Sociodemographic, lifestyle, environmental, and neighborhood exposures and incident type 2 diabetes in over 235,000 Dutch adults: an exposome approach

Abstract Introduction Sociodemographic, lifestyle, environmental, and neighborhood exposures are associated with Diabetes Mellitus type 2 (DM-2). Yet, studies that include exposures from all these domains remain limited. In this study, the association between a wide range of exposures across these domains and DM-2 incidence was investigated, stratified by sex. Methods Data from the 2012 Dutch national health survey was used (N = 237 644), enriched with exposure data from multiple sources. In total, 57 sociodemographic, lifestyle, environmental and neighborhood exposures were included. Incidence of DM-2 was based on medication prescription from 2013 to 2022. The most important exposures for DM-2 were identified using Random Forest. Subsequently, the associations between the selected exposures and DM-2 incidence were assessed via a Cox regression, stratified by sex. Results In total, 5328 men and 4298 women developed DM-2 between 2013 and 2022. BMI, age and sex were identified as the most important predictors. The top 15-ranked exposures were included in the Cox regression models. BMI, age and lifestyle exposures (eg, alcohol consumption, physical activity and smoking) were associated with DM-2 in both men and women. Only in men, neighborhood exposures such as property value were associated with DM-2, while education was associated with DM-2 only in women. No associations were found for environmental exposures. Conclusions These results substantiate that sociodemographic and lifestyle exposures are important targets for DM-2 prevention and outperform neighborhood and environmental exposures. We observed sex-specific associations, highlighting the importance of using a sex-stratified approach in future research and clinical practice.

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Journal
Exposome
Published
2026-01-01
DOI
https://doi.org/10.1093/exposome/osaf018
Primary Topic
Health, Environment, Cognitive Aging
Type
article
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article

Sociodemographic, lifestyle, environmental, and neighborhood exposures and incident type 2 diabetes in over 235,000 Dutch adults: an exposome approach

Jurriaan Hoekstra, Bette Loef, Annelot P Smit, W M Monique Verschuren et al.
Exposome
Health, Environment, Cognitive Aging
article

Sociodemographic, lifestyle, environmental, and neighborhood exposures and incident type 2 diabetes in over 235,000 Dutch adults: an exposome approach

Jurriaan Hoekstra, Bette Loef, Annelot P Smit, W M Monique Verschuren, Nicole A H Janssen
article en

Abstract

Abstract Introduction Sociodemographic, lifestyle, environmental, and neighborhood exposures are associated with Diabetes Mellitus type 2 (DM-2). Yet, studies that include exposures from all these domains remain limited. In this study, the association between a wide range of exposures across these domains and DM-2 incidence was investigated, stratified by sex. Methods Data from the 2012 Dutch national health survey was used (N = 237 644), enriched with exposure data from multiple sources. In total, 57 sociodemographic, lifestyle, environmental and neighborhood exposures were included. Incidence of DM-2 was based on medication prescription from 2013 to 2022. The most important exposures for DM-2 were identified using Random Forest. Subsequently, the associations between the selected exposures and DM-2 incidence were assessed via a Cox regression, stratified by sex. Results In total, 5328 men and 4298 women developed DM-2 between 2013 and 2022. BMI, age and sex were identified as the most important predictors. The top 15-ranked exposures were included in the Cox regression models. BMI, age and lifestyle exposures (eg, alcohol consumption, physical activity and smoking) were associated with DM-2 in both men and women. Only in men, neighborhood exposures such as property value were associated with DM-2, while education was associated with DM-2 only in women. No associations were found for environmental exposures. Conclusions These results substantiate that sociodemographic and lifestyle exposures are important targets for DM-2 prevention and outperform neighborhood and environmental exposures. We observed sex-specific associations, highlighting the importance of using a sex-stratified approach in future research and clinical practice.

ExposomeVol. 6(1)
University Medical Center Utrecht (NL), National Institute for Public Health and the Environment (NL), Amsterdam Neuroscience (NL), Vrije Universiteit Amsterdam (NL)
Good health and well-being
Openalex Percentile: Top 93%
Health, Environment, Cognitive Aging
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