Lifestyle and Psychosocial Determinants of Type 2 Diabetes Risk Across Adulthood: The Role of Burnout in a Large Occupational Cohort.

IF 4.4 Q1 Medicine
Aina Gabriela Valiente Pizá, Pedro Juan Tárraga López, Ángel Arturo López-González, Irene Coll Campayo, Carla Busquets-Cortés, José Ignacio Ramírez-Manent
{"title":"Lifestyle and Psychosocial Determinants of Type 2 Diabetes Risk Across Adulthood: The Role of Burnout in a Large Occupational Cohort.","authors":"Aina Gabriela Valiente Pizá, Pedro Juan Tárraga López, Ángel Arturo López-González, Irene Coll Campayo, Carla Busquets-Cortés, José Ignacio Ramírez-Manent","doi":"10.3390/medsci14050546","DOIUrl":null,"url":null,"abstract":"<p><strong>Background: </strong>Lifestyle behaviors and psychosocial factors are key determinants of cardiometabolic health across the life course. Beyond traditional risk factors, emerging evidence suggests that chronic stress and burnout may influence metabolic risk through behavioral pathways such as physical inactivity and poor diet. However, their joint contribution to type 2 diabetes risk in working populations remains insufficiently understood.</p><p><strong>Objectives: </strong>Our objectives were to examine the joint contribution of lifestyle habits, sociodemographic factors, and burnout to type 2 diabetes risk, and to explore potential behavioral pathways linking psychosocial stress to metabolic risk in a large adult population.</p><p><strong>Methods: </strong>A cross-sectional study was conducted in 92,480 Spanish workers undergoing routine occupational health assessments between 2021 and 2023. Type 2 diabetes risk was assessed using validated tools (FINDRISC, QDScore, CANRISK). Lifestyle indicators included adherence to the Mediterranean diet and physical activity levels; burnout was assessed using the Burnout Assessment Tool (BAT). Multivariable logistic regression models were used to evaluate associations between determinants and diabetes risk. Mediation analyses were performed to assess the contribution of lifestyle behaviors to the association between burnout and diabetes risk, and predictive performance analyses evaluated the incremental value of burnout.</p><p><strong>Results: </strong>Burnout was independently associated with a higher probability of moderate-to-high diabetes risk across all screening tools. Exploratory cross-sectional mediation analyses indicated that lifestyle behaviors, particularly physical inactivity and low adherence to the Mediterranean diet, statistically accounted for approximately 45% of the observed association. Adding burnout to the models significantly improved discrimination and reclassification of moderate-to-high diabetes-risk classification. In addition, higher diabetes risk was consistently observed among individuals from lower socioeconomic groups and those with unhealthy lifestyle profiles.</p><p><strong>Conclusions: </strong>Lifestyle behaviors and psychosocial stress were associated with estimated diabetes risk across adulthood. Burnout was independently associated with a higher probability of moderate-to-high diabetes-risk classification, with exploratory analyses suggesting that lifestyle behaviors may statistically account for part of this association. These cross-sectional findings highlight the potential relevance of considering both behavioral and psychosocial factors when studying cardiometabolic risk in working populations, while prospective studies are needed to establish temporal and causal relationships.</p>","PeriodicalId":74152,"journal":{"name":"Medical sciences (Basel, Switzerland)","volume":"14 5","pages":""},"PeriodicalIF":4.4000,"publicationDate":"2026-09-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC13609176/pdf/","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Medical sciences (Basel, Switzerland)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.3390/medsci14050546","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"Medicine","Score":null,"Total":0}
引用次数: 0

Abstract

Background: Lifestyle behaviors and psychosocial factors are key determinants of cardiometabolic health across the life course. Beyond traditional risk factors, emerging evidence suggests that chronic stress and burnout may influence metabolic risk through behavioral pathways such as physical inactivity and poor diet. However, their joint contribution to type 2 diabetes risk in working populations remains insufficiently understood.

Objectives: Our objectives were to examine the joint contribution of lifestyle habits, sociodemographic factors, and burnout to type 2 diabetes risk, and to explore potential behavioral pathways linking psychosocial stress to metabolic risk in a large adult population.

Methods: A cross-sectional study was conducted in 92,480 Spanish workers undergoing routine occupational health assessments between 2021 and 2023. Type 2 diabetes risk was assessed using validated tools (FINDRISC, QDScore, CANRISK). Lifestyle indicators included adherence to the Mediterranean diet and physical activity levels; burnout was assessed using the Burnout Assessment Tool (BAT). Multivariable logistic regression models were used to evaluate associations between determinants and diabetes risk. Mediation analyses were performed to assess the contribution of lifestyle behaviors to the association between burnout and diabetes risk, and predictive performance analyses evaluated the incremental value of burnout.

Results: Burnout was independently associated with a higher probability of moderate-to-high diabetes risk across all screening tools. Exploratory cross-sectional mediation analyses indicated that lifestyle behaviors, particularly physical inactivity and low adherence to the Mediterranean diet, statistically accounted for approximately 45% of the observed association. Adding burnout to the models significantly improved discrimination and reclassification of moderate-to-high diabetes-risk classification. In addition, higher diabetes risk was consistently observed among individuals from lower socioeconomic groups and those with unhealthy lifestyle profiles.

Conclusions: Lifestyle behaviors and psychosocial stress were associated with estimated diabetes risk across adulthood. Burnout was independently associated with a higher probability of moderate-to-high diabetes-risk classification, with exploratory analyses suggesting that lifestyle behaviors may statistically account for part of this association. These cross-sectional findings highlight the potential relevance of considering both behavioral and psychosocial factors when studying cardiometabolic risk in working populations, while prospective studies are needed to establish temporal and causal relationships.

成年期2型糖尿病风险的生活方式和社会心理决定因素:职业倦怠的作用
本文章由计算机程序翻译,如有差异,请以英文原文为准。
求助全文
约1分钟内获得全文 求助全文
来源期刊
CiteScore
9.00
自引率
0.00%
发文量
0
审稿时长
6 weeks
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
联系我们:info@booksci.cn Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:604180095
Book学术官方微信
小红书