Type 1 diabetes

Geospatial clustering of type 1 diabetes in Sweden: a cohort study based on all residential locations from birth to diagnosis

DiabetologiaPublished Cohort study

Authors' conclusion

Our findings suggest that the development of type 1 diabetes in Sweden varies geographically and is associated with specific features of the local surroundings in early childhood. This is important knowledge as a basis for identifying possible environmental risk factors and the relationship with risk of type 1 diabetes in future studies.

Study context

Population
Individuals aged 0–30 years diagnosed with T1D in Sweden, 2005–2022; all residential locations from birth to diagnosis geocoded
Participants
21,774 individuals
Outcome
Geographical variation in T1D incidence; high- and low-risk clusters by life stage exposure window (at diagnosis, first 5 years after birth, 5 years prior to diagnosis, birth to diagnosis)
Methodological detailsgeospatial analysis, spatial scan statistics, municipality level
  • Geospatial analysis
  • Spatial scan statistics
  • Municipality level

Main finding

As reported in the abstract

Geographical variation in T1D incidence

Largest number of high-risk clusters with most common residential location during first 5 years after birth (RR range)

RR 1.29-16.0

Largest number of low-risk clusters with most common residential location during first 5 years after birth (RR range)

RR 0.32-0.73

Observational data: associations, not effects.

Further findings

Land use and land cover within clusters (first 5 years after birth window)

High-risk clusters characterised by forested and agricultural land; low-risk clusters by urban land and open land other than agricultural land

Original publication

Geospatial clustering of type 1 diabetes in Sweden: a cohort study based on all residential locations from birth to diagnosis. Diabetologia. Published 16 February 2026. doi:10.1007/s00125-026-06675-9

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