Article
Human 5′ UTR design and variant effect prediction from a massively parallel translation assay
2018-04-29
Abstract excerpt
Predicting the impact of cis -regulatory sequence on gene expression is a foundational challenge for biology. We combine polysome profiling of hundreds of thousands of randomized 5′ UTRs with deep learning to build a predictive model that relates human 5′ UTR sequence to translation. Together with a genetic algorithm, we use the model to engineer new 5′ UTRs that accurately target specified levels of ribosome loa...
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Identifiers and source
- Literature Corpus work
- 30a8c23d-9849-5cac-a3d6-945b3064c17c
- DOI
- 10.1101/310375
