Related Experiment Video
Updated: Jan 22, 2026

Design of a Cyclic Pressure Bioreactor for the Ex Vivo Study of Aortic Heart Valves
Published on: August 23, 2011
Windkessel Measures Derived From Pressure Waveforms Only: The Framingham Heart Study
Vira Behnam1, Jian Rong2, Martin G Larson2,3
11 Cardiovascular Engineering, Inc. Norwood MA.
Nonlinear Windkessel models, using pressure data, identified systolic time constant as a predictor of cardiovascular disease events. This offers potential for improved risk stratification beyond traditional factors.
Area of Science:
- Cardiovascular Physiology
- Biomedical Engineering
- Epidemiology
Background:
- Windkessel models analyze arterial system function using pressure waveforms.
- Previous studies showed varied results due to confounder adjustments.
- Accurate Windkessel parameter derivation is crucial for cardiovascular risk assessment.
Purpose of the Study:
- To evaluate the utility of pressure-only Windkessel model parameters in predicting cardiovascular disease (CVD) risk.
- To compare linear versus nonlinear Windkessel models for risk stratification.
- To assess the incremental predictive value of Windkessel measures beyond established CVD risk factors.
Main Methods:
- Utilized carotid tonometry waveform data from 2539 Framingham Heart Study participants.
- Derived Windkessel measures using both linear (fixed diastolic time constant) and nonlinear (pressure-dependent diastolic time constant) models.
- Employed proportional hazards models, adjusting for multiple CVD risk factors, to assess event prediction.
Main Results:
- The systolic time constant (τsys) from the nonlinear model significantly predicted CVD events (HR=0.91, P=0.04) after adjustment for confounders.
- When heart rate was included, τsys (HR=0.92, P=0.04) and reservoir pressure amplitude (HR=1.14, P=0.04) remained significant predictors.
- Measures derived from the linear Windkessel model did not show significant associations with CVD events (P>0.19).
Conclusions:
- Nonlinear pressure-only Windkessel model parameters, particularly τsys, may offer incremental cardiovascular disease risk stratification.
- These findings suggest a potential role for advanced Windkessel analysis in understanding arterial hemodynamics and risk.
- Further validation is necessary to confirm the clinical utility and robustness of these associations.
Related Concept Videos
Definition and Measurement of Pressure: Atmospheric Pressure, Barometer, and Manometer
Measurement: Derived Units
Measurement of Fluid Pressure
A basic form of manometer is the piezometer, a vertical tube open at the top and filled with the same...
Measurement of Blood Pressure
Effective Value of a Periodic Waveform
The effective value of a periodic current represents the direct current (DC) that conveys the same average power to a resistor as the periodic current itself. This concept is crucial when assessing AC circuits. To determine the...
Equipments Used To Measure Blood Pressure
This invasive approach involves cannulating a peripheral artery. During each cardiac contraction, pressure generates mechanical motion within the catheter, transmitted through rigid, fluid-filled tubing to a transducer. This transducer converts mechanical motion into electrical signals displayed as waveforms on a monitor. An automatic flushing system prevents blood backflow. Due to the potential risk of unexpected arterial blood loss, this method is primarily used in intensive...

