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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.
Abstract:
Myocardial infarction (MI) remains one of the most severe acute cardiac events, despite significant progress in diagnostics and therapy. Early identification of patients at risk within the broader cardiovascular disease (CVD) population is crucial for prevention and management. This study aimed to characterize the nonlinear distributions of glucose and high-sensitivity C-reactive protein (hsCRP) in patients experiencing their first MI compared with individuals hospitalized for other CVD conditions, using a bootstrap-augmented analytical approach. This retrospective study included 743 adults with confirmed CVD. Biochemical variables, including lipid profile, glucose, hsCRP, and estimated glomerular filtration rate (eGFR), were analyzed in relation to the occurrence of MI. Statistical analyses were supported by bootstrap-based validation to ensure the robustness of findings. Among the examined variables, serum glucose and hsCRP levels showed the strongest ability in discriminating MI(+) and MI(-) groups. Both variables exhibited complex, non-linear associations with the occurrence of MI, with the most pronounced differences observed in the lower and intermediate quartiles. Bootstrap-supported analyses confirmed the stability of these effects. In CVD patients, both blood glucose and hsCRP levels display non-linear relationships with the first occurrence of MI. The strongest distinctions between MI(+) and MI(-) groups were found at moderate concentrations of these variables, emphasizing the need for cautious interpretation and highlighting their role in characterizing biochemical patterns in MI(+) and MI(-) patients.
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