Using Structural Equation Modeling to Untangle Pathways of Risk Factors Associated with Incident Type 2 Diabetes: the Lifelines Cohort Study

Duan, MJ (通讯作者),Univ Med Ctr Groningen, Dept Internal Med, Hanzepl 1,POB 30 001, NL-9700 RB Groningen, Netherlands.
2022-10
Risk factors for type 2 diabetes are multifaceted and interrelated. Unraveling the complex pathways of modifiable risk factors related to incident type 2 diabetes will help prioritize prevention targets. The current analysis extended a previously proposed conceptual model by Bardenheier et al. (Diabetes Care, 36(9), 2655-2662, 2013) on prediabetes with a cross-sectional design. The model described the pathways of four aspects of modifiable risk factors in relation to incident type 2 diabetes, including socioeconomic status (income and education); lifestyle behaviors (diet quality, physical activity, TV watching, smoking, risk drinking, and unhealthy sleep duration); clinical markers (HDL-cholesterol, triglycerides, BMI, and waist circumference); and blood pressure. We performed structural equation modeling to test this conceptual model using a prospective population-based sample of 68,649 participants (35-80 years) from the Lifelines cohort study. During a median follow-up of 41 months, 1124 new cases of type 2 diabetes were identified (incidence 1.6%). The best-fitting model indicated that among all modifiable risk factors included, waist circumference had the biggest direct effect on type 2 diabetes (standardized beta-coefficient 0.214), followed by HDL-cholesterol (standardized beta-coefficient - 0.134). Less TV watching and more physical activity were found to play an important role in improving clinical markers that were directly associated with type 2 diabetes. Education had the biggest positive effects on all lifestyle behaviors except for unhealthy sleep duration. Our analysis provides evidence to support that structural equation modeling enables a holistic assessment of the interplay of type 2 diabetes risk factors, which not only allows the estimation of their total effects but also prioritization of prevention targets. Regarding the current guideline for diabetes prevention, waist management in addition to BMI control (clinical level), as well as less TV watching in addition to more physical activity (behavioral level), may provide additional public health benefits. Better education would be the main societal goal for the prevention of type 2 diabetes.
PREVENTION SCIENCE
卷号:23|期号:7|页码:1090-1100
ISSN:1389-4986|收录类别:SSCI
语种
英语
来源机构
University of Groningen; Netherlands National Institute for Public Health & the Environment; Karolinska Institutet
资助信息
This project has received funding from the European Union's Horizon 2020 research and innovation programme under the Marie Sklodowska-Curie grant agreement no. 754425. The Lifelines Biobank initiative has been made possible by funds from FES (Fonds Economische Structuurversterking), SNN (Samenwerkingsverband Noord Nederland), and REP (Ruimtelijk Economisch Programma). The funders were not involved in the design of the study; the collection, analysis, and interpretation of data; writing the report; and did not impose any restrictions regarding the publication of the report.
被引频次(WOS)
3
被引频次(其他)
3
180天使用计数
0
2013以来使用计数
3
EISSN
1573-6695
出版年
2022-10
DOI
10.1007/s11121-022-01357-5
WOS学科分类
Public, Environmental & Occupational Health
学科领域
循证公共卫生
关键词
Conceptual model Path analysis Risk factors Structural equation modeling Type 2 diabetes
资助机构
European Union's Horizon 2020 research and innovation programme under the Marie Sklodowska-Curie grant(European CommissionEuropean Commission Joint Research Centre) FES (Fonds Economische Structuurversterking) SNN (Samenwerkingsverband Noord Nederland) REP (Ruimtelijk Economisch Programma)