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

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

Ngôn ngữ: eng

Ký hiệu phân loại: 594.38 *Pulmonata

Thông tin xuất bản: Australia : Heart, lung & circulation , 2025

Mô tả vật lý:

Bộ sưu tập: NCBI

ID: 56363

 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.
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