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Reproducible image-based profiling with Pycytominer.
- Source :
-
ArXiv [ArXiv] 2024 Jul 02. Date of Electronic Publication: 2024 Jul 02. - Publication Year :
- 2024
-
Abstract
- Advances in high-throughput microscopy have enabled the rapid acquisition of large numbers of high-content microscopy images. Whether by deep learning or classical algorithms, image analysis pipelines then 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, known as "image-based profiling". We demonstrate Pycytominer's usefulness in a machine learning project to predict nuisance compounds that cause undesirable cell injuries.<br />Competing Interests: Disclosure of competing interests The authors declare they have no competing interests relevant to this work.
Details
- Language :
- English
- ISSN :
- 2331-8422
- Database :
- MEDLINE
- Journal :
- ArXiv
- Publication Type :
- Academic Journal
- Accession number :
- 38045474