Gestational diabetes & diabetes in pregnancy

Predicting future risk of type 1 and type 2 diabetes after gestational diabetes mellitus using polygenic scores: a cohort study

DiabetologiaPublished Cohort study

Authors' conclusion

In women with previous GDM, the T1D-PGS showed good predictive ability for the development of type 1 diabetes, especially when combined with clinical risk factors during pregnancy, and may have potential to guide targeted follow-up and early treatment interventions. The T2D-PGS showed no predictive ability for type 2 diabetes.

Study context

Population
Women diagnosed with gestational diabetes mellitus (GDM) between 1978 and 1996; diabetes identified from national registry ICD-10 codes until 2019 plus glucose tolerance test in 2000–2002
Participants
370 women
Exposure
T1D-PGS and T2D-PGS vs clinical risk factors during pregnancy vs combined model for predicting diabetes
Outcome
Predictive ability (ROC AUC) of T1D-PGS and T2D-PGS for overt type 1 and type 2 diabetes
Follow-up
Median 30 years
Methodological detailsobservational
  • Observational

Main finding

As reported in the abstract

T1D-PGS AUC for type 1 diabetes
0.788
Clinical risk factors AUC for type 1 diabetes
0.839
Combined model AUC for type 1 diabetes
0.887
T2D-PGS AUC for type 2 diabetes
0.539
Clinical risk factors AUC for type 2 diabetes
0.745
Combined model AUC for type 2 diabetes
0.752

Observational data: associations, not effects.

Further findings

Type 1 diabetes vs No type 1 diabetes

Mean

OutcomeType 1 diabetesNo type 1 diabetesP value
Mean T1D-PGS, women with vs without type 1 diabetes13.611.5P < 0.001

Type 2 diabetes vs No type 2 diabetes

OutcomeType 2 diabetesNo type 2 diabetesP value
T2D-PGS, women with vs without type 2 diabetes52.952.8P = 0.16

Diabetes incidence · median follow-up 30 years

Any diabetes
200 (54.1%)
Type 1 diabetes
30 (8.1%)
Type 2 diabetes
157 (42.4%)
Monogenic diabetes variants
13 (3.5%)

Original publication

Predicting future risk of type 1 and type 2 diabetes after gestational diabetes mellitus using polygenic scores: a cohort study. Diabetologia. Published 4 August 2026. doi:10.1007/s00125-026-06824-0

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