Szymanska Agnieszka F, Heylman Christopher, Datta Rupsa, Gratton Enrico, Nenadic Zoran
Department of Biomedical Engineering, University of California Irvine, Irvine, CA 92697, USA.
Laboratory for Fluorescence Dynamics, Department of Biomedical Engineering, University of California Irvine, Irvine, CA 92697, USA.
Comput Biol Med. 2016 Aug 1;75:109-17. doi: 10.1016/j.compbiomed.2016.05.011. Epub 2016 May 26.
Optical imaging-based methods for assessing the membrane electrophysiology of in vitro human cardiac cells allow for non-invasive temporal assessment of the effect of drugs and other stimuli. Automated methods for detecting and analyzing the depolarization events (DEs) in image-based data allow quantitative assessment of these different treatments. In this study, we use 2-photon microscopy of fluorescent voltage-sensitive dyes (VSDs) to capture the membrane voltage of actively beating human induced pluripotent stem cell-derived cardiomyocytes (hiPS-CMs). We built a custom and freely available Matlab software, called MaDEC, to detect, quantify, and compare DEs of hiPS-CMs treated with the β-adrenergic drugs, propranolol and isoproterenol. The efficacy of our software is quantified by comparing detection results against manual DE detection by expert analysts, and comparing DE analysis results to known drug-induced electrophysiological effects. The software accurately detected DEs with true positive rates of 98-100% and false positive rates of 1-2%, at signal-to-noise ratios (SNRs) of 5 and above. The MaDEC software was also able to distinguish control DEs from drug-treated DEs both immediately as well as 10min after drug administration.
基于光学成像的体外人类心脏细胞膜电生理评估方法能够对药物和其他刺激的效果进行无创的实时评估。基于图像数据检测和分析去极化事件(DEs)的自动化方法能够对这些不同的处理进行定量评估。在本研究中,我们使用双光子显微镜结合荧光电压敏感染料(VSDs)来捕捉活跃跳动的人类诱导多能干细胞衍生心肌细胞(hiPS-CMs)的膜电压。我们构建了一个名为MaDEC的自定义且免费可用的Matlab软件,用于检测、量化和比较用β-肾上腺素能药物普萘洛尔和异丙肾上腺素处理的hiPS-CMs的DEs。通过将检测结果与专家分析人员的手动DE检测结果进行比较,并将DE分析结果与已知的药物诱导电生理效应进行比较,来量化我们软件的功效。该软件在信噪比(SNR)为5及以上时,能够以98 - 100%的真阳性率和1 - 2%的假阳性率准确检测DEs。MaDEC软件还能够在给药后立即以及给药10分钟后,将对照DEs与药物处理后的DEs区分开来。