Leveraging Natural Language Processing models to decode the dark proteome across the Animal Tree of Life
Gemma I. Martínez‐RedondoiD, Francisco M Pérez-CanalesiD, Belén CarbonettoiD, José M. FernándeziD, Israel Barrios-NúñeziD, Marçal Vázquez-VallsiD, Ildefonso CasesiD, Ana Maria RojasiD, Rosa FernándeziD
Abstract
Functional annotation is crucial in biology, but many protein-coding genes remain uncharacterized, especially in non-model organisms. FANTASIA (Functional ANnoTAtion based on embedding space SImilArity) integrates protein language models for large-scale functional annotation. Applied to [~]1,000 animal proteomes, it predicts functions to virtually all proteins, revealing previously uncharacterized functions that enhance our understanding of molecular evolution. FANTASIA is available on GitHub at https://github.com/CBBIO/FANTASIA.
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