Zhe Zhang , Zhouzheng Tu , Shuohua Chen , Guodong Wang , Pengfei Xia , Jinchi Xie , Juanjuan Li , Yu Yuan , Junxiang Chen , Yanbo Zhang , Yanfeng Zhou , Tingting Geng , Gang Liu , Shouling Wu , An Pan
{"title":"新诊断糖尿病患者心血管疾病发病前代谢危险因素的轨迹","authors":"Zhe Zhang , Zhouzheng Tu , Shuohua Chen , Guodong Wang , Pengfei Xia , Jinchi Xie , Juanjuan Li , Yu Yuan , Junxiang Chen , Yanbo Zhang , Yanfeng Zhou , Tingting Geng , Gang Liu , Shouling Wu , An Pan","doi":"10.1016/j.puhe.2025.105734","DOIUrl":null,"url":null,"abstract":"<div><h3>Objectives</h3><div>Many studies have demonstrated that multiple metabolic risk factors (MRFs) predict cardiovascular disease (CVD) in patients with diabetes, but changes in these markers before CVD onset are not well characterized. We aimed to explore the trajectories of various MRFs before the occurrence of CVD in patients with newly diagnosed diabetes.</div></div><div><h3>Study design</h3><div>Prospective cohort study.</div></div><div><h3>Methods</h3><div>We selected 21,798 patients with newly diagnosed diabetes from seven cycles in the Kailuan cohort. MRFs were measured at two-year intervals prior to CVD diagnosis. We used the mixed effects models to construct trajectories for 16 MRFs respectively.</div></div><div><h3>Results</h3><div>During up to 15 years of follow-up, a total of 2,105 CVD events occurred. Participants who developed CVD had more adverse levels of most MRFs at baseline and during follow-up than those who did not develop CVD. Before CVD diagnosis, fasting plasma glucose, insulin resistance, pulse pressure, heart rate, liver function, and inflammatory biomarkers showed linear increases, while insulin sensitivity, lipids profiles, obesity indices, and diastolic blood pressure showed linear decreases. Systolic blood pressure, as one of the most important components in predicting CVD, showed a quadratic increase.</div></div><div><h3>Conclusions</h3><div>In patients with newly diagnosed diabetes, unfavorable levels of MRFs were present before CVD developed. Key MRFs, including the TyG index, VAI, SBP, and pulse pressure, progressively increased over time and remained higher compared to non-CVD populations. This highlights the need for early prevention to reduce the burden of cardiovascular complications in diabetes.</div></div>","PeriodicalId":49651,"journal":{"name":"Public Health","volume":"243 ","pages":"Article 105734"},"PeriodicalIF":3.9000,"publicationDate":"2025-05-07","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Trajectories of metabolic risk factors prior to the onset of cardiovascular disease in patients with newly diagnosed diabetes\",\"authors\":\"Zhe Zhang , Zhouzheng Tu , Shuohua Chen , Guodong Wang , Pengfei Xia , Jinchi Xie , Juanjuan Li , Yu Yuan , Junxiang Chen , Yanbo Zhang , Yanfeng Zhou , Tingting Geng , Gang Liu , Shouling Wu , An Pan\",\"doi\":\"10.1016/j.puhe.2025.105734\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<div><h3>Objectives</h3><div>Many studies have demonstrated that multiple metabolic risk factors (MRFs) predict cardiovascular disease (CVD) in patients with diabetes, but changes in these markers before CVD onset are not well characterized. We aimed to explore the trajectories of various MRFs before the occurrence of CVD in patients with newly diagnosed diabetes.</div></div><div><h3>Study design</h3><div>Prospective cohort study.</div></div><div><h3>Methods</h3><div>We selected 21,798 patients with newly diagnosed diabetes from seven cycles in the Kailuan cohort. MRFs were measured at two-year intervals prior to CVD diagnosis. We used the mixed effects models to construct trajectories for 16 MRFs respectively.</div></div><div><h3>Results</h3><div>During up to 15 years of follow-up, a total of 2,105 CVD events occurred. Participants who developed CVD had more adverse levels of most MRFs at baseline and during follow-up than those who did not develop CVD. Before CVD diagnosis, fasting plasma glucose, insulin resistance, pulse pressure, heart rate, liver function, and inflammatory biomarkers showed linear increases, while insulin sensitivity, lipids profiles, obesity indices, and diastolic blood pressure showed linear decreases. Systolic blood pressure, as one of the most important components in predicting CVD, showed a quadratic increase.</div></div><div><h3>Conclusions</h3><div>In patients with newly diagnosed diabetes, unfavorable levels of MRFs were present before CVD developed. Key MRFs, including the TyG index, VAI, SBP, and pulse pressure, progressively increased over time and remained higher compared to non-CVD populations. This highlights the need for early prevention to reduce the burden of cardiovascular complications in diabetes.</div></div>\",\"PeriodicalId\":49651,\"journal\":{\"name\":\"Public Health\",\"volume\":\"243 \",\"pages\":\"Article 105734\"},\"PeriodicalIF\":3.9000,\"publicationDate\":\"2025-05-07\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Public Health\",\"FirstCategoryId\":\"3\",\"ListUrlMain\":\"https://www.sciencedirect.com/science/article/pii/S0033350625001805\",\"RegionNum\":3,\"RegionCategory\":\"医学\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q1\",\"JCRName\":\"PUBLIC, ENVIRONMENTAL & OCCUPATIONAL HEALTH\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Public Health","FirstCategoryId":"3","ListUrlMain":"https://www.sciencedirect.com/science/article/pii/S0033350625001805","RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"PUBLIC, ENVIRONMENTAL & OCCUPATIONAL HEALTH","Score":null,"Total":0}
Trajectories of metabolic risk factors prior to the onset of cardiovascular disease in patients with newly diagnosed diabetes
Objectives
Many studies have demonstrated that multiple metabolic risk factors (MRFs) predict cardiovascular disease (CVD) in patients with diabetes, but changes in these markers before CVD onset are not well characterized. We aimed to explore the trajectories of various MRFs before the occurrence of CVD in patients with newly diagnosed diabetes.
Study design
Prospective cohort study.
Methods
We selected 21,798 patients with newly diagnosed diabetes from seven cycles in the Kailuan cohort. MRFs were measured at two-year intervals prior to CVD diagnosis. We used the mixed effects models to construct trajectories for 16 MRFs respectively.
Results
During up to 15 years of follow-up, a total of 2,105 CVD events occurred. Participants who developed CVD had more adverse levels of most MRFs at baseline and during follow-up than those who did not develop CVD. Before CVD diagnosis, fasting plasma glucose, insulin resistance, pulse pressure, heart rate, liver function, and inflammatory biomarkers showed linear increases, while insulin sensitivity, lipids profiles, obesity indices, and diastolic blood pressure showed linear decreases. Systolic blood pressure, as one of the most important components in predicting CVD, showed a quadratic increase.
Conclusions
In patients with newly diagnosed diabetes, unfavorable levels of MRFs were present before CVD developed. Key MRFs, including the TyG index, VAI, SBP, and pulse pressure, progressively increased over time and remained higher compared to non-CVD populations. This highlights the need for early prevention to reduce the burden of cardiovascular complications in diabetes.
期刊介绍:
Public Health is an international, multidisciplinary peer-reviewed journal. It publishes original papers, reviews and short reports on all aspects of the science, philosophy, and practice of public health.