Magnetocardiography Combined With the SYNTAX Score for Exploratory Modeling of Clinician-Selected Revascularization

Ziyu An1, Shipan Wang2, Min Zhang1

  • 1Department of Cardiology, Beijing Anzhen Hospital, Capital Medical University, Beijing, 100029, China, ccmu.edu.cn.

Insights

Magnetocardiography (MCG) parameters did not significantly improve risk prediction for three-vessel coronary artery disease (3V-CAD) revascularization decisions beyond the established SYNTAX score in this pilot study.

Area of Science:

  • Cardiology
  • Medical Imaging
  • Biomarkers

Background:

  • Three-vessel coronary artery disease (3V-CAD) management involves revascularization via percutaneous coronary intervention (PCI) or coronary artery bypass grafting (CABG).
  • The SYNTAX score is a standard tool for anatomical risk stratification in 3V-CAD.
  • The added value of magnetocardiography (MCG) beyond anatomical assessment for treatment decisions in 3V-CAD is not well-established.

Purpose of the Study:

  • To explore if MCG-derived parameters offer incremental information over the SYNTAX score for predicting revascularization strategy in 3V-CAD.
  • To investigate the association between model-treatment concordance and major adverse cardiovascular and cerebrovascular events (MACCEs).

Main Methods:

  • Retrospective analysis of prospective cohort data from 543 patients with 3V-CAD.
  • Screening of MCG parameters using correlation, random forest, and logistic regression.
  • Combination of selected MCG parameters with the SYNTAX score for predictive modeling.
  • Evaluation of model discrimination, calibration, and validation using bootstrap and LASSO regression.
  • Analysis of model-treatment concordance using Kaplan-Meier and Cox regression.

Main Results:

  • The combined MCG-SYNTAX model showed no significant improvement in discrimination compared to the SYNTAX-only model (AUC 0.853 vs. 0.847).
  • No significant incremental value was found in low-risk or intermediate-high-risk subgroups.
  • Bootstrap validation and LASSO sensitivity analysis did not support the sustained incremental value of MCG parameters.
  • An initial unadjusted association between concordance and MACCE-free survival was not retained after multivariable adjustment.

Conclusions:

  • Selected MCG parameters demonstrated limited and unstable incremental value for predicting revascularization strategy in 3V-CAD when added to the SYNTAX score.
  • Current findings do not support the clinical implementation of MCG for this purpose without external validation.
  • Further research is needed to validate these exploratory findings in larger, independent cohorts.
Abstract

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