PulseExploreJournal ClubDebatesTrendingResearchersJournals
Instagram
HomeExploreJournal ClubTrending
Synapse
⌘+K
Synapse
February 17, 2026Diabetologia0 citationsOpen Access

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

SSSamy SebraouiUniversity of GothenburgOEOskar EnglundMid Sweden UniversityHLHuiqi LiWenzhou University

Key Points

  • The study aims to assess geographical variations in the incidence of type 1 diabetes in Sweden by analyzing residential locations from birth to diagnosis.
  • Geocoded residential locations of 21,774 individuals diagnosed with type 1 diabetes from 2005 to 2022.
  • Conducted geostatistical analysis at the municipality level considering different life stage exposure windows.
  • Utilized spatial scan statistics to identify significant high- and low-risk clusters.
  • Characterized land use and cover within identified risk clusters.
  • Observed significant geographical variation in type 1 diabetes incidence, with higher rates in rural areas of central Sweden.
  • The first 5 years after birth showed the most significant risk clustering.
  • High-risk clusters were associated with forested and agricultural land; low-risk clusters were found in urban areas.

Abstract

Abstract Aims/hypothesis Type 1 diabetes develops gradually, and previous exposures may influence incidence. We aimed to assess the geographical variation in type 1 diabetes incidence in Sweden by considering all residential locations from birth to diagnosis in individuals aged 0–30 years, diagnosed between 2005 and 2022. Significant high- and low-risk clusters were identified for different life stage exposure windows. Methods In 21,774 individuals with type 1 diabetes, all residential geographical locations from birth to diagnosis were geocoded. Geostatistical analysis of the incidence of type 1 diabetes was conducted at the municipality level using the most common residential location during four life stage-specific exposure windows (at diagnosis, the first 5 years after birth, 5 years prior to diagnosis, and from birth to diagnosis). Spatial scan statistics were used to identify statistically significant high- and low-risk clusters for each window. Land use and land cover within these clusters were also characterised. Results Significant geographical variation in the incidence of type 1 diabetes was observed. The incidence was consistently higher in rural, low-population-density areas, particularly in central Sweden, and lower in major urban areas. The largest number of spatial clusters of both high risk (RR 1.29–16.0) and low risk (RR 0.32–0.73) was identified when using the most common residential location during the first 5 years after birth. High-risk clusters for this exposure window were characterised by forested and agricultural land, while low-risk clusters were characterised by urban land and open land other than agricultural land. Conclusions/interpretation 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. Graphical Abstract

Ask AI
Helpful
Bookmark
Share
View Full Paper

Cite This Study

Sebraoui et al. (2026) studied this question.

synapsesocial.com/papers/699405774e9c9e835dfd65fchttps://doi.org/10.1007/s00125-026-06675-9
Ask AI
Helpful
Bookmark
Share
View Full Paper

Also Consider

Synapse has enriched 5 closely related papers on similar clinical questions. Consider them for comparative context:

  1. 1Trends in type 1 diabetes incidence between 2007 and 2023 and their association with SARS-CoV-2 infection in a population-based matched cohort study among individuals under 30 years old in Sweden2025
  2. 2Gestational age at birth and type 1 diabetes in childhood and young adulthood: a nationwide register study in Finland, Norway and Sweden2024 · 2 citations
  3. 3<b>Early-life factors associated with adult-onset type 1 diabetes: a Swedish nationwide cohort and family-based study</b>2024
  4. 4Major cardiovascular events and death in parents of children with type 1 diabetes: a register-based matched cohort study in Sweden2024 · 1 citations
  5. 5Increased Risk of Type 1 Diabetes in Boys Under the Age of 5 Years During COVID‐19 Lockdowns in Finland, Sweden and Stanford, CA, USA—An Observational Multicenter Study2025