A variable heart rate multi-compartmental coupled model of the cardiovascular and respiratory systems

Sam Lishak* (Corresponding Author), Gevik Grigorian, Sandip V. George, Nicholas C. Ovenden, Rebecca J. Shipley, Simon Arridge

*Corresponding author for this work

Research output: Contribution to journalArticlepeer-review

1 Citation (Scopus)

Abstract

Current mathematical models of the cardiovascular system that are based on systems of ordinary differential equations are limited in their ability to mimic important features of measured patient data, such as variable heart rates (HR). Such limitations present a significant obstacle in the use of such models for clinical decision-making, as it is the variations in vital signs such as HR and systolic and diastolic blood pressure that are monitored and recorded in typical critical care bedside monitoring systems. In this paper, novel extensions to well-established multi-compartmental models of the cardiovascular and respiratory systems are proposed that permit the simulation of variable HR. Furthermore, a correction to current models is also proposed to stabilize the respiratory behaviour and enable realistic simulation of vital signs over the longer time scales required for clinical management. The results of the extended model developed here show better agreement with measured bio-signals, and these extensions provide an important first step towards estimating model parameters from patient data, using methods such as neural ordinary differential equations. The approach presented is generalizable to many other similar multi-compartmental models of the cardiovascular and respiratory systems.

Original languageEnglish
Article number20230339
Number of pages14
JournalJournal of the Royal Society Interface
Volume20
Issue number207
DOIs
Publication statusPublished - 18 Oct 2023

Data Availability Statement

The code developed for this work is available from the GitHub digital repository: slishak/cvsx. An earlier version using PyTorch instead of JAX can also be found from the GitHub repository: slishak/MedicalTimeSeriesPrediction.

Keywords

  • cardiovascular system
  • ordinary differential equations
  • respiratory system
  • variable heart rate

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