{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,4,21]],"date-time":"2026-04-21T06:43:30Z","timestamp":1776753810084,"version":"3.51.2"},"reference-count":53,"publisher":"Oxford University Press (OUP)","issue":"2","license":[{"start":{"date-parts":[[2025,6,25]],"date-time":"2025-06-25T00:00:00Z","timestamp":1750809600000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/academic.oup.com\/pages\/standard-publication-reuse-rights"}],"funder":[{"name":"High-Level Public Health Specialized Talents Project of Beijing Municipal Health Commission","award":["2022-3-042"],"award-info":[{"award-number":["2022-3-042"]}]},{"name":"Macau University Startup fund"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2026,2,3]]},"abstract":"<jats:title>Abstract<\/jats:title>\n                  <jats:sec>\n                    <jats:title>Aims<\/jats:title>\n                    <jats:p>Individuals with abnormal glucose metabolism are at a significantly higher risk of developing heart failure (HF). However, strategies for early identification of HF in this high-risk population remain inadequate. This study aimed to identify plasma protein biomarkers associated with HF development and construct predictive models to identify at-risk individuals.<\/jats:p>\n                  <\/jats:sec>\n                  <jats:sec>\n                    <jats:title>Methods and results<\/jats:title>\n                    <jats:p>We analyzed HF development in abnormal glucose metabolism population using data from 6517 participants in discovery cohort and 2783 in validation cohort, all from the UK Biobank, with no prior history of HF. Proteomic profiling was performed, and Lasso-Cox regression was used to identify protein associations, followed by Cox regression to develop predictive models. The model incorporated four proteins (NTproBNP, LTBP2, REN, GDF15) and clinical factors to create a protein-panel-clinical-factors (PPCF) model. For comparison, the model\u2019s performance was also evaluated in individuals with normal glucose metabolism. Over a median follow-up of 13.90 years, 555 incident HF cases were recorded in discovery cohort. The PPCF model achieved an AUC of 0.823 (95% CI: 0.785\u20130.860) in validation cohort, improving predictive performance by 0.05 (P &amp;lt; 0.001) compared with clinical factors-only model. In general population of 23 107 individuals, PPCF model obtained an AUC of 0.807 (95% CI: 0.786\u20130.829). Both protein panel model and PPCF model demonstrated superior net benefits over clinical factors model in abnormal glucose metabolism population.<\/jats:p>\n                  <\/jats:sec>\n                  <jats:sec>\n                    <jats:title>Conclusion<\/jats:title>\n                    <jats:p>This study identified plasma protein biomarkers linked to HF development in abnormal glucose metabolism population and established the predictive models. These findings support early identification in high-risk populations.<\/jats:p>\n                  <\/jats:sec>","DOI":"10.1093\/eurjpc\/zwaf381","type":"journal-article","created":{"date-parts":[[2025,6,24]],"date-time":"2025-06-24T07:34:34Z","timestamp":1750750474000},"page":"175-186","source":"Crossref","is-referenced-by-count":4,"title":["Evaluation of large-scale plasma proteomics for prediction of heart failure in individuals with a full range of glucose metabolism profiles"],"prefix":"10.1093","volume":"33","author":[{"given":"Yujie","family":"Zhang","sequence":"first","affiliation":[{"name":"Department of Epidemiology and Health Statistics, School of Public Health, Capital Medical University , No.10 Xitoutiao, Youanmen Wai Street, Fengtai District, Beijing 100069, China"},{"name":"Beijing Key Laboratory of Environment and Aging , Capital Medical University, Beijing ,","place":["China"]}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Rui","family":"Hou","sequence":"additional","affiliation":[{"name":"Department of Epidemiology and Health Statistics, School of Public Health, Capital Medical University , No.10 Xitoutiao, Youanmen Wai Street, Fengtai District, Beijing 100069, China"},{"name":"Beijing Center for Disease Prevention and Control , Beijing ,","place":["China"]}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Wen","family":"Sun","sequence":"additional","affiliation":[{"name":"Department of Epidemiology and Health Statistics, School of Public Health, Capital Medical University , No.10 Xitoutiao, Youanmen Wai Street, Fengtai District, Beijing 100069, China"},{"name":"Beijing Key Laboratory of Environment and Aging , Capital Medical University, Beijing ,","place":["China"]}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Jin","family":"Guo","sequence":"additional","affiliation":[{"name":"Department of Public Health, Zhao He Hospital, The Second Affiliated Hospital of University of South China , Liling City, Hunan Province ,","place":["China"]},{"name":"Guanghua Medical Pty Ltd , Melbourne, Victoria ,","place":["Australia"]}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Zhiguo","family":"Chen","sequence":"additional","affiliation":[{"name":"Department of Public Health, Zhao He Hospital, The Second Affiliated Hospital of University of South China , Liling City, Hunan Province ,","place":["China"]}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Haibin","family":"Li","sequence":"additional","affiliation":[{"name":"Department of Cardiac Surgery, Beijing Chaoyang Hospital, Capital Medical University, Beijing ,","place":["China"]},{"name":"Heart Center and Beijing Key Laboratory of 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