Back to Search Start Over

Quantitative cross-species translators of cardiac myocyte electrophysiology: Model training, experimental validation, and applications.

Authors :
Morotti S
Liu C
Hegyi B
Ni H
Fogli Iseppe A
Wang L
Pritoni M
Ripplinger CM
Bers DM
Edwards AG
Grandi E
Source :
Science advances [Sci Adv] 2021 Nov 19; Vol. 7 (47), pp. eabg0927. Date of Electronic Publication: 2021 Nov 17.
Publication Year :
2021

Abstract

Animal experimentation is key in the evaluation of cardiac efficacy and safety of novel therapeutic compounds. However, interspecies differences in the mechanisms regulating excitation-contraction coupling can limit the translation of experimental findings from animal models to human physiology and undermine the assessment of drugs’ efficacy and safety. Here, we built a suite of translators for quantitatively mapping electrophysiological responses in ventricular myocytes across species. We trained these statistical operators using a broad dataset obtained by simulating populations of our biophysically detailed computational models of action potential and Ca <superscript>2+</superscript> transient in mouse, rabbit, and human. We then tested our translators against experimental data describing the response to stimuli, such as ion channel block, change in beating rate, and β-adrenergic challenge. We demonstrate that this approach is well suited to predicting the effects of perturbations across different species or experimental conditions and suggest its integration into mechanistic studies and drug development pipelines.

Details

Language :
English
ISSN :
2375-2548
Volume :
7
Issue :
47
Database :
MEDLINE
Journal :
Science advances
Publication Type :
Academic Journal
Accession number :
34788089
Full Text :
https://doi.org/10.1126/sciadv.abg0927