Risk Prediction of Major Adverse Cardiovascular Events After Percutaneous Coronary Intervention Using Inflammatory

HuaBo Xu1, Guohai Su2

  • 1Clinical Medical College, Shandong Second Medical University.

Insights

A new model using inflammatory biomarkers accurately predicts major adverse cardiovascular events (MACE) in acute coronary syndrome (ACS) patients after percutaneous coronary intervention (PCI). This tool enhances risk stratification for better patient management.

Area of Science:

  • Cardiology
  • Biomarkers
  • Predictive Modeling

Background:

  • Acute coronary syndrome (ACS) patients undergoing percutaneous coronary intervention (PCI) face significant risks of major adverse cardiovascular events (MACE).
  • Current risk stratification models may not fully capture residual inflammatory risk.
  • Novel inflammatory biomarkers offer potential for improved prediction.

Purpose of the Study:

  • To develop and validate a risk prediction model for 1-year MACE in ACS patients post-PCI.
  • To incorporate novel inflammatory indexes (e.g., NHR, SIRI) into the model.
  • To assess the model's performance against clinical variables and single biomarkers.

Main Methods:

  • Retrospective cohort study of 1,337 ACS patients undergoing PCI.
  • Derivation of six inflammatory indexes from pre-PCI blood tests.
  • LASSO regression and Cox proportional hazards models for predictor identification; model validation via bootstrapping.

Main Results:

  • A combined model including age, diabetes, Killip Class ≥ II, LVEF, multivessel disease, no-reflow, NHR, and SIRI achieved an AUC of 0.81.
  • The model demonstrated superior performance compared to single biomarkers (max AUC 0.71) and improved NRI and IDI.
  • Risk stratification showed a clear MACE incidence gradient across low, intermediate, and high-risk groups.

Conclusions:

  • Novel inflammatory biomarkers significantly enhance MACE risk prediction in ACS patients post-PCI.
  • The developed model provides a valuable tool for risk stratification and identifying high-risk patients.
  • This approach facilitates closer clinical surveillance for patients with high residual inflammatory risk.

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