Bootstrap-Augmented Analysis of Non-Linear Associations Between Glucose, hsCRP, and First Myocardial Infarction in a

Joanna Kostanek1, Kamil Karolczak1, Wiktor Kuliczkowski2

  • 1Department of Haemostatic Disorders, Medical University of Lodz, 6/8 Mazowiecka Street, 92-215 Lodz, Poland.

Insights

Early identification of high-risk cardiovascular disease patients is key. This study reveals non-linear relationships between glucose, high-sensitivity C-reactive protein (hsCRP), and first myocardial infarction (MI) risk.

Area of Science:

  • Cardiology
  • Biochemistry
  • Clinical Research

Background:

  • Myocardial infarction (MI) is a severe acute cardiac event, necessitating improved risk stratification in cardiovascular disease (CVD) patients.
  • Early identification of individuals at risk for MI is critical for effective prevention and management strategies.

Purpose of the Study:

  • To investigate the nonlinear distributions of glucose and high-sensitivity C-reactive protein (hsCRP) in first-time MI patients versus other CVD patients.
  • To assess the discriminatory power of biochemical markers for MI occurrence using robust statistical methods.

Main Methods:

  • Retrospective analysis of 743 adult CVD patients.
  • Evaluation of biochemical variables including glucose, hsCRP, lipid profile, and eGFR.
  • Application of bootstrap-augmented analysis for robust validation of findings.

Main Results:

  • Serum glucose and hsCRP levels demonstrated the highest ability to differentiate between patients with and without MI.
  • Both glucose and hsCRP exhibited significant nonlinear associations with MI occurrence, particularly in lower and intermediate concentration ranges.
  • Bootstrap validation confirmed the stability and reliability of these observed associations.

Conclusions:

  • Blood glucose and hsCRP levels show complex, non-linear relationships with the first occurrence of MI in CVD patients.
  • Moderate concentrations of glucose and hsCRP were most distinct between MI-positive and MI-negative groups.
  • These findings underscore the importance of considering nonlinear patterns of glucose and hsCRP for characterizing biochemical profiles in MI patients.

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