Evidence map›Paper›PMID 41469087›Full record

ArticleBMJ open diabetes research & care2025

Clustering patterns in Finnish type 1 diabetes patients: a nationwide register-based study.

Julia Ventelä, Heikki Hyoty, Olli Lohi, Atte Nikkilä

Abstract read
In one paragraph

Article in BMJ open diabetes research & care, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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1 · What the graph read from it

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4 · The record

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5 · Who and what money

Authors and funding

4 authors.

Julia VenteläFaculty of Medicine and Health Technology, Tampere University, Tampere, Finland julia.ventela@tuni.fi.ORCID http://orcid.org/0000-0003-2927-0090
Heikki HyotyFaculty of Medicine and Health Technology, Tampere University, Tampere, Finland.ORCID http://orcid.org/0000-0003-0370-4145
Olli LohiTampere Center for Child, Adolescent, Maternal Health Research, Faculty of Medicine and Health Technology, Tampere University, Tampere, Finland.
Atte NikkiläTampere Center for Child, Adolescent, Maternal Health Research, Faculty of Medicine and Health Technology, Tampere University, Tampere, Finland.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

introductionType 1 diabetes mellitus (T1DM) is a chronic autoimmune disease targeting insulin-producing cells in the pancreas. The rising global incidence, particularly in early childhood, suggests environmental triggers, such as infections, may contribute to its pathogenesis. Prior studies have reported spatiotemporal clustering of T1DM, and we aimed to further investigate spatial and spatiotemporal clustering in Finnish children using high-quality data with complete residential histories. RESEARCH DESIGN AND

methodsWe included patients under 18 diagnosed with T1DM between 1990 and 2019, identified from the Finnish Social Insurance Institution, based on insulin reimbursement. Each case was assigned three age-matched and sex-matched controls. Clustering was analyzed using the Cuzick-Edwards test, Knox test, and Jacquez's Q statistic. Multiple testing adjustments were applied using the Benjamini-Hochberg correction.

resultsThe study included 16 307 cases and 48 914 controls (median age at diagnosis: 8.9 years; 56% male). The Cuzick-Edwards test identified modest spatial clustering among males 1 year prior to diagnosis, while the Knox test revealed significant spatiotemporal clustering across all cases. Analyses incorporating full residential histories confirmed these findings, with more pronounced spatiotemporal clustering in children over 6 years old.

conclusionsThese results demonstrate evidence of spatiotemporal clustering of T1DM in Finnish children, supporting the hypothesis of environmental triggers in T1DM etiology. These findings highlight the need for further research to identify the specific environmental factors and mechanisms behind the clustering.

Indexed as

Diabetes Mellitus, Type 1RegistriesAdolescentCase-Control StudiesChildChild, PreschoolCluster AnalysisFemaleFinlandHumansIncidenceInfantMaleDiabetes Mellitus, Type 1EpidemiologyPediatrics

Identifiers

PMID41469087
PMCPMC12766848

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