A Mathematical Model for Simulation of Vasoplegic Shock and Vasopressor Therapy

  • Yi Ming Kao
  • , Catherine Sampson
  • , Syed A. Shah
  • , John R. Salsbury
  • , Ali Tivay
  • , Ramin Bighamian
  • , Christopher G. Scully
  • , Michael Kinsky
  • , George Kramer
  • , Jin Oh Hahn

Research output: Contribution to journalArticlepeer-review

8 Scopus citations

Abstract

Objective: To develop a high-fidelity mathematical model intended to replicate the cardiovascular (CV) responses of a critically ill patient to vasoplegic shock-induced hypotension and vasopressor therapy. Methods: The mathematical model consists of a lumped-parameter CV physiology model with baroreflex modulation feedback and a phenomenological dynamic dose-response model of a vasopressor. The adequacy of the proposed mathematical model was investigated using an experimental dataset acquired from 10 pigs receiving phenylephrine (PHP) therapy after vasoplegic shock induced via sodium nitroprusside (SNP). Results: Upon calibration, the mathematical model could (i) faithfully replicate the effects of PHP on dynamic changes in blood pressure (BP), cardiac output (CO), and systemic vascular resistance (SVR) (root-mean-squared errors between measured and calibrated mathematical responses: mean arterial BP 2.5+/-1.0 mmHg, CO 0.2+/-0.1 lpm, SVR 2.4+/-1.5 mmHg/lpm; r value: mean arterial BP 0.96+/-0.01, CO 0.65+/-0.45, TPR 0.92+/-0.10) and (ii) predict physiologically plausible behaviors of unmeasured internal CV variables as well as secondary baroreflex modulation effects. Conclusion: This mathematical model is perhaps the first of its kind that can comprehensively replicate both primary (i.e., direct) and secondary (i.e., baroreflex modulation) effects of a vasopressor drug on an array of CV variables, rendering it ideally suited to pre-clinical virtual evaluation of the safety and efficacy of closed-loop control algorithms for autonomous vasopressor administration once it is extensively validated. Significance: This mathematical model architecture incorporating both direct and baroreflex modulation effects may generalize to serve as part of an effective platform for high-fidelity in silico simulation of CV responses to vasopressors during vasoplegic shock.

Original languageEnglish (US)
Pages (from-to)1565-1574
Number of pages10
JournalIEEE Transactions on Biomedical Engineering
Volume70
Issue number5
DOIs
StatePublished - May 1 2023

Keywords

  • Vasopressor
  • autonomous critical care
  • digital twin
  • phenylephrine
  • physiological closed-loop control
  • vasoplegia

ASJC Scopus subject areas

  • Biomedical Engineering

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