Prediction of cardiovascular events by algorithm- and formula-based pulse wave velocity

Louis-Charles Desbiens1, Simon Veillette1, Catherine Fortier2,3

  • 1Department of Medicine, Université de Montréal, Montreal.

Journal of Hypertension
|November 13, 2025
PubMed

Insights

Algorithm-based pulse wave velocity (PWV) estimation significantly enhances cardiovascular risk prediction beyond current tools. Formula-based estimations may lack generalizability, highlighting the value of algorithmic approaches for arterial stiffness assessment.

Area of Science:

  • Cardiology
  • Vascular Biology
  • Preventive Medicine

Background:

  • Carotid-femoral pulse wave velocity (PWV) is a key indicator of arterial stiffness and a cardiovascular disease risk factor.
  • Current methods for measuring PWV are time-consuming, prompting the development of estimation techniques.
  • The clinical utility of estimated PWV (ePWV) in improving cardiovascular risk prediction beyond existing tools remains uncertain.

Purpose of the Study:

  • To evaluate the ability of two ePWV methods—formula-based (ePWV f) and algorithm-based (ePWV algo)—to predict major adverse cardiovascular events (MACE).
  • To determine if ePWV improves cardiovascular risk prediction when added to established risk scores like ASCVD and SCORE-2.

Main Methods:

  • Utilized data from the population-based CARTaGENE cohort (40-69 years).
  • Calculated ePWV using published formulas (ePWV f) and algorithmic transformation (ePWV algo).
  • Assessed 10-year MACE risk using ASCVD and SCORE-2 equations, then employed Cox models to analyze associations between ePWV and MACE, adjusting for risk scores.

Main Results:

  • Of 17,548 participants, 2263 (12.9%) experienced MACE.
  • ePWV algo was significantly associated with MACE after adjustment for ASCVD (HR=1.16) and SCORE-2 (HR=1.07).
  • ePWV f did not show significant association with MACE after adjustment for either risk score in the overall cohort.

Conclusions:

  • Algorithm-based ePWV enhances cardiovascular risk prediction beyond conventional risk equations.
  • The predictive performance of formula-based ePWV may be limited to specific populations from which it was derived.
  • Algorithmic ePWV offers a more generalizable and valuable tool for cardiovascular risk assessment.
Abstract

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