Development and validation of a predictive model for left ventricular diastolic improvement following catheter

Ying Cao1, Zexi Li1, Aobo Gong1

  • 1Department of Cardiology, West China Hospital, Sichuan University, Chengdu, China.

PubMed

Insights

Catheter ablation can improve left ventricular diastolic dysfunction (LVDD) in atrial fibrillation (AF) patients. A new model using LVDD grade, LV mass, ejection fraction, and stroke history predicts LVDD improvement post-ablation.

Area of Science:

  • Cardiology
  • Medical Imaging
  • Clinical Prediction Models

Background:

  • Left ventricular diastolic dysfunction (LVDD) impact post-catheter ablation for atrial fibrillation (AF) is unclear.
  • Lack of predictive tools for LVDD improvement after AF ablation.

Purpose of the Study:

  • To develop and validate a predictive model for LVDD improvement after catheter ablation in AF patients.
  • To identify key predictors of diastolic function recovery post-ablation.

Main Methods:

  • Retrospective study of 141 AF patients with LVDD undergoing ablation.
  • LVDD improvement defined as ≥1 grade reduction within 12 months.
  • Logistic regression with 10-fold cross-validation; ROC, calibration, and DCA for evaluation.

Main Results:

  • 49.6% of patients showed LVDD improvement.
  • Predictors: higher baseline LVDD grade, lower LV mass index (LVMI), lower ejection fraction (LVEF), no stroke history.
  • Model AUC: 0.786 (training), 0.756 (validation); comparable in sensitivity analysis.

Conclusions:

  • A novel model integrating LVDDG, LVMI, LVEF, and stroke history predicts LVDD improvement post-ablation.
  • Aids in selecting AF patients for ablation and guiding adjunctive therapies.
Abstract

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