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    Advanced artificial intelligence (AI)-based methods are having a transformative impact on biological research. This Focus provides expert commentary and review on the judicious use of AI across diverse applications in biology.

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  • Hypothesis generation is fundamental to science. What happens when we outsource this task to a machine?

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  • Sequence Display enables unbiased, large-scale mapping of protein sequence–activity landscapes, providing rich datasets for machine-learning-guided protein engineering.

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  • It is not certain that everything is uncertain. —Blaise Pascal

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  • AI agent systems are now being built on top of large language models, and they can conduct autonomous analyses. Choosing among the offerings takes a balance of curiosity, excitement and skepticism.

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Cancer cells

Spotlight on methods to study cancer

This Collection showcases several recent Reviews, Perspectives, Comments, research papers, and news articles discussing and reporting methods to study the complex biology of tumors.
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