BEdeepoff: an in silico tool for off-target prediction of ABE and CBE base editors

Author:

Zhang Chengdong,Wang Daqi,Qi Tao,Zhang Yuening,Hou Linghui,Lan Feng,Yang Jingcheng,Ong Sang-Ging,Wang Hongyan,Shi Leming,Wang Yongming

Abstract

AbstractBase editors, including adenine base editors (ABEs) and cytosine base editors (CBEs), are valuable tools for introducing point mutations, but they frequently induce unwanted off-target mutations. Here, we performed a high-throughput gRNA-target library screening to measure editing efficiencies at integrated genomic off-targets and obtained datasets of 48,632 and 52,429 off-targets for ABE and CBE, respectively. We used the datasets to train deep learning models, resulting in ABEdeepoff and CBEdeepoff which can predict editing efficiencies at off-targets. These tools are freely accessible via online web server http://www.deephf.com/#/bedeep.

Publisher

Cold Spring Harbor Laboratory

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