [range 0-17 years]
Methodological detailsfour U.S. cohorts, time-dependent Cox models, cause-specific hazard ratios (HRs)
  • Four U.S. cohorts
  • Time-dependent Cox models
  • Cause-specific HRs

Main finding

As reported in the abstract

Incident T2D
Developed T2D
1,569
BMI, HR
1.03 (1.02, 1.04) (95% CI)
SBP per 10 mmHg, HR
1.09 (1.05, 1.13) (95% CI)
HbA1c, HR
2.46 (1.73, 3.52) (95% CI)
HOMA2-%B per 10 units, HR
0.89 (0.87, 0.91) (95% CI)
HOMA2 of insulin resistance (HOMA2-IR), HR
1.92 (1.78, 2.07) (95% CI)
LDL-C per 10 mg/dL, HR
1.02 (1.00, 1.04) (95% CI)
eGFR per 10 mL/min/1.73 m², HR (95% CI); not independently associated
1.02 (0.98, 1.07)

Observational data: associations, not effects.

Further findings

Model performance of single-time-point models for subtypes

C-index
0.81-0.90
F1 scores (modest)
0.26-0.51
Calibration slope (varying sensitivity and calibration)
0.22-1.24

Original publication

Pathophysiological Risk Factors Preceding Incidence of Type 2 Diabetes Subtypes: A Pooled Cohort Study in the United States. Diabetes Care. Published 6 February 2026. doi:10.2337/dc25-2069

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