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Unleashing high content screening in hit detection – Benchmarking AI workflows including novelty detection

Complex mixtures containing natural products are still an interesting source of novel drug candidates. High content screening (HCS) is a popular tool to screen for such. In particular, multiplexed HCS assays promise comprehensive bioactivity profiles, but generate also high amounts of data. Yet, onl...

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Principais autores: Erwin Kupczyk, Kenji Schorpp, Kamyar Hadian, Sean Lin, Dimitrios Tziotis, Philippe Schmitt-Kopplin, Constanze Mueller
Format: Artigo
Sprog:Inglês
Udgivet: American Association for the Advancement of Science (AAAS) 2022-01-01
Serier:Computational and Structural Biotechnology Journal
Fag:
High-content screening
Machine learning
Deep learning
Classifier
Novelty detection
Bioactives
Online adgang:http://www.sciencedirect.com/science/article/pii/S2001037022004299
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