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A Closed-Loop Cardiovascular Model of the Supine-To-Stand Manoeuvre: Implications for Falls

  • Joeri A. van de Sande*
  • , Valeria Krzhizhanovskaya
  • , Lex M. van Loon
  • , Nathalie van der Velde
  • , Eveline P. van Poelgeest
  • , Marjolein Klop
  • , Jurgen A.H.R. Claassen
  • , Alfons G. Hoekstra
  • *Corresponding author for this work

Research output: Contribution to journalArticleAcademicpeer-review

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Abstract

The risk of falling increases with age and orthostatic hypotension (OH) is a common cardiovascular contributor. Current OH diagnostics rely on intermittent blood pressure measurements, which may not adequately characterise haemodynamic responses during orthostatic stress. We developed a closed-loop cardiovascular lumped-parameter model and fitting pipeline for continuous beat-to-beat blood pressure and heart rate data during a supine-to-stand manoeuvre, enabling model-based evaluation of orthostatic haemodynamic responses in older adults. Our 23-compartment lumped model included baroreflex and cardiopulmonary reflex regulation and was calibrated using Finapres data from older adults (Nijmegen Radboud University PROHEALTH study). Using a stochastic ranking evolutionary strategy, we fitted 31 parameters to averaged cohort data, classifying participants as with or without a history of falls (≥ 1 fall in the previous year). The model reproduced systolic and diastolic blood pressure and heart rate responses at the population level, with normalised root mean squared errors of 10.6% and 9.6% for participants with and without a history of falls, respectively. Four model parameters differed significantly between the two population-average fits: baroreflex reference heart rate, a baroreflex transfer function parameter, transient external muscle pressure during standing, and total blood volume. These results demonstrate that a physiologically structured cardiovascular model can reproduce population-level orthostatic responses in older adults and highlight model-based parameter differences associated with fall history.

Original languageEnglish
Article numbere70206
JournalInternational Journal for Numerical Methods in Biomedical Engineering
Volume42
Issue number8
DOIs
Publication statusPublished - Aug 2026

Keywords

  • active stand test
  • cardiovascular model
  • closed-loop
  • data fitting
  • falls
  • lumped parameter
  • orthostatic hypotension

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