Kristine D. Gu , Daniel Shinnick , Tanayott Thaweethai , Jessica Cheng , Deborah J. Wexler , Anne N. Thorndike
{"title":"与糖尿病前期和2型糖尿病低收入成人饮食质量相关的社会人口统计学和行为因素","authors":"Kristine D. Gu , Daniel Shinnick , Tanayott Thaweethai , Jessica Cheng , Deborah J. Wexler , Anne N. Thorndike","doi":"10.1016/j.pcd.2025.11.008","DOIUrl":null,"url":null,"abstract":"<div><h3>Aims</h3><div>Low-income adults face barriers to diabetes prevention and self-management, especially healthy eating. This study assessed factors associated with diet quality in low-income adults with prediabetes or type 2 diabetes (T2D), particularly modifiable factors that could be targeted in diabetes self-management education and support (DSMES).</div></div><div><h3>Methods</h3><div>This secondary analysis of a cohort of low-income health center patients in Boston, Massachusetts determined the association between diet quality and sociodemographic (e.g., race/ethnicity, social support) and behavioral (e.g., depression) factors in adults with prediabetes or T2D. Primary outcome was Healthy Eating Index-2020 (HEI; range 0–100, higher=healthier). Random forests, interpreted using Shapley Additive Explanation values, were fit to determine relative importance of factors in predicting HEI.</div></div><div><h3>Results</h3><div>Of 278 participants, 42 % had prediabetes and 58 % had T2D. Median age (IQR) was 52 (43, 57); 58 % were Hispanic. Top factors associated with higher HEI were older age, female gender, and Hispanic ethnicity; other important factors were non-smoking, greater dietary variety, less time sitting, higher sleep quality, lower stress, more social support, and fewer depression symptoms.</div></div><div><h3>Conclusion</h3><div>Modifiable factors for low diet quality, such as dietary variety, social support, and stress, could be emphasized in diabetes prevention and DSMES programs tailored for low-income populations.</div></div>","PeriodicalId":48997,"journal":{"name":"Primary Care Diabetes","volume":"20 1","pages":"Pages 120-126"},"PeriodicalIF":2.3000,"publicationDate":"2026-02-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Sociodemographic and behavioral factors associated with diet quality in low-income adults with prediabetes and type 2 diabetes\",\"authors\":\"Kristine D. Gu , Daniel Shinnick , Tanayott Thaweethai , Jessica Cheng , Deborah J. Wexler , Anne N. Thorndike\",\"doi\":\"10.1016/j.pcd.2025.11.008\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<div><h3>Aims</h3><div>Low-income adults face barriers to diabetes prevention and self-management, especially healthy eating. This study assessed factors associated with diet quality in low-income adults with prediabetes or type 2 diabetes (T2D), particularly modifiable factors that could be targeted in diabetes self-management education and support (DSMES).</div></div><div><h3>Methods</h3><div>This secondary analysis of a cohort of low-income health center patients in Boston, Massachusetts determined the association between diet quality and sociodemographic (e.g., race/ethnicity, social support) and behavioral (e.g., depression) factors in adults with prediabetes or T2D. Primary outcome was Healthy Eating Index-2020 (HEI; range 0–100, higher=healthier). Random forests, interpreted using Shapley Additive Explanation values, were fit to determine relative importance of factors in predicting HEI.</div></div><div><h3>Results</h3><div>Of 278 participants, 42 % had prediabetes and 58 % had T2D. Median age (IQR) was 52 (43, 57); 58 % were Hispanic. Top factors associated with higher HEI were older age, female gender, and Hispanic ethnicity; other important factors were non-smoking, greater dietary variety, less time sitting, higher sleep quality, lower stress, more social support, and fewer depression symptoms.</div></div><div><h3>Conclusion</h3><div>Modifiable factors for low diet quality, such as dietary variety, social support, and stress, could be emphasized in diabetes prevention and DSMES programs tailored for low-income populations.</div></div>\",\"PeriodicalId\":48997,\"journal\":{\"name\":\"Primary Care Diabetes\",\"volume\":\"20 1\",\"pages\":\"Pages 120-126\"},\"PeriodicalIF\":2.3000,\"publicationDate\":\"2026-02-01\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Primary Care Diabetes\",\"FirstCategoryId\":\"3\",\"ListUrlMain\":\"https://www.sciencedirect.com/science/article/pii/S175199182500227X\",\"RegionNum\":4,\"RegionCategory\":\"医学\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"2025/11/26 0:00:00\",\"PubModel\":\"Epub\",\"JCR\":\"Q3\",\"JCRName\":\"ENDOCRINOLOGY & METABOLISM\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Primary Care Diabetes","FirstCategoryId":"3","ListUrlMain":"https://www.sciencedirect.com/science/article/pii/S175199182500227X","RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"2025/11/26 0:00:00","PubModel":"Epub","JCR":"Q3","JCRName":"ENDOCRINOLOGY & METABOLISM","Score":null,"Total":0}
Sociodemographic and behavioral factors associated with diet quality in low-income adults with prediabetes and type 2 diabetes
Aims
Low-income adults face barriers to diabetes prevention and self-management, especially healthy eating. This study assessed factors associated with diet quality in low-income adults with prediabetes or type 2 diabetes (T2D), particularly modifiable factors that could be targeted in diabetes self-management education and support (DSMES).
Methods
This secondary analysis of a cohort of low-income health center patients in Boston, Massachusetts determined the association between diet quality and sociodemographic (e.g., race/ethnicity, social support) and behavioral (e.g., depression) factors in adults with prediabetes or T2D. Primary outcome was Healthy Eating Index-2020 (HEI; range 0–100, higher=healthier). Random forests, interpreted using Shapley Additive Explanation values, were fit to determine relative importance of factors in predicting HEI.
Results
Of 278 participants, 42 % had prediabetes and 58 % had T2D. Median age (IQR) was 52 (43, 57); 58 % were Hispanic. Top factors associated with higher HEI were older age, female gender, and Hispanic ethnicity; other important factors were non-smoking, greater dietary variety, less time sitting, higher sleep quality, lower stress, more social support, and fewer depression symptoms.
Conclusion
Modifiable factors for low diet quality, such as dietary variety, social support, and stress, could be emphasized in diabetes prevention and DSMES programs tailored for low-income populations.
期刊介绍:
The journal publishes original research articles and high quality reviews in the fields of clinical care, diabetes education, nutrition, health services, psychosocial research and epidemiology and other areas as far as is relevant for diabetology in a primary-care setting. The purpose of the journal is to encourage interdisciplinary research and discussion between all those who are involved in primary diabetes care on an international level. The Journal also publishes news and articles concerning the policies and activities of Primary Care Diabetes Europe and reflects the society''s aim of improving the care for people with diabetes mellitus within the primary-care setting.