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Development and Validation of a Clinical Nomogram for Predicting Angiographic Progression of Coronary Heart Disease

Cardiology
|August 20, 2026
PubMed

Insights

This study developed a novel nomogram to predict coronary artery disease (CAD) progression using seven clinical factors. The tool offers accurate, individualized risk assessment for better secondary prevention strategies.

Area of Science:

  • Cardiology
  • Medical Diagnostics
  • Predictive Modeling

Background:

  • Coronary artery disease (CAD) progression is a major cause of cardiovascular morbidity and mortality.
  • Accurate risk stratification is crucial for effective secondary prevention in CAD patients.
  • Existing methods may not fully capture the heterogeneity of CAD progression.

Purpose of the Study:

  • To develop and internally validate a novel clinical nomogram for predicting angiographic progression in patients with established CAD.
  • To identify independent predictors of CAD progression.
  • To provide an individualized, quantitative risk assessment tool.

Main Methods:

  • Retrospective study of 333 patients with established CAD undergoing serial coronary angiograms.
  • Utilized Least Absolute Shrinkage and Selection Operator (LASSO) regression for variable selection.
  • Integrated independent risk factors into a nomogram and validated using discrimination, calibration, and decision curve analysis.

Main Results:

  • Seven independent predictors identified: shorter angiogram interval, higher Gensini score, male gender, absence of prior stroke, elevated LDL-C, higher HbA1c, and increased antithrombin III.
  • The nomogram showed strong discrimination (AUC 0.88) and excellent calibration (Hosmer-Lemeshow p=0.990).
  • Decision curve analysis confirmed clinical utility across a wide range of risk thresholds.

Conclusions:

  • A novel, validated nomogram accurately predicts CAD angiographic progression using accessible clinical and laboratory variables.
  • This tool facilitates individualized risk stratification for improved patient management.
  • External validation in diverse populations is recommended to confirm generalizability.
Abstract

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