Decoding phenotypic screening: A comparative analysis of image representations

Decoding phenotypic screening: A comparative analysis of image representations

Biomedical imaging techniques such as high content screening (HCS) are valuable for drug discovery, but high costs limit their use to pharmaceutical companies. To address this issue, The JUMP-CP consortium released a massive open image dataset of chemical and genetic perturbations, providing a valua...

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Bibliographic Details
Main Authors: Adriana Borowa, Dawid Rymarczyk, Marek Żyła, Maciej Kańdula, Ana Sánchez-Fernández, Krzysztof Rataj, Łukasz Struski, Jacek Tabor, Bartosz Zieliński
Format: Article
Language:English
Published: Elsevier 2024-12-01
Series:Computational and Structural Biotechnology Journal
Subjects:
High Content Screening
Self-supervised learning
Image representation
Deep Learning
Activity prediction
Online Access:http://www.sciencedirect.com/science/article/pii/S2001037024000461

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http://www.sciencedirect.com/science/article/pii/S2001037024000461

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