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Eye2Heart: A reduced mathematical model bridging cardiovascular and ocular hemodynamics

  • Lorenzo Sala
  • , Mohamed Zaid
  • , Faith Hughes
  • , Marcela Szopos
  • , Virginia H. Huxley
  • , Alon Harris
  • , Giovanna Guidoboni
  • , Sergey Lapin

Research output: Contribution to journalArticlepeer-review

Abstract

The cardiovascular and ocular systems are intricately connected, with hemodynamic interactions playing a crucial role in both physiological regulation and pathological conditions. However, existing models often treat these systems separately, thus limiting the understanding of their interdependence. In this study, we present the Eye2Heart model, which is a novel closed-loop mathematical framework that integrates cardiovascular and ocular dynamics. Using an electrical-hydraulic analogy, the model describes the interactions between the heart and retinal circulation through a nonlinear system of ordinary differential equations. The model is tested against clinical and experimental data, thus demonstrating its ability to reproduce key cardiovascular parameters (e.g., stroke volume, cardiac output) and ocular hemodynamics (e.g., retinal blood flow). Additionally, we explore in silico the effects of intraocular pressure and left ventricular compliance on both local ocular and global systemic circulation, thus revealing critical dependencies between cardiovascular and ocular health. The results highlight the model’s potential for studying cardiovascular diseases with ocular manifestations and support emerging research in oculomics by providing a mechanistic basis to interpret ocular biomarkers within a systemic context. This paves the way for patient-specific data integration and broader applications in personalized medicine.

Original languageEnglish
Pages (from-to)421-448
Number of pages28
JournalMathematical Biosciences and Engineering
Volume23
Issue number2
DOIs
StatePublished - 2026

Keywords

  • Cardiovascular system
  • in silico experimentation
  • intraocular pressure
  • left ventricular compliance
  • lumped-parameter model
  • ocular hemodynamics
  • oculomics
  • ordinary differential equations

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