• 文献检索
  • 文档翻译
  • 深度研究
  • 学术资讯
  • Suppr Zotero 插件Zotero 插件
  • 邀请有礼
  • 套餐&价格
  • 历史记录
应用&插件
Suppr Zotero 插件Zotero 插件浏览器插件Mac 客户端Windows 客户端微信小程序
定价
高级版会员购买积分包购买API积分包
服务
文献检索文档翻译深度研究API 文档MCP 服务
关于我们
关于 Suppr公司介绍联系我们用户协议隐私条款
关注我们

Suppr 超能文献

核心技术专利:CN118964589B侵权必究
粤ICP备2023148730 号-1Suppr @ 2026

文献检索

告别复杂PubMed语法,用中文像聊天一样搜索,搜遍4000万医学文献。AI智能推荐,让科研检索更轻松。

立即免费搜索

文件翻译

保留排版,准确专业,支持PDF/Word/PPT等文件格式,支持 12+语言互译。

免费翻译文档

深度研究

AI帮你快速写综述,25分钟生成高质量综述,智能提取关键信息,辅助科研写作。

立即免费体验

Prognostic Implications of Machine Learning Algorithm-Supported Diagnostic Classification of Myocardial Injury Using the Fourth Universal Definition of Myocardial Infarction.

作者信息

Lambrakis Kristina, Khan Ehsan, Liao Zhibin, Gerlach Joey, Nelson Adam J, Goodman Shaun G, Briffa Tom, Cullen Louise, Verjans Johan, Chew Derek P

机构信息

College of Medicine and Public Health, Flinders University of South Australia, Adelaide, SA, Australia; Victorian Heart Institute, Monash University, Melbourne, Vic, Australia; MonashHeart, Monash Health, Melbourne, Vic, Australia.

College of Medicine and Public Health, Flinders University of South Australia, Adelaide, SA, Australia; South Australian Department of Health, Adelaide, SA, Australia.

出版信息

Heart Lung Circ. 2025 May;34(5):497-505. doi: 10.1016/j.hlc.2024.11.023. Epub 2025 Feb 13.

DOI:10.1016/j.hlc.2024.11.023
PMID:39947992
Abstract

BACKGROUND

With widespread adoption of high-sensitivity troponin assays, more individuals with myocardial injury are now identified, with type 1 myocardial infarction (T1MI) being less common despite having the most well-established evidence base to inform care. This study assesses the temporal time course of cardiovascular events among various forms of myocardial injury.

METHOD

Consecutive hospital encounters were identified. Using the first episode of care during the sampling period, myocardial injury classifications (i.e., T1MI, acute injury/type 2 myocardial infarction [T2MI], chronic injury, and no injury) were established via two machine learning algorithms. The temporal time course of increased hazard for mortality, recurrent myocardial infarction, heart failure, and arrhythmia over 3 years were explored.

RESULTS

There were 176,787 index episodes; 6.9% were classified as T1MI, 6.0% as acute injury/T2MI, and 26.7% as chronic injury. Although each classification was associated with an early increased risk of all-cause mortality compared with no injury (incidence rate ratio [IRR]<30 days: T1MI: 19.97 [95% confidence interval 12.50-32.69]; acute injury/T2MI: 26.51 [16.80-42.97]; chronic injury: 15.37 [10.22-23.95]), the instantaneous relative hazard for recurrent myocardial infarction was highest in those with initial T1MI (IRR<30 days: T1MI: 28.81 [22.75-36.76]; acute injury/T2MI: 10.23 [7.60-13.77]; chronic injury:5.54 [4.34-7.41]). In contrast, the instantaneous hazard for heart failure in those with initial acute injury/T2MI and chronic injury remained increased over long-term follow up unlike in T1MI (IRR1 3 yrs: T1MI: 5.52 [4.99-6.09]; acute injury/T2MI: 10.36 [9.51-11.30]; chronic injury:7.40 [6.90-7.94]).

CONCLUSIONS

The substantial and persistent rate of late cardiac events highlights the need to establish an evidence base for the therapeutic management of "non-T1MI" diagnostic classifications and suggests opportunity to improve late outcomes using existing and emerging therapies.

摘要

相似文献

1
Prognostic Implications of Machine Learning Algorithm-Supported Diagnostic Classification of Myocardial Injury Using the Fourth Universal Definition of Myocardial Infarction.
Heart Lung Circ. 2025 May;34(5):497-505. doi: 10.1016/j.hlc.2024.11.023. Epub 2025 Feb 13.
2
Incidence, Trends, and Outcomes of Type 2 Myocardial Infarction in a Community Cohort.2 型心肌梗死在社区队列中的发病率、趋势和结局。
Circulation. 2020 Feb 11;141(6):454-463. doi: 10.1161/CIRCULATIONAHA.119.043100. Epub 2020 Jan 6.
3
Twelve-Month Outcomes of Patients With Myocardial Injury not Due to Type-1 Myocardial Infarction.非 1 型心肌梗死导致的心肌损伤患者的 12 个月结局。
Heart Lung Circ. 2023 Aug;32(8):978-985. doi: 10.1016/j.hlc.2023.04.299. Epub 2023 May 22.
4
Use of objective evidence of myocardial ischemia to facilitate the diagnostic and prognostic distinction between type 2 myocardial infarction and myocardial injury.利用心肌缺血的客观证据来促进 2 型心肌梗死和心肌损伤的诊断和预后区分。
Eur Heart J Acute Cardiovasc Care. 2020 Feb;9(1):62-69. doi: 10.1177/2048872618787796. Epub 2018 Jul 6.
5
Classification Algorithm to Distinguish Between Type 1 and Type 2 Myocardial Infarction in Administrative Claims Data.基于行政索赔数据的 1 型和 2 型心肌梗死鉴别分类算法。
Circ Cardiovasc Qual Outcomes. 2024 Feb;17(2):e009986. doi: 10.1161/CIRCOUTCOMES.123.009986. Epub 2024 Jan 19.
6
Type 2 myocardial infarction: A descriptive analysis and comparison with type 1 myocardial infarction.2型心肌梗死:一项描述性分析及与1型心肌梗死的比较
J Cardiol. 2016 Jan;67(1):51-6. doi: 10.1016/j.jjcc.2015.04.001. Epub 2015 May 5.
7
Acute versus chronic myocardial injury and long-term outcomes.急性与慢性心肌损伤及长期预后。
Heart. 2019 Dec;105(24):1905-1912. doi: 10.1136/heartjnl-2019-315036. Epub 2019 Jul 23.
8
Diagnosis of type 1 and type 2 myocardial infarction using a high-sensitivity cardiac troponin I assay with sex-specific 99th percentiles based on the third universal definition of myocardial infarction classification system.基于心肌梗死分类系统的第三个通用定义,使用具有性别特异性第99百分位数的高敏心肌肌钙蛋白I检测法诊断1型和2型心肌梗死。
Clin Chem. 2015 Apr;61(4):657-63. doi: 10.1373/clinchem.2014.236638. Epub 2015 Feb 11.
9
Biomarker profiles that differentiate type-1 and type 2 myocardial infarction.区分1型和2型心肌梗死的生物标志物谱。
Heart Lung. 2025 Mar-Apr;70:230-235. doi: 10.1016/j.hrtlng.2024.12.008. Epub 2025 Jan 2.
10
Biomarkers Enhance Discrimination and Prognosis of Type 2 Myocardial Infarction.生物标志物增强 2 型心肌梗死的鉴别和预后。
Circulation. 2020 Oct 20;142(16):1532-1544. doi: 10.1161/CIRCULATIONAHA.120.046682. Epub 2020 Aug 21.