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Easy-Prime: a machine learning–based prime editor design tool

Prime editing is a revolutionary genome-editing technology that can make a wide range of precise edits in DNA. However, designing highly efficient prime editors (PEs) remains challenging. We develop Easy-Prime, a machine learning–based program trained with multiple published data sources. Easy-Prime...

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Detalles Bibliográficos
Autores principales: Li, Yichao, Chen, Jingjing, Tsai, Shengdar Q., Cheng, Yong
Formato: Online Artículo Texto
Lenguaje:English
Publicado: BioMed Central 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8377858/
https://www.ncbi.nlm.nih.gov/pubmed/34412673
http://dx.doi.org/10.1186/s13059-021-02458-0
Descripción
Sumario:Prime editing is a revolutionary genome-editing technology that can make a wide range of precise edits in DNA. However, designing highly efficient prime editors (PEs) remains challenging. We develop Easy-Prime, a machine learning–based program trained with multiple published data sources. Easy-Prime captures both known and novel features, such as RNA folding structure, and optimizes feature combinations to improve editing efficiency. We provide optimized PE design for installation of 89.5% of 152,351 GWAS variants. Easy-Prime is available both as a command line tool and an interactive PE design server at: http://easy-prime.cc/. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s13059-021-02458-0.