Creation and application of virtual patient cohorts of heart models

S.A. Niederer*, Y. Aboelkassem, C.D. Cantwell, C. Corrado, S. Coveney, E.M. Cherry, T. Delhaas, F.H. Fenton, A.V. Panfilov, P. Pathmanathan, G. Plank, M. Riabiz, C.H. Roney, R.W. dos Santos, L. Wang

*Corresponding author for this work

Research output: Contribution to journal(Systematic) Review article peer-review

Abstract

Patient-specific cardiac models are now being used to guide therapies. The increased use of patient-specific cardiac simulations in clinical care will give rise to the development of virtual cohorts of cardiac models. These cohorts will allow cardiac simulations to capture and quantify inter-patient variability. However, the development of virtual cohorts of cardiac models will require the transformation of cardiac modelling from small numbers of bespoke models to robust and rapid workflows that can create large numbers of models. In this review, we describe the state of the art in virtual cohorts of cardiac models, the process of creating virtual cohorts of cardiac models, and how to generate the individual cohort member models, followed by a discussion of the potential and future applications of virtual cohorts of cardiac models.This article is part of the theme issue 'Uncertainty quantification in cardiac and cardiovascular modelling and simulation'.
Original languageEnglish
Article number20190558
Number of pages20
JournalPhilosophical Transactions of the Royal Society A: mathematical Physical and Engineering Sciences
Volume378
Issue number2173
DOIs
Publication statusPublished - 12 Jun 2020

Keywords

  • ablation
  • approximate bayesian computation
  • atrial-fibrillation
  • cardiac
  • cardiac electrophysiology
  • chain monte-carlo
  • clinical-trials
  • digital twin
  • identifiability
  • population
  • simulation
  • uncertainty
  • variability
  • virtual patient cohorts
  • POPULATION
  • APPROXIMATE BAYESIAN COMPUTATION
  • CHAIN MONTE-CARLO
  • ATRIAL-FIBRILLATION
  • VARIABILITY
  • CLINICAL-TRIALS
  • UNCERTAINTY
  • ABLATION
  • CARDIAC ELECTROPHYSIOLOGY
  • IDENTIFIABILITY

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