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Updated: Oct 17, 2025

Pulse Wave Velocity Testing in the Baltimore Longitudinal Study of Aging
Published on: February 7, 2014
Estimated pulse wave velocity improves risk stratification for all-cause mortality in patients with COVID-19
Kimon Stamatelopoulos1,2, Georgios Georgiopoulos3,4, Kenneth F Baker5,6
1Department of Clinical Therapeutics, National and Kapodistrian University of Athens School of Medicine, Athens, Greece. kstamatel@med.uoa.gr.
Insights
Estimated pulse wave velocity (ePWV), a marker of arterial stiffness, effectively stratified risk in hospitalized COVID-19 patients. Higher ePWV correlated with increased mortality, offering improved prognostic value beyond existing scores for better patient management.
Area of Science:
- Cardiovascular Medicine
- Infectious Diseases
- Medical Diagnostics
Background:
- Accurate risk stratification is crucial for guiding therapeutic strategies in COVID-19 patients.
- Arterial stiffness, assessed by estimated pulse wave velocity (ePWV), reflects vascular health and aging.
- The prognostic role of ePWV in COVID-19 patient risk stratification requires further evaluation.
Purpose of the Study:
- To evaluate the prognostic value of ePWV in stratifying risk among hospitalized COVID-19 patients.
- To determine if ePWV improves mortality prediction beyond established clinical factors and scores.
Main Methods:
- Retrospective, longitudinal cohort study including 737 hospitalized COVID-19 patients and 934 non-COVID controls.
- Arterial stiffness measured using validated formulae for ePWV.
- Machine learning approach employed to assess ePWV's incremental prognostic value and reclassification ability.
Main Results:
- ePWV progressively increased across control, COVID-19 survivor, and deceased patient groups (P < 0.001).
- ePWV provided incremental prognostic value, improving mortality reclassification over a core model (AUC 0.864 vs. 0.755).
- ePWV demonstrated additive discrimination and reclassification value over the 4C Mortality score and Charlson comorbidity index (P < 0.001).
Conclusions:
- ePWV is a valuable marker for assessing arterial stiffness and predicting mortality in hospitalized COVID-19 patients.
- ePWV offers incremental prognostic information beyond traditional risk factors and established scoring systems.
- Calculation of ePWV is a readily applicable tool to refine risk stratification in COVID-19 management.
Abstract:
Accurate risk stratification in COVID-19 patients consists a major clinical need to guide therapeutic strategies. We sought to evaluate the prognostic role of estimated pulse wave velocity (ePWV), a marker of arterial stiffness which reflects overall arterial integrity and aging, in risk stratification of hospitalized patients with COVID-19. This retrospective, longitudinal cohort study, analyzed a total population of 1671 subjects consisting of 737 hospitalized COVID-19 patients consecutively recruited from two tertiary centers (Newcastle cohort: n = 471 and Pisa cohort: n = 266) and a non-COVID control cohort (n = 934). Arterial stiffness was calculated using validated formulae for ePWV. ePWV progressively increased across the control group, COVID-19 survivors and deceased patients (adjusted mean increase per group 1.89 m/s, P < 0.001). Using a machine learning approach, ePWV provided incremental prognostic value and improved reclassification for mortality over the core model including age, sex and comorbidities [AUC (core model + ePWV vs. core model) = 0.864 vs. 0.755]. ePWV provided similar prognostic value when pulse pressure or hs-Troponin were added to the core model or over its components including age and mean blood pressure (p < 0.05 for all). The optimal prognostic ePWV value was 13.0 m/s. ePWV conferred additive discrimination (AUC: 0.817 versus 0.779, P < 0.001) and reclassification value (NRI = 0.381, P < 0.001) over the 4C Mortality score, a validated score for predicting mortality in COVID-19 and the Charlson comorbidity index. We suggest that calculation of ePWV, a readily applicable estimation of arterial stiffness, may serve as an additional clinical tool to refine risk stratification of hospitalized patients with COVID-19 beyond established risk factors and scores.
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