Classifying the Electrophysiological Effects of Chronotropic Drugs on Human Induced Pluripotent Stem Cell-Derived Cardiomyocytes using Voltage Sensitive Dyes and Supervised Machine Learning
Physical Sciences
Chemical Sciences
Biophysics
0202 electrical engineering, electronic engineering, information engineering
02 engineering and technology
Biological Sciences
DOI:
10.1016/j.bpj.2014.11.624
Publication Date:
2015-01-27T12:50:23Z
AUTHORS (5)
ABSTRACT
The emergence of human induced pluripotent stem (hiPS) cell technology has expanded the possibilities for sourcing human cardiomyocytes (hiPS-CMs). Novel microscopy and analysis methods serve to accelerate development and validation of in vitro hiPS-CM models for drug screening. Voltage sensitive dyes (VSD) allow non-invasive, non-destructive, and longitudinal assessment of hiPS-CM electrophysiology at the sub-cellular membrane scale. In this study, we successfully use 2-photon microscopy to capture VSD signal at the cellular membrane scale generated from actively beating hiPS-CMs exposed to the chronotropic drugs, propranolol (10−5 M) and isoproterenol (10−7 M).
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