{"title":"急性心力衰竭危重患者的应激性高血糖率和30天死亡率:MIMIC-IV数据库分析","authors":"Xiaodong You, Hengzhi Zhang, Tianshi Li, Yi Zhu, Zhongman Zhang, Xufeng Chen, Peipei Huang","doi":"10.1007/s00592-025-02486-3","DOIUrl":null,"url":null,"abstract":"<p><strong>Background: </strong>The association between the stress hyperglycemia ratio (SHR) and short-term prognosis of acute heart failure (AHF), particularly among those admitted to the intensive care unit (ICU), has not been elucidated. This study aimed to investigate the association between the SHR and adverse outcomes among critically ill patients with AHF and provide a reference for glycemic management range in these patients.</p><p><strong>Methods: </strong>We extracted the clinical data of patients from the MIMIC-IV (v3.0) database. The association between the SHR and short-term prognosis was analyzed using the Kaplan‒Meier survival curve, Cox regression, and subgroup analysis. Important features were identified utilizing machine learning methods. Furthermore, the association between the dynamic SHR level and mortality was explored using restricted cubic splines and Cox regression.</p><p><strong>Results: </strong>A total of 994 patients were included. Patients with the highest SHR (Quartile 4) had a higher risk of 30-day mortality (HR = 2.14; 95% CI = 1.32-3.45; P = 0.002) and in-hospital mortality (HR = 2.22; 95% CI = 1.27-3.88; P = 0.005) than those in Quartile 2 (as reference). The results of machine learning methods revealed the SHR was an important predictor for 30-day mortality of patients with critical AHF. Restricted cubic splines indicated a J-shaped association between the dynamic SHR level and mortality, and the cut-off values were 0.84 and 1.07.</p><p><strong>Conclusion: </strong>The SHR was significantly associated with 30-day mortality and in-hospital mortality among patients with critical AHF. The SHR may be a useful indicator for the glycemic management of patients with AHF in the ICU.</p>","PeriodicalId":6921,"journal":{"name":"Acta Diabetologica","volume":" ","pages":""},"PeriodicalIF":3.1000,"publicationDate":"2025-03-15","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Stress hyperglycemia ratio and 30-day mortality among critically ill patients with acute heart failure: analysis of the MIMIC-IV database.\",\"authors\":\"Xiaodong You, Hengzhi Zhang, Tianshi Li, Yi Zhu, Zhongman Zhang, Xufeng Chen, Peipei Huang\",\"doi\":\"10.1007/s00592-025-02486-3\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<p><strong>Background: </strong>The association between the stress hyperglycemia ratio (SHR) and short-term prognosis of acute heart failure (AHF), particularly among those admitted to the intensive care unit (ICU), has not been elucidated. This study aimed to investigate the association between the SHR and adverse outcomes among critically ill patients with AHF and provide a reference for glycemic management range in these patients.</p><p><strong>Methods: </strong>We extracted the clinical data of patients from the MIMIC-IV (v3.0) database. The association between the SHR and short-term prognosis was analyzed using the Kaplan‒Meier survival curve, Cox regression, and subgroup analysis. Important features were identified utilizing machine learning methods. Furthermore, the association between the dynamic SHR level and mortality was explored using restricted cubic splines and Cox regression.</p><p><strong>Results: </strong>A total of 994 patients were included. Patients with the highest SHR (Quartile 4) had a higher risk of 30-day mortality (HR = 2.14; 95% CI = 1.32-3.45; P = 0.002) and in-hospital mortality (HR = 2.22; 95% CI = 1.27-3.88; P = 0.005) than those in Quartile 2 (as reference). The results of machine learning methods revealed the SHR was an important predictor for 30-day mortality of patients with critical AHF. Restricted cubic splines indicated a J-shaped association between the dynamic SHR level and mortality, and the cut-off values were 0.84 and 1.07.</p><p><strong>Conclusion: </strong>The SHR was significantly associated with 30-day mortality and in-hospital mortality among patients with critical AHF. 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引用次数: 0
摘要
背景:应激性高血糖比(SHR)与急性心力衰竭(AHF)的短期预后之间的关系,特别是在重症监护病房(ICU)入院的患者中,尚未阐明。本研究旨在探讨AHF危重患者SHR与不良结局的关系,为这些患者的血糖管理范围提供参考。方法:从MIMIC-IV (v3.0)数据库中提取患者的临床资料。采用Kaplan-Meier生存曲线、Cox回归和亚组分析分析SHR与短期预后的关系。利用机器学习方法识别重要特征。此外,利用限制三次样条和Cox回归探讨了动态SHR水平与死亡率之间的关系。结果:共纳入994例患者。SHR最高的患者(四分位数4)30天死亡风险较高(HR = 2.14;95% ci = 1.32-3.45;P = 0.002)和住院死亡率(HR = 2.22;95% ci = 1.27-3.88;P = 0.005)比四分位数2(作为参考)。机器学习方法的结果显示,SHR是严重AHF患者30天死亡率的重要预测指标。限制三次样条曲线显示动态SHR水平与死亡率呈j型相关,临界值分别为0.84和1.07。结论:SHR与危重AHF患者30天死亡率和住院死亡率显著相关。SHR可能是ICU中AHF患者血糖管理的有用指标。
Stress hyperglycemia ratio and 30-day mortality among critically ill patients with acute heart failure: analysis of the MIMIC-IV database.
Background: The association between the stress hyperglycemia ratio (SHR) and short-term prognosis of acute heart failure (AHF), particularly among those admitted to the intensive care unit (ICU), has not been elucidated. This study aimed to investigate the association between the SHR and adverse outcomes among critically ill patients with AHF and provide a reference for glycemic management range in these patients.
Methods: We extracted the clinical data of patients from the MIMIC-IV (v3.0) database. The association between the SHR and short-term prognosis was analyzed using the Kaplan‒Meier survival curve, Cox regression, and subgroup analysis. Important features were identified utilizing machine learning methods. Furthermore, the association between the dynamic SHR level and mortality was explored using restricted cubic splines and Cox regression.
Results: A total of 994 patients were included. Patients with the highest SHR (Quartile 4) had a higher risk of 30-day mortality (HR = 2.14; 95% CI = 1.32-3.45; P = 0.002) and in-hospital mortality (HR = 2.22; 95% CI = 1.27-3.88; P = 0.005) than those in Quartile 2 (as reference). The results of machine learning methods revealed the SHR was an important predictor for 30-day mortality of patients with critical AHF. Restricted cubic splines indicated a J-shaped association between the dynamic SHR level and mortality, and the cut-off values were 0.84 and 1.07.
Conclusion: The SHR was significantly associated with 30-day mortality and in-hospital mortality among patients with critical AHF. The SHR may be a useful indicator for the glycemic management of patients with AHF in the ICU.
期刊介绍:
Acta Diabetologica is a journal that publishes reports of experimental and clinical research on diabetes mellitus and related metabolic diseases. Original contributions on biochemical, physiological, pathophysiological and clinical aspects of research on diabetes and metabolic diseases are welcome. Reports are published in the form of original articles, short communications and letters to the editor. Invited reviews and editorials are also published. A Methodology forum, which publishes contributions on methodological aspects of diabetes in vivo and in vitro, is also available. The Editor-in-chief will be pleased to consider articles describing new techniques (e.g., new transplantation methods, metabolic models), of innovative importance in the field of diabetes/metabolism. Finally, workshop reports are also welcome in Acta Diabetologica.