Inflammation Biomarker-Driven Vertical Visualization Model for Predicting Long-Term Prognosis in Unstable Angina

Bowen Zhou1,2,3, Wuping Tan4,5, Shoupeng Duan6

  • 1Graduate School, Bengbu Medical University, Bengbu, Anhui, People's Republic of China.

PubMed

Insights

This study developed a new model to predict major adverse cardiac events in unstable angina patients. Integrating inflammatory markers and clinical factors improves long-term risk prediction for coronary artery disease management.

Area of Science:

  • Cardiology
  • Internal Medicine
  • Biomarkers

Background:

  • Inflammation is a key factor in coronary artery disease (CAD) and acute coronary syndromes (ACS).
  • Inflammatory markers aid in prognosis and clinical decision-making for ACS patients.
  • Unstable Angina Pectoris (UAP) with intermediate coronary lesions requires effective risk stratification.

Purpose of the Study:

  • To investigate the prognostic value of integrating inflammatory biomarkers into a multimodal preoperative prediction model.
  • To assess the model's ability to predict major adverse cardiac and cerebrovascular events (MACCEs) in UAP patients.
  • To identify key predictors for long-term MACCE-free survival.

Main Methods:

  • Retrospective analysis of 773 UAP patients with intermediate coronary lesions (50%-70% stenosis).
  • Utilized the Boruta algorithm for risk factor identification and multimodal model development.
  • Constructed a nomogram incorporating clinical features and inflammatory markers for MACCE prediction.

Main Results:

  • A nomogram was developed using diabetes mellitus, smoking, myocardial infarction history, neutrophil-to-lymphocyte ratio, and fasting blood glucose.
  • The model showed good predictive performance (AUCs ranging from 0.613 to 0.718) and calibration in both training and validation cohorts.
  • Decision curve analysis confirmed the model's significant clinical utility for predicting MACCEs up to 40 months.

Conclusions:

  • A validated preoperative prognostic model effectively integrates inflammation, blood glucose, and clinical risk factors.
  • The model provides a visual tool to assess long-term MACCE risk in UAP patients with intermediate coronary lesions.
  • This approach enhances risk stratification and clinical decision-making in managing UAP.
Abstract

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