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Updated: Feb 5, 2026

Integrated Compensatory Responses in a Human Model of Hemorrhage
Published on: November 20, 2016
Cardiovascular regulation in response to multiple hemorrhages: analysis and parameter estimation.
Maria-Veronica Ciocanel1, Steffen S Docken2, Rebecca E Gasper3
1The Ohio State University, Columbus, USA.
This study identifies key cardiovascular parameters like vascular resistance and cardiac contractility using mathematical modeling. These parameters change dynamically during blood withdrawal, offering new insights into cardiovascular regulation.
Area of Science:
- Physiology
- Biomedical Engineering
- Mathematical Biology
Background:
- Mathematical models are crucial for interpreting experimental data.
- Identifying data-informed model parameters is essential for rigorous analysis.
- Previous studies often analyze single large blood withdrawals, limiting understanding of dynamic responses.
Purpose of the Study:
- To develop a method for estimating an identifiable subset of cardiovascular model parameters from pressure and volume data.
- To analyze time-varying cardiovascular parameters during a series of blood withdrawals.
- To model cardiovascular regulation during hemorrhage using empirical functional expressions.
Main Methods:
- Parameter identifiability analysis using baseline left ventricular pressure and volume time series data.
- Estimation of time-varying parameters using piecewise linear splines to minimize data-model mismatch.
- Fitting spline trends with empirical functions to model cardiovascular regulation.
- Data collected from a Sprague-Dawley rat undergoing sequential blood withdrawals.
Main Results:
- Identifiable baseline parameters include cardiac contraction timing, systemic vascular resistance, and cardiac contractility.
- Systemic vascular resistance and cardiac contractility were identified as time-varying parameters.
- Acute decreases and partial recovery in vascular resistance and contractility were observed during each withdrawal.
- Chronic decreases in vascular resistance and contractility were noted across the series of withdrawals.
Conclusions:
- The study successfully identified and analyzed time-varying cardiovascular parameters during simulated hemorrhage.
- Findings reveal dynamic changes in systemic vascular resistance and cardiac contractility in response to blood loss.
- This approach provides a novel framework for analyzing cardiovascular responses to multiple perturbations, advancing our understanding of circulatory control.
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