DERI Seminar with Javier Revilla, Computational Geneticist at InstaDeep
When: Thursday, June 20, 2024, 11:00 AM - 12:00 PM
Where:
Speaker: Javier Revilla, Computational Geneticist at InstaDeep
Zoom link: https://qmul-ac-uk.zoom.us/j/81148100921
Title: The Nucleotide Transformer: Building and Evaluating Robust Foundation Models for Genomics
Abstract: Closing the gap between measurable genetic information and observable traits is a longstanding challenge in genomics. Yet, the prediction of molecular phenotypes from DNA sequences alone remains limited and inaccurate. In this talk, I will present a study of foundation models pre-trained on DNA sequences, named the Nucleotide Transformer, integrating information from diverse human genomes, and genomes from a wide range of species. These transformer models yield transferable, context-specific representations of sequences, which allow for accurate molecular phenotype prediction. The training and application of foundational models in genomics explored in this study provide a widely applicable stepping stone to bridge the gap of accurate molecular phenotype prediction from DNA sequence.