Litcius/Paper detail

HeartCV: a tool for transferrable, automated measurement of heart rate and heart rate variability in transparent animals

Ziad Ibbini, John I. Spicer, Manuela Truebano, John Bishop, Oliver Tills

2022Journal of Experimental Biology13 citationsDOIOpen Access PDF

Abstract

Heart function is a key component of whole-organismal physiology. Bioimaging is commonly, but not exclusively, used for quantifying heart function in transparent individuals, including early developmental stages of aquatic animals, many of which are transparent. However, a central limitation of many imaging-related methods is the lack of transferability between species, life-history stages and experimental approaches. Furthermore, locating the heart in mobile individuals remains challenging. Here, we present HeartCV: an open-source Python package for automated measurement of heart rate and heart rate variability that integrates automated localization and is transferrable across a wide range of species. We demonstrate the efficacy of HeartCV by comparing its outputs with measurements made manually for a number of very different species with contrasting heart morphologies. Lastly, we demonstrate the applicability of the software to different experimental approaches and to different dataset types, such as those corresponding to longitudinal studies.

Topics & Concepts

Python (programming language)Computer scienceTransferabilityHeart rateBiologyMachine learningProgramming languageLogitBlood pressureEndocrinologyPhysiological and biochemical adaptationsFish Ecology and Management StudiesMarine and fisheries research