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Inversion and computational maturation of drug response using human stem cell derived cardiomyocytes in microphysiological systems
- 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.
- Subjects :
- 0301 basic medicine
Drug
In silico
media_common.quotation_subject
lcsh:Medicine
Drug action
030204 cardiovascular system & hematology
Article
03 medical and health sciences
0302 clinical medicine
Drug response
Humans
Myocyte
Computer Simulation
Myocytes, Cardiac
lcsh:Science
Induced pluripotent stem cell
Cells, Cultured
Ion channel
030304 developmental biology
media_common
Cisapride
0303 health sciences
Multidisciplinary
Chemistry
lcsh:R
Anti-Ulcer Agents
Calcium Channel Blockers
Electrophysiological Phenomena
3. Good health
Cell biology
Electrophysiology
030104 developmental biology
Verapamil
lcsh:Q
Stem cell
Subjects
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