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Inversion and computational maturation of drug response using human stem cell derived cardiomyocytes in microphysiological systems

Authors :
Samuel T. Wall
Berenice Charrez
Kevin E. Healy
Andrew G. Edwards
Nathaniel Huebsch
Aslak Tveito
Karoline Horgmo Jæger
Source :
Scientific Reports, Vol 8, Iss 1, Pp 1-14 (2018), Scientific Reports
Publication Year :
2018
Publisher :
Springer Science and Business Media LLC, 2018.

Abstract

While cardiomyocytes differentiated from human induced pluripotent stems cells (hiPSCs) hold great promise for drug screening, the electrophys-iological properties of these cells can be variable and immature, producing results that are significantly different from their human adult counterparts. Here, we describe a computational framework to address this limitation, and show how in silico methods, applied to measurements on immature cardiomyocytes, can be used to both identify drug action and to predict its effect in mature cells. Our synthetic and experimental results indicate that optically obtained waveforms of voltage and calcium from microphysiological systems can be inverted into information on drug ion channel blockage, and then, through assuming functional invariance of proteins during maturation, this data can be used to predict drug induced changes in mature ventricular cells. Together, this pipeline of measurements and computational analysis could significantly improve the ability of hiPSC derived cardiomycocytes to predict dangerous drug side effects.

Details

ISSN :
20452322
Volume :
8
Database :
OpenAIRE
Journal :
Scientific Reports
Accession number :
edsair.doi.dedup.....2fe28946f5901d3aa330892fc235e1e6
Full Text :
https://doi.org/10.1038/s41598-018-35858-7