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Easy and Accurate Mechano-profiling on Micropost Arrays
Published on: November 17, 2015
Reproducible image-based profiling with Pycytominer
Erik Serrano1, Srinivas Niranj Chandrasekaran2, Dave Bunten1
1Department of Biomedical Informatics, University of Colorado School of Medicine, Aurora, CO, USA.
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Advances in high-throughput microscopy have enabled the rapid acquisition of large numbers of high-content microscopy images. Next, whether by deep learning or classical algorithms, image analysis pipelines commonly produce single-cell features. To process these single cells for downstream applications, we present Pycytominer, a user-friendly, open-source Python package that implements the bioinformatics steps key to image-based profiling. We demonstrate Pycytominer's usefulness in a machine-learning project to predict nuisance compounds that cause undesirable cell injuries.

