Deep learning-based quality control of cultured human-induced pluripotent stem cell-derived cardiomyocytes

• Main Authors: Ken Orita (Author), Kohei Sawada (Author), Ryuta Koyama (Author), Yuji Ikegaya (Author)
• Format: Book
• Published: Elsevier, 2019-08-01T00:00:00Z.
• Subjects: article
• Online Access: Connect to this object online.

Using bright-field images of cultured human-induced pluripotent stem cell-derived cardiomyocytes (hiPSC-CMs), we trained a convolutional neural network (CNN), a machine learning technique, to decide whether the qualities of cell cultures are suitable for experiments. VGG16, an open-source CNN framew...